X-Git-Url: https://code.communitydata.science/stats_class_2019.git/blobdiff_plain/debb8396f68285dde7bfcff6cc278498cf648a6e..15a75e0555c577856bf7d01910c2e9861ae4d640:/problem_sets/week_06/ps6-worked-solution.html diff --git a/problem_sets/week_06/ps6-worked-solution.html b/problem_sets/week_06/ps6-worked-solution.html index 7a80c67..a0c9e48 100644 --- a/problem_sets/week_06/ps6-worked-solution.html +++ b/problem_sets/week_06/ps6-worked-solution.html @@ -13,202 +13,17 @@ -
PC0. First we import the data.
-raw_df = read.csv("~/Desktop/DeleteMe/Teaching/owan03.csv") # Note that I saved the file as a CSV for importing to R
+Note that Jeremy created this solution set with some code that uses functions drawn from the tidyverse
. Wherever possible, we have also provided solution code using base R functions or alternatives since the course has not really provided an introduction to the tidyverse.
+
+PC0
+First we import the data.
+raw_df = read.csv("/tmp/owan03.csv") # Note that I saved the file as a CSV for importing to R
head(raw_df)
## X1 X2 X3 X4
## 1 70 49 30 34
@@ -326,35 +215,43 @@ head(raw_df)
## 4 87 67 65 48
## 5 92 70 76 65
## 6 93 74 83 91
-PC1. Letâs reshape the data
-library(tidyverse)
-## ââ Attaching packages ââââââââââââââââââââââââââââââââââ tidyverse 1.2.1 ââ
-## â ggplot2 3.1.0 â purrr 0.2.5
-## â tibble 2.1.1 â dplyr 0.7.7
-## â tidyr 0.8.2 â stringr 1.3.1
-## â readr 1.1.1 â forcats 0.3.0
-## ââ Conflicts âââââââââââââââââââââââââââââââââââââ tidyverse_conflicts() ââ
-## â dplyr::filter() masks stats::filter()
-## â dplyr::lag() masks stats::lag()
+
+
+PC1
+Letâs organize the data. We want this in âlongâ format where the survival times in weeks for each of the three dosage levels are all arranged in a single column and another variable labels the dosage level. There are (surprise!) many ways to do this. Here are two examples using a function called melt()
from a library called reshape
and another function called gather()
from the tidyverse
library. Note that youâll need to install the respective library and load it before you can call either function!
+library(reshape)
+library(tidyr)
+##
+## Attaching package: 'tidyr'
+## The following objects are masked from 'package:reshape':
+##
+## expand, smiths
# Rename the columns
colnames(raw_df) <- c("None", "Low", "Medium","High")
-# Gather gets all of the columns from the dataframe and
-# use them as keys, with the value as the value from that cell.
-# This gives us a "long" dataframe
-df <- gather(raw_df, dose, weeks_alive)
+# Here's a version using "melt"
+d <- melt(raw_df, na.rm=TRUE)
+## Using as id variables
+names(d) <- c("dose", "weeks_alive")
-# We want to treat dose as a factor, so we can group by it easier
-df$dose <- as.factor(df$dose)
+# "gather" similarly takes all of the columns from the dataframe and uses them as keys, with the value as the value from that # cell. This gives us a "long" dataframe
+df <- gather(raw_df, dose, weeks_alive)
+# We want to treat dose as a factor, so we can group by it easier. Specifying the levels helps with labels later on.
+df$dose <- factor(df$dose, levels=c("None", "Low", "Medium", "High"))
+# Finally, remove NAs
+df <- df[complete.cases(df),]
-# Finally, when we look at it, we see some missing data (NA); this is because not all group sizes were the same.
-# We can safely remove these.
-df <- df[complete.cases(df),]
-PC2: Now weâre goint to get statistics and create some visualizations
-tapply(df$weeks_alive, df$dose, summary)
-## $High
+# Uncomment this to see that the results are the same:
+## df==d
+
+
+PC2
+Now weâre going to calculate summary statistics and create some visualizations
+# First, using the tapply function
+tapply(df$weeks_alive, df$dose, summary)
+## $None
## Min. 1st Qu. Median Mean 3rd Qu. Max.
-## 34.00 45.00 56.50 65.25 92.75 102.00
+## 70.00 85.00 93.00 91.36 101.00 103.00
##
## $Low
## Min. 1st Qu. Median Mean 3rd Qu. Max.
@@ -364,73 +261,100 @@ df <- df[complete.cases(df),]
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 30.00 58.25 79.50 71.50 89.25 97.00
##
-## $None
+## $High
## Min. 1st Qu. Median Mean 3rd Qu. Max.
-## 70.00 85.00 93.00 91.36 101.00 103.00
-# Alternative way to do this using tidyverse
-
-df %>% group_by(dose) %>% summarize_all(c('min','max','mean', 'IQR'))
+## 34.00 45.00 56.50 65.25 92.75 102.00
+# Alternative way to do this using tidyverse "group_by" function:
+library(dplyr)
+##
+## Attaching package: 'dplyr'
+## The following object is masked from 'package:reshape':
+##
+## rename
+## The following objects are masked from 'package:stats':
+##
+## filter, lag
+## The following objects are masked from 'package:base':
+##
+## intersect, setdiff, setequal, union
+df %>% group_by(dose) %>% summarize_all(c('min','max','mean', 'IQR'))
## # A tibble: 4 x 5
## dose min max mean IQR
## <fct> <dbl> <dbl> <dbl> <dbl>
-## 1 High 34 102 65.2 47.8
+## 1 None 70 103 91.4 16
## 2 Low 49 89 69.9 14
## 3 Medium 30 97 71.5 31
-## 4 None 70 103 91.4 16
+## 4 High 34 102 65.2 47.8
When it comes to visualizations, we definitely want to use ggplot. We have lots of options for what to do.
+library(ggplot2)
+## Registered S3 methods overwritten by 'ggplot2':
+## method from
+## [.quosures rlang
+## c.quosures rlang
+## print.quosures rlang
# Histograms
-h_plot = df %>% ggplot(aes(x=weeks_alive, # What to summarize
- fill = dose # How to group by color
- )) + geom_histogram(position = 'dodge', bins = 5)
+h_plot <- ggplot(data=df, aes(x=weeks_alive, fill = dose)) + geom_histogram(position = 'dodge', bins = 5)
h_plot
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)
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)
# In this case, faceted histograms is probably better
-
-h_facet = df %>% ggplot(aes(x=weeks_alive, # What to summarize
- )) + geom_histogram(bins = 5) + facet_grid(~dose)
-
+h_facet <- ggplot(data=df, aes(x=weeks_alive)) + geom_histogram(bins = 5) + facet_grid(~dose)
h_facet
-![](data:image/png;base64,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)
-# Density plots
-d_plot = df %>% ggplot(aes(x=weeks_alive, # What to summarize
- fill = dose # How to group by color
- )) + geom_density(alpha = .2)
+![](data:image/png;base64,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)
+# Even easier to compare if we flip the coordinates (rotate the axes)
+h_facet+coord_flip()
+![](data:image/png;base64,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)
+# Density plots. Note that setting a value <1 for "alpha" makes the fill more transparent
+d_plot <- ggplot(data=df, aes(x=weeks_alive, fill = dose)) + geom_density(alpha = .2)
d_plot
-![](data:image/png;base64,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)
# Boxplots
-box_plot = df %>% ggplot(aes(y=weeks_alive,
- x = dose
- )) + geom_boxplot()
+box_plot <- ggplot(data=df, aes(y=weeks_alive, x = dose)) + geom_boxplot()
box_plot
-![](data:image/png;base64,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)
-# My favorite - ridgeline plots
+![](data:image/png;base64,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)
+# Jeremy's favorite - ridgeline plots
# install.packages('ggridges')
-
library(ggridges)
##
## Attaching package: 'ggridges'
## The following object is masked from 'package:ggplot2':
##
## scale_discrete_manual
-ridge_plot = df %>% ggplot(aes(x=weeks_alive, y = dose)) +
- geom_density_ridges(jittered_points = T)
+ridge_plot <- ggplot(data=df, aes(x=weeks_alive, y = dose)) + geom_density_ridges(jittered_points = T, fill = 'orange')
ridge_plot
## Picking joint bandwidth of 10.5
-![](data:image/png;base64,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)
-Itâs a bit tough to tell, but the overall assumptions of normality and equal variance seem reasonable.
+![](data:image/png;base64,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)
+# add a fancy minimalist theme to make it prettier:
+ridge_plot + theme_minimal()
+## Picking joint bandwidth of 10.5
+![](data:image/png;base64,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)
+A two sample t-test assumes independence and normality. An ANOVA assumes independence, normality, and equal variance. Itâs a bit tough to tell, but the overall assumption of equal variance seems reasonable. Normality is a bit of a hard sell within groups or overall. Nevertheless, most analysts would march ahead with the analysis despite these violations of assumptions. We can discuss how you might think and talk about this in class.
The global mean is
mean(df$weeks_alive)
## [1] 75.55263
-PC3. T-test between None and Any, and between None and High.
-t.test(df[df$dose == 'None', 'weeks_alive'], # Samples with no dose
- df[df$dose != 'None','weeks_alive'] # Samples with any dose
+
+
+PC3
+ANOVA! Remember that we have to call summary()
to see the ANOVA table:
+summary(aov(weeks_alive ~ dose, data = df))
+## Df Sum Sq Mean Sq F value Pr(>F)
+## dose 3 4052 1350.7 3.55 0.0245 *
+## Residuals 34 12937 380.5
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+This provides evidence in support of the alternative hypothesis that the group means are not equal. It seems that the dosage of Red Dye #40 has a relationship with how many weeks the mice lived.
+
+
+PC4
+T-test between None and Any, and between None and High.
+t.test(df$weeks_alive[df$dose == 'None'], # Samples with no dose
+ df$weeks_alive[df$dose != 'None'] # Samples with any dose
)
##
## Welch Two Sample t-test
##
-## data: df[df$dose == "None", "weeks_alive"] and df[df$dose != "None", "weeks_alive"]
+## data: df$weeks_alive[df$dose == "None"] and df$weeks_alive[df$dose != "None"]
## t = 4.2065, df = 33.732, p-value = 0.0001806
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
@@ -452,14 +376,13 @@ t.test(weeks_alive ~ dose == 'None', data = df)
## mean in group FALSE mean in group TRUE
## 69.11111 91.36364
# T-test between None and High
-
-t.test(df[df$dose == 'None', 'weeks_alive'], # Samples with no dose
- df[df$dose == 'High','weeks_alive'] # Samples with high dose
+t.test(df$weeks_alive[df$dose == 'None'], # Samples with no dose
+ df$weeks_alive[df$dose == 'High'] # Samples with high dose
)
##
## Welch Two Sample t-test
##
-## data: df[df$dose == "None", "weeks_alive"] and df[df$dose == "High", "weeks_alive"]
+## data: df$weeks_alive[df$dose == "None"] and df$weeks_alive[df$dose == "High"]
## t = 2.4958, df = 8.5799, p-value = 0.0353
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
@@ -467,85 +390,140 @@ t.test(df[df$dose == 'None', 'weeks_alive'], # Samples with no dose
## sample estimates:
## mean of x mean of y
## 91.36364 65.25000
-# Formula notation is a bit tricker. I would probably create a temprorary dataframe
-
-tmp = df %>% filter(dose %in% c('None', 'High'))
-
-t.test(weeks_alive ~ dose, data = tmp)
+# Formula notation is a bit tricker. I would create a temprorary dataframe
+df.tmp <- subset(df, subset= dose=="None" | dose=="High")
+t.test(weeks_alive ~ dose, data = df.tmp)
##
## Welch Two Sample t-test
##
## data: weeks_alive by dose
-## t = -2.4958, df = 8.5799, p-value = 0.0353
+## t = 2.4958, df = 8.5799, p-value = 0.0353
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
-## -49.960874 -2.266399
+## 2.266399 49.960874
## sample estimates:
-## mean in group High mean in group None
-## 65.25000 91.36364
-The t-test supports the idea that receiving a dose of RD40 reduces lifespan
-PC4. Anova
-summary(aov(weeks_alive ~ dose, data = df))
-## Df Sum Sq Mean Sq F value Pr(>F)
-## dose 3 4052 1350.7 3.55 0.0245 *
-## Residuals 34 12937 380.5
-## ---
-## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-This provides evidence that the group means are different.
+## mean in group None mean in group High
+## 91.36364 65.25000
+These t-tests both support the idea that receiving a dose of RD40 reduces lifespan. However, we should not completely trust these p-values, since we are doing multiple comparisons. One option is to do a Bonferroni correction, where we only cnsider things significant if \(\alpha < .05/m\) where \(m\) is the number of tests. In this case, we would fail to reject the null for the second test because we would set \(\alpha = .025\).
+The Bonferroni correction is more conservative than it needs to be, ane there are other approaches; for example, the TukeyHSD
function takes in an anova result and does post-hoc comparisons with corrections for all of the groups. The Reinhart book also provides a description of the Benjamini-Hochberg correction.
+
Q1. a) It is a sample statistic, because it comes from a sample. b) Confidence intervals for proportions are equal to
-\[p \pm z * \sqrt{ \frac{p*(1-p)}{n}}\]
-For a 95% confidence interval, \(z = 1.96\), so we can calculate it like this:
+It is a sample statistic (the sample mean), because it comes from a sample. The population parameter is unknown in this case, but can be estimated from the sample statistic.
As given in the textbook, confidence intervals for proportions are equal to:
\[\hat{p} \pm z^* \sqrt{ \frac{\hat{p}\times(1-\hat{p})}{n}}\]
+Where we calculate \(z^*\) from the Z distribution table. For a 95% confidence interval, \(z = 1.96\), so we can calculate it like this:
lower = .48 - 1.96 * sqrt(.48 * .52 / 1259)
upper = .48 + 1.96 * sqrt(.48 * .52 / 1259)
ci = c(lower, upper)
-
print(ci)
## [1] 0.4524028 0.5075972
This means that we are 95% confident that the true proportion of Americans who support legalizing marijuana is between ~45% and ~51%.
We have a large enough sample (collected randomly) in which enough responses are drawn from each potential outcome to assume that the observations are independent and the distribution of the sample proportion is approximately normal.
The statement is not justified, since our confidence interval includes 50%.
6.20 We can use the point estimate of the poll to estimate how large a sample we would need to have a confidence interval of a given width.
-Basically, we want each half of the confidence interval to be 1%, i.e., \(1.96 * \sqrt{\frac{.48 * .52}{n}} = .01\)
+We can use the point estimate of the poll to estimate how large a sample we would need to have a confidence interval of a given width.
+In this case, we want the margin or error to be 2%. Using the same formula from above, this translates to: \(1.96 * \sqrt{\frac{.48 * .52}{n}} = .02\)
We can solve for \(n\):
-\[\sqrt{\frac{.48 * .52}{n}} = .01/1.96\] \[\frac{.48 * .52}{n} = (.01/1.96)^2\] \[n = (.48 * .52)/(.01/1.96)^2\]
-(.48 * .52)/(.01/1.96)^2
-## [1] 9588.634
-So, we need a sample of approximately 9,589
-6.38
-The question is whether there has been a change in the proportion over time. While the tools we have learned could allow you to answer that question, they assume that responses are independent. In this case, they are obviously not independent as they come from the same students.
-6.50
+\[\sqrt{\frac{.48 * .52}{n}} = .02/1.96\] \[\frac{.48 * .52}{n} = (.02/1.96)^2\] \[n = (.48 * .52)/(.02/1.96)^2\] Let R solve this:
+(.48 * .52)/(.02/1.96)^2
+## [1] 2397.158
+So, we need a sample of at least 2,398 (since we canât survey less than a whole person).
+The question is whether there has been a change in the proportion across two groups (the students pre- and post-class) over time. While the tools we have learned could allow you to answer that question for two groups, they assume that responses are independent. In this case, the responses are not independent because they come from the same students. You could go ahead and calculate a statistical test for difference in pooled proportions (itâs just math!), but the dependence between observations violates the assumptions and means that the baseline expectations necessary to identify the hypothesis test are not met. Your test statistic will not mean what you want it to mean.
+chisq.test(x = c(83,121,193,103), p = c(.18,.22,.37,.23))
+Before we can calculate the test statistic we should check the conditions:
+1. Independence: \(500 < 10%\) of US population, and the sample is random, hence we can assume that one individual in the sample is independent of another.
+2. Sample size: The expected counts can be calculated as follows: \[E N E = 500 Ã 0.18 = 90\] \[E N C = 500 Ã 0.22 = 110\] \[E S = 500 Ã 0.37 = 185\] \[E W = 500 Ã 0.23 = 115\]
All expected counts are greater than 5 (which meets the rule of thumb re: empty âcellsâ in the table).
+We can test this with a \(\chi^2\) test.
+# Manually using the expected counts and formula for chi-squared
+chisq = (83-90)^2/90 + (121-110)^2/110 + (193-185)^2/185 + (103-115)^2/115
+chisq
+## [1] 3.242564
+# We could then look up the chi-square distribution for 3 degrees of freedom in the book or find it in R.
+# lower.tail=FALSE ensures that R returns the proportion of the distribution at least as large as our critical value:
+pchisq(chisq, df=3, lower.tail=FALSE)
+## [1] 0.355717
+# We could also use R's chisq.test function:
+chisq.test(x = c(83,121,193,103), p = c(.18,.22,.37,.23))
##
## Chi-squared test for given probabilities
##
## data: c(83, 121, 193, 103)
## X-squared = 3.2426, df = 3, p-value = 0.3557
-# Or manually
-
-# Calculate expected values
-500 * c(.18,.22,.37,.23)
-## [1] 90 110 185 115
-# Use the formula for chi-squared
-chisq = (83-90)^2/90 + (121-110)^2/110 + (193-185)^2/185 + (103-115)^2/115
-The p-value for this is large, meaning that we donât have evidence that the sample differs from the census distribution.
+The p-value for this is large, meaning that we cannot reject the null hypothesis that the sample proportions do not follow the census distribution.
You can do this by hand calculating the expected counts and then plugging the values into the formula for \(\chi^2\) as we did above. If you do that, here are the expected counts:
+Right direction:
+# NE:
+round(171*83/500)
+## [1] 28
+# NC:
+round(171*121/500)
+## [1] 41
+# S:
+round(171*193/500)
+## [1] 66
+# W:
+round(171*103/500)
+## [1] 35
+Wrong direction:
+round(329*83/500)
+## [1] 55
+round(329*121/500)
+## [1] 80
+round(329*193/500)
+## [1] 127
+round(329*103/500)
+## [1] 68
+Working through the formula for the \(\chi^2\) test statistic and then calculating the p-value for 3 degrees of freedom:
+chisq <- (29-28)^2 /28 +
+ (44-41)^2 /41 +
+ (62-66)^2 /66 +
+ (36-35)^2 / 35 +
+ (54-55)^2 / 55 +
+ (77-80)^2 / 80 +
+ (131-127)^2 / 127 +
+ (67-68)^2 / 68
+
+chisq
+## [1] 0.7975941
+pchisq(chisq, df=3, lower.tail=FALSE)
+## [1] 0.8500424
+And using Râs chisq.test()
function here:
x <- matrix(c(29,54,44,77,62,131,36,67), nrow = 4, # this makes a matrix with 4 rows
byrow=T) # And this says that we've entered it row by row
chisq.test(x)
@@ -554,6 +532,69 @@ chisq.test(x)
##
## data: x
## X-squared = 0.66724, df = 3, p-value = 0.8809
+The answers donât match exactly (because of the rounding I did in computing the expected counts), however the payoff/interpretation is the same: we cannot reject the null hypothesis of no relationship between region and direction opinoin in the sample.
+The unit of analysis is the customer. The dependent variable is the type of board purchased and the independent variable is gender. Males, females, and unkown gender customers are being compared. This is a two-way test.
For this type of comparison statistical tests help to give (or take away) confidence in any observed differences across categories. Choosing a statistical test is based on the question that you want to answer and the type of data that you have available to answer it. For example, if this were numeric data (e.g., the amount of money spent on electronics for men and women) then we could choose a t-test to compare those distributions.
The null hypothesis (\(H_0\)) is that the board purchased is independent of the gender of the customer. The alternative hypothesis (\(H_A\)) is that board purchase choice is dependent on gender.
A \(\chi^2\) test found statistically significant evidence that board purchase behavior differs by gender. This difference is convincing, but it does directly not tell us what the authors set out to understand, which is the difference between men and women (the test could have identified a significant difference in the number of unknown gender customers across board types). Many of these concerns are addressed in the text and with additional tests, giving increased confidence in the observed differences.
These are counts for two categorical variables, so the procedure used was a \(\chi^2\) test. The null hypothesis is that whether or not a blog is governed by one person is independent of whether it is on the left or the right ideologically.
Assuming that the null hypothesis of no difference across the two groups is compelling, it would be surprising to see these results in a world where ideological orientation and blog governance have no relationship. In this respect, it makes sense to believe that this difference is likely real. Perhaps the main reason to be skeptical is the way that the data are grouped. The authors could have grouped them differently (e.g., 1-2 people, 3-4 people, and 5+ people); if the decision on how to group was made after seeing the data then we have good reason to be skeptical.
We can do this in R.
# First we create the dataframe
+df = data.frame(Governance=c('Individual','Multiple', 'Individual','Multiple'),
+ Ideology = c('Left','Left','Right','Right'),
+ Count = c(13,51,27,38))
+
+# We can make sure it's the same by testing the Chi-squared
+chisq.test(matrix(df$Count, nrow=2))
+##
+## Pearson's Chi-squared test with Yates' continuity correction
+##
+## data: matrix(df$Count, nrow = 2)
+## X-squared = 5.8356, df = 1, p-value = 0.01571
+# Using Jeremy's tidyverse code:
+percentage_data <- df %>%
+ group_by(Ideology) %>%
+ summarize(individual_ratio = sum(Count[Governance=='Individual']) / sum(Count),
+ group_count = sum(Count))
+
+shaw_benkler_plot = percentage_data %>%
+ ggplot(aes(x=Ideology, y=individual_ratio * 100)) +
+ geom_bar(stat='identity', aes(fill=c('red','blue')), show.legend=F) +
+ ylab('Percentage of Blogs') + theme_minimal()
+
+shaw_benkler_plot
+If we want to add error bars, we need to calculate them (Note that ggplot could do this for us if we had raw data - always share your data!).
+For our purposes here, Jeremy decided to use confidence intervals. The standard error is another reasonable choice. Either way, ggplot has a geom_errorbar
layer that is very useful.
Remember that for a binomial distribution (we can consider individual/non-individual as binomial), confidence intervals are \(\hat{p} \pm z^* \sqrt{\frac{\hat{p}~(1-\hat{p})}{n}}\)
+ci_95 = 1.96 * sqrt(percentage_data$individual_ratio * (1 - percentage_data$individual_ratio)/percentage_data$group_count)
+
+shaw_benkler_plot + geom_errorbar(aes(ymin=(individual_ratio-ci_95)*100, ymax=(individual_ratio + ci_95)*100),
+ alpha = .3,
+ size=1.1,
+ width=.4)
+The error bars do overlap in this case, indicating that the true population proportions may not be as far apart as our point estimates suggest. Note that this is not the same as the hypothesis test.
+Another way in which the base rate fallacy could play a role in this paper, however, concerns the presence of multiple comparisons. The authors conducted numerous statistical tests (indeed, one of the authors seems to recall that some of the tests were not even reported in the paper
In any case, the point here is that the statistical tests reported in the paper may not mean exactly what the authors said they did in the context of the publication. That may or may not change the validity of the results, but it should inspire us all to do better statistical analysis!
+