From f08bf2f0567fff92ecbb563a1902cea9fde117af Mon Sep 17 00:00:00 2001 From: Laura Schaeffer Date: Mon, 30 Mar 2026 16:52:07 +0200 Subject: [PATCH] Update --- module3/exo3/exercice_fr.Rmd | 101 ++++- module4/essai.Rmd | 129 ++++++ module4/essai.html | 754 +++++++++++++++++++++++++++++++++++ module4/essai.pdf | Bin 0 -> 327319 bytes 4 files changed, 982 insertions(+), 2 deletions(-) create mode 100644 module4/essai.Rmd create mode 100644 module4/essai.html create mode 100644 module4/essai.pdf diff --git a/module3/exo3/exercice_fr.Rmd b/module3/exo3/exercice_fr.Rmd index 84a0c84..d83145a 100644 --- a/module3/exo3/exercice_fr.Rmd +++ b/module3/exo3/exercice_fr.Rmd @@ -62,11 +62,11 @@ Graphique représentant le prix du blé et le salaire hebdomadaire de 1565 à 18 library(ggplot2) data$Year5 <- floor(data$Year / 5) * 5 -# ✅ Agrégation séparée pour chaque variable +# Aggrégation séparée pour chaque variable wheat_agg <- aggregate(Wheat ~ Year5, data = data, FUN = mean, na.rm = TRUE) wages_agg <- aggregate(Wages ~ Year5, data = data, FUN = mean, na.rm = TRUE) -# ✅ all = TRUE conserve les lignes même si l'une des deux est NA +# all = TRUE conserve les lignes même si l'une des deux est NA data_agg <- merge(wheat_agg, wages_agg, by = "Year5", all = TRUE) # Sous-ensemble sans NA pour Wages wages_data <- data_agg[!is.na(data_agg$Wages), ] @@ -127,3 +127,100 @@ ggplot(data_agg, aes(x = Year5)) + ) ``` + + + +```{r} +# Packages +library(ggplot2) +library(dplyr) + +# Supposons que ton data frame s'appelle df +# df <- read.csv("ton_fichier.csv") + +# Supprimer les NA pour les salaires +df_clean <- data %>% filter(!is.na(Wages)) + +# Calcul du facteur d'échelle pour aligner les deux séries +scale_factor <- max(df_clean$Wheat, na.rm = TRUE) / + max(df_clean$Wages, na.rm = TRUE) + +# Graphique +ggplot(df_clean, aes(x = Year)) + + + geom_line(aes(y = Wheat, color = "Blé"), linewidth = 1.2) + + + geom_line(aes(y = Wages * scale_factor, color = "Salaires"), + linewidth = 1.2, linetype = "dashed") + + + scale_y_continuous( + name = "Prix du blé (shillings par quart de boisseau)", + sec.axis = sec_axis(~ . / scale_factor, + name = "Salaire hebdomadaire (shillings/semaine)") + ) + + + scale_color_manual(values = c("Blé" = "darkgreen", + "Salaires" = "blue")) + + + labs( + title = "Prix du blé et salaires hebdomadaires (1565–1821)", + x = "Année", + color = "Variables" + ) + + + theme_minimal() +``` + + +```{r} +library(ggplot2) +library(dplyr) + +df_clean <- df %>% filter(!is.na(Wages)) + +df_clean <- df_clean %>% + mutate(Pouvoir_achat = Wages / Wheat) + +ggplot(df_clean, aes(x = Year, y = Pouvoir_achat)) + + geom_line(linewidth = 1.2, color = "purple") + + geom_smooth(method = "loess", se = FALSE, linetype = "dashed") + + + labs( + title = "Évolution du pouvoir d'achat des ouvriers (1565–1821)", + x = "Année", + y = "Quantité de blé (quart de boisseau) achetable avec un salaire hebdomadaire" + ) + + + theme_minimal() +``` + +```{r} +ggplot(df_clean, aes(x = Wheat, y = Wages, color = Year)) + + geom_point(size = 3) + + geom_path(linewidth = 1) + + + scale_color_viridis_c() + + + labs( + title = "Relation entre salaires et prix du blé", + x = "Prix du blé (shillings / quart de boisseau)", + y = "Salaire hebdomadaire (shillings)", + color = "Année" + ) + + + theme_minimal() +``` +```{r} +ggplot(df_clean, aes(x = Wheat, y = Wages)) + + geom_path(arrow = arrow(length = unit(0.2, "cm")), linewidth = 1) + + geom_point() + + + labs( + title = "Progression dans le temps (flèche)", + x = "Prix du blé", + y = "Salaire" + ) + + + theme_minimal() +``` + diff --git a/module4/essai.Rmd b/module4/essai.Rmd new file mode 100644 index 0000000..1756d0f --- /dev/null +++ b/module4/essai.Rmd @@ -0,0 +1,129 @@ +--- +title: "Risk Analysis of the Space Shuttle: Pre-Challenger Prediction of Failure" +author: "Arnaud Legrand" +date: "25 October 2018" +output: html_document +--- + +In this document we reperform some of the analysis provided in +*Risk Analysis of the Space Shuttle: Pre-Challenger Prediction of Failure* by *Siddhartha R. Dalal, Edward B. Fowlkes, Bruce Hoadley* published in *Journal of the American Statistical Association*, Vol. 84, No. 408 (Dec., 1989), pp. 945-957 and available at http://www.jstor.org/stable/2290069. + +On the fourth page of this article, they indicate that the maximum likelihood estimates of the logistic regression using only temperature are: $\hat{\alpha}=5.085$ and $\hat{\beta}=-0.1156$ and their asymptotic standard errors are $s_{\hat{\alpha}}=3.052$ and $s_{\hat{\beta}}=0.047$. The Goodness of fit indicated for this model was $G^2=18.086$ with 21 degrees of freedom. Our goal is to reproduce the computation behind these values and the Figure 4 of this article, possibly in a nicer looking way. + +# Technical information on the computer on which the analysis is run +We will be using the R language using the ggplot2 library. +```{r} +library(ggplot2) +sessionInfo() +``` + +Here are the available libraries +```{r} +devtools::session_info() +``` + + +# Loading and inspecting data +Let's start by reading data: +```{r} +data = read.csv("https://app-learninglab.inria.fr/moocrr/gitlab/moocrr-session3/moocrr-reproducibility-study/raw/master/data/shuttle.csv?inline=false",header=T) +data +``` + +We know from our previous experience on this data set that filtering data is a really bad idea. We will therefore process it as such. + +Let's visually inspect how temperature affects malfunction: +```{r} +plot(data=data, Malfunction/Count ~ Temperature, ylim=c(0,1)) +``` + +# Logistic regression + +Let's assume O-rings independently fail with the same probability which solely depends on temperature. A logistic regression should allow us to estimate the influence of temperature. + +```{r} +logistic_reg = glm(data=data, Malfunction/Count ~ Temperature, weights=Count, + family=binomial(link='logit')) +summary(logistic_reg) +``` + +The maximum likelyhood estimator of the intercept and of Temperature are thus $\hat{\alpha}=5.0849$ and $\hat{\beta}=-0.1156$ and their standard errors are $s_{\hat{\alpha}} = 3.052$ and $s_{\hat{\beta}} = 0.04702$. The Residual deviance corresponds to the Goodness of fit $G^2=18.086$ with 21 degrees of freedom. **I have therefore managed to replicate the results of the Dalal *et al.* article**. + +# Predicting failure probability +The temperature when launching the shuttle was 31°F. Let's try to +estimate the failure probability for such temperature using our model.: +```{r} +# shuttle=shuttle[shuttle$r!=0,] +tempv = seq(from=30, to=90, by = .5) +rmv <- predict(logistic_reg,list(Temperature=tempv),type="response") +plot(tempv,rmv,type="l",ylim=c(0,1)) +points(data=data, Malfunction/Count ~ Temperature) +``` + +This figure is very similar to the Figure 4 of Dalal et al. **I have managed to replicate the Figure 4 of the Dalal *et al.* article.** + +# Confidence on the prediction +Let's try to plot confidence intervals with ggplot2. +```{r, fig.height=3.3} +ggplot(data, aes(y=Malfunction/Count, x=Temperature)) + geom_point(alpha=.2, size = 2, color="blue") + + geom_smooth(method = "glm", method.args = list(family = "binomial"), fullrange=T) + + xlim(30,90) + ylim(0,1) + theme_bw() +``` + +Mmmh, I have a warning from ggplot2 indicating *"non-integer #successes in a binomial glm!"*. This seems fishy. Furthermore, this confidence region seems huge... It seems strange to me that the uncertainty grows so large for higher temperatures. And compared to my previous call to glm, I haven't indicated the weight which accounts for the fact that each ratio Malfunction/Count corresponds to Count observations (if someone knows how to do this...). There must be something wrong. + +So let's provide the "raw" data to ggplot2. +```{r} +data_flat=data.frame() +for(i in 1:nrow(data)) { + temperature = data[i,"Temperature"]; + malfunction = data[i,"Malfunction"]; + d = data.frame(Temperature=temperature,Malfunction=rep(0,times = data[i,"Count"])) + if(malfunction>0) { + d[1:malfunction, "Malfunction"]=1; + } + data_flat=rbind(data_flat,d) +} +dim(data_flat) +str(data_flat) +``` + +Let's check whether I obtain the same regression or not: +```{r} +logistic_reg_flat = glm(data=data_flat, Malfunction ~ Temperature, family=binomial(link='logit')) +summary(logistic_reg) +``` +Perfect. The estimates and the standard errors are the same although the Residual deviance is difference since the distance is now measured with respect to each 0/1 measurement and not to ratios. Let's use plot the regression for *data_flat* along with the ratios (*data*). + +```{r, fig.height=3.3} +ggplot(data=data_flat, aes(y=Malfunction, x=Temperature)) + + geom_smooth(method = "glm", method.args = list(family = "binomial"), fullrange=T) + + geom_point(data=data, aes(y=Malfunction/Count, x=Temperature),alpha=.2, size = 2, color="blue") + + geom_point(alpha=.5, size = .5) + + xlim(30,90) + ylim(0,1) + theme_bw() +``` + +This confidence interval seems much more reasonable (in accordance with the data) than the previous one. Let's check whether it corresponds to the prediction obtained when calling directly predict. Obtaining the prediction can be done directly or through the link function. + +Here is the "direct" (response) version I used in my very first plot: +```{r} +pred = predict(logistic_reg_flat,list(Temperature=30),type="response",se.fit = T) +pred +``` +The estimated Failure probability for 30° is thus $0.834$. However, the $se.fit$ value seems pretty hard to use as I can obviously not simply add $\pm 2 se.fit$ to $fit$ to compute a confidence interval. + +Here is the "link" version: +```{r} +pred_link = predict(logistic_reg_flat,list(Temperature=30),type="link",se.fit = T) +pred_link +logistic_reg$family$linkinv(pred_link$fit) +``` +I recover $0.834$ for the estimated Failure probability at 30°. But now, going through the *linkinv* function, we can use $se.fit$: +```{r} +critval = 1.96 +logistic_reg$family$linkinv(c(pred_link$fit-critval*pred_link$se.fit, + pred_link$fit+critval*pred_link$se.fit)) +``` +The 95% confidence interval for our estimation is thus [0.163,0.992]. This is what ggplot2 just plotted me. This seems coherent. + +**I am now rather confident that I have managed to correctly compute and plot the uncertainty of my prediction.** Let's be honnest, it took me a while. My first attempts were plainly wrong (I didn't know how to do this so I trusted ggplot2, which I was misusing) and did not use the correct statistical method. I also feel confident now because this has been somehow validated by other colleagues but it will be interesting that you collect other kind of plots values that you obtained, that differ and that you would probably have kept if you didn't have a reference to compare to. Please provide us with as many versions as you can. diff --git a/module4/essai.html b/module4/essai.html new file mode 100644 index 0000000..2f2a1d4 --- /dev/null +++ b/module4/essai.html @@ -0,0 +1,754 @@ + + + + + + + + + + + + + + + +Risk Analysis of the Space Shuttle: Pre-Challenger Prediction of Failure + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + +

In this document we reperform some of the analysis provided in +Risk Analysis of the Space Shuttle: Pre-Challenger Prediction of +Failure by Siddhartha R. Dalal, Edward B. Fowlkes, Bruce +Hoadley published in Journal of the American Statistical +Association, Vol. 84, No. 408 (Dec., 1989), pp. 945-957 and +available at http://www.jstor.org/stable/2290069.

+

On the fourth page of this article, they indicate that the maximum +likelihood estimates of the logistic regression using only temperature +are: \(\hat{\alpha}=5.085\) and \(\hat{\beta}=-0.1156\) and their asymptotic +standard errors are \(s_{\hat{\alpha}}=3.052\) and \(s_{\hat{\beta}}=0.047\). The Goodness of +fit indicated for this model was \(G^2=18.086\) with 21 degrees of freedom. +Our goal is to reproduce the computation behind these values and the +Figure 4 of this article, possibly in a nicer looking way.

+
+

Technical information on the computer on which the analysis is +run

+

We will be using the R language using the ggplot2 library.

+
library(ggplot2)
+sessionInfo()
+
## R version 4.3.3 (2024-02-29 ucrt)
+## Platform: x86_64-w64-mingw32/x64 (64-bit)
+## Running under: Windows 10 x64 (build 19045)
+## 
+## Matrix products: default
+## 
+## 
+## locale:
+## [1] LC_COLLATE=French_France.utf8  LC_CTYPE=French_France.utf8   
+## [3] LC_MONETARY=French_France.utf8 LC_NUMERIC=C                  
+## [5] LC_TIME=French_France.utf8    
+## 
+## time zone: Europe/Paris
+## tzcode source: internal
+## 
+## attached base packages:
+## [1] stats     graphics  grDevices utils     datasets  methods   base     
+## 
+## other attached packages:
+## [1] ggplot2_4.0.2
+## 
+## loaded via a namespace (and not attached):
+##  [1] vctrs_0.6.5        cli_3.6.2          knitr_1.45         rlang_1.1.5       
+##  [5] xfun_0.52          generics_0.1.3     S7_0.2.0           jsonlite_2.0.0    
+##  [9] glue_1.8.0         htmltools_0.5.8.1  sass_0.4.9         fansi_1.0.6       
+## [13] scales_1.4.0       rmarkdown_2.26     grid_4.3.3         tibble_3.2.1      
+## [17] evaluate_1.0.5     jquerylib_0.1.4    fastmap_1.1.1      yaml_2.3.10       
+## [21] lifecycle_1.0.5    compiler_4.3.3     dplyr_1.1.4        RColorBrewer_1.1-3
+## [25] pkgconfig_2.0.3    rstudioapi_0.15.0  farver_2.1.1       digest_0.6.35     
+## [29] R6_2.6.1           tidyselect_1.2.1   utf8_1.2.4         pillar_1.9.0      
+## [33] magrittr_2.0.3     bslib_0.6.1        withr_3.0.2        tools_4.3.3       
+## [37] gtable_0.3.6       cachem_1.0.8
+

Here are the available libraries

+
devtools::session_info()
+
## ─ Session info ───────────────────────────────────────────────────────────────
+##  setting  value
+##  version  R version 4.3.3 (2024-02-29 ucrt)
+##  os       Windows 10 x64 (build 19045)
+##  system   x86_64, mingw32
+##  ui       RTerm
+##  language (EN)
+##  collate  French_France.utf8
+##  ctype    French_France.utf8
+##  tz       Europe/Paris
+##  date     2026-03-30
+##  pandoc   3.6.3 @ C:/Program Files/RStudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)
+## 
+## ─ Packages ───────────────────────────────────────────────────────────────────
+##  package      * version date (UTC) lib source
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+##  digest         0.6.35  2024-03-11 [1] CRAN (R 4.3.3)
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+## 
+## ──────────────────────────────────────────────────────────────────────────────
+
+
+

Loading and inspecting data

+

Let’s start by reading data:

+
data = read.csv("https://app-learninglab.inria.fr/moocrr/gitlab/moocrr-session3/moocrr-reproducibility-study/raw/master/data/shuttle.csv?inline=false",header=T)
+data
+
##         Date Count Temperature Pressure Malfunction
+## 1    4/12/81     6          66       50           0
+## 2   11/12/81     6          70       50           1
+## 3    3/22/82     6          69       50           0
+## 4   11/11/82     6          68       50           0
+## 5    4/04/83     6          67       50           0
+## 6    6/18/82     6          72       50           0
+## 7    8/30/83     6          73      100           0
+## 8   11/28/83     6          70      100           0
+## 9    2/03/84     6          57      200           1
+## 10   4/06/84     6          63      200           1
+## 11   8/30/84     6          70      200           1
+## 12  10/05/84     6          78      200           0
+## 13  11/08/84     6          67      200           0
+## 14   1/24/85     6          53      200           2
+## 15   4/12/85     6          67      200           0
+## 16   4/29/85     6          75      200           0
+## 17   6/17/85     6          70      200           0
+## 18 7/2903/85     6          81      200           0
+## 19   8/27/85     6          76      200           0
+## 20  10/03/85     6          79      200           0
+## 21  10/30/85     6          75      200           2
+## 22  11/26/85     6          76      200           0
+## 23   1/12/86     6          58      200           1
+

We know from our previous experience on this data set that filtering +data is a really bad idea. We will therefore process it as such.

+

Let’s visually inspect how temperature affects malfunction:

+
plot(data=data, Malfunction/Count ~ Temperature, ylim=c(0,1))
+

+
+
+

Logistic regression

+

Let’s assume O-rings independently fail with the same probability +which solely depends on temperature. A logistic regression should allow +us to estimate the influence of temperature.

+
logistic_reg = glm(data=data, Malfunction/Count ~ Temperature, weights=Count,
+                   family=binomial(link='logit'))
+summary(logistic_reg)
+
## 
+## Call:
+## glm(formula = Malfunction/Count ~ Temperature, family = binomial(link = "logit"), 
+##     data = data, weights = Count)
+## 
+## Coefficients:
+##             Estimate Std. Error z value Pr(>|z|)  
+## (Intercept)  5.08498    3.05247   1.666   0.0957 .
+## Temperature -0.11560    0.04702  -2.458   0.0140 *
+## ---
+## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+## 
+## (Dispersion parameter for binomial family taken to be 1)
+## 
+##     Null deviance: 24.230  on 22  degrees of freedom
+## Residual deviance: 18.086  on 21  degrees of freedom
+## AIC: 35.647
+## 
+## Number of Fisher Scoring iterations: 5
+

The maximum likelyhood estimator of the intercept and of Temperature +are thus \(\hat{\alpha}=5.0849\) and +\(\hat{\beta}=-0.1156\) and their +standard errors are \(s_{\hat{\alpha}} = +3.052\) and \(s_{\hat{\beta}} = +0.04702\). The Residual deviance corresponds to the Goodness of +fit \(G^2=18.086\) with 21 degrees of +freedom. I have therefore managed to replicate the results of +the Dalal et al. article.

+
+
+

Predicting failure probability

+

The temperature when launching the shuttle was 31°F. Let’s try to +estimate the failure probability for such temperature using our +model.:

+
# shuttle=shuttle[shuttle$r!=0,]
+tempv = seq(from=30, to=90, by = .5)
+rmv <- predict(logistic_reg,list(Temperature=tempv),type="response")
+plot(tempv,rmv,type="l",ylim=c(0,1))
+points(data=data, Malfunction/Count ~ Temperature)
+

+

This figure is very similar to the Figure 4 of Dalal et al. I +have managed to replicate the Figure 4 of the Dalal et al. +article.

+
+
+

Confidence on the prediction

+

Let’s try to plot confidence intervals with ggplot2.

+
ggplot(data, aes(y=Malfunction/Count, x=Temperature)) + geom_point(alpha=.2, size = 2, color="blue") +
+  geom_smooth(method = "glm", method.args = list(family = "binomial"), fullrange=T) +
+  xlim(30,90) + ylim(0,1) + theme_bw()
+
## `geom_smooth()` using formula = 'y ~ x'
+
## Warning in eval(family$initialize): nombre de succès non entier dans un glm
+## binomial !
+

+

Mmmh, I have a warning from ggplot2 indicating “non-integer +#successes in a binomial glm!”. This seems fishy. Furthermore, this +confidence region seems huge… It seems strange to me that the +uncertainty grows so large for higher temperatures. And compared to my +previous call to glm, I haven’t indicated the weight which accounts for +the fact that each ratio Malfunction/Count corresponds to Count +observations (if someone knows how to do this…). There must be something +wrong.

+

So let’s provide the “raw” data to ggplot2.

+
data_flat=data.frame()
+for(i in 1:nrow(data)) {
+  temperature = data[i,"Temperature"];
+  malfunction = data[i,"Malfunction"];
+  d = data.frame(Temperature=temperature,Malfunction=rep(0,times = data[i,"Count"]))
+  if(malfunction>0) {
+      d[1:malfunction, "Malfunction"]=1;
+  }
+  data_flat=rbind(data_flat,d)
+}
+dim(data_flat)
+
## [1] 138   2
+
str(data_flat)
+
## 'data.frame':    138 obs. of  2 variables:
+##  $ Temperature: int  66 66 66 66 66 66 70 70 70 70 ...
+##  $ Malfunction: num  0 0 0 0 0 0 1 0 0 0 ...
+

Let’s check whether I obtain the same regression or not:

+
logistic_reg_flat = glm(data=data_flat, Malfunction ~ Temperature, family=binomial(link='logit'))
+summary(logistic_reg)
+
## 
+## Call:
+## glm(formula = Malfunction/Count ~ Temperature, family = binomial(link = "logit"), 
+##     data = data, weights = Count)
+## 
+## Coefficients:
+##             Estimate Std. Error z value Pr(>|z|)  
+## (Intercept)  5.08498    3.05247   1.666   0.0957 .
+## Temperature -0.11560    0.04702  -2.458   0.0140 *
+## ---
+## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+## 
+## (Dispersion parameter for binomial family taken to be 1)
+## 
+##     Null deviance: 24.230  on 22  degrees of freedom
+## Residual deviance: 18.086  on 21  degrees of freedom
+## AIC: 35.647
+## 
+## Number of Fisher Scoring iterations: 5
+

Perfect. The estimates and the standard errors are the same although +the Residual deviance is difference since the distance is now measured +with respect to each 0/1 measurement and not to ratios. Let’s use plot +the regression for data_flat along with the ratios +(data).

+
ggplot(data=data_flat, aes(y=Malfunction, x=Temperature)) +
+  geom_smooth(method = "glm", method.args = list(family = "binomial"), fullrange=T) +
+  geom_point(data=data, aes(y=Malfunction/Count, x=Temperature),alpha=.2, size = 2, color="blue") +
+  geom_point(alpha=.5, size = .5) +
+  xlim(30,90) + ylim(0,1) + theme_bw()
+
## `geom_smooth()` using formula = 'y ~ x'
+

+

This confidence interval seems much more reasonable (in accordance +with the data) than the previous one. Let’s check whether it corresponds +to the prediction obtained when calling directly predict. Obtaining the +prediction can be done directly or through the link function.

+

Here is the “direct” (response) version I used in my very first +plot:

+
pred = predict(logistic_reg_flat,list(Temperature=30),type="response",se.fit = T)
+pred
+
## $fit
+##        1 
+## 0.834373 
+## 
+## $se.fit
+##         1 
+## 0.2293304 
+## 
+## $residual.scale
+## [1] 1
+

The estimated Failure probability for 30° is thus \(0.834\). However, the \(se.fit\) value seems pretty hard to use as +I can obviously not simply add \(\pm 2 +se.fit\) to \(fit\) to compute a +confidence interval.

+

Here is the “link” version:

+
pred_link = predict(logistic_reg_flat,list(Temperature=30),type="link",se.fit = T)
+pred_link
+
## $fit
+##        1 
+## 1.616942 
+## 
+## $se.fit
+## [1] 1.659473
+## 
+## $residual.scale
+## [1] 1
+
logistic_reg$family$linkinv(pred_link$fit)
+
##        1 
+## 0.834373
+

I recover \(0.834\) for the +estimated Failure probability at 30°. But now, going through the +linkinv function, we can use \(se.fit\):

+
critval = 1.96
+logistic_reg$family$linkinv(c(pred_link$fit-critval*pred_link$se.fit,
+                              pred_link$fit+critval*pred_link$se.fit))
+
##         1         1 
+## 0.1630612 0.9923814
+

The 95% confidence interval for our estimation is thus [0.163,0.992]. +This is what ggplot2 just plotted me. This seems coherent.

+

I am now rather confident that I have managed to correctly +compute and plot the uncertainty of my prediction. Let’s be +honnest, it took me a while. My first attempts were plainly wrong (I +didn’t know how to do this so I trusted ggplot2, which I was misusing) +and did not use the correct statistical method. I also feel confident +now because this has been somehow validated by other colleagues but it +will be interesting that you collect other kind of plots values that you +obtained, that differ and that you would probably have kept if you +didn’t have a reference to compare to. Please provide us with as many +versions as you can.

+
+ + + + +
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