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+ **Cliquez ici** +

+ + 1. Vous comprendrez pourquoi la biologie et les statistiques peuvent bien se mélanger ensemble. + +2. Vous serez en mesure de comprendre comment mettre en œuvre la régression linéaire appliquée à la richesse des espèces en fonction d'au moins deux variables indépendantes. + +

+ +### **3. PRÉALABLES** + +
+ **Cliquez ici** +

+ + **3.1 Une introduction à la régression linéaire**:https://www.youtube.com/watch?v=gb4qqX4uhYA + + + **3.2 Comment lire un boxplot?**:https://www.youtube.com/watch?v=7UK2DK7rblw + + + **3.3 La courbe de Bell (distribution normale/gaussienne)**:https://www.youtube.com/watch?v=DJzmb7hGmeM + + + **3.4 Qu'est-ce qu'un graphique résiduel?**:https://www.youtube.com/watch?v=J5gRckrv44c + +

+ + +### **4. LA DIVERSITÉ DES PLANTES VASCULAIRES : DE QUOI S'AGIT-IL?** + +
+ **Cliquez ici** +

+ La diversité est un concept clé en biologie. Si vous vous êtes demandé quel est le lien entre la richesse en espèces des plantes par rapport à l'espace et à l'environnement, vous êtes au bon endroit pour acquérir les concepts biologiques et statistiques de base. Il existe plus de 352 000 (391 000 selon Jin et Qian, 2019) espèces de plantes vasculaires dans le monde. Plus de 95 % des plantes vasculaires sont des plantes à fleurs, également appelées angiospermes (par exemple, les graminées, les orchidées, les érables). Les autres types de plantes vasculaires sont les gymnospermes (arbres à cônes, par exemple les pins, les épicéas) et les plantes sans graines (par exemple les fougères) (voir la figure des plantes vasculaires ci-dessous). 5111 espèces de plantes vasculaires ont été trouvées au Canada (CCCEP, 2010). Une telle quantité de types et de formes de vie invite définitivement les biologistes à s'interroger sur le fonctionnement de la diversité dans la nature. + + +```{r fig1, echo = FALSE, out.width = "100%", fig.cap = "Photo from "} +htmltools::img( + src = "https://github.com/Living-Data-Tutorials/website/blob/main/_lessons/2022-04-07-alberta-trees-tutorial/Vascular_Plants.png?raw=true", height = "500px", width = "100%", `data-external` = "1" + ) +``` +*Images de «The Gymnosperm Database» et «Go Botany (3.7)»* + +

+ +### **5. CONTEXTE DES PROJETS SEADYN ET ANNDYN** + +
+ **Cliquez ici** +

+ +Un projet intéressant de surveillance de la diversité était la Dynamique saisonnière et annuelle des communautés végétales de la forêt boréale de l'Ouest canadien : un ensemble de données héritées couvrant quatre décennies. L'objectif principal des projets de recherche sur la dynamique saisonnière (SEADYN) et plus tard sur la dynamique annuelle (ANNDYN) était de documenter les changements saisonniers dans la composition végétale pendant la saison sans neige (mai à octobre) et les changements à plus long terme dans la mensuration de la végétation et de la forêt pour les sites de la forêt boréale en Alberta, au Canada, dominés par Pinus banksiana (Lamb.) (voir l'image centrale dans la figure ci-dessous). + + +Deux régions ont été utilisées pour cette étude : la première c'est la région de Hondo-Slave Lake (ci-après, Hondo) en Alberta, qui a été étudiée de 1980 à 2015, et la deuxième c'est la région des sables bitumineux de l'Athabasca (ci-après, AOS) dans le nord-est de l'Alberta, qui a été étudiée de 1981 à 1984 et dont on pense qu'elle présente une pollution atmosphérique importante en raison du développement industriel régional (exploitation et traitement des sables bitumineux). + + +```{r fig2, echo = FALSE, out.width = "100%", fig.cap = "Photo from "} +htmltools::img( + src = "https://github.com/RolandoTrejo/website/blob/main/_lessons/2022-04-07-alberta-trees-tutorial/Alberta_Project.png?raw=true", height = "500px", width = "100%", `data-external` = "1" + ) +``` +*Image tirée des métadonnées des projets de recherche Dynamique saisonnière (SEADYN) et, plus tard, Dynamique annuelle (ANNDYN), Alberta* + +

+ +### **5.1 DESIGN D'EXPÉRIENCE** + +
+ **Cliquez ici** +

+ + La conception expérimentale consistait en des parcelles de 50x50 m subdivisées en 50 quadrants de 5x5 m. Les données provenant du suivi de Hondo peuvent nous permettre d'énoncer les questions relatives aux arbres concernant la température du sol et les peuplements. + + + + +```{r fig3, echo = FALSE, out.width = "100%", fig.cap = "Photo from "} +htmltools::img( + src = "https://github.com/Living-Data-Tutorials/website/blob/main/_lessons/2022-04-07-alberta-trees-tutorial/Location.png?raw=true", height = "500px", width = "100%", `data-external` = "1" + ) +``` +*Image tirée des métadonnées des projets de recherche Dynamique saisonnière (SEADYN) et, plus tard, Dynamique annuelle (ANNDYN), Alberta* + +

+ +### **6. VARIATION DE LA DIVERSITÉ DES PLANTES VASCULAIRES EN FONCTION DES PEUPLEMENTS ET DE LA TEMPÉRATURE DU SOL** + +
+ **Cliquez ici** +

+ +L'Alberta, comprenant 660 000 km2, est une province canadienne diversifiée. Près de 2000 espèces de plantes vasculaires ont été recensées (dont près de 1500 indigènes) (Packer et Gould, 2017). Afin de révéler comment la biodiversité est liée à l'espace et à au moins une variable environnementale, nous nous concentrerons sur la compréhension de l'effet des sites et de la température du sol sur la richesse en espèces en 2010 en ce qui concerne uniquement les sites de Hondo de ce projet.Les sites de Hondo sont au nord d'Edmonton et à l'est du Petit Lac des Esclaves, Alberta (AB), Canada (panneau de carte en bas à droite). En 2010, la flore vasculaire de Hondo est composée de 131 espèces. Dans ces sites, le nombre maximum d'espèces trouvées entre 1980-2015 était de 215. En ce qui concerne la diversité des espèces, nous pouvons poser les questions suivantes : + + + A. Peut-on expliquer la diversité vasculaire par la température du sol ? + + B. Les peuplements sont-ils un meilleur prédicteur que la température du sol ? + + C. Devons-nous considérer les deux variables ensemble pour comprendre la variation de la diversité des plantes vasculaires ? + +

+ +### **7. EXPLORATION DE DONNÉES** + +
+ **Cliquez ici** +

+ +Pour répondre à nos questions, nous utiliserons les données de deux ensembles de données différents provenant d'un suivi à long terme sur les arbres et les plantes en Alberta. Nous pouvons répondre à nos questions en utilisant les données d'une année spécifique. Dans ce tutoriel, nous utiliserons les données de 2010. Nous pouvons maintenant mieux comprendre la ligne de régression fournie par le graphique de la température du sol et de la richesse des espèces. Elle suit essentiellement une corrélation négative (plus d'espèces, moins de température du sol). En ce qui concerne le graphique boxplot, nous pouvons voir que les peuplements 5 et 6 contiennent plus d'espèces que les peuplements 3 et 4. Dans les peuplements 7 et 8, nous pouvons visualiser des valeurs extrêmes. + + +**7.1. Variation de la richesse des espèces en fonction de la température du sol (°C)** + +```{r,message=FALSE,warning=FALSE} +# Variation de la richesse des espèces en fonction de la température du sol (°C) +Hondo_VascularCover_2010_CLEAN<-read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_VascularCover_2010_CLEAN.csv", sep=";") +Hondo_SoilTemp_2010_CLEAN<- read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_SoilTemp_2010_CLEAN.csv", sep=";") + +SR_SoilTemp <- data.frame(stand=as.factor(Hondo_SoilTemp_2010_CLEAN$stand), + SR=Hondo_VascularCover_2010_CLEAN$SR, + temp_C=Hondo_SoilTemp_2010_CLEAN$temp_C) + +bc <- plot_ly(SR_SoilTemp, x=~temp_C, y=~SR, type = "scatter", size=~SR, + color = 'Paired')%>% layout(title="", + xaxis=list(title="Soil temperature (C)", showgrid = F), + yaxis=list(title="Species richness", showgrid = F)) + +bc +``` + +**7.2. Variation de la richesse en espèces le long des peuplements** + +```{r, message=FALSE, echo=FALSE,warning=FALSE} +# Variation de la richesse en espèces le long des peuplements +bp <- plot_ly(SR_SoilTemp, y=~SR, color = ~as.factor(stand),symbol="stand", + type="box",boxpoints = "all", + + jitter = 0.4,pointpos = -1.8) %>% + layout(title = "", + xaxis = list(title = "Stand", showgrid = F), + yaxis=list(title="Species richness", showgrid = F)) + +bp +``` + +**7.3. Fréquences d'espèces dans chaque classe d'abondance** + +Nous connaissons déjà les tendences entre les peuplements, la température du sol et l'interaction. Mais, que nous disent les variables continues (richesse en espèces et température du sol) concernant leurs distributions de fréquence? + + La richesse des espèces suit clairement une distribution normale. + +```{r,message=FALSE, echo=FALSE} +SRichness <- data.frame(SR=Hondo_VascularCover_2010_CLEAN$SR) +ab <- table(unlist(SRichness)) +barplot(ab, las = 1, # make axis labels perpendicular to axis + xlab = "Abundance class: species richness", ylab = "Frequency", # label axes + col = grey(5:0/5)) # 5-colour gradient for the bars +``` + +**7.4. Fréquences de température du sol dans chaque classe d'abondance** + +La température du sol ne suit pas nécessairement une distribution normale, mais il semble qu'on puisse le supposer. + +```{r,message=FALSE, echo=FALSE} +STemp <- data.frame(temp_C=Hondo_SoilTemp_2010_CLEAN$temp_C) +ab <- table(unlist(STemp)) +barplot(ab, las = 1, # make axis labels perpendicular to axis + xlab = "Abundance class: soil temperature", ylab = "Frequency", # label axes + col = grey(5:0/5)) # 5-colour gradient for the bars +``` + +

+ + ### **8. CODIFICATION DES MODÈLES: C'EST PARTI!** + +
+ **Cliquez ici** +

+ + Afin de comprendre comment la température du sol en Celsius et le peuplement (x = variable indépendante) peuvent affecter la biodiversité, nous pouvons créer cinq modèles différents contenant la richesse en espèces comme variable de réponse (y = variable dépendante). + +```{r,message=FALSE, echo=FALSE} +# Species richness as function of soil temperature (C) alone +M1 <- lm(SR ~ temp_C,data = SR_SoilTemp) +# Species richness as function of peuplement alone +M2 <-lm(SR ~ stand,data = SR_SoilTemp) +# Species richness as function of soil temperature (C) plus peuplement, and soil temperature-peuplement interaction +M3 <- lm(SR ~ temp_C*stand,data = SR_SoilTemp) +# Species richness as function of soil temperature (C) and peuplement +M4 <- lm(SR ~ temp_C+stand,data = SR_SoilTemp) +# Species richness as function of soil temperature-peuplement interaction alone +M5 <- lm(SR ~ temp_C:stand,data = SR_SoilTemp) +``` + +``` +# Richesse des espèces en fonction de la température du sol (C) toute seule +M1 <- lm(SR ~ temp_C,data = SR_SoilTemp) +# La richesse des espèces en fonction du peuplement tout seul +M2 <-lm(SR ~ stand,data = SR_SoilTemp) +# Richesse en espèces en fonction de la température du sol (C), du peuplement et de l'interaction entre la température du sol et le peuplement. +M3 <- lm(SR ~ temp_C*stand,data = SR_SoilTemp) +# Richesse en espèces en fonction de la température du sol (C) et du peuplement +M4 <- lm(SR ~ temp_C+stand,data = SR_SoilTemp) +# La richesse des espèces en fonction de l'interaction température du sol-peuplement +M5 <- lm(SR ~ temp_C:stand,data = SR_SoilTemp) +``` +

+ + ### **9. SÉLECTION DU MODÈLE** + +
+ **Cliquez ici** +

+ + En ce qui concerne les modèles associés à la richesse en espèces en fonction de la température du sol et du peuplement, pouvons-nous utiliser ces résultats pour formuler nos conclusions écologiques ? Est-ce que la combinaison de la température du sol et du peuplement peut révéler un modèle caché par la modélisation indépendante des deux variables? Nous pouvons utiliser l'approche AICc et R carré pour sélectionner le meilleur modèle. Ici, nous pouvons voir que les modèles M2 et M4 sont les meilleures options suivant une approche lm avec effets fixes. Cependant, le modèle M4 présente un R carré réduit. Le modèle M2, uniquement la richesse en espèces en fonction du peuplement, présente un AIC plus faible et un R carré plus élevé. + +```{r,message=FALSE, echo=FALSE} +R2_adjusted <- c(summary(M1)$adj.r.squared, + summary(M2)$adj.r.squared, + summary(M3)$adj.r.squared, + summary(M4)$adj.r.squared, + summary(M5)$adj.r.squared) +r2 <- c(summary(M1)$r.squared, + summary(M2)$r.squared, + summary(M3)$r.squared, + summary(M4)$r.squared, + summary(M5)$r.squared) +library(MuMIn) +AIC.table <- MuMIn::model.sel( M1, M2, M3, M4, M5) +AIC.table <- AIC.table[ , c("df", "logLik", "AICc", "delta")] + +Model_summary<-data.frame(R2_adjusted,r2,AIC.table) +Model_summary +``` +df est les degrés de liberté, +logLik est la log-vraisemblance, et +delta est la différence AICc avec la valeur la plus faible. + +Nous pouvons employer le modèle M2 pour voir comment il fonctionne la richesse en espèces en fonction des peuplements. Nous pouvons identifier le modèle M2 comme étant le meilleur en fonction de son AICc et de son R carré les plus faibles. Mais, avant d'effectuer une analyse de la variance et une comparaison post-hoc des moyennes, nous devons vérifier les hypothèses de base du modèle de régression linéaire + +``` +# La richesse en espèces en fonction du peuplement +M2 <-lm(SR ~ stand,data = SR_SoilTemp) +``` +

+ + + ### **10. VALIDATION DU MODÈLE** + +
+ **Cliquez ici** +

+ + **10.1. Homogénéité de la variance** + + Graphic des valeurs prédites par rapport aux valeurs résiduelles + +```{r,message=FALSE, echo=FALSE} +M2 <-lm(SR ~ stand,data = SR_SoilTemp) +plot(resid(M2) ~ fitted(M2), + xlab = 'Predicted values', + ylab = 'Normalized residuals') +abline(h = 0, lty = 2) +``` + +Test d'homogénéité de la variance + +```{r,message=FALSE, echo=FALSE} +# Test d'homogénéité de la variance +bartlett.test(SR ~ stand,data = SR_SoilTemp) # We have homogeneity of variance (p-value = 0.1793) +``` + +Il y a une dispersion homogène des résidus en ce qui concerne le graphique et le test d'homogénéité de la variance (p-value = 0.1793). *L'hypothèse est respectée!* + + **10.2. Indépendance des résidus du modèle** + + Vérification de l'indépendance des résidus du modèle avec les peuplements + +```{r,message=FALSE, echo=FALSE} + +boxplot(resid(M2) ~ stand, data = SR_SoilTemp, + xlab = "Stand", ylab = "Normalized residuals") +abline(h = 0, lty = 2) +``` + +Dispersion homogène des résidus autour de 0 et aucune tendance des résidus en fonction de la variable. *L'hypothèse est respectée!* + + **10.3. Normalité des résidus de modèle** + + Histogramme des résidus du modèle +```{r,message=FALSE, echo=FALSE} +hist(resid(M2)) # Histogram of residuals +``` + +Test de Shapiro pour vérifier la normalité des résidus + +```{r,message=FALSE, echo=FALSE} +# Shapiro test to check normality +M2 <-lm(SR ~ stand,data = SR_SoilTemp) +ANOVA_M2=aov(M2) +shapiro.test(ANOVA_M2$residuals) # The errors follow a normal distribution (p-value = 0.2401) +``` + +Les résidus suivent une distribution normale au regard de l'histogramme et du test de Shapiro (p-value = 0.2401).*L'hypothèse est respectée!* + +

+ + ### **11. INTERPRÉTATION ET VISUALISATION DES MODÈLES** + +
+ **Cliquez ici** +

+ + **La richesse en espèces en fonction du peuplement** + + Une fois que nous avons corroboré les hypothèses de base du modèle de régression linéaire, nous pouvons continuer avec l'interprétation et la visualisation du modèle. Il existe des différences significatives entre les peuplements (p < 2,2e-16). Les peuplements 3 et 4 sont associés à une moindre richesse en espèces que les peuplements 5 et 6. + +```{r, include=TRUE,message=FALSE, echo=FALSE} + +M2 <-lm(SR ~ stand,data = SR_SoilTemp) +ANOVA_M2=aov(M2) # There are significant differences among stands (p < 2.2e-16) +summary(ANOVA_M2) +``` + +```{r,message=FALSE, echo=FALSE} +ANOVA=aov(M2) +# Tukey test to study each pair of treatment : +TUKEY <- TukeyHSD(x=ANOVA, "stand", conf.level=0.95) + +# Group the treatments that are not different each other together. +generate_label_df <- function(TUKEY, variable){ + + # Extract labels and factor levels from Tukey post-hoc + Tukey.levels <- TUKEY[[variable]][,4] + Tukey.labels <- data.frame(multcompLetters(Tukey.levels)['Letters']) + + # Put the labels in the same order as in the boxplot : + Tukey.labels$stand=rownames(Tukey.labels) + Tukey.labels=Tukey.labels[order(Tukey.labels$stand) , ] + return(Tukey.labels) +} + +# Apply the function on the dataset +LABELS <- generate_label_df(TUKEY , "stand") + + +# A panel of colors to draw each group with the same color : +my_colors <- c( + rgb(143,199,74,maxColorValue = 255), + rgb(242,104,34,maxColorValue = 255), + rgb(111,145,202,maxColorValue = 255), + rgb(144,108,84,maxColorValue = 255), + rgb(144,108,84,maxColorValue = 255), + rgb(143,199,74,maxColorValue = 255), + rgb(143,199,74,maxColorValue = 255)) + +# Draw the basic boxplot +a <- boxplot(SR_SoilTemp$SR ~ SR_SoilTemp$stand , ylim=c(min(SR_SoilTemp$SR) , 1.1*max(SR_SoilTemp$SR)) , + col=my_colors[as.numeric(LABELS[,1])] , ylab="Species richness" , main="",xlab="Stand") + +# It writes the letter over each box. Over is how high letters are written. +over <- 0.1*max( a$stats[nrow(a$stats),] ) + +#Add the labels +#text( c(1:nlevels(SR_SoilTemp$stand)) , a$stats[nrow(a$stats),]+over , LABELS[,1], + # col=my_colors[as.numeric(LABELS[,1])] ) +``` + +Des couleurs différentes dans les peuplements signifient des différences statistiques. + +

+ +### **12. EXERCICES** + +
+ **Cliquez ici** +

+ +**12.1. RICHESSE EN ESPÈCES EN FONCTION DE LA TEMPÉRATURE DU SOL (°C)** + +Exécutez le code suivant et répondez à la question ci-dessous. Ici, nous utilisons le modèle un (M1) correspondant à la richesse en espèces en fonction de la température du sol (C) pour vérifier s'il existe une relation entre la richesse en espèces et la température du sol. Nous considérerons que les hypothèses de base du modèle sont respectées. + +```{r M1_plot, exercise=TRUE, exercise.lines = 36, message=FALSE} +# Importing data +Hondo_VascularCover_2010_CLEAN<-read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_VascularCover_2010_CLEAN.csv", sep=";") +Hondo_SoilTemp_2010_CLEAN<- read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_SoilTemp_2010_CLEAN.csv", sep=";") + +# Merging data +SR_SoilTemp <- data.frame(stand=as.factor(Hondo_SoilTemp_2010_CLEAN$stand), + SR=Hondo_VascularCover_2010_CLEAN$SR, + temp_C=Hondo_SoilTemp_2010_CLEAN$temp_C) + +# Species richness as function of soil temperature (C) +M1 <- lm(SR ~ temp_C,data = SR_SoilTemp) +# Residuals and coefficients of the model +(summ_M1 <- summary(M1)) # +# Simplified ggplot theme +library(ggplot2) +fig <- theme_bw() + + theme(panel.grid.minor=element_blank(), + panel.grid.major=element_blank(), + panel.background=element_blank()) + + theme(strip.background=element_blank(), + strip.text.y = element_text()) + + theme(legend.background=element_blank()) + + theme(legend.key=element_blank()) + + theme(panel.border = element_rect(colour="black", fill=NA)) +# Plot +plot <- ggplot(aes(temp_C, SR), data = SR_SoilTemp) +Plot_AllData <- plot + geom_point() + + xlab("Soil temperature (C)") + + ylab("Species richness") + + labs(title = "All data") + fig + +# Add regression lines with the intercepts specific to each stand + +Plot_AllData + + geom_abline(intercept = 23.8756 , + slope = -0.3346, col = "coral2") + + +``` + +Vérifiez le graphique, puis la p-value de la température du sol (temp_C). Répondez à la question suivante : + +```{r quizM1} +quiz( + question("**Quelle est la relation entre la richesse des espèces et la température du sol ?**", + answer("Plus de richesse d'espèces, plus de température du sol"), + answer("Plus de richesse d'espèces, moins de température du sol", correct = TRUE), + answer("La relation n'est pas significative"), + answer("Aucune des réponses ci-dessus n'est correcte") + ) +) +``` + +**12.2 RELATION LINÉAIRE OU NON LINÉAIRE** + + Exécutez le code suivant. Observez ensuite le tableau AIC et la visualisation graphique. + +```{r Linear_not_linear, exercise=TRUE, exercise.lines = 25, message=FALSE} + +# Data +x <- c(1.1,1.2,0.7,3.4,3.6,2.7,5.2,5.3,4.7,7.3,7.5,6.7,9.4,9.1,8.9,11.3,10.7,11) +y_response <- c(0.8,0.7,1.2,9.1,8.7,9.3,25.3,25.8,24.2,50,48.5,51,81.1,80.8,81.2,121.5,121,120.7) +Linear_not_linear <- data.frame(x,y_response) + +# Linear model or not? +library(mgcv) +linear_model <- gam(y_response ~ x, data = Linear_not_linear) +smooth_model <- gam(y_response ~ s(x), data = Linear_not_linear) +AIC(linear_model, smooth_model) + +# Visualization +library(ggplot2) +p1<-ggplot(Linear_not_linear, aes(x = x, y = y_response )) + + geom_point() + + geom_line(colour = "red", size = 1.2, + aes(y = fitted(linear_model))) + + xlab("x") + + ylab("y") + + labs(title = "Linear model or not?")+ + geom_line(colour = "blue", size = 1.2, + aes(y = fitted(smooth_model))) + + theme_bw() + +p1 + +``` + +Vous pouvez voir que l'AIC et la tendance du GAM justifient que l'ajout d'une fonction de lissage améliore la performance du modèle. La non-linéarité est alors soutenue par ces données. + +Maintenant, explorons notre relation réelle entre la richesse des espèces et les données de température du sol. Suivez les étapes suivantes : + +1. Codez vous-même : Utilisez et adaptez le code R des sections 12.1 et 12.2 pour vérifier la linéarité. + +2. Utilisez le code du Hint : Cliquez sur Hint pour revoir et coller le code. Exécutez le code. + +```{r print-linearityTest, exercise=TRUE,exercise.lines = 25, message=FALSE, exercise.eval=TRUE} + +``` + +```{r print-linearityTest-hint} +# Data +Hondo_VascularCover_2010_CLEAN<-read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_VascularCover_2010_CLEAN.csv", sep=";") +Hondo_SoilTemp_2010_CLEAN<- read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_SoilTemp_2010_CLEAN.csv", sep=";") +SR_SoilTemp <- data.frame(stand=as.factor(Hondo_SoilTemp_2010_CLEAN$stand), + SR=Hondo_VascularCover_2010_CLEAN$SR, + temp_C=Hondo_SoilTemp_2010_CLEAN$temp_C) + +# Linear model or not? +library(mgcv) +linear_model <- gam(SR ~ temp_C, data = SR_SoilTemp) +smooth_model <- gam(SR ~ s(temp_C), data = SR_SoilTemp) +AIC(linear_model, smooth_model) + +# Visualization +library(ggplot2) +Non_linear<-ggplot(SR_SoilTemp, aes(x = temp_C, y = SR )) + + geom_point() + + xlab("Soil temperature (C)") + + ylab("Species richness") + + labs(title = "Smooth model curve: Linear model or not?")+ + geom_line(colour = "blue", size = 1.2, + aes(y = fitted(smooth_model))) + + theme_bw() + +Non_linear + +Linear<-ggplot(SR_SoilTemp, aes(x = temp_C, y = SR )) + + geom_point() + + geom_line(colour = "red", size = 1.2, + aes(y = fitted(linear_model))) + + xlab("Soil temperature (C)") + + ylab("Species richness") + + labs(title = "Linear model line:Linear model or not?")+ + theme_bw() + +Linear +``` + +```{r quizLinearity} +quiz( + question("**Peut-on utiliser la régression linéaire pour modéliser la relation entre la richesse des espèces et la température du sol?**", + answer("La non-linéarité est soutenue par ces données"), + answer("Il est difficile de tirer des conclusions"), + answer("La linéarité est confirmée par ces données", correct = TRUE), + answer("Aucune des réponses ci-dessus n'est correcte") + ) + ) +``` + +**12.3. MODÈLE AVEC INTERACTION** + +Situation : nous souhaitons modéliser la richesse en espèces de Hondo en fonction de la température (c'est notre principal prédicteur d'intérêt) mais nous ne savons pas si nous devons considérer le peuplement comme une autre variable importante dans le modèle. Observez les graphiques suivants (modèle M1, M3 et M4) puis le R au carré et l'AICc dans le tableau récapitulatif. Répondez aux questions ci-dessous. + +**12.3.1. Richesse en espèces en fonction de la température du sol (°C), du peuplement et de l'interaction entre la température du sol et le peuplement.** + +```{r, message=FALSE, echo=FALSE,warning=FALSE} +# Species richness as function of soil temperature (C) +M1 <- lm(SR ~ temp_C,data = SR_SoilTemp) +# Simplified ggplot theme +fig <- theme_bw() + + theme(panel.grid.minor=element_blank(), + panel.grid.major=element_blank(), + panel.background=element_blank()) + + theme(strip.background=element_blank(), + strip.text.y = element_text()) + + theme(legend.background=element_blank()) + + theme(legend.key=element_blank()) + + theme(panel.border = element_rect(colour="black", fill=NA)) +# Plot +plot <- ggplot(aes(temp_C, SR), data = SR_SoilTemp) +Plot_AllData <- plot + geom_point(color="blue") + + xlab("Soil temperature (C)") + + ylab("Species richness") + + labs(title = "M1 model") + fig + +Plot_AllData + + geom_abline(intercept = 23.8756 , + slope = -0.3346, col = "coral2") +``` + +**12.3.2. Richesse en espèces en fonction de la température du sol (°C), du peuplement et de l'interaction entre la température du sol et le peuplement.** + +```{r, message=FALSE, echo=FALSE,warning=FALSE} +M3 <- lm(SR ~ temp_C*stand,data = SR_SoilTemp) +interact_plot(M3, pred = temp_C, modx = stand, x.label = "Soil temperature (C)", y.label = "Species richness", + main.title = "M3 model", legend.main = "Stand",plot.points = TRUE) + + +``` + +**12.3.3. Richesse en espèces en fonction de la température du sol (°C) et du peuplement** + +```{r, message=FALSE, echo=FALSE,warning=FALSE} +M4 <- lm(SR ~ temp_C+stand,data = SR_SoilTemp) +interact_plot(M4, pred = temp_C, modx = stand, x.label = "Soil temperature (C)", y.label = "Species richness", + main.title = "M4 model", legend.main = "Stand",plot.points = TRUE) +``` + +```{r,message=FALSE, echo=FALSE} +R2_adjusted <- c(summary(M1)$adj.r.squared, + summary(M3)$adj.r.squared, + summary(M4)$adj.r.squared) +r2 <- c(summary(M1)$r.squared, + summary(M3)$r.squared, + summary(M4)$r.squared) +library(MuMIn) +AIC.table <- MuMIn::model.sel( M1, M3, M4) +AIC.table <- AIC.table[ , c("df", "logLik", "AICc", "delta")] + +Model_summary<-data.frame(R2_adjusted,r2,AIC.table) +Model_summary +``` +df est les degrés de liberté, +logLik est la log-vraisemblance, et +delta est la différence AICc avec la valeur la plus basse + +```{r quizInteraction} +quiz( + question("En ce qui concerne le R² et les graphiques, quel est le meilleur modèle ?", + answer("Modèle M3",correct = TRUE), + answer("Modèle M1"), + answer("Modèle M4"), + answer("Tous les modèles sont les meilleurs") + ) +) +``` + +

+ +### **13. REPRODUCTIBILITÉ** + +
+ **Cliquez ici** +

+ +Les graphiques et les résultats présentés dans ce tutoriel ont été obtenus en utilisant des données historiques sur la température du sol et des ensembles de données sur la diversité vasculaire des sites de Hondo. Les données sont disponibles à l'adresse [https://dataverse.scholarsportal.info/dataset.xhtml?persistentId=doi:10.5683/SP3/PZCAVE].Nous avons importé les ensembles de données originaux à partir de la fonction Import dans R Studio. + +``` +Hondo_VascularCover_1980_2015 # Historical +str(Hondo_VascularCover_1980_2015) +Hondo_SoilTemp_1980_2010 # Historical soil temperature +str(Hondo_SoilTemp_1980_2010) +``` +**13.1 Manipulation de données** + +1.Générer un sous-ensemble de données ne considérant que les données de 2010 pour simplifier les analyses statistiques. Il est important de se concentrer sur le cœur de la richesse des espèces : concept écologique lié à l'espace et à l'environnement. + +``` +Hondo_VascularCover_2010 <- subset(Hondo_VascularCover_1980_2015,year== "2010" ) # Selecting from one category in rows +Hondo_SoilTemp_2010 <- subset(Hondo_SoilTemp_1980_2010,year== "2010" ) +``` + +2. Sauvegardez les données des sous-ensembles 2010 dans l'ordinateur pour les nettoyer et les rendre propres à travailler dans R. +``` +write.csv(x=Hondo_VascularCover_2010,file="Hondo_VascularCover_2010.csv", row.names=FALSE) # Export data in csv format +write.csv(x=Hondo_SoilTemp_2010,file="Hondo_SoilTemp_2010.csv", row.names=FALSE) +``` + +3. Ouvrez les sous-ensembles 2010 dans excel et ordonnez les données par peuplement (stand) et quarant (quad), puis corroborer la correspondance parfaite dans l'ordre. + +```{r,message=FALSE, echo=FALSE} +Hondo_VascularCover_2010_CLEAN<-read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_VascularCover_2010_CLEAN.csv", sep=";") +Hondo_SoilTemp_2010_CLEAN<- read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_SoilTemp_2010_CLEAN.csv", sep=";") + +``` + +4. Générer un nouveau table de données résumant le peuplement, le quadrant, la température du sol et la richesse des espèces. Vous pouvez voir ici que les quadrants et les peuplements ont été fusionnés de manière adéquate. + +```{r,message=FALSE, echo=FALSE} +SR_SoilTemp <- data.frame(stand=as.factor(Hondo_SoilTemp_2010_CLEAN$stand), + stand2=as.factor(Hondo_VascularCover_2010_CLEAN$stand), + quad=Hondo_SoilTemp_2010_CLEAN$quad, + quad2=Hondo_VascularCover_2010_CLEAN$quad, + SR=Hondo_VascularCover_2010_CLEAN$SR, + temp_C=Hondo_SoilTemp_2010_CLEAN$temp_C) +``` + +

+ +### **14. RÉFÉRENCES** + +
+ **Cliquez ici** +

+ +Hesketh, A., Loesberg, J., Bledsoe, E., Karst, J., & Macdonald, E. (2021). Seasonal and annual dynamics of western Canadian boreal forest plant communities: A legacy dataset spanning four decades [Data set]. Scholars Portal Dataverse. https://doi.org/10.5683/SP3/PZCAVE + +Canadian Endangered Species Conservation Council(CESCC). 2010. Wild Species 2010: The general status of Species in Canada. + +Jin, Y., and Qian, H. 2019. V.PhyloMaker: an R package that can generate very large phylogenies for vascular plants. Ecography, 42: 1353: 1359. + +Packer, J.G., and Gould, A.J. 2017. Vascular plants of Alberta, part 1: Ferns, Fern Allies, Gymnosperms, and monocots. University of Calgary Press. 281 pages. + +Earle, C.J. 2021.The Gymnossperm Database. Consulted on April 7, 2022:[https://www.conifers.org/zz/gymnosperms.php]. +Go Botany (3.7). 2022. Native Plant Trust. Consulted on April 7, 2022: [https://gobotany.nativeplanttrust.org] +

+ + +## **Sujet 2 : LES ANNEAUX DE CROISSANCE DES ARBRES AU FIL DU TEMPS** + +### **1. AUDIENCE : FORESTERIE** + +Histoires d'arbres : Comment les anneaux des arbres révèlent les cycles météorologiques extrêmes? *Video de Brigham Young University, Utah* + +```{r, message=FALSE, echo=FALSE} +embed_url("https://www.youtube.com/watch?v=xmZO7aRgcW4")%>% +use_align("center") +``` + + +### **2. OBJECTIFS D'APPRENTISSAGE** + +
+ **Cliquez ici** +

+ + 1. À la fin de ce tutoriel, vous serez en mesure d'explorer les modèles d'anneaux des arbres au fil du temps. Peut-être, quelque chose de caché se trouve là ! + + 2. Ce tutoriel a pour but d'aider les étudiants à se familiariser avec les données et à appliquer leur bagage académique en examinant des données traitées qui aboutissent à un questionnement. + +

+ +### **3. LA DENDROCHRONOLOGIE : DE QUOI S'AGIT-IL ?** + +
+ **Cliquez ici** +

+ +Un concept intéressant en biologie, et plus encore en foresterie, est la dynamique des cernes de croissance des arbres dans le temps. La dendrochronologie est la datation et l'étude des cernes de croissance annuels des arbres (voir https://ltrr.arizona.edu/about/treerings). La datation et l'étude des cernes de croissance annuels nous permettent de faire des inférences dans d'autres domaines d'étude des arbres, par exemple en reliant la dendrochronologie à la météo. Ici, la dendroclimatologie étudie et utilise les cernes de croissance pour reconstituer les variations passées du climat (Fritts. 1987). Étant donné que des cernes de croissance annuels bien définis peuvent être observés dans le bois (cernes) de nombreuses espèces d'arbres de forêts tempérées à travers le monde, dans certaines circonstances, ces cernes de croissance contiennent des informations utiles sur les conditions environnementales variables qui affectent leur croissance comme les changements de température et l'humidité ainsi que les caractéristiques de l'arbre (âge et taille), selon l'espèce et la latitude pour lesquelles d'autres analyses de données (données climatiques) doivent être incluses (Tumajer, J., & Lehejček, J. 2019). + +

+ +### **4. ANALYSE DES ANNEAUX DE CROISSANCE D'ARBRES DANS LE TEMPS** + +
+ **Cliquez ici** +

+ +Traçons quelques graphiques. C'est possible de tracer la largeur moyenne des anneux de croissance (mm) dans l'axe y en fonction du temps (année) dans l'axe x (voir ligne rouge). Mais nous pouvons également tracer la largeur moyenne des anneux (mm) dans l'axe y en fonction du temps (année) dans l'axe x, en considérant simultanément les peuplements (voir lignes grises). Avez-vous des idées sur ce que ces tendances pourraient nous dire ? + +

+ +**4.1 DONNEES SUR LES ANNEAUX DE CROISSANCE D'ARBRES DE LA REGION DE Hondo-Slave Lake (Hondo) en Alberta** + +
+ **Cliquez ici** +

+ +```{r AOS_plot, exercise=TRUE, exercise.lines = 37, message=FALSE} + +# Bibliothèques +library(tidyverse) +library(readr) +library(dplyr) +library(ggplot2) + +# Sites AOS +# for BP, JS, LF, ML, OI, SA, WO, WY peuplements + +# Fichiers +aos_files <- c("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/AOS_Dendrochronology_1983%20-%20BP.csv", + "https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/AOS_Dendrochronology_1983%20-%20JS.csv", + "https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/AOS_Dendrochronology_1983%20-%20LF.csv", + "https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/AOS_Dendrochronology_1983%20-%20ML.csv", + "https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/AOS_Dendrochronology_1983%20-%20OI.csv", + "https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/AOS_Dendrochronology_1983%20-%20SA.csv", + "https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/AOS_Dendrochronology_1983%20-%20WO.csv", + "https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/AOS_Dendrochronology_1983%20-%20WY.csv" + ) + +# Visualisation +aos_dt <- + do.call(rbind, + lapply(aos_files, read.csv)) +summary(aos_dt) +table(aos_dt$stand) +aos_dt %>% group_by(year, stand) %>% + summarise(avg_ring_width_mm = mean(ring_width_mm), + n = n()) %>% + ggplot(aes(x = year, y = avg_ring_width_mm)) + + geom_point(data = aos_dt, aes(x = year, y = ring_width_mm), shape = 21, + size= 2, color = 'gray50', alpha = .2) + geom_smooth(aes(group = stand), alpha = .2, color = 'gray40') + + theme_bw() + + facet_grid(~stand) + + geom_smooth(data = aos_dt %>% select(-stand), aes(x = year, y = ring_width_mm), + color = 'red', linetype = 'dashed') + +``` +

+ + +**4.2 DONNEES SUR LES ANNEAUX DE CROISSANCE D'ARBRES de la région des sables bitumineux de l'Athabasca (AOS) dans le nord-est de l'Alberta** + +
+ **Cliquez ici** +

+```{r Hondo_plot, exercise=TRUE, exercise.lines = 33, message=FALSE} + + +# Bibliothèques +library(tidyverse) +library(readr) +library(dplyr) +library(ggplot2) + +## Même chose pour HONDO +#n=1, 2, 3 peuplements + +# Fichiers +hondo_files <- c("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_Dendrochronology_1983%20-%20STAND%201.csv", + "https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_Dendrochronology_1983%20-%20STAND%202.csv", + "https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_Dendrochronology_1983%20-%20STAND%203.csv" + ) +# Visualisation +hondo_dt <- + do.call(rbind, + lapply(hondo_files, read.csv)) %>% + mutate(stand = factor(stand)) + +hondo_dt %>% group_by(year, stand) %>% + summarise(avg_ring_width_mm = mean(ring_width_mm), + n = n()) %>% + ggplot(aes(x = year, y = avg_ring_width_mm)) + + geom_point(data = hondo_dt, aes(x = year, y = ring_width_mm, group = stand), shape = 21, + size= 2, color = 'gray50', alpha = .2) + + geom_smooth(aes(group = stand), alpha = .2, color = 'gray40') + + theme_bw() + + facet_grid(~stand) + + geom_smooth(data = hondo_dt %>% select(-stand), aes(x = year, y = ring_width_mm), + color = 'red', linetype = 'dashed') + + + +``` +

+ +### **5. EXERCICES** + +
+ **Que peut-on déduire de ces graphiques ?** (Réponses ouvertes) +

BINGO!!!: + + 1. La largeur des anneux de croissance des arbres diminue au fil du temps et les modèles changent selon un comportement oscillant, ce qui suggère que des facteurs externes (température, humidité) et internes (âge, latitude, espèces) affectent la croissance des arbres. + 2. Il semble que les peuplements suivent des tendances différents, peut-être ont-ils une composition différente?, ou pourquoi pas?, ils peuvent être plus ou moins diversifiés en espèces vasculaires affectant la croissance globale des arbres. + + Comme vous pouvez le constater, les informations observées dans les graphiques peuvent nous apporter une réponse sur ce qui se passe dans la dynamique des anneux de croissance des arbres. + +

+ +
+ **Questions à choix multiple** +

+```{r quiz1} +quiz( + question("**Qu'est-ce que la dendrochronologie?**", + answer("Elle étudie la croissance en hauteur des plantes"), + answer("Elle étudie les caractéristiques des anneaux de croissance en fonction des variations climatiques passées."), + answer("Elle étudie et date les anneaux annuels des arbres", correct = TRUE), + answer("Elle étudie la variation des espèces d'arbres dans le temps") + ), + question("Que signifient les lignes de regression grises dans les graphiques utilisés dans ce tutoriel ?", + answer("Il s'agit de la tendance moyenne de la largeur de l'anneau variant dans le temps"), + answer("Il s'agit de la tendance moyenne de la largeur de l'anneau qui varie au fil du temps."), + answer("Il s'agit de la tendance moyenne de la largeur de l'anneau qui varie au fil du temps et des stands.", correct = TRUE), + answer("Aucune des réponses ci-dessus n'est correcte") + ) +) +``` +

+ + +### **6. COMMENTAIRES** + +
+ **Cliquez ici** +

+ +Ce tutoriel a été créé en utilisant RStudio et RMarkdown. Le code complet permettant de reproduire les résultats et les graphiques fournis dans ce tutoriel est disponible dans le projet «the Living Data project» via la page GitHub. + +``` +library(learnr) +library(htmlwidgets) +library(vembedr) +library(tidyverse) +library(readr) +library(ggplot2) +library(multcompView) +library(MuMIn) +library(rpart) +library(rpart.plot) +library(plotly) +library(dplyr) +library(jtools) +library(interactions) +``` +

+ +### **7. RÉFÉRENCES** + + +
+ **Cliquez ici** +

+Fritts, H. C. (1987). TREE-RING ANALYSISTree-ring analysis. In Climatology (pp. 858–875). Springer US. https://doi.org/10.1007/0-387-30749-4_182 + +Tumajer, J., & Lehejček, J. (2019). Boreal tree-rings are influenced by temperature up to two years prior to their formation: A trade-off between growth and reproduction? Environmental Research Letters, 14(12), 124024. https://doi.org/10.1088/1748-9326/ab5134 + +NOAA. . Picture Climate: How Can We Learn from Tree Rings? | National Centers for Environmental Information (NCEI) formerly known as National Climatic Data Center (NCDC). (n.d.). Retrieved 8 April 2022, from https://www.ncdc.noaa.gov/news/picture-climate-how-can-we-learn-tree-rings + +Rivet, A., Payette, S., Berteaux, D., & Girard, F. (2017). Pines and porcupines: A tree-ring analysis of browsing and dynamics of an overmature pine forest. Canadian Journal of Forest Research, 47, 257–268. https://doi.org/10.1139/cjfr-2016-0214 +

+## **English** + +English version available on https://rtrejo.shinyapps.io/Biodiversity_Alberta diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/.DS_Store b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/.DS_Store new file mode 100644 index 0000000..cb1c60f Binary files /dev/null and b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/.DS_Store differ diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-10-1.png b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-10-1.png new file mode 100644 index 0000000..6c2dbfd Binary files /dev/null and b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-10-1.png differ diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-12-1.png b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-12-1.png new file mode 100644 index 0000000..04558e2 Binary files /dev/null and b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-12-1.png differ diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-13-1.png b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-13-1.png new file mode 100644 index 0000000..af0fc54 Binary files /dev/null and b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-13-1.png differ diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-16-1.png b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-16-1.png new file mode 100644 index 0000000..a6984cd Binary files /dev/null and b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-16-1.png differ diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-17-1.png b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-17-1.png new file mode 100644 index 0000000..d8f82ac Binary files /dev/null and b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-17-1.png differ diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-18-1.png b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-18-1.png new file mode 100644 index 0000000..b93804e Binary files /dev/null and b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-18-1.png differ diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-19-1.png b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-19-1.png new file mode 100644 index 0000000..2d2aa1f Binary files /dev/null and b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-19-1.png differ diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-6-1.png b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-6-1.png new file mode 100644 index 0000000..5d7168f Binary files /dev/null and b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-6-1.png differ diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-7-1.png b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-7-1.png new file mode 100644 index 0000000..35abb87 Binary files /dev/null and b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversite_Arbres_Alberta_files/figure-html/unnamed-chunk-7-1.png differ diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversity_Alberta.Rmd b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversity_Alberta.Rmd index ea24616..6652474 100644 --- a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversity_Alberta.Rmd +++ b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversity_Alberta.Rmd @@ -1,11 +1,16 @@ - --- title: "**Alberta Trees Tutorial**" -author: "Rolando Trejo (Université de Montréal), - Jhoan Chavez (University of Northern British Columbia), - Zihaohan Sang (University of Alberta)" +author: | + | Contact us: + | **Zihaohan Sang** (University of Alberta) + | zihaohan@ualberta.ca + | **Rolando Trejo** (Université de Montréal) + | rolando.trejo.perez@umontreal.ca + | **Jhoan Chavez** (University of Northern British Columbia) + | chavez@unbc.ca date: "`r format(Sys.time(), '%B %d, %Y')`" output: learnr::tutorial +progressive: true runtime: shiny_prerendered --- @@ -35,116 +40,86 @@ library(shiny) knitr::opts_chunk$set(echo = FALSE) ``` +## **Tutorial objectives** -## **Topic 1: VASCULAR PLANT DIVERSITY VARIATION ALONG STANDS AND SOIL TEMPERATURE** - -### **1. AUDIENCE: FORESTRY AND ECOLOGY** - -How BIG is Canada's Boreal Forest? *Video from Boreal Conservation [https://www.borealconservation.org]* - -```{r, include=FALSE,message=FALSE, echo=FALSE} -library(vembedr) -``` - -```{r, message=FALSE, echo=FALSE} -embed_url("https://www.youtube.com/watch?v=_XjpzlVVdW8")%>% -use_align("center") -``` - - -### **2. LEARNING OBJECTIVES** - -
- **Click here** -

- - 1. You will be able to understand why biology and statistics do a nice match. - - 2. You will be able to understand how implement linear regression applied to species richness in function of at least of a couple of independent variables. +Forestry and ecology students are the optimal audience to follow this tutorial. Some prerequisites are necessary but not essential, i.e. [an introduction to linear regression](https://www.youtube.com/watch?v=gb4qqX4uhYA), [how to read a boxplot?](https://www.youtube.com/watch?v=7UK2DK7rblw), [the Bell Curve (Normal/Gaussian Distribution)](https://www.youtube.com/watch?v=DJzmb7hGmeM), [what is a residual plot?](https://www.youtube.com/watch?v=J5gRckrv44c). -

+At the end of this tutorial you will be able to: -### **3. PREREQUISITES** +1. Contextualize the global and boreal plant diversity distribution. +2. Understand the basis of the linear model approach linking plant diversity, space and environment. +3. Introduce yourself to the non-linear model relationship in ecological data. +4. Debut into the dendrochronology concept in forestry and ecology. +5. Explore the tree analysis over time using multiple datasets through graphic visualization. -
- **Click here** -

- - **3.1 An introduction to linear regression**:https://www.youtube.com/watch?v=gb4qqX4uhYA +We will focus on the plant vascular cover diversity and soil temperature in 2010. We will also use the dendrochronology historical datasets. +## Learning objectives - **3.2 How to read a boxplot?**:https://www.youtube.com/watch?v=7UK2DK7rblw +Through this tutorial you will acquire the following skills: +1. A global understanding of plant biodiversity and dendrochronology concepts. - **3.3 The Bell Curve (Normal/Gaussian Distribution)**:https://www.youtube.com/watch?v=DJzmb7hGmeM +2. Use real data coming from the Alberta legacy dataset, a project monitoring diversity in Western Canadian forest, to implement a linear model approach between diversity and space and environment. +3. Explore and interpret data patterns using data exploration, model codification, selection and validation. - **3.4 What is a residual plot?**:https://www.youtube.com/watch?v=J5gRckrv44c +4. Familiarize and code by yourself by adapting R code proposed in this tutorial. -

+## **Alberta legacy dataset background** -### **4. VASCULAR PLANT DIVERSITY: WHAT IT IS?** +An interesting project monitoring diversity was the Seasonal and annual dynamics of western Canadian boreal forest plant communities: a legacy dataset spanning four decades. The primary purpose of the Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects was to document seasonal changes in the vegetative composition during the snow-free season (May through October) and longer-term changes in vegetation and forest mensuration for boreal forest stands in Alberta, Canada dominated by Pinus banksiana (Lamb.) (see central image in the below figure). -
- **Click here** -

-A key concept in biology is Diversity. If you have wondered what is the connection between species richness of plants versus space and environment, this is the right place to achieve basic biological and statistical concepts. There are over 352 000 (391 000 according to Jin and Qian, 2019) species of vascular plants in the world. More than 95% of vascular plants are flowering plants, also called angiosperms (e.g. grasses, orchids, maple trees). The other types of vascular plants are gymnosperms (cone-bearing trees, e.g. pine trees, spruce trees) and seedless plants (e.g. ferns, horsetails) (see figure of vascular plants below) . 5111 species of vascular plants have been found in Canada(CESCC, 2010). Such an amazing quantity of types and forms of life definitely invite biologists to wander them selves how diversity works in nature. +Two regions were used for this study: one in the Hondo-Slave Lake (hereafter, Hondo) region of Alberta, which was surveyed from 1980 to 2015, and a second location in the Athabasca Oil Sands (hereafter, AOS) region in northeastern Alberta, which was surveyed from 1981 to 1984 and thought to have substantial atmospheric pollution due to regional industrial development (oil sands mining and processing). -```{r fig1, echo = FALSE, out.width = "100%", fig.cap = "Photo from "} +```{r fig2, echo = FALSE, out.width = "100%", fig.cap = "Photo from "} htmltools::img( - src = "https://github.com/Living-Data-Tutorials/website/blob/main/_lessons/2022-04-07-alberta-trees-tutorial/Vascular_Plants.png?raw=true", height = "500px", width = "100%", `data-external` = "1" + src = "https://github.com/RolandoTrejo/website/blob/main/_lessons/2022-04-07-alberta-trees-tutorial/Images/Alberta_Project.png?raw=true", height = "500px", width = "100%", `data-external` = "1" ) ``` -*Photos from The Gymnosperm Database and Go Botany (3.7)* - -

- -### **5. SEADYN AND ANNDYN RESEARCH PROJECTS BACKGROUND** +*Photo from Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects metadata, Alberta* -
- **Click here** -

- -An interesting project monitoring diversity was the Seasonal and annual dynamics of western Canadian boreal forest plant communities: a legacy dataset spanning four decades. The primary purpose of the Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects was to document seasonal changes in the vegetative composition during the snow-free season (May through October) and longer-term changes in vegetation and forest mensuration for boreal forest stands in Alberta, Canada dominated by Pinus banksiana (Lamb.) (see central image in the below figure). +### **Experimental design** -Two regions were used for this study: one in the Hondo-Slave Lake (hereafter, Hondo) region of Alberta, which was surveyed from 1980 to 2015, and a second location in the Athabasca Oil Sands (hereafter, AOS) region in northeastern Alberta, which was surveyed from 1981 to 1984 and thought to have substantial atmospheric pollution due to regional industrial development (oil sands mining and processing). +The experimental design consisted of plots of 50x50 m subdivided into 50 5x5 m quadrants. Data coming from Hondo monitoring can allow us to state tree questions concerning soil temperature and stands. -```{r fig2, echo = FALSE, out.width = "100%", fig.cap = "Photo from "} +```{r fig3, echo = FALSE, out.width = "100%", fig.cap = "Photo from "} htmltools::img( - src = "https://github.com/Living-Data-Tutorials/website/blob/main/_lessons/2022-04-07-alberta-trees-tutorial/Alberta_Project.png?raw=true", height = "500px", width = "100%", `data-external` = "1" + src = "https://github.com/Living-Data-Tutorials/website/blob/main/_lessons/2022-04-07-alberta-trees-tutorial/Location.png?raw=true", height = "500px", width = "100%", `data-external` = "1" ) ``` *Photo from Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects metadata, Alberta* -

- -### **5.1 EXPERIMENTAL DESIGN** -
- **Click here** -

- -The experimental design consisted of plots of 50x50 m subdivided into 50 5x5 m quadrants. Data coming from Hondo monitoring can allow us to state tree questions concerning soil temperature and stands. +## **Global and boreal plant diversity distribution.**{data-progressive=TRUE} +How BIG is Canada's Boreal Forest? *Video from Boreal Conservation [https://www.borealconservation.org]* + +```{r, include=FALSE,message=FALSE, echo=FALSE} +library(vembedr) +``` +```{r, message=FALSE, echo=FALSE} +embed_url("https://www.youtube.com/watch?v=_XjpzlVVdW8")%>% +use_align("center") +``` +### **Vascular plant diversity: what it is?** -```{r fig3, echo = FALSE, out.width = "100%", fig.cap = "Photo from "} + +A key concept in biology is Diversity. If you have wondered what is the connection between species richness of plants versus space and environment, this is the right place to achieve basic biological and statistical concepts. There are over 352 000 (391 000 according to Jin and Qian, 2019) species of vascular plants in the world. More than 95% of vascular plants are flowering plants, also called angiosperms (e.g. grasses, orchids, maple trees). The other types of vascular plants are gymnosperms (cone-bearing trees, e.g. pine trees, spruce trees) and seedless plants (e.g. ferns, horsetails) (see figure of vascular plants below) . 5111 species of vascular plants have been found in Canada(CESCC, 2010). Such an amazing quantity of types and forms of life definitely invite biologists to wander them selves how diversity works in nature. + +```{r fig1, echo = FALSE, out.width = "100%", fig.cap = "Photo from "} htmltools::img( - src = "https://github.com/Living-Data-Tutorials/website/blob/main/_lessons/2022-04-07-alberta-trees-tutorial/Location.png?raw=true", height = "500px", width = "100%", `data-external` = "1" + src = "https://github.com/Living-Data-Tutorials/website/blob/main/_lessons/2022-04-07-alberta-trees-tutorial/Vascular_Plants.png?raw=true", height = "500px", width = "100%", `data-external` = "1" ) ``` -*Photo from Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects metadata, Alberta* +*Photos from The Gymnosperm Database and Go Botany (3.7)* -

+## **Linear model approach linking plant diversity, space and environment.** -### **6. VASCULAR PLANT DIVERSITY VARIATION ALONG SITES AND SOIL TEMPERATURE** -
- **Click here** -

- Alberta, including 660 000 km2, is a diverse Canadian province. Almost 2000 species of vascular plants have been recorded (almost 1500 native) (Packer and Gould, 2017). In order to reveal how biodiversity connects with space and at least one environmental variable, we will focus on understanding the effect of stands and soil temperature in species richness in 2010 regarding only Hondo stands of this project.Hondo stands are north of Edmonton and east of Lesser Slave Lake, Alberta (AB), Canada (bottom right map panel). 2010 Hondo vascular plant is composed by 131 species. In this sites the maximum number of species found between 1980-2015 was 215. Regarding species diversity, we can state the following questions: A. Can we explain vascular diversity regarding soil temperature? @@ -153,20 +128,17 @@ Alberta, including 660 000 km2, is a diverse Canadian province. Almost 2000 spec C. Do we need to consider both variables together to understand vascular plant diversity variation? -

-### **7. DATA EXPLORATION** -
- **Click here** -

+### **Data exploration** + -In order to answer our questions, we will use data from two different datasets from a long-term tree and plant surveys in Alberta. We can respond our questions using data from a specific year. In this tutorial we will use 2010 data.Now we can better understand the regression line provided by graphing soil temperature and species richness. It basically follows a negative correlation (more species, less soil temperature). Regarding the boxplot graphic, we can see that stand 5 and 6 contains more species than stand 3 and 4. In stand 7 and 8 we can visualize outlines (extreme values). +In order to answer our questions, we will use data from two different datasets from long-term tree and plant surveys in Alberta. We can respond to our questions using data from a specific year. In this tutorial, we will use 2010 data. Now we can better understand the regression line provided by graphing soil temperature and species richness. It basically follows a negative correlation (more species, less soil temperature). Regarding the boxplot graphic, we can see that stand 5 and 6 contain more species than stand 3 and 4. In stands 7 and 8 we can visualize outlines (extreme values). -**7.1. Species richness variation by soil temperature (C)** +**Species richness variation by soil temperature (°C)** ```{r,message=FALSE,warning=FALSE} -# Species richness variation by soil temperature (C) +# Species richness variation by soil temperature (°C) Hondo_VascularCover_2010_CLEAN<-read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_VascularCover_2010_CLEAN.csv", sep=";") Hondo_SoilTemp_2010_CLEAN<- read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_SoilTemp_2010_CLEAN.csv", sep=";") @@ -182,7 +154,7 @@ bc <- plot_ly(SR_SoilTemp, x=~temp_C, y=~SR, type = "scatter", size=~SR, bc ``` -**7.2. Species richness variation along stands** +**Species richness variation along stands** ```{r, message=FALSE, echo=FALSE,warning=FALSE} # Species richness variation along stands @@ -197,9 +169,9 @@ bp <- plot_ly(SR_SoilTemp, y=~SR, color = ~as.factor(stand),symbol="stand", bp ``` -**7.3. Counts of the number of species frequencies in each abundance class** +**Counts of the number of species frequencies in each abundance class** -We already know the patterns among stands, soil temperature, and interaction. But, what continuous variables (species richness and soil temperature) tell us regarding their frequency distributions? +We already know the patterns among stands, soil temperature, and interaction. But, what do continuous variables (species richness and soil temperature) tell us regarding their frequency distributions? Species richness clearly follows a normal distribution. @@ -211,7 +183,7 @@ barplot(ab, las = 1, # make axis labels perpendicular to axis col = grey(5:0/5)) # 5-colour gradient for the bars ``` -**7.4. Counts of the number of soil temperature frequencies in each abundance class** +**Counts of the number of soil temperature frequencies in each abundance class** Soil temperature not necessarily follows a normal distribution, but it seems like can assume it. @@ -223,14 +195,10 @@ barplot(ab, las = 1, # make axis labels perpendicular to axis col = grey(5:0/5)) # 5-colour gradient for the bars ``` -

-### **8. MODEL CODIFICATION: GET'S STARTED** -
- **Click here** -

- +### **Model codification: Get's started!** + In order to understand how soil temperature in Celsius and stand (x = independent variable) can affect biodiversity we can create five different models containing Species richness as response variable (y = dependent variable). ```{r,message=FALSE, echo=FALSE} @@ -258,14 +226,10 @@ M4 <- lm(SR ~ temp_C+stand,data = SR_SoilTemp) # Species richness as function of soil temperature-stand interaction alone M5 <- lm(SR ~ temp_C:stand,data = SR_SoilTemp) ``` -

-### **9. MODEL SELECTION** -
- **Click here** -

- +### **Model selection** + Regarding patterns associated to species richness in function of soil temperature and stand, can we use these results to formulate our ecological conclusions? Does putting together both soil temperature and stand can reveal a pattern hidden by modeling both variable independently? We can use AICc and R squared approach to select the best model. Here we can see that model M2 and M4 are the best options following a lm approach with fixed effects. However, M4 model presented a reduced R squared. M2 model, only species richness as function of stand, presented a lower AIC and a higher R squared. ```{r,message=FALSE, echo=FALSE} @@ -299,13 +263,10 @@ M2 <-lm(SR ~ stand,data = SR_SoilTemp)

-### **10. MODEL VALIDATION** +### **Model validation** -
- **Click here** -

-**10.1. Homogeneity of the variance** +**Homogeneity of the variance** Plot predicted values vs residual values @@ -324,9 +285,9 @@ Homogeneity of variance test bartlett.test(SR ~ stand,data = SR_SoilTemp) # We have homogeneity of variance (p-value = 0.1793) ``` -There are an homogeneous dispersion of the residuals regarding the graphic and the homogeneity of variance test(p-value = 0.1793). *The assumption is respected!* +There is a homogeneous dispersion of the residuals regarding the graphic and the homogeneity of variance test(p-value = 0.1793). *The assumption is respected!* -**10.2. Independence of the model residuals** +**Independence of the model residuals** Check the independence of the model residuals with stands @@ -339,7 +300,7 @@ abline(h = 0, lty = 2) Homogeneous dispersion of the residuals around 0 and no pattern of residuals depending on the variable. *The assumption is respected!!* -**10.3. Normality of the model residuals** +**Normality of the model residuals** Histogram of model residuals ```{r,message=FALSE, echo=FALSE} @@ -357,17 +318,12 @@ shapiro.test(ANOVA_M2$residuals) # The errors follow a normal distribution (p-va The residuals follow a normal distribution regarding the histogram and the Shapiro test(p-value = 0.2401). *The assumption is respected !!!* -

-### **11. MODEL INTERPRETATION AND VISUALIZATION** - -
- **Click here** -

+### **Model interpretation and visualization** -**Species richness as function of stand** +**Species richness as a function of stand** -Once we have corroborated the linear regression model assumption we can continuous with model interpretation and visualization. There are significant differences among stands (p < 2.2e-16). Stands 3 and 4 are associated to less species richness than stands 5 and 6. +Once we have corroborated the linear regression model assumption we can continue with model interpretation and visualization. There are significant differences among stands (p < 2.2e-16). Stands 3 and 4 are associated with less species richness than stands 5 and 6. ```{r, include=TRUE,message=FALSE, echo=FALSE} @@ -420,19 +376,53 @@ over <- 0.1*max( a$stats[nrow(a$stats),] ) # col=my_colors[as.numeric(LABELS[,1])] ) ``` -Different colors in the stands means statistical differences. +Different colours in the stands mean statistical differences. -

- -### **12. EXERCISES** +## **Non-linear model relationship in ecological data**{data-progressive=TRUE} + +Run the following code. Then observe the AIC table and the graphic visualization. + +```{r Linear_not_linear, exercise=TRUE, exercise.lines = 25, message=FALSE} + +# Data +x <- c(1.1,1.2,0.7,3.4,3.6,2.7,5.2,5.3,4.7,7.3,7.5,6.7,9.4,9.1,8.9,11.3,10.7,11) +y_response <- c(0.8,0.7,1.2,9.1,8.7,9.3,25.3,25.8,24.2,50,48.5,51,81.1,80.8,81.2,121.5,121,120.7) +Linear_not_linear <- data.frame(x,y_response) + +# Linear model or not? +library(mgcv) +linear_model <- gam(y_response ~ x, data = Linear_not_linear) +smooth_model <- gam(y_response ~ s(x), data = Linear_not_linear) +AIC(linear_model, smooth_model) + +# Visualization +library(ggplot2) +p1<-ggplot(Linear_not_linear, aes(x = x, y = y_response )) + + geom_point() + + geom_line(colour = "red", size = 1.2, + aes(y = fitted(linear_model))) + + xlab("x") + + ylab("y") + + labs(title = "Linear model or not?")+ + geom_line(colour = "blue", size = 1.2, + aes(y = fitted(smooth_model))) + + theme_bw() + +p1 + +```
- **Click here** + **Linear model or not?**

+ You can see that the AIC and the trend of the smooth GAM justify that adding a smoothing function improves model performance. Non linearity is then supported by these data. +

+## **Exercises** + -**12.1. SPECIES RICHNESS AS FUNCTION OF SOIL TEMPERATURE (C)** +**Species richness as a function of soil temperature (°C)** -Run the following code and answer the question below. Here, we use the model one (M1) corresponding to species richness as function of soil temperature (C) to verify if there is any relationship between species richness and soil temperature alone. We will consider that model assumptions are respected. +Run the following code and answer the question below. Here, we use model one (M1) corresponding to species richness as a function of soil temperature (C) to verify if there is any relationship between species richness and soil temperature alone. We will consider that model assumption are respected. ```{r M1_plot, exercise=TRUE, exercise.lines = 36, message=FALSE} # Importing data @@ -475,7 +465,7 @@ Plot_AllData + ``` -Check the graphic, then the p-value of soil temperature (temp_C). Respond the following question: +Check the graphic, then the p-value of soil temperature (temp_C). Respond to the following question: ```{r quizM1} quiz( @@ -488,45 +478,9 @@ quiz( ) ``` -**12.2 LINEAR OR NOT LINEAR RELATIONSHIP** - -Run the following code. Then observe the AIC table and the graphic visualization. - -```{r Linear_not_linear, exercise=TRUE, exercise.lines = 25, message=FALSE} - -# Data -x <- c(1.1,1.2,0.7,3.4,3.6,2.7,5.2,5.3,4.7,7.3,7.5,6.7,9.4,9.1,8.9,11.3,10.7,11) -y_response <- c(0.8,0.7,1.2,9.1,8.7,9.3,25.3,25.8,24.2,50,48.5,51,81.1,80.8,81.2,121.5,121,120.7) -Linear_not_linear <- data.frame(x,y_response) - -# Linear model or not? -library(mgcv) -linear_model <- gam(y_response ~ x, data = Linear_not_linear) -smooth_model <- gam(y_response ~ s(x), data = Linear_not_linear) -AIC(linear_model, smooth_model) - -# Visualization -library(ggplot2) -p1<-ggplot(Linear_not_linear, aes(x = x, y = y_response )) + - geom_point() + - geom_line(colour = "red", size = 1.2, - aes(y = fitted(linear_model))) + - xlab("x") + - ylab("y") + - labs(title = "Linear model or not?")+ - geom_line(colour = "blue", size = 1.2, - aes(y = fitted(smooth_model))) + - theme_bw() - -p1 - -``` - -You can see that the AIC and the trend of the smooth GAM justify that adding a smoothing function improves model performance. Non linearity is then supported by these data. - Now, let's explore our real species richness and soil temperature data relationship. Follow the next steps: -1. Code by yourself: Use and adapt R code from section 12.1 and 12.2 to check linearity. +1. Code by yourself: Use and adapt R code to check linearity. 2. Use code from Hint: Click on Hint to review and paste the code. The run the code. ```{r print-linearityTest, exercise=TRUE,exercise.lines = 25, message=FALSE, exercise.eval=TRUE} @@ -583,11 +537,11 @@ quiz( ) ``` -**12.3. INTERACTION MODEL** +**Interaction model** -Situation: we are interested to model the species richness of Hondo as function of temperature (this is our main predictor of interest) but we don't know if we need to consider the stand as another important variable in the model. Observe the following graphics (M1, M3 and M4 model) and then the r squared and AICc into the summary table. Respond the questions below. +Situation: we are interested to model the species richness of Hondo as a function of temperature (this is our main predictor of interest) but we don't know if we need to consider the stand as another important variable in the model. Observe the following graphics (M1, M3 and M4 model) and then the r squared and AICc into the summary table. Respond to the questions below. -**12.3.1. Species richness as function of soil temperature (C) plus stand, and soil temperature-stand interaction** +**Species richness as a function of soil temperature (°C) plus stand, and soil temperature-stand interaction** ```{r, message=FALSE, echo=FALSE,warning=FALSE} # Species richness as function of soil temperature (C) @@ -614,7 +568,7 @@ Plot_AllData + slope = -0.3346, col = "coral2") ``` -**12.3.2. Species richness as function of soil temperature (C) plus stand, and soil temperature-stand interaction** +**Species richness as a function of soil temperature (°C) plus stand, and soil temperature-stand interaction** ```{r, message=FALSE, echo=FALSE,warning=FALSE} M3 <- lm(SR ~ temp_C*stand,data = SR_SoilTemp) @@ -624,7 +578,7 @@ interact_plot(M3, pred = temp_C, modx = stand, x.label = "Soil temperature (C)", ``` -**12.3.3. Species richness as function of soil temperature (C) and stand** +**Species richness as a function of soil temperature (°C) and stand** ```{r, message=FALSE, echo=FALSE,warning=FALSE} M4 <- lm(SR ~ temp_C+stand,data = SR_SoilTemp) @@ -652,7 +606,7 @@ delta is the AICc difference with the lowest value ```{r quizInteraction} quiz( - question("Regarding R squared and graphics, whic is the best model?", + question("Regarding R squared and graphics, which is the best model?", answer("M3 model",correct = TRUE), answer("M1 model"), answer("M4 model"), @@ -661,15 +615,10 @@ quiz( ) ``` -

-### **13. REPRODUCIBILITY** +### **Reproducibility** -
- **Click here** -

- -The graphics and results presented in this tutorial were obtained using historical data of soil temperature and vascular diversity datasets from Hondo stands. Data is available at [https://dataverse.scholarsportal.info/dataset.xhtml?persistentId=doi:10.5683/SP3/PZCAVE]. We imported the original datasets from Import dataset in R Studio. +The graphics and results presented in this tutorial were obtained using historical soil temperature data, and vascular diversity datasets from Hondo stands. Data is available at [https://dataverse.scholarsportal.info/dataset.xhtml?persistentId=doi:10.5683/SP3/PZCAVE]. We imported the original datasets from the Import dataset in R Studio. ``` Hondo_VascularCover_1980_2015 # Historical @@ -677,7 +626,7 @@ str(Hondo_VascularCover_1980_2015) Hondo_SoilTemp_1980_2010 # Historical soil temperature str(Hondo_SoilTemp_1980_2010) ``` -**13.1 Dataset manipulation** +**Dataset manipulation** 1.Generate a subset of data considering only 2010 data to simplify the statistical analyses. It is important to focus on the heart of species richness ecological concept connected to space and environment. @@ -711,30 +660,8 @@ SR_SoilTemp <- data.frame(stand=as.factor(Hondo_SoilTemp_2010_CLEAN$stand), temp_C=Hondo_SoilTemp_2010_CLEAN$temp_C) ``` -

- -### **14. REFERENCES** - -
- **Click here** -

- -Hesketh, A., Loesberg, J., Bledsoe, E., Karst, J., & Macdonald, E. (2021). Seasonal and annual dynamics of western Canadian boreal forest plant communities: A legacy dataset spanning four decades [Data set]. Scholars Portal Dataverse. https://doi.org/10.5683/SP3/PZCAVE - -Canadian Endangered Species Conservation Council(CESCC). 2010. Wild Species 2010: The general status of Species in Canada. - -Jin, Y., and Qian, H. 2019. V.PhyloMaker: an R package that can generate very large phylogenies for vascular plants. Ecography, 42: 1353: 1359. - -Packer, J.G., and Gould, A.J. 2017. Vascular plants of Alberta, part 1: Ferns, Fern Allies, Gymnosperms, and monocots. University of Calgary Press. 281 pages. - -Earle, C.J. 2021.The Gymnossperm Database. Consulted on April 7, 2022:[https://www.conifers.org/zz/gymnosperms.php]. -Go Botany (3.7). 2022. Native Plant Trust. Consulted on April 7, 2022: [https://gobotany.nativeplanttrust.org] -

- - -## **Topic 2: TREE RING ANALYSIS OVER TIME** -### **1. AUDIENCE: FORESTRY** +## **Dendrochonology: what it is?**{data-progressive=TRUE} Tree Stories: How Tree Rings Reveal Extreme Weather Cycles? *Video from Brigham Young University, Utah* @@ -743,45 +670,16 @@ embed_url("https://www.youtube.com/watch?v=xmZO7aRgcW4")%>% use_align("center") ``` +An interesting concept in biology, and more in forestry, is the ring dynamics of trees over time. Dendrochronology is the dating and study of annual rings in trees (see https://ltrr.arizona.edu/about/treerings). Dating and studying annual rings allow us to do inferences in other tree fields of study, for example, linking dendrochronology with the weather. Here, Dendroclimatology studies and uses the growth ring patterns to reconstruct past variations in climate (Fritts. 1987). Since well-defined annual-growth rings can be observed in the wood (rings) from many species of temperate forest trees throughout the world, in certain circumstances, these growth rings contain useful information about varying environmental conditions affecting their growth like temperature changes and humidity as well as tree features (age and size), depending on the species and latitude for what other data analysis (climate data) should be included (Tumajer, J., & Lehejček, J. 2019). -### **2. LEARNING OBJECTIVES** - -
- **Click here** -

- - 1. At the end of this tutorial you will be able to explore patterns of rings over time. Perhaps, something hidden is there! - - 2. This tutorial aims to help students get familiarized with data and apply academic background by looking at processed data ending up in questioning. - -

- -### **3. DENDROCHRONOLOGY: WHAT IT IS?** - -
- **Click here** -

- -An interesting concept in biology, and more in forestry, is the ring dynamics of trees over time. Dendrochronology is the dating and study of annual rings in trees (see https://ltrr.arizona.edu/about/treerings). Dating and studying annual rings allow us to do inferences in other tree fields of study, for example, linking dendrochronolgy with weather. Here, Dendroclimatology studies and uses the growth ring patterns to reconstruct past variations in climate (Fritts. 1987). Since well-defined annual-growth rings can be observed in the wood (rings) from many species of temperate forest trees throughout the world, in certain circumstances, these growth rings contain useful information about varying environmental conditions affecting their growth like temperature changes and humidity as well as tree features (age and size), depending on the species and latitude for what other data analysis (climate data) should be included (Tumajer, J., & Lehejček, J. 2019). - -

- -### **4. TREE RING ANALYSIS OVER TIME** -
- **Click here** -

+## **Tree ring analysis over time** -Let's plot some graphics. We can plot the average ring width (mm) in axe y in function of time (year) in axe x (see red line). But, we can also plot the average ring width (mm) in axe y in function of time (year) in axe x, simultaneously considering the stands (see gray lines). Do you have some ideas about what these trends might be telling us? +Let's plot some graphics. We can plot the average ring width (mm) in axe y in the function of time (year) in axe x (see red line). But, we can also plot the average ring width (mm) in axe y as a function of time (year) in axe x, simultaneously considering the stands (see gray lines). Do you have some ideas about what these trends might be telling us? - -

-**4.1 RINGS DATA FROM Hondo-Slave Lake (hereafter, Hondo) region of Alberta** +**Rings data from Hondo-Slave Lake (hereafter, Hondo) region of Alberta** -
- **Click here** -

```{r AOS_plot, exercise=TRUE, exercise.lines = 37, message=FALSE} @@ -823,14 +721,10 @@ aos_dt %>% group_by(year, stand) %>% color = 'red', linetype = 'dashed') ``` -

-**4.2 RINGS DATA FROM Athabasca Oil Sands (hereafter, AOS) region in northeastern Alberta** +**Rings data from Athabasca Oil Sands (hereafter, AOS) region in northeastern Alberta** -
- **Click here** -

```{r Hondo_plot, exercise=TRUE, exercise.lines = 33, message=FALSE} @@ -869,16 +763,18 @@ hondo_dt %>% group_by(year, stand) %>% ``` -

-### **5. EXERCISES** +## **Exercises**
**What can we deduce from the graphics?** (Open responses)

BINGO!!!: - 1. Tree ring width decreases over time, and patterns, changes follow an oscillation behavior which might suggest external (temperature, humidity) and internal (age, latitude, species) factors affecting tree growth, respectively. - 2. It seems that stands follow different patters, perhaps they have different composition, or why not, they can be more or less diverse in vascular species affecting growth. As you can see, the information observed in the graphics can bring us some insights about what is going on with ring trees dynamics. + 1. Tree ring width decreases over time, and patterns change following an oscillating behaviour, suggesting that external (temperature, humidity) and internal (age, latitude, species) factors affect tree growth. + + 2. It seems that stands follow different patterns, perhaps they have a different composition, or why not, they can be more or less diverse in vascular species affecting overall tree growth. + + As you can see, the information observed in the graphics can bring us some insights about what is going on with ring tree dynamics.

@@ -890,10 +786,10 @@ quiz( question("**What dendrochronology is?**", answer("It studies the plant height growth"), answer("It studies the growht ring patterns regarding past variation in climate"), - answer("It studies and dates of annual rings in trees", correct = TRUE), + answer("It studies and dates annual rings in trees", correct = TRUE), answer("It studies the variation of tree species over time") ), - question("What it means gray lines in graphics used in this tutorial?", + question("What does it gray lines mean in graphics used in this tutorial?", answer("It is the average ring width trend varying over time"), answer("It is the average ring width trend varying over stand"), answer("It is the average ring width trend varying over time and stand", correct = TRUE), @@ -903,38 +799,19 @@ quiz( ```
-### **6. COMMENTS** +## **References** -
- **Click here** -

- -This tutorial was created using RStudio and RMarkdown. The entire code to reproduce the results and graphics provided in this tutorial are available in the Living Data working Group project through the GitHub page. +Hesketh, A., Loesberg, J., Bledsoe, E., Karst, J., & Macdonald, E. (2021). Seasonal and annual dynamics of western Canadian boreal forest plant communities: A legacy dataset spanning four decades [Data set]. Scholars Portal Dataverse. https://doi.org/10.5683/SP3/PZCAVE -``` -library(learnr) -library(htmlwidgets) -library(vembedr) -library(tidyverse) -library(readr) -library(ggplot2) -library(multcompView) -library(MuMIn) -library(rpart) -library(rpart.plot) -library(plotly) -library(dplyr) -library(jtools) -library(interactions) -``` -

+Canadian Endangered Species Conservation Council(CESCC). 2010. Wild Species 2010: The general status of Species in Canada. -### **7. REFERENCES** +Jin, Y., and Qian, H. 2019. V.PhyloMaker: an R package that can generate very large phylogenies for vascular plants. Ecography, 42: 1353: 1359. +Packer, J.G., and Gould, A.J. 2017. Vascular plants of Alberta, part 1: Ferns, Fern Allies, Gymnosperms, and monocots. University of Calgary Press. 281 pages. + +Earle, C.J. 2021.The Gymnossperm Database. Consulted on April 7, 2022:[https://www.conifers.org/zz/gymnosperms.php]. +Go Botany (3.7). 2022. Native Plant Trust. Consulted on April 7, 2022: [https://gobotany.nativeplanttrust.org] -
- **Click here** -

Fritts, H. C. (1987). TREE-RING ANALYSISTree-ring analysis. In Climatology (pp. 858–875). Springer US. https://doi.org/10.1007/0-387-30749-4_182 Tumajer, J., & Lehejček, J. (2019). Boreal tree-rings are influenced by temperature up to two years prior to their formation: A trade-off between growth and reproduction? Environmental Research Letters, 14(12), 124024. https://doi.org/10.1088/1748-9326/ab5134 @@ -942,4 +819,9 @@ Tumajer, J., & Lehejček, J. (2019). Boreal tree-rings are influenced by tempera NOAA. . Picture Climate: How Can We Learn from Tree Rings? | National Centers for Environmental Information (NCEI) formerly known as National Climatic Data Center (NCDC). (n.d.). Retrieved 8 April 2022, from https://www.ncdc.noaa.gov/news/picture-climate-how-can-we-learn-tree-rings Rivet, A., Payette, S., Berteaux, D., & Girard, F. (2017). Pines and porcupines: A tree-ring analysis of browsing and dynamics of an overmature pine forest. Canadian Journal of Forest Research, 47, 257–268. https://doi.org/10.1139/cjfr-2016-0214 -

+ +## **Glossary** + +## **Français** + +Version en français disponible sur https://rtrejo.shinyapps.io/Biodiversite_Arbres_Alberta diff --git a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversity_Alberta.html b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversity_Alberta.html index a7bc5dd..46a46fe 100644 --- a/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversity_Alberta.html +++ b/_lessons/2022-04-07-alberta-trees-tutorial/Biodiversity_Alberta.html @@ -1,6 +1,6 @@ - + @@ -8,14 +8,18 @@ - + + Alberta Trees Tutorial + + + @@ -35,16 +39,15 @@ } - - + + - - - +Skip to Tutorial Content
-
- -
- -
-

Topic 1: VASCULAR PLANT DIVERSITY VARIATION ALONG STANDS AND SOIL TEMPERATURE

-
-

1. AUDIENCE: FORESTRY AND ECOLOGY

-

How BIG is Canada’s Boreal Forest? Video from Boreal Conservation [https://www.borealconservation.org]

-
-
- -
-
+
+ +
+ +
+

Tutorial objectives

+

Forestry and ecology students are the optimal audience to follow this +tutorial. Some prerequisites are necessary but not essential, i.e. an introduction to +linear regression, how to read a +boxplot?, the +Bell Curve (Normal/Gaussian Distribution), what is a residual +plot?.

+

At the end of this tutorial you will be able to:

+
    +
  1. Contextualize the global and boreal plant diversity +distribution.
  2. +
  3. Understand the basis of the linear model approach linking plant +diversity, space and environment.
  4. +
  5. Introduce yourself to the non-linear model relationship in +ecological data.
  6. +
  7. Debut into the dendrochronology concept in forestry and +ecology.
  8. +
  9. Explore the tree analysis over time using multiple datasets through +graphic visualization.
  10. +
+

We will focus on the plant vascular cover diversity and soil +temperature in 2010. We will also use the dendrochronology historical +datasets.

-
-

2. LEARNING OBJECTIVES

-
- Click here -

+

+

Learning objectives

+

Through this tutorial you will acquire the following skills:

    -
  1. You will be able to understand why biology and statistics do a nice match.

  2. -
  3. You will be able to understand how implement linear regression applied to species richness in function of at least of a couple of independent variables.

  4. +
  5. A global understanding of plant biodiversity and dendrochronology +concepts.

  6. +
  7. Use real data coming from the Alberta legacy dataset, a project +monitoring diversity in Western Canadian forest, to implement a linear +model approach between diversity and space and environment.

  8. +
  9. Explore and interpret data patterns using data exploration, model +codification, selection and validation.

  10. +
  11. Familiarize and code by yourself by adapting R code proposed in +this tutorial.

-
-
-

3. PREREQUISITES

-
- Click here -

-

3.1 An introduction to linear regression:https://www.youtube.com/watch?v=gb4qqX4uhYA

-

3.2 How to read a boxplot?:https://www.youtube.com/watch?v=7UK2DK7rblw

-

3.3 The Bell Curve (Normal/Gaussian Distribution):https://www.youtube.com/watch?v=DJzmb7hGmeM

-

3.4 What is a residual plot?:https://www.youtube.com/watch?v=J5gRckrv44c

-
+
+

Alberta legacy dataset background

+

An interesting project monitoring diversity was the Seasonal and +annual dynamics of western Canadian boreal forest plant communities: a +legacy dataset spanning four decades. The primary purpose of the +Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research +projects was to document seasonal changes in the vegetative composition +during the snow-free season (May through October) and longer-term +changes in vegetation and forest mensuration for boreal forest stands in +Alberta, Canada dominated by Pinus banksiana (Lamb.) (see central image +in the below figure).

+

Two regions were used for this study: one in the Hondo-Slave Lake +(hereafter, Hondo) region of Alberta, which was surveyed from 1980 to +2015, and a second location in the Athabasca Oil Sands (hereafter, AOS) +region in northeastern Alberta, which was surveyed from 1981 to 1984 and +thought to have substantial atmospheric pollution due to regional +industrial development (oil sands mining and processing).

+ +

Photo from Seasonal Dynamics (SEADYN) and later Annual Dynamics +(ANNDYN) research projects metadata, Alberta

+
+

Experimental design

+

The experimental design consisted of plots of 50x50 m subdivided into +50 5x5 m quadrants. Data coming from Hondo monitoring can allow us to +state tree questions concerning soil temperature and stands.

+ +

Photo from Seasonal Dynamics (SEADYN) and later Annual Dynamics +(ANNDYN) research projects metadata, Alberta

-
-

4. VASCULAR PLANT DIVERSITY: WHAT IT IS?

-
- Click here -

-

A key concept in biology is Diversity. If you have wondered what is the connection between species richness of plants versus space and environment, this is the right place to achieve basic biological and statistical concepts. There are over 352 000 (391 000 according to Jin and Qian, 2019) species of vascular plants in the world. More than 95% of vascular plants are flowering plants, also called angiosperms (e.g. grasses, orchids, maple trees). The other types of vascular plants are gymnosperms (cone-bearing trees, e.g. pine trees, spruce trees) and seedless plants (e.g. ferns, horsetails) (see figure of vascular plants below) . 5111 species of vascular plants have been found in Canada(CESCC, 2010). Such an amazing quantity of types and forms of life definitely invite biologists to wander them selves how diversity works in nature.

-

Photos from The Gymnosperm Database and Go Botany (3.7)

-
-
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5. SEADYN AND ANNDYN RESEARCH PROJECTS BACKGROUND

-
- Click here -

-

An interesting project monitoring diversity was the Seasonal and annual dynamics of western Canadian boreal forest plant communities: a legacy dataset spanning four decades. The primary purpose of the Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects was to document seasonal changes in the vegetative composition during the snow-free season (May through October) and longer-term changes in vegetation and forest mensuration for boreal forest stands in Alberta, Canada dominated by Pinus banksiana (Lamb.) (see central image in the below figure).

-

Two regions were used for this study: one in the Hondo-Slave Lake (hereafter, Hondo) region of Alberta, which was surveyed from 1980 to 2015, and a second location in the Athabasca Oil Sands (hereafter, AOS) region in northeastern Alberta, which was surveyed from 1981 to 1984 and thought to have substantial atmospheric pollution due to regional industrial development (oil sands mining and processing).

-

Photo from Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects metadata, Alberta

-
+
+

Global and boreal plant diversity +distribution.

+

How BIG is Canada’s Boreal Forest? Video from Boreal Conservation +[https://www.borealconservation.org]

+
+
+
-
-

5.1 EXPERIMENTAL DESIGN

-
- Click here -

-

The experimental design consisted of plots of 50x50 m subdivided into 50 5x5 m quadrants. Data coming from Hondo monitoring can allow us to state tree questions concerning soil temperature and stands.

-

Photo from Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects metadata, Alberta

-
-
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6. VASCULAR PLANT DIVERSITY VARIATION ALONG SITES AND SOIL TEMPERATURE

-
- Click here -

-

Alberta, including 660 000 km2, is a diverse Canadian province. Almost 2000 species of vascular plants have been recorded (almost 1500 native) (Packer and Gould, 2017). In order to reveal how biodiversity connects with space and at least one environmental variable, we will focus on understanding the effect of stands and soil temperature in species richness in 2010 regarding only Hondo stands of this project.Hondo stands are north of Edmonton and east of Lesser Slave Lake, Alberta (AB), Canada (bottom right map panel). 2010 Hondo vascular plant is composed by 131 species. In this sites the maximum number of species found between 1980-2015 was 215. Regarding species diversity, we can state the following questions:

-

A. Can we explain vascular diversity regarding soil temperature?

-

B. Are stands a better predictor than soil temperature?

-

C. Do we need to consider both variables together to understand vascular plant diversity variation?

-
+
+

Vascular plant diversity: what it is?

+

A key concept in biology is Diversity. If you have wondered what is +the connection between species richness of plants versus space and +environment, this is the right place to achieve basic biological and +statistical concepts. There are over 352 000 (391 000 according to Jin +and Qian, 2019) species of vascular plants in the world. More than 95% +of vascular plants are flowering plants, also called angiosperms +(e.g. grasses, orchids, maple trees). The other types of vascular plants +are gymnosperms (cone-bearing trees, e.g. pine trees, spruce trees) and +seedless plants (e.g. ferns, horsetails) (see figure of vascular plants +below) . 5111 species of vascular plants have been found in +Canada(CESCC, 2010). Such an amazing quantity of types and forms of life +definitely invite biologists to wander them selves how diversity works +in nature.

+ +

Photos from The Gymnosperm Database and Go Botany (3.7)

+
+
+

Linear model approach linking plant diversity, space and +environment.

+

Alberta, including 660 000 km2, is a diverse Canadian province. +Almost 2000 species of vascular plants have been recorded (almost 1500 +native) (Packer and Gould, 2017). In order to reveal how biodiversity +connects with space and at least one environmental variable, we will +focus on understanding the effect of stands and soil temperature in +species richness in 2010 regarding only Hondo stands of this +project.Hondo stands are north of Edmonton and east of Lesser Slave +Lake, Alberta (AB), Canada (bottom right map panel). 2010 Hondo vascular +plant is composed by 131 species. In this sites the maximum number of +species found between 1980-2015 was 215. Regarding species diversity, we +can state the following questions:

+
 A. Can we explain vascular diversity regarding soil temperature? 
+
+ B. Are stands a better predictor than soil temperature? 
+
+ C. Do we need to consider both variables together to understand vascular plant diversity variation? 
-

7. DATA EXPLORATION

-
- Click here -

-

In order to answer our questions, we will use data from two different datasets from a long-term tree and plant surveys in Alberta. We can respond our questions using data from a specific year. In this tutorial we will use 2010 data.Now we can better understand the regression line provided by graphing soil temperature and species richness. It basically follows a negative correlation (more species, less soil temperature). Regarding the boxplot graphic, we can see that stand 5 and 6 contains more species than stand 3 and 4. In stand 7 and 8 we can visualize outlines (extreme values).

-

7.1. Species richness variation by soil temperature (C)

-
- -

7.2. Species richness variation along stands

-
- -

7.3. Counts of the number of species frequencies in each abundance class

-

We already know the patterns among stands, soil temperature, and interaction. But, what continuous variables (species richness and soil temperature) tell us regarding their frequency distributions?

+

Data exploration

+

In order to answer our questions, we will use data from two different +datasets from long-term tree and plant surveys in Alberta. We can +respond to our questions using data from a specific year. In this +tutorial, we will use 2010 data. Now we can better understand the +regression line provided by graphing soil temperature and species +richness. It basically follows a negative correlation (more species, +less soil temperature). Regarding the boxplot graphic, we can see that +stand 5 and 6 contain more species than stand 3 and 4. In stands 7 and 8 +we can visualize outlines (extreme values).

+

Species richness variation by soil temperature +(°C)

+
+ +

Species richness variation along stands

+
+ +

Counts of the number of species frequencies in each abundance +class

+

We already know the patterns among stands, soil temperature, and +interaction. But, what do continuous variables (species richness and +soil temperature) tell us regarding their frequency distributions?

Species richness clearly follows a normal distribution.

-

7.4. Counts of the number of soil temperature frequencies in each abundance class

-

Soil temperature not necessarily follows a normal distribution, but it seems like can assume it.

+

Counts of the number of soil temperature frequencies in each +abundance class

+

Soil temperature not necessarily follows a normal distribution, but +it seems like can assume it.

-
-
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8. MODEL CODIFICATION: GET’S STARTED

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- Click here -

-

In order to understand how soil temperature in Celsius and stand (x = independent variable) can affect biodiversity we can create five different models containing Species richness as response variable (y = dependent variable).

+
+

Model codification: Get’s started!

+

In order to understand how soil temperature in Celsius and stand (x = +independent variable) can affect biodiversity we can create five +different models containing Species richness as response variable (y = +dependent variable).

# Species richness as function of soil temperature (C) alone
 M1 <- lm(SR ~ temp_C,data = SR_SoilTemp)  
 # Species richness as function of stand alone
@@ -227,31 +285,37 @@ 

8. MODEL CODIFICATION: GET’S STARTED

M4 <- lm(SR ~ temp_C+stand,data = SR_SoilTemp) # Species richness as function of soil temperature-stand interaction alone M5 <- lm(SR ~ temp_C:stand,data = SR_SoilTemp)
-
-

9. MODEL SELECTION

-
- Click here -

-

Regarding patterns associated to species richness in function of soil temperature and stand, can we use these results to formulate our ecological conclusions? Does putting together both soil temperature and stand can reveal a pattern hidden by modeling both variable independently? We can use AICc and R squared approach to select the best model. Here we can see that model M2 and M4 are the best options following a lm approach with fixed effects. However, M4 model presented a reduced R squared. M2 model, only species richness as function of stand, presented a lower AIC and a higher R squared.

+

Model selection

+

Regarding patterns associated to species richness in function of soil +temperature and stand, can we use these results to formulate our +ecological conclusions? Does putting together both soil temperature and +stand can reveal a pattern hidden by modeling both variable +independently? We can use AICc and R squared approach to select the best +model. Here we can see that model M2 and M4 are the best options +following a lm approach with fixed effects. However, M4 model presented +a reduced R squared. M2 model, only species richness as function of +stand, presented a lower AIC and a higher R squared.

-

df is the degree of freedom, logLik is the loglikelihood, and delta is the AICc difference with the lowest value

-

Let’s use the M2 model use to see how it works species richness in function of stands. We can identify M2 models as the best one according to its lowest AICc and R squared. But, before doing an analysis of variance and a post-hoc mean comparisons we must check the linear regression model assumptions.

+

df is the degree of freedom, logLik is the loglikelihood, and delta +is the AICc difference with the lowest value

+

Let’s use the M2 model use to see how it works species richness in +function of stands. We can identify M2 models as the best one according +to its lowest AICc and R squared. But, before doing an analysis of +variance and a post-hoc mean comparisons we must check the linear +regression model assumptions.

# Species richness as function of stand
 M2 <-lm(SR ~ stand,data = SR_SoilTemp)  
-

10. MODEL VALIDATION

-
- Click here -

-

10.1. Homogeneity of the variance

+

Model validation

+

Homogeneity of the variance

Plot predicted values vs residual values

Homogeneity of variance test

@@ -260,46 +324,104 @@

10. MODEL VALIDATION

## ## data: SR by stand ## Bartlett's K-squared = 8.8994, df = 6, p-value = 0.1793 -

There are an homogeneous dispersion of the residuals regarding the graphic and the homogeneity of variance test(p-value = 0.1793). The assumption is respected!

-

10.2. Independence of the model residuals

+

There is a homogeneous dispersion of the residuals regarding the +graphic and the homogeneity of variance test(p-value = 0.1793). The +assumption is respected!

+

Independence of the model residuals

Check the independence of the model residuals with stands

-

Homogeneous dispersion of the residuals around 0 and no pattern of residuals depending on the variable. The assumption is respected!!

-

10.3. Normality of the model residuals

-

Histogram of model residuals

+

Homogeneous dispersion of the residuals around 0 and no pattern of +residuals depending on the variable. The assumption is +respected!!

+

Normality of the model residuals

+

Histogram of model residuals +

Shapiro test to check residuals normality

## 
 ##  Shapiro-Wilk normality test
 ## 
 ## data:  ANOVA_M2$residuals
 ## W = 0.98975, p-value = 0.2401
-

The residuals follow a normal distribution regarding the histogram and the Shapiro test(p-value = 0.2401). The assumption is respected !!!

-
+

The residuals follow a normal distribution regarding the histogram +and the Shapiro test(p-value = 0.2401). The assumption is respected +!!!

-
-

11. MODEL INTERPRETATION AND VISUALIZATION

-
- Click here -

-

Species richness as function of stand

-

Once we have corroborated the linear regression model assumption we can continuous with model interpretation and visualization. There are significant differences among stands (p < 2.2e-16). Stands 3 and 4 are associated to less species richness than stands 5 and 6.

+
+

Model interpretation and visualization

+

Species richness as a function of stand

+

Once we have corroborated the linear regression model assumption we +can continue with model interpretation and visualization. There are +significant differences among stands (p < 2.2e-16). Stands 3 and 4 +are associated with less species richness than stands 5 and 6.

##              Df Sum Sq Mean Sq F value Pr(>F)    
 ## stand         6   2292   382.1   62.51 <2e-16 ***
 ## Residuals   168   1027     6.1                   
 ## ---
 ## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+
## Warning in boxplot.default(split(mf[[response]], mf[-response], drop = drop, :
+## NAs introduced by coercion

-

Different colors in the stands means statistical differences.

-
+

Different colours in the stands mean statistical differences.

+
+
+
+

Non-linear model relationship in ecological +data

+

Run the following code. Then observe the AIC table and the graphic +visualization.

+
+
# Data
+x <- c(1.1,1.2,0.7,3.4,3.6,2.7,5.2,5.3,4.7,7.3,7.5,6.7,9.4,9.1,8.9,11.3,10.7,11)
+y_response <- c(0.8,0.7,1.2,9.1,8.7,9.3,25.3,25.8,24.2,50,48.5,51,81.1,80.8,81.2,121.5,121,120.7)
+Linear_not_linear <- data.frame(x,y_response)
+
+# Linear model or not?
+library(mgcv)
+linear_model <- gam(y_response  ~ x, data = Linear_not_linear)
+smooth_model <- gam(y_response  ~ s(x), data = Linear_not_linear)
+AIC(linear_model, smooth_model)
+
+# Visualization
+library(ggplot2)
+p1<-ggplot(Linear_not_linear, aes(x = x, y = y_response )) +
+  geom_point() +
+  geom_line(colour = "red", size = 1.2,
+            aes(y = fitted(linear_model))) +
+  xlab("x") +
+  ylab("y") +
+  labs(title = "Linear model or not?")+
+  geom_line(colour = "blue", size = 1.2,
+            aes(y = fitted(smooth_model))) +
+  theme_bw()
+
+p1
+
-
-

12. EXERCISES

- Click here + +Linear model or not? +

-

12.1. SPECIES RICHNESS AS FUNCTION OF SOIL TEMPERATURE (C)

-

Run the following code and answer the question below. Here, we use the model one (M1) corresponding to species richness as function of soil temperature (C) to verify if there is any relationship between species richness and soil temperature alone. We will consider that model assumptions are respected.

-
+You can see that the AIC and the trend of the smooth GAM justify that +adding a smoothing function improves model performance. Non linearity is +then supported by these data. +

+

+
+

Exercises

+

Species richness as a function of soil temperature +(°C)

+

Run the following code and answer the question below. Here, we use +model one (M1) corresponding to species richness as a function of soil +temperature (C) to verify if there is any relationship between species +richness and soil temperature alone. We will consider that model +assumption are respected.

+
# Importing data
 Hondo_VascularCover_2010_CLEAN<-read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_VascularCover_2010_CLEAN.csv", sep=";")
 Hondo_SoilTemp_2010_CLEAN<- read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_SoilTemp_2010_CLEAN.csv", sep=";")
@@ -336,11 +458,12 @@ 

12. EXERCISES

Plot_AllData + geom_abline(intercept = 23.8756 , slope = -0.3346, col = "coral2")
- +
-

Check the graphic, then the p-value of soil temperature (temp_C). Respond the following question:

-

Quiz

-
+

Check the graphic, then the p-value of soil temperature (temp_C). +Respond to the following question:

+
Quiz
+
@@ -348,46 +471,21 @@

12. EXERCISES

-

12.2 LINEAR OR NOT LINEAR RELATIONSHIP

-

Run the following code. Then observe the AIC table and the graphic visualization.

-
-
# Data
-x <- c(1.1,1.2,0.7,3.4,3.6,2.7,5.2,5.3,4.7,7.3,7.5,6.7,9.4,9.1,8.9,11.3,10.7,11)
-y_response <- c(0.8,0.7,1.2,9.1,8.7,9.3,25.3,25.8,24.2,50,48.5,51,81.1,80.8,81.2,121.5,121,120.7)
-Linear_not_linear <- data.frame(x,y_response)
-
-# Linear model or not?
-library(mgcv)
-linear_model <- gam(y_response  ~ x, data = Linear_not_linear)
-smooth_model <- gam(y_response  ~ s(x), data = Linear_not_linear)
-AIC(linear_model, smooth_model)
-
-# Visualization
-library(ggplot2)
-p1<-ggplot(Linear_not_linear, aes(x = x, y = y_response )) +
-  geom_point() +
-  geom_line(colour = "red", size = 1.2,
-            aes(y = fitted(linear_model))) +
-  xlab("x") +
-  ylab("y") +
-  labs(title = "Linear model or not?")+
-  geom_line(colour = "blue", size = 1.2,
-            aes(y = fitted(smooth_model))) +
-  theme_bw()
-
-p1
- -
-

You can see that the AIC and the trend of the smooth GAM justify that adding a smoothing function improves model performance. Non linearity is then supported by these data.

-

Now, let’s explore our real species richness and soil temperature data relationship. Follow the next steps:

+

Now, let’s explore our real species richness and soil temperature +data relationship. Follow the next steps:

    -
  1. Code by yourself: Use and adapt R code from section 12.1 and 12.2 to check linearity.
  2. -
  3. Use code from Hint: Click on Hint to review and paste the code. The run the code.
  4. +
  5. Code by yourself: Use and adapt R code to check linearity.
  6. +
  7. Use code from Hint: Click on Hint to review and paste the code. The +run the code.
-
- +
+
-
+
# Data
 Hondo_VascularCover_2010_CLEAN<-read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_VascularCover_2010_CLEAN.csv", sep=";")
 Hondo_SoilTemp_2010_CLEAN<- read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_SoilTemp_2010_CLEAN.csv", sep=";")
@@ -425,8 +523,8 @@ 

12. EXERCISES

Linear
-

Quiz

-
+
Quiz
+
@@ -434,22 +532,31 @@

12. EXERCISES

-

12.3. INTERACTION MODEL

-

Situation: we are interested to model the species richness of Hondo as function of temperature (this is our main predictor of interest) but we don’t know if we need to consider the stand as another important variable in the model. Observe the following graphics (M1, M3 and M4 model) and then the r squared and AICc into the summary table. Respond the questions below.

-

12.3.1. Species richness as function of soil temperature (C) plus stand, and soil temperature-stand interaction

+

Interaction model

+

Situation: we are interested to model the species richness of Hondo +as a function of temperature (this is our main predictor of interest) +but we don’t know if we need to consider the stand as another important +variable in the model. Observe the following graphics (M1, M3 and M4 +model) and then the r squared and AICc into the summary table. Respond +to the questions below.

+

Species richness as a function of soil temperature (°C) plus +stand, and soil temperature-stand interaction

-

12.3.2. Species richness as function of soil temperature (C) plus stand, and soil temperature-stand interaction

+

Species richness as a function of soil temperature (°C) plus +stand, and soil temperature-stand interaction

-

12.3.3. Species richness as function of soil temperature (C) and stand

+

Species richness as a function of soil temperature (°C) and +stand

-

df is the degree of freedom, logLik is the loglikelihood, and delta is the AICc difference with the lowest value

-

Quiz

-
+

df is the degree of freedom, logLik is the loglikelihood, and delta +is the AICc difference with the lowest value

+
Quiz
+
@@ -457,88 +564,80 @@

12. EXERCISES

-
-
-

13. REPRODUCIBILITY

-
- Click here -

-

The graphics and results presented in this tutorial were obtained using historical data of soil temperature and vascular diversity datasets from Hondo stands. Data is available at [https://dataverse.scholarsportal.info/dataset.xhtml?persistentId=doi:10.5683/SP3/PZCAVE]. We imported the original datasets from Import dataset in R Studio.

+

Reproducibility

+

The graphics and results presented in this tutorial were obtained +using historical soil temperature data, and vascular diversity datasets +from Hondo stands. Data is available at [https://dataverse.scholarsportal.info/dataset.xhtml?persistentId=doi:10.5683/SP3/PZCAVE]. +We imported the original datasets from the Import dataset in R +Studio.

Hondo_VascularCover_1980_2015 # Historical
 str(Hondo_VascularCover_1980_2015)
 Hondo_SoilTemp_1980_2010 # Historical soil temperature
 str(Hondo_SoilTemp_1980_2010)
-

13.1 Dataset manipulation

-

1.Generate a subset of data considering only 2010 data to simplify the statistical analyses. It is important to focus on the heart of species richness ecological concept connected to space and environment.

+

Dataset manipulation

+

1.Generate a subset of data considering only 2010 data to simplify +the statistical analyses. It is important to focus on the heart of +species richness ecological concept connected to space and +environment.

Hondo_VascularCover_2010 <- subset(Hondo_VascularCover_1980_2015,year== "2010" )  # Selecting from one category in rows
 Hondo_SoilTemp_2010 <- subset(Hondo_SoilTemp_1980_2010,year== "2010" )
    -
  1. Save the 2010 subsets data in the computer to clean it and make it proper to work in R.
  2. +
  3. Save the 2010 subsets data in the computer to clean it and make it +proper to work in R.
write.csv(x=Hondo_VascularCover_2010,file="Hondo_VascularCover_2010.csv", row.names=FALSE) # Export data in csv format
 write.csv(x=Hondo_SoilTemp_2010,file="Hondo_SoilTemp_2010.csv", row.names=FALSE) 
    -
  1. Open the 2010 subsets in excel and order both of them by stand and quad, then corroborate the perfect correspondence in order.

  2. -
  3. Generate a new data frame summarizing stand, quadrant, soil temperature and species richness. You can see here that quadrants and stands were merged adequately.

  4. +
  5. Open the 2010 subsets in excel and order both of them by stand +and quad, then corroborate the perfect correspondence in order.

  6. +
  7. Generate a new data frame summarizing stand, quadrant, soil +temperature and species richness. You can see here that quadrants and +stands were merged adequately.

-
-
-

14. REFERENCES

-
- Click here -

-

Hesketh, A., Loesberg, J., Bledsoe, E., Karst, J., & Macdonald, E. (2021). Seasonal and annual dynamics of western Canadian boreal forest plant communities: A legacy dataset spanning four decades [Data set]. Scholars Portal Dataverse. https://doi.org/10.5683/SP3/PZCAVE

-

Canadian Endangered Species Conservation Council(CESCC). 2010. Wild Species 2010: The general status of Species in Canada.

-

Jin, Y., and Qian, H. 2019. V.PhyloMaker: an R package that can generate very large phylogenies for vascular plants. Ecography, 42: 1353: 1359.

-

Packer, J.G., and Gould, A.J. 2017. Vascular plants of Alberta, part 1: Ferns, Fern Allies, Gymnosperms, and monocots. University of Calgary Press. 281 pages.

-Earle, C.J. 2021.The Gymnossperm Database. Consulted on April 7, 2022:[https://www.conifers.org/zz/gymnosperms.php]. Go Botany (3.7). 2022. Native Plant Trust. Consulted on April 7, 2022: [https://gobotany.nativeplanttrust.org] -
-
-
-

Topic 2: TREE RING ANALYSIS OVER TIME

-
-

1. AUDIENCE: FORESTRY

-

Tree Stories: How Tree Rings Reveal Extreme Weather Cycles? Video from Brigham Young University, Utah

+
+

Dendrochonology: what it is?

+

Tree Stories: How Tree Rings Reveal Extreme Weather Cycles? Video +from Brigham Young University, Utah

+

An interesting concept in biology, and more in forestry, is the ring +dynamics of trees over time. Dendrochronology is the dating and study of +annual rings in trees (see https://ltrr.arizona.edu/about/treerings). Dating and +studying annual rings allow us to do inferences in other tree fields of +study, for example, linking dendrochronology with the weather. Here, +Dendroclimatology studies and uses the growth ring patterns to +reconstruct past variations in climate (Fritts. 1987). Since +well-defined annual-growth rings can be observed in the wood (rings) +from many species of temperate forest trees throughout the world, in +certain circumstances, these growth rings contain useful information +about varying environmental conditions affecting their growth like +temperature changes and humidity as well as tree features (age and +size), depending on the species and latitude for what other data +analysis (climate data) should be included (Tumajer, J., & Lehejček, +J. 2019).

-
-

2. LEARNING OBJECTIVES

-
- Click here -

-

    -
  1. At the end of this tutorial you will be able to explore patterns of rings over time. Perhaps, something hidden is there!

  2. -
  3. This tutorial aims to help students get familiarized with data and apply academic background by looking at processed data ending up in questioning.

  4. -
-
-
-
-

3. DENDROCHRONOLOGY: WHAT IT IS?

-
- Click here -

-

An interesting concept in biology, and more in forestry, is the ring dynamics of trees over time. Dendrochronology is the dating and study of annual rings in trees (see https://ltrr.arizona.edu/about/treerings). Dating and studying annual rings allow us to do inferences in other tree fields of study, for example, linking dendrochronolgy with weather. Here, Dendroclimatology studies and uses the growth ring patterns to reconstruct past variations in climate (Fritts. 1987). Since well-defined annual-growth rings can be observed in the wood (rings) from many species of temperate forest trees throughout the world, in certain circumstances, these growth rings contain useful information about varying environmental conditions affecting their growth like temperature changes and humidity as well as tree features (age and size), depending on the species and latitude for what other data analysis (climate data) should be included (Tumajer, J., & Lehejček, J. 2019).

-
-
-
-

4. TREE RING ANALYSIS OVER TIME

-
- Click here -

-

Let’s plot some graphics. We can plot the average ring width (mm) in axe y in function of time (year) in axe x (see red line). But, we can also plot the average ring width (mm) in axe y in function of time (year) in axe x, simultaneously considering the stands (see gray lines). Do you have some ideas about what these trends might be telling us?

-
-

4.1 RINGS DATA FROM Hondo-Slave Lake (hereafter, Hondo) region of Alberta

-
- Click here -

-

+
+

Tree ring analysis over time

+

Let’s plot some graphics. We can plot the average ring width (mm) in +axe y in the function of time (year) in axe x (see red line). But, we +can also plot the average ring width (mm) in axe y as a function of time +(year) in axe x, simultaneously considering the stands (see gray lines). +Do you have some ideas about what these trends might be telling us?

+

Rings data from Hondo-Slave Lake (hereafter, Hondo) region of +Alberta

+
# Libraries
 library(tidyverse)
 library(readr)
@@ -575,14 +674,13 @@ 

4. TREE RING ANALYSIS OVER TIME

facet_grid(~stand) + geom_smooth(data = aos_dt %>% select(-stand), aes(x = year, y = ring_width_mm), color = 'red', linetype = 'dashed')
- +
-
-

4.2 RINGS DATA FROM Athabasca Oil Sands (hereafter, AOS) region in northeastern Alberta

-
- Click here -

-

+

Rings data from Athabasca Oil Sands (hereafter, AOS) region +in northeastern Alberta

+
# Libraries
 library(tidyverse)
 library(readr)
@@ -614,24 +712,31 @@ 

4. TREE RING ANALYSIS OVER TIME

facet_grid(~stand) + geom_smooth(data = hondo_dt %>% select(-stand), aes(x = year, y = ring_width_mm), color = 'red', linetype = 'dashed')
- +
-
-
-

5. EXERCISES

+
+

Exercises

- What can we deduce from the graphics? (Open responses) + +What can we deduce from the graphics? (Open responses) +

BINGO!!!:

-
 1. Tree ring width decreases over time, and patterns, changes follow an oscillation behavior which might suggest external (temperature, humidity) and internal (age, latitude, species) factors affecting tree growth, respectively. 
- 2. It seems that stands follow different patters, perhaps they have different composition, or why not, they can be more or less diverse in vascular species affecting growth. As you can see, the information observed in the graphics can bring us some insights about what is going on with ring trees dynamics.
+
 1. Tree ring width decreases over time, and patterns change following an oscillating behaviour, suggesting that external (temperature, humidity) and internal (age, latitude, species) factors affect tree growth.
+ 
+ 2.  It seems that stands follow different patterns, perhaps they have a different composition, or why not, they can be more or less diverse in vascular species affecting overall tree growth. 
+ 
+

As you can see, the information observed in the graphics can bring us +some insights about what is going on with ring tree dynamics.

- Multiple choice questions + +Multiple choice questions +

-

Quiz

-
+
Quiz
+
@@ -639,7 +744,7 @@

5. EXERCISES

-
+
@@ -649,50 +754,127 @@

5. EXERCISES

-
-

6. COMMENTS

-
- Click here -

-

This tutorial was created using RStudio and RMarkdown. The entire code to reproduce the results and graphics provided in this tutorial are available in the Living Data working Group project through the GitHub page.

-
library(learnr)
-library(htmlwidgets)
-library(vembedr)
-library(tidyverse)
-library(readr)
-library(ggplot2)
-library(multcompView)
-library(MuMIn)
-library(rpart)
-library(rpart.plot)
-library(plotly)
-library(dplyr)
-library(jtools)
-library(interactions)
-
+
+

References

+

Hesketh, A., Loesberg, J., Bledsoe, E., Karst, J., & Macdonald, +E. (2021). Seasonal and annual dynamics of western Canadian boreal +forest plant communities: A legacy dataset spanning four decades [Data +set]. Scholars Portal Dataverse. https://doi.org/10.5683/SP3/PZCAVE

+

Canadian Endangered Species Conservation Council(CESCC). 2010. Wild +Species 2010: The general status of Species in Canada.

+

Jin, Y., and Qian, H. 2019. V.PhyloMaker: an R package that can +generate very large phylogenies for vascular plants. Ecography, 42: +1353: 1359.

+

Packer, J.G., and Gould, A.J. 2017. Vascular plants of Alberta, part +1: Ferns, Fern Allies, Gymnosperms, and monocots. University of Calgary +Press. 281 pages.

+

Earle, C.J. 2021.The Gymnossperm Database. Consulted on April 7, +2022:[https://www.conifers.org/zz/gymnosperms.php]. Go Botany +(3.7). 2022. Native Plant Trust. Consulted on April 7, 2022: [https://gobotany.nativeplanttrust.org]

+

Fritts, H. C. (1987). TREE-RING ANALYSISTree-ring analysis. In +Climatology (pp. 858–875). Springer US. https://doi.org/10.1007/0-387-30749-4_182

+

Tumajer, J., & Lehejček, J. (2019). Boreal tree-rings are +influenced by temperature up to two years prior to their formation: A +trade-off between growth and reproduction? Environmental Research +Letters, 14(12), 124024. https://doi.org/10.1088/1748-9326/ab5134

+

NOAA. . Picture Climate: How Can We Learn from Tree Rings? | National +Centers for Environmental Information (NCEI) formerly known as National +Climatic Data Center (NCDC). (n.d.). Retrieved 8 April 2022, from https://www.ncdc.noaa.gov/news/picture-climate-how-can-we-learn-tree-rings

+

Rivet, A., Payette, S., Berteaux, D., & Girard, F. (2017). Pines +and porcupines: A tree-ring analysis of browsing and dynamics of an +overmature pine forest. Canadian Journal of Forest Research, 47, +257–268. https://doi.org/10.1139/cjfr-2016-0214

-
-

7. REFERENCES

-
- Click here -

-

Fritts, H. C. (1987). TREE-RING ANALYSISTree-ring analysis. In Climatology (pp. 858–875). Springer US. https://doi.org/10.1007/0-387-30749-4_182

-

Tumajer, J., & Lehejček, J. (2019). Boreal tree-rings are influenced by temperature up to two years prior to their formation: A trade-off between growth and reproduction? Environmental Research Letters, 14(12), 124024. https://doi.org/10.1088/1748-9326/ab5134

-

NOAA. . Picture Climate: How Can We Learn from Tree Rings? | National Centers for Environmental Information (NCEI) formerly known as National Climatic Data Center (NCDC). (n.d.). Retrieved 8 April 2022, from https://www.ncdc.noaa.gov/news/picture-climate-how-can-we-learn-tree-rings

-Rivet, A., Payette, S., Berteaux, D., & Girard, F. (2017). Pines and porcupines: A tree-ring analysis of browsing and dynamics of an overmature pine forest. Canadian Journal of Forest Research, 47, 257–268. https://doi.org/10.1139/cjfr-2016-0214
- -
+
+

Glossary

+
+
+

Français

+

Version en français disponible sur https://rtrejo.shinyapps.io/Biodiversite_Arbres_Alberta + + + + + + + + + + + - + + - + + + + + + + + - + + + + + - +

+
-
-
+
@@ -769,9 +1254,20 @@

7. REFERENCES

- -

Rolando Trejo (Université de Montréal), Jhoan Chavez (University of Northern British Columbia), Zihaohan Sang (University of Alberta)

-

avril 14, 2022

+

Alberta Trees +Tutorial

+

Contact us:
+Zihaohan Sang (University of Alberta)
+zihaohan@ualberta.ca
+Rolando Trejo (Université de Montréal)
+rolando.trejo.perez@umontreal.ca
+Jhoan Chavez (University of Northern British +Columbia)
+chavez@unbc.ca

+

September 25, 2022

@@ -781,11 +1277,23 @@

avril 14, 2022

-
+
+ + - + - + - + + @@ -1460,7 +1498,7 @@ @@ -1473,25 +1511,25 @@

Alberta Trees Tutorial

-

A short description of the post.

+

Seasonal and annual dynamics of western Canadian boreal forest plant communities: a legacy dataset spanning four decades

+

Welcome to the Alberta trees tutorial. This tutorial was built using rescued data by Amelia Hesketh, Jenna Loesberg, Ellen Bledsoe, Justine Karst, and Ellen Macdonald in 2021 from an Alberta legacy dataset spanning four decades (1980-2015). Dataset is available in Borealis.

+

The tutorial is divided into two ecological topics. The first topic corresponds to vascular diversity, and the second topic is related to tree rings. More precisely, the Alberta trees tutorial focuses on i) the vascular plant diversity variation along space and environment and ii) the tree ring dynamics over time.

+

This tutorial was created with the open-source software R using learnr package and deployed using Shiny. The entire code to reproduce the results and graphics provided in this tutorial is available in the Living Data Working Group project through this GitHub repository. Other packages used in this tutorial were htmlwidgets,vembedr, tidyverse, readr, ggplot2, multcompView, MuMIn, rpart, rpart.plot, plotly, dplyr, jtools, and interactions.

-

+
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Qn{constructor(e){this.name=e.author,this.personalURL=e.authorURL,this.affiliation=e.affiliation,this.affiliationURL=e.affiliationURL,this.affiliations=e.affiliations||[]}get firstName(){const e=this.name.split(' ');return e.slice(0,e.length-1).join(' ')}get lastName(){const e=this.name.split(' ');return e[e.length-1]}}class Gn{constructor(){this.title='unnamed article',this.description='',this.authors=[],this.bibliography=new Map,this.bibliographyParsed=!1,this.citations=[],this.citationsCollected=!1,this.journal={},this.katex={},this.publishedDate=void 0}set url(e){this._url=e}get url(){if(this._url)return this._url;return this.distillPath&&this.journal.url?this.journal.url+'/'+this.distillPath:this.journal.url?this.journal.url:void 0}get githubUrl(){return this.githubPath?'https://github.com/'+this.githubPath:void 0}set previewURL(e){this._previewURL=e}get previewURL(){return this._previewURL?this._previewURL:this.url+'/thumbnail.jpg'}get publishedDateRFC(){return 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      " + $('#ref-' + ref).html() + "

      "; + // Could use CSS.escape too here, we insure backward compatibility in navigator + return "

      " + $('div[id="ref-' + ref + '"]').html() + "

      "; }).join("\n"); window.tippy(this, { allowHTML: true, @@ -2409,7 +2416,7 @@

      ${suggestion.title}

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      -
      - -
      - -
      -

      Topic 1: VASCULAR PLANT DIVERSITY VARIATION ALONG STANDS AND SOIL TEMPERATURE

      -
      -

      1. AUDIENCE: FORESTRY AND ECOLOGY

      -

      How BIG is Canada’s Boreal Forest? Video from Boreal Conservation [https://www.borealconservation.org]

      -
      -
      - -
      -
      +
      + +
      + +
      +

      Tutorial objectives

      +

      Forestry and ecology students are the optimal audience to follow this +tutorial. Some prerequisites are necessary but not essential, i.e. an introduction to +linear regression, how to read a +boxplot?, the +Bell Curve (Normal/Gaussian Distribution), what is a residual +plot?.

      +

      At the end of this tutorial you will be able to:

      +
        +
      1. Contextualize the global and boreal plant diversity +distribution.
      2. +
      3. Understand the basis of the linear model approach linking plant +diversity, space and environment.
      4. +
      5. Introduce yourself to the non-linear model relationship in +ecological data.
      6. +
      7. Debut into the dendrochronology concept in forestry and +ecology.
      8. +
      9. Explore the tree analysis over time using multiple datasets through +graphic visualization.
      10. +
      +

      We will focus on the plant vascular cover diversity and soil +temperature in 2010. We will also use the dendrochronology historical +datasets.

      -
      -

      2. LEARNING OBJECTIVES

      -
      - Click here -

      +

      +

      Learning objectives

      +

      Through this tutorial you will acquire the following skills:

        -
      1. You will be able to understand why biology and statistics do a nice match.

      2. -
      3. You will be able to understand how implement linear regression applied to species richness in function of at least of a couple of independent variables.

      4. +
      5. A global understanding of plant biodiversity and dendrochronology +concepts.

      6. +
      7. Use real data coming from the Alberta legacy dataset, a project +monitoring diversity in Western Canadian forest, to implement a linear +model approach between diversity and space and environment.

      8. +
      9. Explore and interpret data patterns using data exploration, model +codification, selection and validation.

      10. +
      11. Familiarize and code by yourself by adapting R code proposed in +this tutorial.

      -
      -
      -

      3. PREREQUISITES

      -
      - Click here -

      -

      3.1 An introduction to linear regression:https://www.youtube.com/watch?v=gb4qqX4uhYA

      -

      3.2 How to read a boxplot?:https://www.youtube.com/watch?v=7UK2DK7rblw

      -

      3.3 The Bell Curve (Normal/Gaussian Distribution):https://www.youtube.com/watch?v=DJzmb7hGmeM

      -

      3.4 What is a residual plot?:https://www.youtube.com/watch?v=J5gRckrv44c

      -
      +
      +

      Alberta legacy dataset background

      +

      An interesting project monitoring diversity was the Seasonal and +annual dynamics of western Canadian boreal forest plant communities: a +legacy dataset spanning four decades. The primary purpose of the +Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research +projects was to document seasonal changes in the vegetative composition +during the snow-free season (May through October) and longer-term +changes in vegetation and forest mensuration for boreal forest stands in +Alberta, Canada dominated by Pinus banksiana (Lamb.) (see central image +in the below figure).

      +

      Two regions were used for this study: one in the Hondo-Slave Lake +(hereafter, Hondo) region of Alberta, which was surveyed from 1980 to +2015, and a second location in the Athabasca Oil Sands (hereafter, AOS) +region in northeastern Alberta, which was surveyed from 1981 to 1984 and +thought to have substantial atmospheric pollution due to regional +industrial development (oil sands mining and processing).

      + +

      Photo from Seasonal Dynamics (SEADYN) and later Annual Dynamics +(ANNDYN) research projects metadata, Alberta

      +
      +

      Experimental design

      +

      The experimental design consisted of plots of 50x50 m subdivided into +50 5x5 m quadrants. Data coming from Hondo monitoring can allow us to +state tree questions concerning soil temperature and stands.

      + +

      Photo from Seasonal Dynamics (SEADYN) and later Annual Dynamics +(ANNDYN) research projects metadata, Alberta

      -
      -

      4. VASCULAR PLANT DIVERSITY: WHAT IT IS?

      -
      - Click here -

      -

      A key concept in biology is Diversity. If you have wondered what is the connection between species richness of plants versus space and environment, this is the right place to achieve basic biological and statistical concepts. There are over 352 000 (391 000 according to Jin and Qian, 2019) species of vascular plants in the world. More than 95% of vascular plants are flowering plants, also called angiosperms (e.g. grasses, orchids, maple trees). The other types of vascular plants are gymnosperms (cone-bearing trees, e.g. pine trees, spruce trees) and seedless plants (e.g. ferns, horsetails) (see figure of vascular plants below) . 5111 species of vascular plants have been found in Canada(CESCC, 2010). Such an amazing quantity of types and forms of life definitely invite biologists to wander them selves how diversity works in nature.

      -

      Photos from The Gymnosperm Database and Go Botany (3.7)

      -
      -
      -

      5. SEADYN AND ANNDYN RESEARCH PROJECTS BACKGROUND

      -
      - Click here -

      -

      An interesting project monitoring diversity was the Seasonal and annual dynamics of western Canadian boreal forest plant communities: a legacy dataset spanning four decades. The primary purpose of the Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects was to document seasonal changes in the vegetative composition during the snow-free season (May through October) and longer-term changes in vegetation and forest mensuration for boreal forest stands in Alberta, Canada dominated by Pinus banksiana (Lamb.) (see central image in the below figure).

      -

      Two regions were used for this study: one in the Hondo-Slave Lake (hereafter, Hondo) region of Alberta, which was surveyed from 1980 to 2015, and a second location in the Athabasca Oil Sands (hereafter, AOS) region in northeastern Alberta, which was surveyed from 1981 to 1984 and thought to have substantial atmospheric pollution due to regional industrial development (oil sands mining and processing).

      -

      Photo from Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects metadata, Alberta

      -
      +
      +

      Global and boreal plant diversity +distribution.

      +

      How BIG is Canada’s Boreal Forest? Video from Boreal Conservation +[https://www.borealconservation.org]

      +
      +
      +
      -
      -

      5.1 EXPERIMENTAL DESIGN

      -
      - Click here -

      -

      The experimental design consisted of plots of 50x50 m subdivided into 50 5x5 m quadrants. Data coming from Hondo monitoring can allow us to state tree questions concerning soil temperature and stands.

      -

      Photo from Seasonal Dynamics (SEADYN) and later Annual Dynamics (ANNDYN) research projects metadata, Alberta

      -
      -
      -

      6. VASCULAR PLANT DIVERSITY VARIATION ALONG SITES AND SOIL TEMPERATURE

      -
      - Click here -

      -

      Alberta, including 660 000 km2, is a diverse Canadian province. Almost 2000 species of vascular plants have been recorded (almost 1500 native) (Packer and Gould, 2017). In order to reveal how biodiversity connects with space and at least one environmental variable, we will focus on understanding the effect of stands and soil temperature in species richness in 2010 regarding only Hondo stands of this project.Hondo stands are north of Edmonton and east of Lesser Slave Lake, Alberta (AB), Canada (bottom right map panel). 2010 Hondo vascular plant is composed by 131 species. In this sites the maximum number of species found between 1980-2015 was 215. Regarding species diversity, we can state the following questions:

      -

      A. Can we explain vascular diversity regarding soil temperature?

      -

      B. Are stands a better predictor than soil temperature?

      -

      C. Do we need to consider both variables together to understand vascular plant diversity variation?

      -
      +
      +

      Vascular plant diversity: what it is?

      +

      A key concept in biology is Diversity. If you have wondered what is +the connection between species richness of plants versus space and +environment, this is the right place to achieve basic biological and +statistical concepts. There are over 352 000 (391 000 according to Jin +and Qian, 2019) species of vascular plants in the world. More than 95% +of vascular plants are flowering plants, also called angiosperms +(e.g. grasses, orchids, maple trees). The other types of vascular plants +are gymnosperms (cone-bearing trees, e.g. pine trees, spruce trees) and +seedless plants (e.g. ferns, horsetails) (see figure of vascular plants +below) . 5111 species of vascular plants have been found in +Canada(CESCC, 2010). Such an amazing quantity of types and forms of life +definitely invite biologists to wander them selves how diversity works +in nature.

      + +

      Photos from The Gymnosperm Database and Go Botany (3.7)

      +
      +
      +

      Linear model approach linking plant diversity, space and +environment.

      +

      Alberta, including 660 000 km2, is a diverse Canadian province. +Almost 2000 species of vascular plants have been recorded (almost 1500 +native) (Packer and Gould, 2017). In order to reveal how biodiversity +connects with space and at least one environmental variable, we will +focus on understanding the effect of stands and soil temperature in +species richness in 2010 regarding only Hondo stands of this +project.Hondo stands are north of Edmonton and east of Lesser Slave +Lake, Alberta (AB), Canada (bottom right map panel). 2010 Hondo vascular +plant is composed by 131 species. In this sites the maximum number of +species found between 1980-2015 was 215. Regarding species diversity, we +can state the following questions:

      +
       A. Can we explain vascular diversity regarding soil temperature? 
      +
      + B. Are stands a better predictor than soil temperature? 
      +
      + C. Do we need to consider both variables together to understand vascular plant diversity variation? 
      -

      7. DATA EXPLORATION

      -
      - Click here -

      -

      In order to answer our questions, we will use data from two different datasets from a long-term tree and plant surveys in Alberta. We can respond our questions using data from a specific year. In this tutorial we will use 2010 data.Now we can better understand the regression line provided by graphing soil temperature and species richness. It basically follows a negative correlation (more species, less soil temperature). Regarding the boxplot graphic, we can see that stand 5 and 6 contains more species than stand 3 and 4. In stand 7 and 8 we can visualize outlines (extreme values).

      -

      7.1. Species richness variation by soil temperature (C)

      -
      - -

      7.2. Species richness variation along stands

      -
      - -

      7.3. Counts of the number of species frequencies in each abundance class

      -

      We already know the patterns among stands, soil temperature, and interaction. But, what continuous variables (species richness and soil temperature) tell us regarding their frequency distributions?

      +

      Data exploration

      +

      In order to answer our questions, we will use data from two different +datasets from long-term tree and plant surveys in Alberta. We can +respond to our questions using data from a specific year. In this +tutorial, we will use 2010 data. Now we can better understand the +regression line provided by graphing soil temperature and species +richness. It basically follows a negative correlation (more species, +less soil temperature). Regarding the boxplot graphic, we can see that +stand 5 and 6 contain more species than stand 3 and 4. In stands 7 and 8 +we can visualize outlines (extreme values).

      +

      Species richness variation by soil temperature +(°C)

      +
      + +

      Species richness variation along stands

      +
      + +

      Counts of the number of species frequencies in each abundance +class

      +

      We already know the patterns among stands, soil temperature, and +interaction. But, what do continuous variables (species richness and +soil temperature) tell us regarding their frequency distributions?

      Species richness clearly follows a normal distribution.

      -

      7.4. Counts of the number of soil temperature frequencies in each abundance class

      -

      Soil temperature not necessarily follows a normal distribution, but it seems like can assume it.

      +

      Counts of the number of soil temperature frequencies in each +abundance class

      +

      Soil temperature not necessarily follows a normal distribution, but +it seems like can assume it.

      -
      -
      -

      8. MODEL CODIFICATION: GET’S STARTED

      -
      - Click here -

      -

      In order to understand how soil temperature in Celsius and stand (x = independent variable) can affect biodiversity we can create five different models containing Species richness as response variable (y = dependent variable).

      +
      +

      Model codification: Get’s started!

      +

      In order to understand how soil temperature in Celsius and stand (x = +independent variable) can affect biodiversity we can create five +different models containing Species richness as response variable (y = +dependent variable).

      # Species richness as function of soil temperature (C) alone
       M1 <- lm(SR ~ temp_C,data = SR_SoilTemp)  
       # Species richness as function of stand alone
      @@ -227,31 +285,37 @@ 

      8. MODEL CODIFICATION: GET’S STARTED

      M4 <- lm(SR ~ temp_C+stand,data = SR_SoilTemp) # Species richness as function of soil temperature-stand interaction alone M5 <- lm(SR ~ temp_C:stand,data = SR_SoilTemp)
      -
      -

      9. MODEL SELECTION

      -
      - Click here -

      -

      Regarding patterns associated to species richness in function of soil temperature and stand, can we use these results to formulate our ecological conclusions? Does putting together both soil temperature and stand can reveal a pattern hidden by modeling both variable independently? We can use AICc and R squared approach to select the best model. Here we can see that model M2 and M4 are the best options following a lm approach with fixed effects. However, M4 model presented a reduced R squared. M2 model, only species richness as function of stand, presented a lower AIC and a higher R squared.

      +

      Model selection

      +

      Regarding patterns associated to species richness in function of soil +temperature and stand, can we use these results to formulate our +ecological conclusions? Does putting together both soil temperature and +stand can reveal a pattern hidden by modeling both variable +independently? We can use AICc and R squared approach to select the best +model. Here we can see that model M2 and M4 are the best options +following a lm approach with fixed effects. However, M4 model presented +a reduced R squared. M2 model, only species richness as function of +stand, presented a lower AIC and a higher R squared.

      -

      df is the degree of freedom, logLik is the loglikelihood, and delta is the AICc difference with the lowest value

      -

      Let’s use the M2 model use to see how it works species richness in function of stands. We can identify M2 models as the best one according to its lowest AICc and R squared. But, before doing an analysis of variance and a post-hoc mean comparisons we must check the linear regression model assumptions.

      +

      df is the degree of freedom, logLik is the loglikelihood, and delta +is the AICc difference with the lowest value

      +

      Let’s use the M2 model use to see how it works species richness in +function of stands. We can identify M2 models as the best one according +to its lowest AICc and R squared. But, before doing an analysis of +variance and a post-hoc mean comparisons we must check the linear +regression model assumptions.

      # Species richness as function of stand
       M2 <-lm(SR ~ stand,data = SR_SoilTemp)  
      -

      10. MODEL VALIDATION

      -
      - Click here -

      -

      10.1. Homogeneity of the variance

      +

      Model validation

      +

      Homogeneity of the variance

      Plot predicted values vs residual values

      Homogeneity of variance test

      @@ -260,46 +324,104 @@

      10. MODEL VALIDATION

      ## ## data: SR by stand ## Bartlett's K-squared = 8.8994, df = 6, p-value = 0.1793 -

      There are an homogeneous dispersion of the residuals regarding the graphic and the homogeneity of variance test(p-value = 0.1793). The assumption is respected!

      -

      10.2. Independence of the model residuals

      +

      There is a homogeneous dispersion of the residuals regarding the +graphic and the homogeneity of variance test(p-value = 0.1793). The +assumption is respected!

      +

      Independence of the model residuals

      Check the independence of the model residuals with stands

      -

      Homogeneous dispersion of the residuals around 0 and no pattern of residuals depending on the variable. The assumption is respected!!

      -

      10.3. Normality of the model residuals

      -

      Histogram of model residuals

      +

      Homogeneous dispersion of the residuals around 0 and no pattern of +residuals depending on the variable. The assumption is +respected!!

      +

      Normality of the model residuals

      +

      Histogram of model residuals +

      Shapiro test to check residuals normality

      ## 
       ##  Shapiro-Wilk normality test
       ## 
       ## data:  ANOVA_M2$residuals
       ## W = 0.98975, p-value = 0.2401
      -

      The residuals follow a normal distribution regarding the histogram and the Shapiro test(p-value = 0.2401). The assumption is respected !!!

      -
      +

      The residuals follow a normal distribution regarding the histogram +and the Shapiro test(p-value = 0.2401). The assumption is respected +!!!

      -
      -

      11. MODEL INTERPRETATION AND VISUALIZATION

      -
      - Click here -

      -

      Species richness as function of stand

      -

      Once we have corroborated the linear regression model assumption we can continuous with model interpretation and visualization. There are significant differences among stands (p < 2.2e-16). Stands 3 and 4 are associated to less species richness than stands 5 and 6.

      +
      +

      Model interpretation and visualization

      +

      Species richness as a function of stand

      +

      Once we have corroborated the linear regression model assumption we +can continue with model interpretation and visualization. There are +significant differences among stands (p < 2.2e-16). Stands 3 and 4 +are associated with less species richness than stands 5 and 6.

      ##              Df Sum Sq Mean Sq F value Pr(>F)    
       ## stand         6   2292   382.1   62.51 <2e-16 ***
       ## Residuals   168   1027     6.1                   
       ## ---
       ## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
      +
      ## Warning in boxplot.default(split(mf[[response]], mf[-response], drop = drop, :
      +## NAs introduced by coercion

      -

      Different colors in the stands means statistical differences.

      -
      +

      Different colours in the stands mean statistical differences.

      +
      +
      +
      +

      Non-linear model relationship in ecological +data

      +

      Run the following code. Then observe the AIC table and the graphic +visualization.

      +
      +
      # Data
      +x <- c(1.1,1.2,0.7,3.4,3.6,2.7,5.2,5.3,4.7,7.3,7.5,6.7,9.4,9.1,8.9,11.3,10.7,11)
      +y_response <- c(0.8,0.7,1.2,9.1,8.7,9.3,25.3,25.8,24.2,50,48.5,51,81.1,80.8,81.2,121.5,121,120.7)
      +Linear_not_linear <- data.frame(x,y_response)
      +
      +# Linear model or not?
      +library(mgcv)
      +linear_model <- gam(y_response  ~ x, data = Linear_not_linear)
      +smooth_model <- gam(y_response  ~ s(x), data = Linear_not_linear)
      +AIC(linear_model, smooth_model)
      +
      +# Visualization
      +library(ggplot2)
      +p1<-ggplot(Linear_not_linear, aes(x = x, y = y_response )) +
      +  geom_point() +
      +  geom_line(colour = "red", size = 1.2,
      +            aes(y = fitted(linear_model))) +
      +  xlab("x") +
      +  ylab("y") +
      +  labs(title = "Linear model or not?")+
      +  geom_line(colour = "blue", size = 1.2,
      +            aes(y = fitted(smooth_model))) +
      +  theme_bw()
      +
      +p1
      +
      -
      -

      12. EXERCISES

      - Click here + +Linear model or not? +

      -

      12.1. SPECIES RICHNESS AS FUNCTION OF SOIL TEMPERATURE (C)

      -

      Run the following code and answer the question below. Here, we use the model one (M1) corresponding to species richness as function of soil temperature (C) to verify if there is any relationship between species richness and soil temperature alone. We will consider that model assumptions are respected.

      -
      +You can see that the AIC and the trend of the smooth GAM justify that +adding a smoothing function improves model performance. Non linearity is +then supported by these data. +

      +

      +
      +

      Exercises

      +

      Species richness as a function of soil temperature +(°C)

      +

      Run the following code and answer the question below. Here, we use +model one (M1) corresponding to species richness as a function of soil +temperature (C) to verify if there is any relationship between species +richness and soil temperature alone. We will consider that model +assumption are respected.

      +
      # Importing data
       Hondo_VascularCover_2010_CLEAN<-read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_VascularCover_2010_CLEAN.csv", sep=";")
       Hondo_SoilTemp_2010_CLEAN<- read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_SoilTemp_2010_CLEAN.csv", sep=";")
      @@ -336,11 +458,12 @@ 

      12. EXERCISES

      Plot_AllData + geom_abline(intercept = 23.8756 , slope = -0.3346, col = "coral2")
      - +
      -

      Check the graphic, then the p-value of soil temperature (temp_C). Respond the following question:

      -

      Quiz

      -
      +

      Check the graphic, then the p-value of soil temperature (temp_C). +Respond to the following question:

      +
      Quiz
      +
      @@ -348,46 +471,21 @@

      12. EXERCISES

      -

      12.2 LINEAR OR NOT LINEAR RELATIONSHIP

      -

      Run the following code. Then observe the AIC table and the graphic visualization.

      -
      -
      # Data
      -x <- c(1.1,1.2,0.7,3.4,3.6,2.7,5.2,5.3,4.7,7.3,7.5,6.7,9.4,9.1,8.9,11.3,10.7,11)
      -y_response <- c(0.8,0.7,1.2,9.1,8.7,9.3,25.3,25.8,24.2,50,48.5,51,81.1,80.8,81.2,121.5,121,120.7)
      -Linear_not_linear <- data.frame(x,y_response)
      -
      -# Linear model or not?
      -library(mgcv)
      -linear_model <- gam(y_response  ~ x, data = Linear_not_linear)
      -smooth_model <- gam(y_response  ~ s(x), data = Linear_not_linear)
      -AIC(linear_model, smooth_model)
      -
      -# Visualization
      -library(ggplot2)
      -p1<-ggplot(Linear_not_linear, aes(x = x, y = y_response )) +
      -  geom_point() +
      -  geom_line(colour = "red", size = 1.2,
      -            aes(y = fitted(linear_model))) +
      -  xlab("x") +
      -  ylab("y") +
      -  labs(title = "Linear model or not?")+
      -  geom_line(colour = "blue", size = 1.2,
      -            aes(y = fitted(smooth_model))) +
      -  theme_bw()
      -
      -p1
      - -
      -

      You can see that the AIC and the trend of the smooth GAM justify that adding a smoothing function improves model performance. Non linearity is then supported by these data.

      -

      Now, let’s explore our real species richness and soil temperature data relationship. Follow the next steps:

      +

      Now, let’s explore our real species richness and soil temperature +data relationship. Follow the next steps:

        -
      1. Code by yourself: Use and adapt R code from section 12.1 and 12.2 to check linearity.
      2. -
      3. Use code from Hint: Click on Hint to review and paste the code. The run the code.
      4. +
      5. Code by yourself: Use and adapt R code to check linearity.
      6. +
      7. Use code from Hint: Click on Hint to review and paste the code. The +run the code.
      -
      - +
      +
      -
      +
      # Data
       Hondo_VascularCover_2010_CLEAN<-read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_VascularCover_2010_CLEAN.csv", sep=";")
       Hondo_SoilTemp_2010_CLEAN<- read.csv("https://raw.githubusercontent.com/Living-Data-Tutorials/website/main/_lessons/2022-04-07-alberta-trees-tutorial/Hondo_SoilTemp_2010_CLEAN.csv", sep=";")
      @@ -425,8 +523,8 @@ 

      12. EXERCISES

      Linear
      -

      Quiz

      -
      +
      Quiz
      +
      @@ -434,22 +532,31 @@

      12. EXERCISES

      -

      12.3. INTERACTION MODEL

      -

      Situation: we are interested to model the species richness of Hondo as function of temperature (this is our main predictor of interest) but we don’t know if we need to consider the stand as another important variable in the model. Observe the following graphics (M1, M3 and M4 model) and then the r squared and AICc into the summary table. Respond the questions below.

      -

      12.3.1. Species richness as function of soil temperature (C) plus stand, and soil temperature-stand interaction

      +

      Interaction model

      +

      Situation: we are interested to model the species richness of Hondo +as a function of temperature (this is our main predictor of interest) +but we don’t know if we need to consider the stand as another important +variable in the model. Observe the following graphics (M1, M3 and M4 +model) and then the r squared and AICc into the summary table. Respond +to the questions below.

      +

      Species richness as a function of soil temperature (°C) plus +stand, and soil temperature-stand interaction

      -

      12.3.2. Species richness as function of soil temperature (C) plus stand, and soil temperature-stand interaction

      +

      Species richness as a function of soil temperature (°C) plus +stand, and soil temperature-stand interaction

      -

      12.3.3. Species richness as function of soil temperature (C) and stand

      +

      Species richness as a function of soil temperature (°C) and +stand

      -

      df is the degree of freedom, logLik is the loglikelihood, and delta is the AICc difference with the lowest value

      -

      Quiz

      -
      +

      df is the degree of freedom, logLik is the loglikelihood, and delta +is the AICc difference with the lowest value

      +
      Quiz
      +
      @@ -457,88 +564,80 @@

      12. EXERCISES

      -
      -
      -

      13. REPRODUCIBILITY

      -
      - Click here -

      -

      The graphics and results presented in this tutorial were obtained using historical data of soil temperature and vascular diversity datasets from Hondo stands. Data is available at [https://dataverse.scholarsportal.info/dataset.xhtml?persistentId=doi:10.5683/SP3/PZCAVE]. We imported the original datasets from Import dataset in R Studio.

      +

      Reproducibility

      +

      The graphics and results presented in this tutorial were obtained +using historical soil temperature data, and vascular diversity datasets +from Hondo stands. Data is available at [https://dataverse.scholarsportal.info/dataset.xhtml?persistentId=doi:10.5683/SP3/PZCAVE]. +We imported the original datasets from the Import dataset in R +Studio.

      Hondo_VascularCover_1980_2015 # Historical
       str(Hondo_VascularCover_1980_2015)
       Hondo_SoilTemp_1980_2010 # Historical soil temperature
       str(Hondo_SoilTemp_1980_2010)
      -

      13.1 Dataset manipulation

      -

      1.Generate a subset of data considering only 2010 data to simplify the statistical analyses. It is important to focus on the heart of species richness ecological concept connected to space and environment.

      +

      Dataset manipulation

      +

      1.Generate a subset of data considering only 2010 data to simplify +the statistical analyses. It is important to focus on the heart of +species richness ecological concept connected to space and +environment.

      Hondo_VascularCover_2010 <- subset(Hondo_VascularCover_1980_2015,year== "2010" )  # Selecting from one category in rows
       Hondo_SoilTemp_2010 <- subset(Hondo_SoilTemp_1980_2010,year== "2010" )
        -
      1. Save the 2010 subsets data in the computer to clean it and make it proper to work in R.
      2. +
      3. Save the 2010 subsets data in the computer to clean it and make it +proper to work in R.
      write.csv(x=Hondo_VascularCover_2010,file="Hondo_VascularCover_2010.csv", row.names=FALSE) # Export data in csv format
       write.csv(x=Hondo_SoilTemp_2010,file="Hondo_SoilTemp_2010.csv", row.names=FALSE) 
        -
      1. Open the 2010 subsets in excel and order both of them by stand and quad, then corroborate the perfect correspondence in order.

      2. -
      3. Generate a new data frame summarizing stand, quadrant, soil temperature and species richness. You can see here that quadrants and stands were merged adequately.

      4. +
      5. Open the 2010 subsets in excel and order both of them by stand +and quad, then corroborate the perfect correspondence in order.

      6. +
      7. Generate a new data frame summarizing stand, quadrant, soil +temperature and species richness. You can see here that quadrants and +stands were merged adequately.

      -
      -
      -

      14. REFERENCES

      -
      - Click here -

      -

      Hesketh, A., Loesberg, J., Bledsoe, E., Karst, J., & Macdonald, E. (2021). Seasonal and annual dynamics of western Canadian boreal forest plant communities: A legacy dataset spanning four decades [Data set]. Scholars Portal Dataverse. https://doi.org/10.5683/SP3/PZCAVE

      -

      Canadian Endangered Species Conservation Council(CESCC). 2010. Wild Species 2010: The general status of Species in Canada.

      -

      Jin, Y., and Qian, H. 2019. V.PhyloMaker: an R package that can generate very large phylogenies for vascular plants. Ecography, 42: 1353: 1359.

      -

      Packer, J.G., and Gould, A.J. 2017. Vascular plants of Alberta, part 1: Ferns, Fern Allies, Gymnosperms, and monocots. University of Calgary Press. 281 pages.

      -Earle, C.J. 2021.The Gymnossperm Database. Consulted on April 7, 2022:[https://www.conifers.org/zz/gymnosperms.php]. Go Botany (3.7). 2022. Native Plant Trust. Consulted on April 7, 2022: [https://gobotany.nativeplanttrust.org] -
      -
      -
      -

      Topic 2: TREE RING ANALYSIS OVER TIME

      -
      -

      1. AUDIENCE: FORESTRY

      -

      Tree Stories: How Tree Rings Reveal Extreme Weather Cycles? Video from Brigham Young University, Utah

      +
      +

      Dendrochonology: what it is?

      +

      Tree Stories: How Tree Rings Reveal Extreme Weather Cycles? Video +from Brigham Young University, Utah

      +

      An interesting concept in biology, and more in forestry, is the ring +dynamics of trees over time. Dendrochronology is the dating and study of +annual rings in trees (see https://ltrr.arizona.edu/about/treerings). Dating and +studying annual rings allow us to do inferences in other tree fields of +study, for example, linking dendrochronology with the weather. Here, +Dendroclimatology studies and uses the growth ring patterns to +reconstruct past variations in climate (Fritts. 1987). Since +well-defined annual-growth rings can be observed in the wood (rings) +from many species of temperate forest trees throughout the world, in +certain circumstances, these growth rings contain useful information +about varying environmental conditions affecting their growth like +temperature changes and humidity as well as tree features (age and +size), depending on the species and latitude for what other data +analysis (climate data) should be included (Tumajer, J., & Lehejček, +J. 2019).

      -
      -

      2. LEARNING OBJECTIVES

      -
      - Click here -

      -

        -
      1. At the end of this tutorial you will be able to explore patterns of rings over time. Perhaps, something hidden is there!

      2. -
      3. This tutorial aims to help students get familiarized with data and apply academic background by looking at processed data ending up in questioning.

      4. -
      -
      -
      -
      -

      3. DENDROCHRONOLOGY: WHAT IT IS?

      -
      - Click here -

      -

      An interesting concept in biology, and more in forestry, is the ring dynamics of trees over time. Dendrochronology is the dating and study of annual rings in trees (see https://ltrr.arizona.edu/about/treerings). Dating and studying annual rings allow us to do inferences in other tree fields of study, for example, linking dendrochronolgy with weather. Here, Dendroclimatology studies and uses the growth ring patterns to reconstruct past variations in climate (Fritts. 1987). Since well-defined annual-growth rings can be observed in the wood (rings) from many species of temperate forest trees throughout the world, in certain circumstances, these growth rings contain useful information about varying environmental conditions affecting their growth like temperature changes and humidity as well as tree features (age and size), depending on the species and latitude for what other data analysis (climate data) should be included (Tumajer, J., & Lehejček, J. 2019).

      -
      -
      -
      -

      4. TREE RING ANALYSIS OVER TIME

      -
      - Click here -

      -

      Let’s plot some graphics. We can plot the average ring width (mm) in axe y in function of time (year) in axe x (see red line). But, we can also plot the average ring width (mm) in axe y in function of time (year) in axe x, simultaneously considering the stands (see gray lines). Do you have some ideas about what these trends might be telling us?

      -
      -

      4.1 RINGS DATA FROM Hondo-Slave Lake (hereafter, Hondo) region of Alberta

      -
      - Click here -

      -

      +
      +

      Tree ring analysis over time

      +

      Let’s plot some graphics. We can plot the average ring width (mm) in +axe y in the function of time (year) in axe x (see red line). But, we +can also plot the average ring width (mm) in axe y as a function of time +(year) in axe x, simultaneously considering the stands (see gray lines). +Do you have some ideas about what these trends might be telling us?

      +

      Rings data from Hondo-Slave Lake (hereafter, Hondo) region of +Alberta

      +
      # Libraries
       library(tidyverse)
       library(readr)
      @@ -575,14 +674,13 @@ 

      4. TREE RING ANALYSIS OVER TIME

      facet_grid(~stand) + geom_smooth(data = aos_dt %>% select(-stand), aes(x = year, y = ring_width_mm), color = 'red', linetype = 'dashed')
      - +
      -
      -

      4.2 RINGS DATA FROM Athabasca Oil Sands (hereafter, AOS) region in northeastern Alberta

      -
      - Click here -

      -

      +

      Rings data from Athabasca Oil Sands (hereafter, AOS) region +in northeastern Alberta

      +
      # Libraries
       library(tidyverse)
       library(readr)
      @@ -614,24 +712,31 @@ 

      4. TREE RING ANALYSIS OVER TIME

      facet_grid(~stand) + geom_smooth(data = hondo_dt %>% select(-stand), aes(x = year, y = ring_width_mm), color = 'red', linetype = 'dashed')
      - +
      -
      -
      -

      5. EXERCISES

      +
      +

      Exercises

      - What can we deduce from the graphics? (Open responses) + +What can we deduce from the graphics? (Open responses) +

      BINGO!!!:

      -
       1. Tree ring width decreases over time, and patterns, changes follow an oscillation behavior which might suggest external (temperature, humidity) and internal (age, latitude, species) factors affecting tree growth, respectively. 
      - 2. It seems that stands follow different patters, perhaps they have different composition, or why not, they can be more or less diverse in vascular species affecting growth. As you can see, the information observed in the graphics can bring us some insights about what is going on with ring trees dynamics.
      +
       1. Tree ring width decreases over time, and patterns change following an oscillating behaviour, suggesting that external (temperature, humidity) and internal (age, latitude, species) factors affect tree growth.
      + 
      + 2.  It seems that stands follow different patterns, perhaps they have a different composition, or why not, they can be more or less diverse in vascular species affecting overall tree growth. 
      + 
      +

      As you can see, the information observed in the graphics can bring us +some insights about what is going on with ring tree dynamics.

      - Multiple choice questions + +Multiple choice questions +

      -

      Quiz

      -
      +
      Quiz
      +
      @@ -639,7 +744,7 @@

      5. EXERCISES

      -
      +
      @@ -649,50 +754,127 @@

      5. EXERCISES

      -
      -

      6. COMMENTS

      -
      - Click here -

      -

      This tutorial was created using RStudio and RMarkdown. The entire code to reproduce the results and graphics provided in this tutorial are available in the Living Data working Group project through the GitHub page.

      -
      library(learnr)
      -library(htmlwidgets)
      -library(vembedr)
      -library(tidyverse)
      -library(readr)
      -library(ggplot2)
      -library(multcompView)
      -library(MuMIn)
      -library(rpart)
      -library(rpart.plot)
      -library(plotly)
      -library(dplyr)
      -library(jtools)
      -library(interactions)
      -
      +
      +

      References

      +

      Hesketh, A., Loesberg, J., Bledsoe, E., Karst, J., & Macdonald, +E. (2021). Seasonal and annual dynamics of western Canadian boreal +forest plant communities: A legacy dataset spanning four decades [Data +set]. Scholars Portal Dataverse. https://doi.org/10.5683/SP3/PZCAVE

      +

      Canadian Endangered Species Conservation Council(CESCC). 2010. Wild +Species 2010: The general status of Species in Canada.

      +

      Jin, Y., and Qian, H. 2019. V.PhyloMaker: an R package that can +generate very large phylogenies for vascular plants. Ecography, 42: +1353: 1359.

      +

      Packer, J.G., and Gould, A.J. 2017. Vascular plants of Alberta, part +1: Ferns, Fern Allies, Gymnosperms, and monocots. University of Calgary +Press. 281 pages.

      +

      Earle, C.J. 2021.The Gymnossperm Database. Consulted on April 7, +2022:[https://www.conifers.org/zz/gymnosperms.php]. Go Botany +(3.7). 2022. Native Plant Trust. Consulted on April 7, 2022: [https://gobotany.nativeplanttrust.org]

      +

      Fritts, H. C. (1987). TREE-RING ANALYSISTree-ring analysis. In +Climatology (pp. 858–875). Springer US. https://doi.org/10.1007/0-387-30749-4_182

      +

      Tumajer, J., & Lehejček, J. (2019). Boreal tree-rings are +influenced by temperature up to two years prior to their formation: A +trade-off between growth and reproduction? Environmental Research +Letters, 14(12), 124024. https://doi.org/10.1088/1748-9326/ab5134

      +

      NOAA. . Picture Climate: How Can We Learn from Tree Rings? | National +Centers for Environmental Information (NCEI) formerly known as National +Climatic Data Center (NCDC). (n.d.). Retrieved 8 April 2022, from https://www.ncdc.noaa.gov/news/picture-climate-how-can-we-learn-tree-rings

      +

      Rivet, A., Payette, S., Berteaux, D., & Girard, F. (2017). Pines +and porcupines: A tree-ring analysis of browsing and dynamics of an +overmature pine forest. Canadian Journal of Forest Research, 47, +257–268. https://doi.org/10.1139/cjfr-2016-0214

      -
      -

      7. REFERENCES

      -
      - Click here -

      -

      Fritts, H. C. (1987). TREE-RING ANALYSISTree-ring analysis. In Climatology (pp. 858–875). Springer US. https://doi.org/10.1007/0-387-30749-4_182

      -

      Tumajer, J., & Lehejček, J. (2019). Boreal tree-rings are influenced by temperature up to two years prior to their formation: A trade-off between growth and reproduction? Environmental Research Letters, 14(12), 124024. https://doi.org/10.1088/1748-9326/ab5134

      -

      NOAA. . Picture Climate: How Can We Learn from Tree Rings? | National Centers for Environmental Information (NCEI) formerly known as National Climatic Data Center (NCDC). (n.d.). Retrieved 8 April 2022, from https://www.ncdc.noaa.gov/news/picture-climate-how-can-we-learn-tree-rings

      -Rivet, A., Payette, S., Berteaux, D., & Girard, F. (2017). Pines and porcupines: A tree-ring analysis of browsing and dynamics of an overmature pine forest. Canadian Journal of Forest Research, 47, 257–268. https://doi.org/10.1139/cjfr-2016-0214
      - -
      +
      +

      Glossary

      +
      +
      +

      Français

      +

      Version en français disponible sur https://rtrejo.shinyapps.io/Biodiversite_Arbres_Alberta + + + + + + + + + + + - + + - + + + + + + + + - + + + + + - +

      +
      -
      -
      +
      @@ -769,9 +1254,20 @@

      7. REFERENCES

      - -

      Rolando Trejo (Université de Montréal), Jhoan Chavez (University of Northern British Columbia), Zihaohan Sang (University of Alberta)

      -

      avril 14, 2022

      +

      Alberta Trees +Tutorial

      +

      Contact us:
      +Zihaohan Sang (University of Alberta)
      +zihaohan@ualberta.ca
      +Rolando Trejo (Université de Montréal)
      +rolando.trejo.perez@umontreal.ca
      +Jhoan Chavez (University of Northern British +Columbia)
      +chavez@unbc.ca

      +

      September 25, 2022

      @@ -781,11 +1277,23 @@

      avril 14, 2022

      -
      +
      + + @@ -797,6 +798,7 @@

      ${suggestion.title}

      d-article table.gt_table td, d-article table.gt_table th { border-bottom: none; + font-size: 100%; } .html-widget { @@ -1869,15 +1871,21 @@

      ${suggestion.title}

      // hoverable references $('span.citation[data-cites]').each(function() { - if ($(this).children()[0].nodeName == "D-FOOTNOTE") { - var fn = $(this).children()[0] + const citeChild = $(this).children()[0] + // Do not process if @xyz has been used without escaping and without bibliography activated + // https://github.com/rstudio/distill/issues/466 + if (citeChild === undefined) return true + + if (citeChild.nodeName == "D-FOOTNOTE") { + var fn = citeChild $(this).html(fn.shadowRoot.querySelector("sup")) $(this).id = fn.id fn.remove() } var refs = $(this).attr('data-cites').split(" "); var refHtml = refs.map(function(ref) { - return "

      " + $('#ref-' + ref).html() + "

      "; + // Could use CSS.escape too here, we insure backward compatibility in navigator + return "

      " + $('div[id="ref-' + ref + '"]').html() + "

      "; }).join("\n"); window.tippy(this, { allowHTML: true, @@ -2417,6 +2425,7 @@

      ${suggestion.title}

      color: var(--hover-color, white); } + @@ -2437,7 +2446,7 @@

      ${suggestion.title}

      @@ -2478,25 +2487,25 @@

      ${suggestion.title}

      Alberta Trees Tutorial

      -

      A short description of the post.

      +

      Seasonal and annual dynamics of western Canadian boreal forest plant communities: a legacy dataset spanning four decades

      +

      Welcome to the Alberta trees tutorial. This tutorial was built using rescued data by Amelia Hesketh, Jenna Loesberg, Ellen Bledsoe, Justine Karst, and Ellen Macdonald in 2021 from an Alberta legacy dataset spanning four decades (1980-2015). Dataset is available in Borealis.

      +

      The tutorial is divided into two ecological topics. The first topic corresponds to vascular diversity, and the second topic is related to tree rings. More precisely, the Alberta trees tutorial focuses on i) the vascular plant diversity variation along space and environment and ii) the tree ring dynamics over time.

      +

      This tutorial was created with the open-source software R using learnr package and deployed using Shiny. The entire code to reproduce the results and graphics provided in this tutorial is available in the Living Data Working Group project through this GitHub repository. Other packages used in this tutorial were htmlwidgets,vembedr, tidyverse, readr, ggplot2, multcompView, MuMIn, rpart, rpart.plot, plotly, dplyr, jtools, and interactions.

      -

      +
      diff --git a/docs/lessons/2022-04-07-anticosti-historical-data-tutorial/index.html b/docs/lessons/2022-04-07-anticosti-historical-data-tutorial/index.html index 9b04cb2..2a59e1f 100644 --- a/docs/lessons/2022-04-07-anticosti-historical-data-tutorial/index.html +++ b/docs/lessons/2022-04-07-anticosti-historical-data-tutorial/index.html @@ -796,6 +796,7 @@

      ${suggestion.title}

      d-article table.gt_table td, d-article table.gt_table th { border-bottom: none; + font-size: 100%; } .html-widget { @@ -1868,15 +1869,21 @@

      ${suggestion.title}

      // hoverable references $('span.citation[data-cites]').each(function() { - if ($(this).children()[0].nodeName == "D-FOOTNOTE") { - var fn = $(this).children()[0] + const citeChild = $(this).children()[0] + // Do not process if @xyz has been used without escaping and without bibliography activated + // https://github.com/rstudio/distill/issues/466 + if (citeChild === undefined) return true + + if (citeChild.nodeName == "D-FOOTNOTE") { + var fn = citeChild $(this).html(fn.shadowRoot.querySelector("sup")) $(this).id = fn.id fn.remove() } var refs = $(this).attr('data-cites').split(" "); var refHtml = refs.map(function(ref) { - return "

      " + $('#ref-' + ref).html() + "

      "; + // Could use CSS.escape too here, we insure backward compatibility in navigator + return "

      " + $('div[id="ref-' + ref + '"]').html() + "

      "; }).join("\n"); window.tippy(this, { allowHTML: true, @@ -2437,7 +2444,7 @@

      ${suggestion.title}

      diff --git a/docs/lessons/2022-04-07-codyn-tutorial/index.html b/docs/lessons/2022-04-07-codyn-tutorial/index.html index d1c517e..97a8ff5 100644 --- a/docs/lessons/2022-04-07-codyn-tutorial/index.html +++ b/docs/lessons/2022-04-07-codyn-tutorial/index.html @@ -797,6 +797,7 @@

      ${suggestion.title}

      d-article table.gt_table td, d-article table.gt_table th { border-bottom: none; + font-size: 100%; } .html-widget { @@ -1869,15 +1870,21 @@

      ${suggestion.title}

      // hoverable references $('span.citation[data-cites]').each(function() { - if ($(this).children()[0].nodeName == "D-FOOTNOTE") { - var fn = $(this).children()[0] + const citeChild = $(this).children()[0] + // Do not process if @xyz has been used without escaping and without bibliography activated + // https://github.com/rstudio/distill/issues/466 + if (citeChild === undefined) return true + + if (citeChild.nodeName == "D-FOOTNOTE") { + var fn = citeChild $(this).html(fn.shadowRoot.querySelector("sup")) $(this).id = fn.id fn.remove() } var refs = $(this).attr('data-cites').split(" "); var refHtml = refs.map(function(ref) { - return "

      " + $('#ref-' + ref).html() + "

      "; + // Could use CSS.escape too here, we insure backward compatibility in navigator + return "

      " + $('div[id="ref-' + ref + '"]').html() + "

      "; }).join("\n"); window.tippy(this, { allowHTML: true, @@ -2438,7 +2445,7 @@

      ${suggestion.title}

      diff --git a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/.index 2.html.icloud b/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/.index 2.html.icloud deleted file mode 100644 index b9da8c3..0000000 Binary files a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/.index 2.html.icloud and /dev/null differ diff --git a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/.index.html.icloud b/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/.index.html.icloud deleted file mode 100644 index 7cff65f..0000000 Binary files a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/.index.html.icloud and /dev/null differ diff --git a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/.egg_final.csv.icloud b/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/.egg_final.csv.icloud deleted file mode 100644 index 6673b68..0000000 Binary files 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100644 index 5c65252..0000000 Binary files a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/adult.png and /dev/null differ diff --git a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/banding_final.csv b/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/banding_final.csv deleted file mode 100644 index db0ea49..0000000 --- a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/banding_final.csv +++ /dev/null @@ -1,1603 +0,0 @@ -band_or_recapture,band_number,sex,colour,wing_chord,wing_flat,tail,p_9,weight,date,nest_box,age_code,year -R,1831.38581,F,BLU,116,119,58,89,22,2010-06-01,PT4G,ASY,2010 -R,1881.0652,F,BLU,115,119,54,90,19.6,2010-06-01,PT2F,ASY,2010 -R,2171.2001,F,BLU,112,114,55,88,21.5,2010-06-01,PT15G,ASY,2010 -R,1881.06441,M,BLU,123,124,60,96,21.1,2010-06-01,PT4G,AHY,2010 -B,2351.39701,M,BLU,118,119,58,92,22.1,2010-06-01,PT15G,AHY,2010 -R,1881.04234,M,BLU,123,125,56,97,20.5,2010-06-01,PT2F,AHY,2010 -B,2351.39702,F,BLU,110,112,55,89,20,2012-06-01,PT1J,ASY,2010 -R,2321.08252,F,BLU,111,113,52,87,21.6,2012-06-01,PT4J,ASY,2010 -B,2351.39702,F,INT,112,114,55,90,19.8,2012-06-01,PT8K,AHY,2010 -B,2351.39704,M,BLU,117,118,54,92,20.5,2012-06-01,PT1J,AHY,2010 -R,2311.93646,M,BLU,122,123,58,95,22.5,2012-06-01,PT4J,AHY,2010 -R,1771.43727,F,BLU,111,114,53,87,20.2,2012-06-01,PT11I,ASY,2010 -R,2311.93613,F,BRO,115,117,54,91,20.2,2012-06-01,PT10G,AHY,2010 -R,1831.3848,F,BLU,113,115,54,89,19.8,2012-06-01,PT4F,ASY,2010 -R,1831.38564,F,BLU,110,113,52,88,20,2012-06-01,PT16H,ASY,2010 -R,1881.06489,M,BLU,124,126,61,96,21,2012-06-01,PT4F,AHY,2010 -R,2171.20014,M,BLU,118,120,55,93,20.3,2012-06-01,PT16H,AHY,2010 -R,2171.20038,M,BLU,119,121,55,94,21.2,2012-06-01,PT10G,AHY,2010 -R,2311.93292,F,INT,116,119,57,93,20.4,2012-06-01,PT13G,AHY,2010 -R,2311.9366,F,BLU,116,117,53,90,21.3,2012-06-01,PT13H,ASY,2010 -R,2311.9362,M,BLU,117,118,54,91,20,2012-06-01,PT13G,AHY,2010 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b/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/mudCreek.png deleted file mode 100644 index c3aae82..0000000 Binary files a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/mudCreek.png and /dev/null differ diff --git a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/nest_final.csv b/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/nest_final.csv deleted file mode 100644 index c99dfd2..0000000 --- a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/nest_final.csv +++ /dev/null @@ -1,4047 +0,0 @@ -year,nest_box,clutch_number,location,nest_code,clutch_size -1987,MC02,2,MC,MC1987M02,3 -1987,MC03,1,MC,MC1987M03,5 -1987,MC04,1,MC,MC1987M04,4 -1987,MC07,1,MC,MC1987M07,5 -1987,MC08,1,MC,MC1987M08,6 -1987,MC10,1,MC,MC1987M10,5 -1987,MC11,1,MC,MC1987M11,4 -1987,MC12,1,MC,MC1987M12,5 -1987,MC13,1,MC,MC1987M13,6 -1987,MC14,1,MC,MC1987M14,5 -1987,MC15,2,MC,MC1987M15,3 -1987,MC16,1,MC,MC1987M16,2 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-2013,PT17D,1,PT,PT2013PT17D,6 -2013,PT17G,1,PT,PT2013PT17G,6 -2013,PT18E,1,PT,PT2013PT18E,6 -2013,PT18F,1,PT,PT2013PT18F,4 -2013,PT18G,1,PT,PT2013PT18G,2 -2013,PT18G,2,PT,PT2013PT18G,6 -2013,PT19E,1,PT,PT2013PT19E,5 -2013,PT19F,1,PT,PT2013PT19F,6 -2014,P01I,1,PT,PT2014P01I,8 -2014,P01J,1,PT,PT2014P01J,5 -2014,P01J,2,PT,PT2014P01J,5 -2014,P02F,1,PT,PT2014P02F,6 -2014,P02J,1,PT,PT2014P02J,6 -2014,P03F,1,PT,PT2014P03F,4 -2014,P03J,1,PT,PT2014P03J,4 -2014,P03J,2,PT,PT2014P03J,5 -2014,P04F,1,PT,PT2014P04F,6 -2014,P04G,1,PT,PT2014P04G,6 -2014,P04I,1,PT,PT2014P04I,4 -2014,P04J,1,PT,PT2014P04J,5 -2014,P05G,1,PT,PT2014P05G,6 -2014,P05J,1,PT,PT2014P05J,4 -2014,P05J,2,PT,PT2014P05J,5 -2014,P06J,1,PT,PT2014P06J,6 -2014,P07F,1,PT,PT2014P07F,6 -2014,P07G,1,PT,PT2014P07G,5 -2014,P07J,1,PT,PT2014P07J,7 -2014,P07K,1,PT,PT2014P07K,6 -2014,P08G,1,PT,PT2014P08G,2 -2014,P08G,2,PT,PT2014P08G,4 -2014,P08J,1,PT,PT2014P08J,5 -2014,P08K,1,PT,PT2014P08K,7 -2014,P08K,2,PT,PT2014P08K,3 -2014,P09F,1,PT,PT2014P09F,6 -2014,P09G,1,PT,PT2014P09G,1 -2014,P09H,1,PT,PT2014P09H,6 -2014,P09K,1,PT,PT2014P09K,6 -2014,P10G,1,PT,PT2014P10G,4 -2014,P10H,1,PT,PT2014P10H,5 -2014,P10I,1,PT,PT2014P10I,6 -2014,P10J,1,PT,PT2014P10J,5 -2014,P10K,1,PT,PT2014P10K,4 -2014,P11G,1,PT,PT2014P11G,5 -2014,P11H,1,PT,PT2014P11H,6 -2014,P11I,1,PT,PT2014P11I,4 -2014,P11J,1,PT,PT2014P11J,5 -2014,P11K,1,PT,PT2014P11K,4 -2014,P12G,1,PT,PT2014P12G,5 -2014,P12H,1,PT,PT2014P12H,5 -2014,P12I,1,PT,PT2014P12I,4 -2014,P12J,1,PT,PT2014P12J,7 -2014,P13G,1,PT,PT2014P13G,5 -2014,P13H,1,PT,PT2014P13H,5 -2014,P13I,1,PT,PT2014P13I,6 -2014,P13J,1,PT,PT2014P13J,4 -2014,P14F,1,PT,PT2014P14F,6 -2014,P14G,1,PT,PT2014P14G,5 -2014,P14H,1,PT,PT2014P14H,6 -2014,P14I,1,PT,PT2014P14I,5 -2014,P14J,1,PT,PT2014P14J,5 -2014,P15F,1,PT,PT2014P15F,6 -2014,P15G,1,PT,PT2014P15G,3 -2014,P15H,1,PT,PT2014P15H,5 -2014,P15I,1,PT,PT2014P15I,7 -2014,P15J,1,PT,PT2014P15J,5 -2014,P16F,1,PT,PT2014P16F,6 -2014,P16H,1,PT,PT2014P16H,4 -2014,P16H,2,PT,PT2014P16H,3 -2014,P16I,1,PT,PT2014P16I,6 -2014,P16J,1,PT,PT2014P16J,1 -2014,P16J,2,PT,PT2014P16J,5 -2014,P17D,1,PT,PT2014P17D,7 -2014,P17G,1,PT,PT2014P17G,5 -2014,P18E,1,PT,PT2014P18E,5 -2014,P18F,1,PT,PT2014P18F,6 -2014,P18G,1,PT,PT2014P18G,4 -2014,P19E,1,PT,PT2014P19E,6 -2014,P19F,1,PT,PT2014P19F,6 -1977,SL04,1,SL,SL1977S04,7 -1977,SL05,1,SL,SL1977S05,7 -1977,SL06,1,SL,SL1977S06,5 -1977,SL07,1,SL,SL1977S07,6 -1977,SL08,1,SL,SL1977S08,5 -1977,SL09,2,SL,SL1977S09,5 -1977,SL11,1,SL,SL1977S11,6 -1977,SL12,1,SL,SL1977S12,6 -1977,SL12,2,SL,SL1977S12,4 -1977,SL13,1,SL,SL1977S13,6 -1977,SL14,1,SL,SL1977S14,6 -1977,SL16,1,SL,SL1977S16,6 -1977,SL17,1,SL,SL1977S17,5 -1977,SL19,1,SL,SL1977S19,6 -1977,SL20,1,SL,SL1977S20,6 -1977,SL21,1,SL,SL1977S21,6 -1977,SL23,1,SL,SL1977S23,6 -1977,SL24,1,SL,SL1977S24,7 -1977,SL25,1,SL,SL1977S25,4 -1977,SL26,1,SL,SL1977S26,6 -1977,SL27,1,SL,SL1977S27,7 -1977,SL28,1,SL,SL1977S28,5 -1977,SL30,1,SL,SL1977S30,4 -1978,SL02,1,SL,SL1978S02,7 -1978,SL03,2,SL,SL1978S03,6 -1978,SL04,1,SL,SL1978S04,5 -1978,SL05,1,SL,SL1978S05,6 -1978,SL06,1,SL,SL1978S06,5 -1978,SL07,1,SL,SL1978S07,6 -1978,SL08,1,SL,SL1978S08,6 -1978,SL09,1,SL,SL1978S09,4 -1978,SL10,1,SL,SL1978S10,6 -1978,SL11,1,SL,SL1978S11,6 -1978,SL12,1,SL,SL1978S12,5 -1978,SL13,1,SL,SL1978S13,6 -1978,SL14,1,SL,SL1978S14,5 -1978,SL15,1,SL,SL1978S15,5 -1978,SL17,1,SL,SL1978S17,5 -1978,SL18,1,SL,SL1978S18,7 -1978,SL20,1,SL,SL1978S20,6 -1978,SL21,1,SL,SL1978S21,6 -1978,SL22,1,SL,SL1978S22,6 -1978,SL23,2,SL,SL1978S23,5 -1978,SL24,1,SL,SL1978S24,5 -1978,SL25,1,SL,SL1978S25,5 -1978,SL26,1,SL,SL1978S26,6 -1978,SL27,1,SL,SL1978S27,5 -1978,SL28,1,SL,SL1978S28,5 -1978,SL32,1,SL,SL1978S32,6 -1978,SL34,1,SL,SL1978S34,6 -1978,SL36,1,SL,SL1978S36,6 -1978,SL37,1,SL,SL1978S37,6 -1978,SL38,1,SL,SL1978S38,6 -1978,SL39,1,SL,SL1978S39,6 -1978,SL40,1,SL,SL1978S40,5 -1978,SL41,1,SL,SL1978S41,6 -1978,SL43,1,SL,SL1978S43,8 -1979,SL01,1,SL,SL1979S01,7 -1979,SL02,1,SL,SL1979S02,7 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-MC59,NA,2000,1,NA,NA,MC,MC2000M59 -MC59,1671.49318,2000,2,1.8,22.5,MC,MC2000M59 -MC59,1671.49320,2000,2,1.75,21.7,MC,MC2000M59 -MC59,1671.49319,2000,2,1.7,20.3,MC,MC2000M59 -MC59,NA,2000,2,1.6,NA,MC,MC2000M59 -MC60,1651.00593,2000,1,1.82,23,MC,MC2000M60 -MC60,1651.00595,2000,1,1.7,21.3,MC,MC2000M60 -MC60,1651.00594,2000,1,1.55,21.6,MC,MC2000M60 -MC60,1651.00596,2000,1,1.49,22,MC,MC2000M60 -MC60,1651.00597,2000,1,3.3,23.5,MC,MC2000M60 -MC61,1671.49308,2000,1,1.29,18.5,MC,MC2000M61 -MC61,1671.49309,2000,1,1.21,17.8,MC,MC2000M61 -MC61,1671.49312,2000,1,1.72,17.5,MC,MC2000M61 -MC61,1671.49310,2000,1,1.73,18.2,MC,MC2000M61 -MC61,1671.49311,2000,1,1.7,21.4,MC,MC2000M61 -MC62,NA,2000,1,NA,NA,MC,MC2000M62 -MC63,NA,2000,1,NA,NA,MC,MC2000M63 -MC64,NA,2000,1,NA,NA,MC,MC2000M64 -MC65,1671.49326,2000,1,1.58,22.3,MC,MC2000M65 -MC65,1671.49327,2000,1,1.57,21.6,MC,MC2000M65 -MC65,1671.49330,2000,1,1.6,16.2,MC,MC2000M65 -MC65,1671.49328,2000,1,1.68,20.8,MC,MC2000M65 -MC65,1671.49329,2000,1,1.62,21.8,MC,MC2000M65 -MC66,NA,2000,1,1.48,NA,MC,MC2000M66 -MC66,1671.49201,2000,1,1.18,15.7,MC,MC2000M66 -MC66,1671.49200,2000,1,1.38,23.1,MC,MC2000M66 -MC66,1671.49203,2000,1,1.47,21.7,MC,MC2000M66 -MC66,1671.49202,2000,1,1.57,21,MC,MC2000M66 -MC66,NA,2000,1,1.62,NA,MC,MC2000M66 -MC67,NA,2000,1,NA,NA,MC,MC2000M67 -MC68,NA,2000,1,NA,NA,MC,MC2000M68 -MC68,1671.49253,2000,2,1.4,20.3,MC,MC2000M68 -MC68,1671.49250,2000,2,0.49,19.2,MC,MC2000M68 -MC68,1671.49252,2000,2,0.56,22.2,MC,MC2000M68 -MC68,1671.49251,2000,2,0.57,22,MC,MC2000M68 -MC69,NA,2000,1,NA,NA,MC,MC2000M69 -MC70,NA,2000,1,NA,NA,MC,MC2000M70 -MC71,1671.49279,2000,1,2.2,NA,MC,MC2000M71 -MC71,1671.49278,2000,1,1.38,NA,MC,MC2000M71 -MC71,1671.49280,2000,1,1.78,NA,MC,MC2000M71 -MC71,1671.49281,2000,1,1.38,NA,MC,MC2000M71 -MC71,1671.49277,2000,1,1.5,5,MC,MC2000M71 -MC72,1671.49304,2000,1,1.37,18.2,MC,MC2000M72 -MC72,1671.49307,2000,1,1.67,16.8,MC,MC2000M72 -MC72,1671.49306,2000,1,1.52,18.8,MC,MC2000M72 -MC72,1671.49305,2000,1,1.58,17.2,MC,MC2000M72 -MC73,NA,2000,1,NA,NA,MC,MC2000M73 -MC74,1671.49272,2000,1,0.7,22.4,MC,MC2000M74 -MC74,1671.49270,2000,1,1.5,23,MC,MC2000M74 -MC74,1671.49271,2000,1,1.15,20.1,MC,MC2000M74 -MC75,NA,2000,1,NA,NA,MC,MC2000M75 -MC76,1671.49264,2000,1,1.39,NA,MC,MC2000M76 -MC76,1671.49262,2000,1,1.43,19,MC,MC2000M76 -MC76,1671.49263,2000,1,1.43,21.4,MC,MC2000M76 -MC77,NA,2000,1,NA,NA,MC,MC2000M77 -MC78,1674.49331,2000,1,1.48,23.4,MC,MC2000M78 -MC79,1671.49332,2000,1,1.73,22.6,MC,MC2000M79 -MC79,1671.49334,2000,1,1.54,20.5,MC,MC2000M79 -MC79,1671.49333,2000,1,1.6,22.8,MC,MC2000M79 -MC79,1671.49335,2000,1,1.4,20.7,MC,MC2000M79 -MC80,NA,2000,1,1.28,NA,MC,MC2000M80 -MC80,NA,2000,1,1.27,NA,MC,MC2000M80 -MC80,NA,2000,1,1.25,NA,MC,MC2000M80 -MC01,2171.21279,2001,1,1.76,21.3,MC,MC2001M01 -MC01,2171.21281,2001,1,1.51,23.5,MC,MC2001M01 -MC01,2171.21280,2001,1,1.71,20.8,MC,MC2001M01 -MC01,2171.21282,2001,1,1.55,19.5,MC,MC2001M01 -MC02,NA,2001,1,1.45,NA,MC,MC2001M02 -MC02,1671.50241,2001,1,1.61,23.2,MC,MC2001M02 -MC02,NA,2001,1,1.35,NA,MC,MC2001M02 -MC02,1671.50240,2001,1,1.46,25.6,MC,MC2001M02 -MC02,1671.50242,2001,1,1.47,18.6,MC,MC2001M02 -MC03,2171.21287,2001,1,1.7,22.3,MC,MC2001M03 -MC03,2171.21286,2001,1,1.6,21.1,MC,MC2001M03 -MC03,2171.21283,2001,1,1.62,21.3,MC,MC2001M03 -MC03,2171.21285,2001,1,1.52,24.1,MC,MC2001M03 -MC03,2171.21284,2001,1,1.64,21.9,MC,MC2001M03 -MC03,2171.21288,2001,1,1.66,22.5,MC,MC2001M03 -MC04,1671.50317,2001,1,1.47,21.4,MC,MC2001M04 -MC04,1671.50313,2001,1,1.49,19.7,MC,MC2001M04 -MC04,1671.50315,2001,1,1.41,22.7,MC,MC2001M04 -MC04,1671.50314,2001,1,1.45,22.6,MC,MC2001M04 -MC04,1671.50316,2001,1,1.44,21.3,MC,MC2001M04 -MC05,1671.50393,2001,1,1.24,23.2,MC,MC2001M05 -MC05,1671.50395,2001,1,1.29,22.2,MC,MC2001M05 -MC05,1671.50394,2001,1,1.23,23.3,MC,MC2001M05 -MC05,1671.50396,2001,1,1.34,20.8,MC,MC2001M05 -MC06,1671.50356,2001,1,1.42,22.9,MC,MC2001M06 -MC06,1671.50351,2001,1,1.68,22.8,MC,MC2001M06 -MC06,1671.50353,2001,1,1.51,23.5,MC,MC2001M06 -MC06,1671.50352,2001,1,1.6,19.7,MC,MC2001M06 -MC06,1671.50354,2001,1,1.46,21.4,MC,MC2001M06 -MC07,1671.50318,2001,1,1.44,22.1,MC,MC2001M07 -MC07,1671.50321,2001,1,1.59,22.8,MC,MC2001M07 -MC07,1671.50320,2001,1,1.99,21.5,MC,MC2001M07 -MC07,1671.50319,2001,1,1.46,23.7,MC,MC2001M07 -MC08,2171.21289,2001,1,1.28,26.8,MC,MC2001M08 -MC08,2171.21291,2001,1,1.22,22.6,MC,MC2001M08 -MC08,2171.21290,2001,1,1.6,24.3,MC,MC2001M08 -MC09,1671.50427,2001,1,1.55,23.7,MC,MC2001M09 -MC09,1671.50422,2001,1,2.07,22,MC,MC2001M09 -MC09,1671.50426,2001,1,1.78,25.3,MC,MC2001M09 -MC09,1671.50424,2001,1,1.86,24.9,MC,MC2001M09 -MC09,1671.50423,2001,1,2.06,23.8,MC,MC2001M09 -MC09,1671.50425,2001,1,1.88,23,MC,MC2001M09 -MC10,2171.21270,2001,1,1.45,22.1,MC,MC2001M10 -MC10,2171.21267,2001,1,1.34,22.1,MC,MC2001M10 -MC10,2171.21269,2001,1,1.51,21,MC,MC2001M10 -MC10,2171.21268,2001,1,1.31,22.3,MC,MC2001M10 -MC11,NA,2001,1,NA,NA,MC,MC2001M11 -MC12,1671.50322,2001,1,1.38,22.3,MC,MC2001M12 -MC12,1671.50326,2001,1,1.25,24.6,MC,MC2001M12 -MC12,1671.50324,2001,1,1.3,24.4,MC,MC2001M12 -MC12,1671.50323,2001,1,1.39,22.8,MC,MC2001M12 -MC12,1671.50325,2001,1,1.33,25,MC,MC2001M12 -MC13,NA,2001,1,NA,NA,MC,MC2001M13 -MC14,NA,2001,1,1.44,NA,MC,MC2001M14 -MC14,NA,2001,1,1.41,NA,MC,MC2001M14 -MC14,NA,2001,1,1.5,NA,MC,MC2001M14 -MC14,NA,2001,1,1.49,NA,MC,MC2001M14 -MC14,NA,2001,1,1.58,NA,MC,MC2001M14 -MC15,1671.50357,2001,1,1.68,22.5,MC,MC2001M15 -MC15,1671.50361,2001,1,1.87,21.5,MC,MC2001M15 -MC15,NA,2001,1,1.89,NA,MC,MC2001M15 -MC15,1671.50359,2001,1,1.84,22.4,MC,MC2001M15 -MC15,1671.50358,2001,1,1.99,24.9,MC,MC2001M15 -MC15,1671.50360,2001,1,1.83,24.5,MC,MC2001M15 -MC16,NA,2001,1,1.7,NA,MC,MC2001M16 -MC16,NA,2001,1,1.57,NA,MC,MC2001M16 -MC16,NA,2001,1,1.9,NA,MC,MC2001M16 -MC17,NA,2001,1,1.44,NA,MC,MC2001M17 -MC17,NA,2001,1,1.23,NA,MC,MC2001M17 -MC17,NA,2001,1,1.4,NA,MC,MC2001M17 -MC17,NA,2001,1,0.98,NA,MC,MC2001M17 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-MC23,1671.50428,2001,1,1.52,21.7,MC,MC2001M23 -MC23,1671.50432,2001,1,1.37,20.4,MC,MC2001M23 -MC23,1671.50430,2001,1,1.5,23.4,MC,MC2001M23 -MC23,1671.50429,2001,1,1.64,22,MC,MC2001M23 -MC23,1671.50431,2001,1,1.48,22.9,MC,MC2001M23 -MC24,2171.21271,2001,1,1.81,24.4,MC,MC2001M24 -MC24,2171.21273,2001,1,1.6,23.4,MC,MC2001M24 -MC24,2171.21272,2001,1,1.58,24.4,MC,MC2001M24 -MC25,1671.50331,2001,1,1.68,24.8,MC,MC2001M25 -MC25,1671.50329,2001,1,1.56,24.2,MC,MC2001M25 -MC25,NA,2001,1,NA,NA,MC,MC2001M25 -MC25,1671.50328,2001,1,1.52,23.8,MC,MC2001M25 -MC25,1671.50330,2001,1,1.59,21.7,MC,MC2001M25 -MC25,1671.50327,2001,1,1.2,24.4,MC,MC2001M25 -MC26,NA,2001,1,NA,NA,MC,MC2001M26 -MC26B,1671.50367,2001,1,1.4,20.2,MC,MC2001M26B -MC26B,1671.50362,2001,1,1.64,21.6,MC,MC2001M26B -MC26B,1671.50366,2001,1,1.63,21.7,MC,MC2001M26B -MC26B,1671.50364,2001,1,1.56,21.6,MC,MC2001M26B -MC26B,1671.50363,2001,1,1.68,21.3,MC,MC2001M26B -MC26B,1671.50365,2001,1,1.62,25.1,MC,MC2001M26B -MC27,1671.50403,2001,1,1.5,20.5,MC,MC2001M27 -MC27,1671.50402,2001,1,1.82,22.6,MC,MC2001M27 -MC27,1671.50404,2001,1,1.49,21.7,MC,MC2001M27 -MC27,1671.50401,2001,1,1.42,21.8,MC,MC2001M27 -MC28,NA,2001,1,1.4,NA,MC,MC2001M28 -MC28,1671.50235,2001,1,1.66,24.9,MC,MC2001M28 -MC28,1671.50239,2001,1,1.41,23.4,MC,MC2001M28 -MC28,1671.50237,2001,1,1.57,23.7,MC,MC2001M28 -MC28,1671.50236,2001,1,1.58,24.1,MC,MC2001M28 -MC28,1671.50238,2001,1,1.59,24,MC,MC2001M28 -MC29,1671.50332,2001,1,1.39,25.7,MC,MC2001M29 -MC29,NA,2001,1,1.42,NA,MC,MC2001M29 -MC29,1671.50333,2001,1,1.45,23.9,MC,MC2001M29 -MC29,1671.50334,2001,1,1.69,23.3,MC,MC2001M29 -MC30,1671.50407,2001,1,1.85,23.6,MC,MC2001M30 -MC30,1671.50405,2001,1,1.77,21.8,MC,MC2001M30 -MC30,1671.50406,2001,1,1.82,24,MC,MC2001M30 -MC30,1671.50408,2001,1,1.64,21.5,MC,MC2001M30 -MC31,2171.21265,2001,1,1.74,24.4,MC,MC2001M31 -MC31,2171.21266,2001,1,1.6,22.9,MC,MC2001M31 -MC31,2171.21264,2001,1,1.8,26.7,MC,MC2001M31 -MC31,2171.21261,2001,1,1.91,23.3,MC,MC2001M31 -MC31,2171.21262,2001,1,1.62,23.3,MC,MC2001M31 -MC31,2171.21263,2001,1,1.87,23.8,MC,MC2001M31 -MC32,1671.50288,2001,1,1.43,23.7,MC,MC2001M32 -MC32,1671.50285,2001,1,1.85,22.6,MC,MC2001M32 -MC32,1671.50287,2001,1,1.5,22.6,MC,MC2001M32 -MC32,1671.50286,2001,1,1.55,23,MC,MC2001M32 -MC33,1671.50226,2001,1,1.66,24.2,MC,MC2001M33 -MC33,1671.50223,2001,1,1.93,22.8,MC,MC2001M33 -MC33,1671.50225,2001,1,1.41,26.3,MC,MC2001M33 -MC33,1671.50224,2001,1,1.71,26.9,MC,MC2001M33 -MC34,1671.50417,2001,1,1.24,21.6,MC,MC2001M34 -MC34,1671.50418,2001,1,1.37,21.6,MC,MC2001M34 -MC34,1671.50414,2001,1,1.92,21.5,MC,MC2001M34 -MC34,1671.50416,2001,1,1.49,NA,MC,MC2001M34 -MC34,1671.50415,2001,1,1.78,22.6,MC,MC2001M34 -MC35,1671.50246,2001,1,1.55,25,MC,MC2001M35 -MC35,1671.50248,2001,1,1.47,23,MC,MC2001M35 -MC35,1671.50247,2001,1,1.53,25,MC,MC2001M35 -MC35,1671.50249,2001,1,1.42,25,MC,MC2001M35 -MC36,NA,2001,1,NA,NA,MC,MC2001M36 -MC37,1671.50221,2001,1,1.72,25.1,MC,MC2001M37 -MC37,1671.50222,2001,1,1.7,23.7,MC,MC2001M37 -MC37,1671.50217,2001,1,1.78,27,MC,MC2001M37 -MC37,1671.50219,2001,1,1.59,25.7,MC,MC2001M37 -MC37,1671.50218,2001,1,1.81,27.2,MC,MC2001M37 -MC37,1671.50220,2001,1,1.59,25.7,MC,MC2001M37 -MC38,1651.50204,2001,1,1.31,22.7,MC,MC2001M38 -MC38,1651.50201,2001,1,1.7,20.1,MC,MC2001M38 -MC38,1651.50203,2001,1,1.2,21.6,MC,MC2001M38 -MC38,1651.50202,2001,1,1.66,22.9,MC,MC2001M38 -MC39,1651.50205,2001,1,1.57,25.9,MC,MC2001M39 -MC39,1651.50207,2001,1,1.57,27.4,MC,MC2001M39 -MC39,1651.50206,2001,1,1.46,26.2,MC,MC2001M39 -MC39,1651.50208,2001,1,1.53,26.3,MC,MC2001M39 -MC40,1671.50250,2001,1,1.47,26,MC,MC2001M40 -MC40,1671.50252,2001,1,1.44,22.6,MC,MC2001M40 -MC40,1671.50251,2001,1,1.3,23.1,MC,MC2001M40 -MC40,1671.50254,2001,1,1.43,22.2,MC,MC2001M40 -MC40,1671.50253,2001,1,1.67,23.5,MC,MC2001M40 -MC41,NA,2001,1,NA,NA,MC,MC2001M41 -MC42,NA,2001,1,NA,NA,MC,MC2001M42 -MC43,NA,2001,1,1.71,NA,MC,MC2001M43 -MC43,NA,2001,1,1.32,NA,MC,MC2001M43 -MC43,NA,2001,1,1.78,NA,MC,MC2001M43 -MC43,NA,2001,1,1.73,NA,MC,MC2001M43 -MC43,NA,2001,1,1.8,NA,MC,MC2001M43 -MC43,NA,2001,1,1.68,NA,MC,MC2001M43 -MC44,1671.50377,2001,1,1.68,22.4,MC,MC2001M44 -MC44,1671.50378,2001,1,1.41,22.6,MC,MC2001M44 -MC44,1671.50381,2001,1,1.42,21.2,MC,MC2001M44 -MC44,1671.50380,2001,1,1.82,22.7,MC,MC2001M44 -MC44,1671.50379,2001,1,1.58,25.2,MC,MC2001M44 -MC45,2171.21257,2001,1,1.54,14.4,MC,MC2001M45 -MC45,2171.21259,2001,1,1.3,14.3,MC,MC2001M45 -MC45,2171.21258,2001,1,1.43,15.1,MC,MC2001M45 -MC45,NA,2001,1,1.4,NA,MC,MC2001M45 -MC45,2171.21260,2001,1,1.6,13.9,MC,MC2001M45 -MC46,1671.50256,2001,1,1.63,25.1,MC,MC2001M46 -MC46,1671.50255,2001,1,1.38,24.9,MC,MC2001M46 -MC46,1671.50259,2001,1,1.68,25.1,MC,MC2001M46 -MC46,1671.50257,2001,1,1.72,21.4,MC,MC2001M46 -MC46,1671.50258,2001,1,1.63,24.8,MC,MC2001M46 -MC47,1671.50391,2001,1,1.78,22.8,MC,MC2001M47 -MC47,1671.50389,2001,1,2.16,23.6,MC,MC2001M47 -MC47,1671.50390,2001,1,2.08,21.6,MC,MC2001M47 -MC47,1671.50387,2001,1,1.87,23.8,MC,MC2001M47 -MC47,1671.50388,2001,1,1.67,23.6,MC,MC2001M47 -MC47,1671.50392,2001,1,2.35,23.2,MC,MC2001M47 -MC48,1671.50283,2001,1,1.7,11.3,MC,MC2001M48 -MC48,1671.50282,2001,1,1.85,20.1,MC,MC2001M48 -MC48,1671.50284,2001,1,1.56,14.9,MC,MC2001M48 -MC48,1671.50281,2001,1,1.5,18.6,MC,MC2001M48 -MC49,1671.50260,2001,1,1.78,24.8,MC,MC2001M49 -MC49,1671.50264,2001,1,1.46,25.6,MC,MC2001M49 -MC49,1671.50262,2001,1,1.63,26,MC,MC2001M49 -MC49,1671.50261,2001,1,1.51,24.8,MC,MC2001M49 -MC49,1671.50263,2001,1,1.74,26.5,MC,MC2001M49 -MC50,2171.21274,2001,1,1.41,26.4,MC,MC2001M50 -MC50,2171.21276,2001,1,1.48,25.9,MC,MC2001M50 -MC50,2171.21275,2001,1,1.43,24.3,MC,MC2001M50 -MC50,2171.21277,2001,1,1.29,25.1,MC,MC2001M50 -MC50,2171.21278,2001,1,1.54,25.5,MC,MC2001M50 -MC51,1671.50267,2001,1,1.75,23.2,MC,MC2001M51 -MC51,1671.50266,2001,1,1.86,22.8,MC,MC2001M51 -MC51,1671.50268,2001,1,1.54,22.5,MC,MC2001M51 -MC51,1671.50269,2001,1,1.82,24.8,MC,MC2001M51 -MC51,1671.50265,2001,1,1.54,23.5,MC,MC2001M51 -MC52,2171.21255,2001,1,1.61,NA,MC,MC2001M52 -MC52,2171.21254,2001,1,1.8,NA,MC,MC2001M52 -MC52,2171.21256,2001,1,1.63,NA,MC,MC2001M52 -MC52,2171.21253,2001,1,1.61,NA,MC,MC2001M52 -MC53,1651.50209,2001,1,1.48,27.7,MC,MC2001M53 -MC53,1651.50211,2001,1,1.14,26.1,MC,MC2001M53 -MC53,1651.50210,2001,1,1.44,27.9,MC,MC2001M53 -MC53,1651.50212,2001,1,1.05,25.3,MC,MC2001M53 -MC54,1671.50307,2001,1,1.71,25.8,MC,MC2001M54 -MC54,1671.50303,2001,1,1.69,27.7,MC,MC2001M54 -MC54,1671.50305,2001,1,2,27.9,MC,MC2001M54 -MC54,1671.50304,2001,1,1.98,26.1,MC,MC2001M54 -MC54,1671.50306,2001,1,1.97,24,MC,MC2001M54 -MC55,1671.50382,2001,1,1.68,22.3,MC,MC2001M55 -MC55,1671.50386,2001,1,1.3,24.4,MC,MC2001M55 -MC55,1671.50384,2001,1,1.39,22.1,MC,MC2001M55 -MC55,1671.50383,2001,1,1.74,21.8,MC,MC2001M55 -MC55,1671.50385,2001,1,1.65,22.8,MC,MC2001M55 -MC56,1671.50312,2001,1,1.52,24.6,MC,MC2001M56 -MC56,1671.50310,2001,1,1.38,23.6,MC,MC2001M56 -MC56,1671.50311,2001,1,1.58,24.4,MC,MC2001M56 -MC56,1671.50308,2001,1,1.73,23.4,MC,MC2001M56 -MC56,1671.50309,2001,1,1.48,23.4,MC,MC2001M56 -MC57,1651.50213,2001,1,1.54,26.1,MC,MC2001M57 -MC57,1651.50215,2001,1,1.54,27.3,MC,MC2001M57 -MC57,1651.50214,2001,1,1.56,27.5,MC,MC2001M57 -MC57,1651.50216,2001,1,1.5,25.8,MC,MC2001M57 -MC58,NA,2001,1,NA,NA,MC,MC2001M58 -MC59,1671.50243,2001,1,1.68,25.7,MC,MC2001M59 -MC59,1671.50245,2001,1,1.43,24,MC,MC2001M59 -MC59,1671.50244,2001,1,1.58,23,MC,MC2001M59 -MC60,NA,2001,1,2.14,NA,MC,MC2001M60 -MC60,NA,2001,1,1.69,NA,MC,MC2001M60 -MC60,NA,2001,1,1.77,NA,MC,MC2001M60 -MC60,NA,2001,1,1.5,NA,MC,MC2001M60 -MC61,NA,2001,1,NA,NA,MC,MC2001M61 -MC62,NA,2001,1,NA,NA,MC,MC2001M62 -MC63,NA,2001,1,NA,NA,MC,MC2001M63 -MC64,NA,2001,1,NA,NA,MC,MC2001M64 -MC65,NA,2001,1,NA,NA,MC,MC2001M65 -MC66,NA,2001,1,1.36,NA,MC,MC2001M66 -MC66,NA,2001,1,1.5,NA,MC,MC2001M66 -MC66,NA,2001,1,1.38,NA,MC,MC2001M66 -MC66,NA,2001,1,1.63,NA,MC,MC2001M66 -MC66,NA,2001,1,1.7,NA,MC,MC2001M66 -MC67,NA,2001,1,NA,NA,MC,MC2001M67 -MC68,NA,2001,1,1.32,NA,MC,MC2001M68 -MC68,NA,2001,1,1.3,NA,MC,MC2001M68 -MC69,NA,2001,1,NA,NA,MC,MC2001M69 -MC70,NA,2001,1,1.69,NA,MC,MC2001M70 -MC70,NA,2001,1,1.39,NA,MC,MC2001M70 -MC70,NA,2001,1,1.46,NA,MC,MC2001M70 -MC70,NA,2001,1,1.36,NA,MC,MC2001M70 -MC70,NA,2001,1,1.7,NA,MC,MC2001M70 -MC70,NA,2001,1,1.71,NA,MC,MC2001M70 -MC71,NA,2001,1,NA,NA,MC,MC2001M71 -MC72,NA,2001,1,NA,NA,MC,MC2001M72 -MC73,NA,2001,1,NA,NA,MC,MC2001M73 -MC74,NA,2001,1,NA,NA,MC,MC2001M74 -MC75,NA,2001,1,NA,NA,MC,MC2001M75 -MC76,NA,2001,1,1.41,NA,MC,MC2001M76 -MC77,NA,2001,1,NA,NA,MC,MC2001M77 -MC78,NA,2001,1,NA,NA,MC,MC2001M78 -MC79,NA,2001,1,NA,NA,MC,MC2001M79 -MC80,NA,2001,1,NA,NA,MC,MC2001M80 -MC01,NA,2002,NA,NA,NA,MC,MC2002M01 -MC02,1671.50784,2002,1,1.58,17.6,MC,MC2002M02 -MC02,1671.50786,2002,1,1.63,16.5,MC,MC2002M02 -MC02,1671.50785,2002,1,1.92,17.1,MC,MC2002M02 -MC03,1671.50789,2002,1,1.65,15.4,MC,MC2002M03 -MC03,1671.50787,2002,1,1.29,11.7,MC,MC2002M03 -MC03,1671.50788,2002,1,1.53,14.8,MC,MC2002M03 -MC04,NA,2002,1,1.25,NA,MC,MC2002M04 -MC04,1671.51568,2002,1,1.28,21.9,MC,MC2002M04 -MC04,NA,2002,1,1.4,NA,MC,MC2002M04 -MC04,NA,2002,1,1.01,NA,MC,MC2002M04 -MC04,1671.51567,2002,1,1.28,21.2,MC,MC2002M04 -MC05,NA,2002,1,1.43,NA,MC,MC2002M05 -MC05,NA,2002,1,NA,NA,MC,MC2002M05 -MC06,NA,2002,1,1.55,NA,MC,MC2002M06 -MC06,1671.51512,2002,1,1.39,14.6,MC,MC2002M06 -MC06,1671.51511,2002,1,1.52,19.1,MC,MC2002M06 -MC06,NA,2002,1,1.51,NA,MC,MC2002M06 -MC07,NA,2002,1,NA,NA,MC,MC2002M07 -MC08,1671.51560,2002,1,1.38,10.6,MC,MC2002M08 -MC08,1671.51561,2002,1,1.52,14.7,MC,MC2002M08 -MC08,1671.51558,2002,1,1.71,15.4,MC,MC2002M08 -MC08,1671.51559,2002,1,1.66,16.3,MC,MC2002M08 -MC09,NA,2002,NA,NA,NA,MC,MC2002M09 -MC10,1671.51851,2002,1,1.23,23.5,MC,MC2002M10 -MC10,1671.50800,2002,1,1.22,18.5,MC,MC2002M10 -MC10,1671.51850,2002,1,1.61,22.6,MC,MC2002M10 -MC11,1671.51573,2002,1,1.62,17.4,MC,MC2002M11 -MC11,1671.51571,2002,1,1.67,22.2,MC,MC2002M11 -MC11,1671.51570,2002,1,1.78,20.2,MC,MC2002M11 -MC11,1671.51572,2002,1,1.7,18.9,MC,MC2002M11 -MC11,1671.51569,2002,1,1.6,21.6,MC,MC2002M11 -MC12,NA,2002,1,1.58,NA,MC,MC2002M12 -MC12,NA,2002,1,1.78,NA,MC,MC2002M12 -MC12,1671.51860,2002,1,20.1,NA,MC,MC2002M12 -MC12,1671.51861,2002,1,22.9,NA,MC,MC2002M12 -MC12,1671.51858,2002,1,20,NA,MC,MC2002M12 -MC12,1671.51857,2002,1,19.7,NA,MC,MC2002M12 -MC12,1671.51859,2002,1,20.4,NA,MC,MC2002M12 -MC12,NA,2002,1,1.69,NA,MC,MC2002M12 -MC12,NA,2002,1,1.38,NA,MC,MC2002M12 -MC12,NA,2002,1,1.49,NA,MC,MC2002M12 -MC13,1671.51816,2002,1,1.65,22.7,MC,MC2002M13 -MC13,1671.51815,2002,1,1.57,24.1,MC,MC2002M13 -MC14,NA,2002,1,1.58,11.2,MC,MC2002M14 -MC14,1671.51574,2002,1,1.8,17.3,MC,MC2002M14 -MC14,1671.51575,2002,1,1.65,20,MC,MC2002M14 -MC14,1671.51577,2002,1,1.95,14.6,MC,MC2002M14 -MC15,1671.51868,2002,1,1.31,9.6,MC,MC2002M15 -MC15,1671.51867,2002,1,1.59,17.3,MC,MC2002M15 -MC15,1671.51869,2002,1,1.2,11.2,MC,MC2002M15 -MC15,NA,2002,1,1.21,NA,MC,MC2002M15 -MC15,NA,2002,1,1.46,10.3,MC,MC2002M15 -MC15,1671.51866,2002,1,1.31,15.5,MC,MC2002M15 -MC16,1671.51817,2002,1,1.55,14.3,MC,MC2002M16 -MC16,1671.51819,2002,1,1.95,18.2,MC,MC2002M16 -MC16,1671.51818,2002,1,2,16.7,MC,MC2002M16 -MC16,1671.51820,2002,1,2.05,15.4,MC,MC2002M16 -MC17,NA,2002,1,1.48,NA,MC,MC2002M17 -MC17,NA,2002,1,1.4,NA,MC,MC2002M17 -MC17,NA,2002,1,1.43,NA,MC,MC2002M17 -MC17,NA,2002,1,1.38,NA,MC,MC2002M17 -MC17,NA,2002,1,1.42,NA,MC,MC2002M17 -MC18,NA,2002,1,1.68,NA,MC,MC2002M18 -MC18,NA,2002,1,1.45,NA,MC,MC2002M18 -MC18,NA,2002,1,1.68,NA,MC,MC2002M18 -MC18,NA,2002,1,1.3,NA,MC,MC2002M18 -MC18,1671.51821,2002,1,NA,NA,MC,MC2002M18 -MC18,1671.51822,2002,1,NA,NA,MC,MC2002M18 -MC18,NA,2002,1,NA,NA,MC,MC2002M18 -MC18,NA,2002,1,NA,NA,MC,MC2002M18 -MC18,1671.51821,2002,1,20.6,NA,MC,MC2002M18 -MC18,1671.51823,2002,1,10.3,NA,MC,MC2002M18 -MC18,1671.51822,2002,1,18.3,NA,MC,MC2002M18 -MC18,1671.51824,2002,1,10.7,NA,MC,MC2002M18 -MC19,1671.51513,2002,1,1.44,19.4,MC,MC2002M19 -MC19,1671.51514,2002,1,1.27,18.3,MC,MC2002M19 -MC19,1671.51517,2002,1,1.8,17.1,MC,MC2002M19 -MC19,1671.51515,2002,1,1.67,18.8,MC,MC2002M19 -MC19,1671.51516,2002,1,1.57,18.6,MC,MC2002M19 -MC20,1671.51808,2002,1,1.45,20.9,MC,MC2002M20 -MC20,1671.51810,2002,1,1.4,20.7,MC,MC2002M20 -MC20,1671.51809,2002,1,1.38,21.7,MC,MC2002M20 -MC20,1671.51811,2002,1,1.25,21.3,MC,MC2002M20 -MC21,1671.50791,2002,1,1.35,14.6,MC,MC2002M21 -MC21,1671.50793,2002,1,1.5,11.2,MC,MC2002M21 -MC21,1671.50794,2002,1,1.2,17.4,MC,MC2002M21 -MC21,1671.50790,2002,1,1.4,7.1,MC,MC2002M21 -MC21,1671.50792,2002,1,1.41,13,MC,MC2002M21 -MC22,NA,2002,NA,NA,NA,MC,MC2002M22 -MC23,NA,2002,1,1.72,NA,MC,MC2002M23 -MC23,NA,2002,1,1.6,NA,MC,MC2002M23 -MC23,1671.51853,2002,1,1.75,15.7,MC,MC2002M23 -MC23,1671.51852,2002,1,1.6,16.9,MC,MC2002M23 -MC23,NA,2002,1,1.58,NA,MC,MC2002M23 -MC24,1671.51578,2002,1,1.58,21,MC,MC2002M24 -MC24,1671.51579,2002,1,1.58,20.3,MC,MC2002M24 -MC24,1671.51576,2002,1,1.56,22.6,MC,MC2002M24 -MC24,1671.51577,2002,1,1.56,20.3,MC,MC2002M24 -MC24,1671.51580,2002,1,1.6,20.1,MC,MC2002M24 -MC25,1671.51826,2002,1,1.53,21.1,MC,MC2002M25 -MC25,1671.51829,2002,1,1.63,18.8,MC,MC2002M25 -MC25,1671.51828,2002,1,1.85,18.6,MC,MC2002M25 -MC25,1671.51827,2002,1,1.75,20.8,MC,MC2002M25 -MC25,1671.51825,2002,1,1.98,20.4,MC,MC2002M25 -MC26,NA,2002,NA,NA,NA,MC,MC2002M26 -MC27,1671.50796,2002,1,1.65,20.4,MC,MC2002M27 -MC27,1671.50795,2002,1,1.55,22.1,MC,MC2002M27 -MC27,1671.50798,2002,1,1.55,20.6,MC,MC2002M27 -MC27,1671.50799,2002,1,1.59,20.2,MC,MC2002M27 -MC27,1671.50797,2002,1,2.08,22.3,MC,MC2002M27 -MC28,1671.51555,2002,1,1.14,19.7,MC,MC2002M28 -MC28,1671.51554,2002,1,1.46,21.1,MC,MC2002M28 -MC28,1671.51557,2002,1,1.46,18.9,MC,MC2002M28 -MC28,1671.51553,2002,1,1.53,20.3,MC,MC2002M28 -MC28,1671.51556,2002,1,1.3,18.9,MC,MC2002M28 -MC29,1671.51587,2002,1,1.35,14.8,MC,MC2002M29 -MC29,1671.51582,2002,1,1.33,19.3,MC,MC2002M29 -MC29,1671.51584,2002,1,1.3,17.7,MC,MC2002M29 -MC29,1671.51583,2002,1,1.28,18.3,MC,MC2002M29 -MC29,1671.51586,2002,1,1.53,15.5,MC,MC2002M29 -MC29,1671.51585,2002,1,1.54,18.7,MC,MC2002M29 -MC30,NA,2002,1,1.66,NA,MC,MC2002M30 -MC30,1671.51588,2002,1,1.54,14.6,MC,MC2002M30 -MC30,1671.51590,2002,1,1.53,15.1,MC,MC2002M30 -MC30,1671.51589,2002,1,1.5,15.9,MC,MC2002M30 -MC30,NA,2002,1,1.7,10.7,MC,MC2002M30 -MC31,NA,2002,1,NA,NA,MC,MC2002M31 -MC31B,NA,2002,1,1.56,NA,MC,MC2002M31B -MC31B,NA,2002,1,1.45,NA,MC,MC2002M31B -MC31B,NA,2002,1,2.24,NA,MC,MC2002M31B -MC31B,NA,2002,1,2.36,NA,MC,MC2002M31B -MC32,NA,2002,1,NA,NA,MC,MC2002M32 -MC33,NA,2002,1,NA,NA,MC,MC2002M33 -MC34,1671.51830,2002,1,1.53,24.5,MC,MC2002M34 -MC34,1671.51832,2002,1,1.63,22.7,MC,MC2002M34 -MC34,1671.51831,2002,1,1.65,23.7,MC,MC2002M34 -MC34,1671.51833,2002,1,1.73,22.4,MC,MC2002M34 -MC35,1671.51812,2002,1,1.67,19.5,MC,MC2002M35 -MC35,1671.51813,2002,1,2,22.8,MC,MC2002M35 -MC35,1671.51814,2002,1,1.54,21.1,MC,MC2002M35 -MC36,NA,2002,1,1.38,6.7,MC,MC2002M36 -MC36,NA,2002,1,1.38,NA,MC,MC2002M36 -MC36,1671.51518,2002,1,1.74,18.5,MC,MC2002M36 -MC36,1671.51520,2002,1,1.66,13.9,MC,MC2002M36 -MC36,1671.51519,2002,1,1.65,12,MC,MC2002M36 -MC37,1671.51547,2002,1,1.37,19,MC,MC2002M37 -MC37,1671.51552,2002,1,1.79,16,MC,MC2002M37 -MC37,1671.51551,2002,1,1.6,18.6,MC,MC2002M37 -MC37,1671.51549,2002,1,1.62,20.9,MC,MC2002M37 -MC37,1671.51548,2002,1,1.78,17.4,MC,MC2002M37 -MC37,1671.51550,2002,1,1.56,17.9,MC,MC2002M37 -MC38,1671.51595,2002,1,1.3,20.4,MC,MC2002M38 -MC38,1671.51591,2002,1,1.45,22.9,MC,MC2002M38 -MC38,1671.51593,2002,1,1.71,22.6,MC,MC2002M38 -MC38,1671.51592,2002,1,1.9,15.9,MC,MC2002M38 -MC38,1671.51594,2002,1,1.5,20.9,MC,MC2002M38 -MC39,1671.51596,2002,1,1.74,20.1,MC,MC2002M39 -MC39,1671.51597,2002,1,2.7,19.1,MC,MC2002M39 -MC39,1671.51598,2002,1,2,20,MC,MC2002M39 -MC40,NA,2002,1,NA,NA,MC,MC2002M40 -MC41,1671.51521,2002,1,1.42,21.9,MC,MC2002M41 -MC41,1671.51524,2002,1,1.7,20.6,MC,MC2002M41 -MC41,1671.51523,2002,1,2,21.6,MC,MC2002M41 -MC41,1671.51522,2002,1,2.1,20.1,MC,MC2002M41 -MC41,NA,2002,1,1.95,NA,MC,MC2002M41 -MC42,1671.51546,2002,1,1.78,18.4,MC,MC2002M42 -MC42,1671.51545,2002,1,1.75,21.7,MC,MC2002M42 -MC42,1671.51541,2002,1,1.9,19.5,MC,MC2002M42 -MC42,1671.51543,2002,1,1.6,21.5,MC,MC2002M42 -MC42,1671.51542,2002,1,1.82,21.4,MC,MC2002M42 -MC42,1671.51544,2002,1,1.73,18.8,MC,MC2002M42 -MC43,1671.51801,2002,1,1.7,28.1,MC,MC2002M43 -MC43,1671.51802,2002,1,1.72,26.7,MC,MC2002M43 -MC43,1671.51599,2002,1,1.72,27.1,MC,MC2002M43 -MC43,1671.51800,2002,1,1.63,26.2,MC,MC2002M43 -MC44,NA,2002,1,NA,NA,MC,MC2002M44 -MC45,NA,2002,1,NA,NA,MC,MC2002M45 -MC46,1671.51871,2002,1,2.24,NA,MC,MC2002M46 -MC46,1671.51872,2002,1,1.82,NA,MC,MC2002M46 -MC46,1671.51873,2002,1,2.21,NA,MC,MC2002M46 -MC47,1671.51527,2002,1,1.49,21.6,MC,MC2002M47 -MC47,1671.51526,2002,1,1.78,22.3,MC,MC2002M47 -MC47,1671.51528,2002,1,1.65,19.8,MC,MC2002M47 -MC47,1671.51525,2002,1,1.3,19.9,MC,MC2002M47 -MC48,NA,2002,1,1.3,NA,MC,MC2002M48 -MC48,NA,2002,1,21.7,NA,MC,MC2002M48 -MC49,NA,2002,1,1.7,NA,MC,MC2002M49 -MC49,NA,2002,1,1.6,NA,MC,MC2002M49 -MC49,NA,2002,1,1.75,NA,MC,MC2002M49 -MC49,NA,2002,1,1.8,NA,MC,MC2002M49 -MC49,NA,2002,1,1.62,NA,MC,MC2002M49 -MC50,1671.51529,2002,1,1.56,21.1,MC,MC2002M50 -MC50,1671.51530,2002,1,1.41,23.1,MC,MC2002M50 -MC50,1671.51531,2002,1,1.67,22.6,MC,MC2002M50 -MC52,NA,2002,1,1.2,NA,MC,MC2002M52 -MC52,1671.51854,2002,1,1.43,13.8,MC,MC2002M52 -MC52,1671.51856,2002,1,1.4,14.5,MC,MC2002M52 -MC52,1671.51855,2002,1,1.3,16.1,MC,MC2002M52 -MC53,1671.51537,2002,1,1.45,18.9,MC,MC2002M53 -MC53,1671.51539,2002,1,1.27,14.6,MC,MC2002M53 -MC53,1671.51538,2002,1,1.4,16.3,MC,MC2002M53 -MC53,1671.51540,2002,1,1.55,13.5,MC,MC2002M53 -MC54,1671.51508,2002,1,1.48,17.9,MC,MC2002M54 -MC54,1671.51509,2002,1,1.42,22.8,MC,MC2002M54 -MC54,1671.51506,2002,1,2.13,22.1,MC,MC2002M54 -MC54,1671.51507,2002,1,1.45,21.1,MC,MC2002M54 -MC54,1671.51510,2002,1,1.6,20.3,MC,MC2002M54 -MC55,1671.51534,2002,1,1.62,18.6,MC,MC2002M55 -MC55,1671.51533,2002,1,1.72,19,MC,MC2002M55 -MC55,1671.51535,2002,1,1.6,19.1,MC,MC2002M55 -MC55,1671.51536,2002,1,1.8,18.6,MC,MC2002M55 -MC55,1671.51532,2002,1,1.6,22.8,MC,MC2002M55 -MC56,1671.51505,2002,1,1.92,22.7,MC,MC2002M56 -MC56,1671.51503,2002,1,1.84,24.7,MC,MC2002M56 -MC56,1671.51504,2002,1,1.61,24.5,MC,MC2002M56 -MC56,1671.51501,2002,1,1.85,24.7,MC,MC2002M56 -MC56,1671.51502,2002,1,1.7,24.6,MC,MC2002M56 -MC57,NA,2002,1,NA,NA,MC,MC2002M57 -MC57A,NA,2002,1,1.45,NA,MC,MC2002M57A -MC57A,NA,2002,1,1.25,8.7,MC,MC2002M57A -MC57A,1651.51870,2002,1,1.2,6.7,MC,MC2002M57A -MC57A,NA,2002,1,1.9,14.9,MC,MC2002M57A -MC57A,NA,2002,1,1.7,NA,MC,MC2002M57A -MC58,1671.51845,2002,1,2.33,18.4,MC,MC2002M58 -MC58,1671.51847,2002,1,2.27,20.1,MC,MC2002M58 -MC58,1671.51846,2002,1,2.22,20.5,MC,MC2002M58 -MC58,1671.51848,2002,1,3.81,18.2,MC,MC2002M58 -MC58,1671.51849,2002,1,3.88,18.4,MC,MC2002M58 -MC59,1671.51844,2002,1,1.2,20.3,MC,MC2002M59 -MC59,1671.51841,2002,1,1.9,18.7,MC,MC2002M59 -MC59,1671.51843,2002,1,1.6,18.3,MC,MC2002M59 -MC59,1671.51842,2002,1,1.8,16.9,MC,MC2002M59 -MC60,1671.51565,2002,1,1.57,19.6,MC,MC2002M60 -MC60,1671.51566,2002,1,1.9,19.4,MC,MC2002M60 -MC60,1671.51562,2002,1,1.52,20.6,MC,MC2002M60 -MC60,1671.51564,2002,1,1.15,19.4,MC,MC2002M60 -MC60,1671.51563,2002,1,1.46,23.6,MC,MC2002M60 -MC61,NA,2002,1,NA,NA,MC,MC2002M61 -MC62,NA,2002,1,NA,NA,MC,MC2002M62 -MC63,NA,2002,1,NA,NA,MC,MC2002M63 -MC64,NA,2002,1,NA,NA,MC,MC2002M64 -MC65,NA,2002,1,NA,NA,MC,MC2002M65 -MC66,NA,2002,1,NA,NA,MC,MC2002M66 -MC67,NA,2002,1,NA,NA,MC,MC2002M67 -MC68,NA,2002,1,NA,NA,MC,MC2002M68 -MC69,NA,2002,1,NA,NA,MC,MC2002M69 -MC70,NA,2002,1,NA,NA,MC,MC2002M70 -MC71,NA,2002,1,NA,NA,MC,MC2002M71 -MC72,NA,2002,1,NA,NA,MC,MC2002M72 -MC73,NA,2002,1,NA,NA,MC,MC2002M73 -MC74,NA,2002,1,NA,NA,MC,MC2002M74 -MC75,NA,2002,1,NA,NA,MC,MC2002M75 -MC76,NA,2002,1,NA,NA,MC,MC2002M76 -MC77,NA,2002,1,NA,NA,MC,MC2002M77 -MC78,NA,2002,1,NA,NA,MC,MC2002M78 -MC79,NA,2002,1,NA,NA,MC,MC2002M79 -MC80,NA,2002,1,NA,NA,MC,MC2002M80 -MC02,1771.41190,2003,1,20.3,20.3,MC,MC2003M02 -MC02,1771.41189,2003,1,1.43,13.6,MC,MC2003M02 -MC02,1771.41133,2003,1,1.75,19.4,MC,MC2003M02 -MC02,1771.41187,2003,1,1.4,18.2,MC,MC2003M02 -MC02,1771.41134,2003,1,1.36,17.8,MC,MC2003M02 -MC02,1771.41188,2003,1,1.09,20.8,MC,MC2003M02 -MC05,1771.41204,2003,1,1.41,20.5,MC,MC2003M05 -MC05,1771.41205,2003,1,1.01,21.3,MC,MC2003M05 -MC05,1771.41202,2003,1,1.2,21.8,MC,MC2003M05 -MC05,1771.41203,2003,1,1.45,21.8,MC,MC2003M05 -MC06,1771.41152,2003,1,1.61,23.8,MC,MC2003M06 -MC06,1771.41154,2003,1,1.41,22.7,MC,MC2003M06 -MC06,1771.41153,2003,1,1.7,23.3,MC,MC2003M06 -MC06,1771.41156,2003,1,1.28,23.1,MC,MC2003M06 -MC06,1771.41157,2003,1,1.89,22.4,MC,MC2003M06 -MC06,1771.41155,2003,1,1.73,23.4,MC,MC2003M06 -MC07,1671.51896,2003,1,1.33,19.8,MC,MC2003M07 -MC07,1671.51892,2003,1,1.2,18.3,MC,MC2003M07 -MC07,1671.51894,2003,1,1.26,20.1,MC,MC2003M07 -MC07,1671.51893,2003,1,1.33,20.5,MC,MC2003M07 -MC07,1671.51895,2003,1,1.3,20.1,MC,MC2003M07 -MC09,1771.41162,2003,1,1.81,23.3,MC,MC2003M09 -MC09,1771.41163,2003,1,1.68,25.7,MC,MC2003M09 -MC09,1771.41158,2003,1,1.75,23.8,MC,MC2003M09 -MC09,1771.41161,2003,1,1.6,22.5,MC,MC2003M09 -MC09,1771.41159,2003,1,1.61,22.7,MC,MC2003M09 -MC09,1771.41160,2003,1,1.15,23.6,MC,MC2003M09 -MC12,1771.41130,2003,1,1.64,15.5,MC,MC2003M12 -MC12,NA,2003,1,1.85,12.2,MC,MC2003M12 -MC12,1771.41132,2003,1,1.53,19.6,MC,MC2003M12 -MC12,1771.41131,2003,1,1.68,16.8,MC,MC2003M12 -MC12,NA,2003,1,1.9,9.3,MC,MC2003M12 -MC14,1771.41164,2003,1,1.7,22,MC,MC2003M14 -MC14,1771.41168,2003,1,1.57,16.1,MC,MC2003M14 -MC14,1771.41166,2003,1,1.63,18.4,MC,MC2003M14 -MC14,1771.41165,2003,1,1.65,18,MC,MC2003M14 -MC14,1771.41167,2003,1,1.32,21.6,MC,MC2003M14 -MC15,1771.41119,2003,1,1.61,21.9,MC,MC2003M15 -MC15,1771.41117,2003,1,1.75,21.5,MC,MC2003M15 -MC15,1771.41118,2003,1,1.52,23.3,MC,MC2003M15 -MC15,1771.41116,2003,1,1.48,24,MC,MC2003M15 -MC15,1771.41115,2003,1,1.28,21.7,MC,MC2003M15 -MC16,1771.41192,2003,1,1.24,11.8,MC,MC2003M16 -MC16,1771.41194,2003,1,1.45,14.5,MC,MC2003M16 -MC16,1771.41195,2003,1,1.29,14.1,MC,MC2003M16 -MC16,1771.41191,2003,1,1.41,16.7,MC,MC2003M16 -MC16,NA,2003,1,1.23,NA,MC,MC2003M16 -MC17,NA,2003,1,1.29,NA,MC,MC2003M17 -MC17,1651.06355,2003,1,1.72,21,MC,MC2003M17 -MC17,1651.06357,2003,1,1.41,22.9,MC,MC2003M17 -MC17,1651.06356,2003,1,1.52,22.7,MC,MC2003M17 -MC17,1651.06358,2003,1,0.86,21.8,MC,MC2003M17 -MC19,1771.41169,2003,1,2.36,24.2,MC,MC2003M19 -MC19,1771.41173,2003,1,1.3,21,MC,MC2003M19 -MC19,1771.41172,2003,1,1.99,24.3,MC,MC2003M19 -MC19,NA,2003,1,2.1,NA,MC,MC2003M19 -MC19,1771.41171,2003,1,1.67,25.4,MC,MC2003M19 -MC20,1771.41146,2003,1,2.74,19.2,MC,MC2003M20 -MC20,1771.41144,2003,1,2.41,23.3,MC,MC2003M20 -MC20,1771.41147,2003,1,2.78,22.6,MC,MC2003M20 -MC20,1771.41143,2003,1,2.29,21.1,MC,MC2003M20 -MC20,1771.41145,2003,1,2.59,24.7,MC,MC2003M20 -MC20,1771.41142,2003,1,1.39,21.4,MC,MC2003M20 -MC21,1651.06399,2003,1,1.97,23.4,MC,MC2003M21 -MC21,1651.06397,2003,1,1.93,23.5,MC,MC2003M21 -MC21,1651.06398,2003,1,1.85,23.8,MC,MC2003M21 -MC21,1651.06395,2003,1,1.76,29.8,MC,MC2003M21 -MC21,1651.06396,2003,1,1.56,23.1,MC,MC2003M21 -MC22,1671.51891,2003,1,1.73,25,MC,MC2003M22 -MC22,1671.51889,2003,1,1.75,23.6,MC,MC2003M22 -MC22,1671.51890,2003,1,1.5,25,MC,MC2003M22 -MC24,1651.06363,2003,1,1.65,24.7,MC,MC2003M24 -MC24,1651.06361,2003,1,1.68,23.5,MC,MC2003M24 -MC24,1651.06362,2003,1,1.48,26,MC,MC2003M24 -MC24,1651.06359,2003,1,1.74,23.1,MC,MC2003M24 -MC24,1651.06360,2003,1,1.57,25,MC,MC2003M24 -MC25,1671.51885,2003,1,1.62,23.4,MC,MC2003M25 -MC25,1671.51888,2003,1,1.33,23.9,MC,MC2003M25 -MC25,1671.51886,2003,1,1.72,25.7,MC,MC2003M25 -MC25,1671.51887,2003,1,1.57,25,MC,MC2003M25 -MC26,1771.41135,2003,1,1.54,23.4,MC,MC2003M26 -MC26,1771.41137,2003,1,1.5,23.5,MC,MC2003M26 -MC26,1771.41136,2003,1,1.43,24.2,MC,MC2003M26 -MC27,1771.41102,2003,1,1.43,21.4,MC,MC2003M27 -MC27,1771.41105,2003,1,1.12,21.3,MC,MC2003M27 -MC27,1771.41103,2003,1,1.4,22.5,MC,MC2003M27 -MC27,1771.41101,2003,1,1.63,22.7,MC,MC2003M27 -MC27,1771.41104,2003,1,1.22,21.3,MC,MC2003M27 -MC28,1771.41106,2003,1,1.28,24.3,MC,MC2003M28 -MC28,1771.41108,2003,1,1.04,20,MC,MC2003M28 -MC28,1771.41107,2003,1,1.28,22.8,MC,MC2003M28 -MC28,1771.41109,2003,1,1.33,21.8,MC,MC2003M28 -MC30,1771.41148,2003,1,1.68,24.6,MC,MC2003M30 -MC30,1771.41150,2003,1,1.85,22.5,MC,MC2003M30 -MC30,1771.41149,2003,1,1.48,22.1,MC,MC2003M30 -MC30,1771.41151,2003,1,1.77,23.2,MC,MC2003M30 -MC31,1671.51897,2003,1,1.45,23.5,MC,MC2003M31 -MC31,1671.51899,2003,1,2.78,21.9,MC,MC2003M31 -MC31,1671.51898,2003,1,1.2,21.3,MC,MC2003M31 -MC31,1671.51900,2003,1,1.66,23.1,MC,MC2003M31 -MC33,1671.51882,2003,1,1.23,23.1,MC,MC2003M33 -MC33,1671.51884,2003,1,1.38,23.6,MC,MC2003M33 -MC33,1671.51883,2003,1,1.4,23.7,MC,MC2003M33 -MC34,1771.41123,2003,1,1.62,23.8,MC,MC2003M34 -MC34,NA,2003,1,1.89,NA,MC,MC2003M34 -MC34,1771.41122,2003,1,1.62,21.8,MC,MC2003M34 -MC34,1771.41120,2003,1,1.52,24.1,MC,MC2003M34 -MC34,1771.41121,2003,1,1.64,23.2,MC,MC2003M34 -MC36,1651.06390,2003,1,1.8,22.4,MC,MC2003M36 -MC36,1651.06389,2003,1,1.83,22.1,MC,MC2003M36 -MC36,1651.06386,2003,1,1.42,23,MC,MC2003M36 -MC36,1651.06388,2003,1,1.59,24.4,MC,MC2003M36 -MC36,1651.06387,2003,1,1.63,23.2,MC,MC2003M36 -MC38,1651.06391,2003,1,1.36,23.3,MC,MC2003M38 -MC38,1651.06393,2003,1,1.7,24,MC,MC2003M38 -MC38,1651.06392,2003,1,1.51,21.3,MC,MC2003M38 -MC38,1651.06394,2003,1,1.21,20.2,MC,MC2003M38 -MC39,NA,2003,1,1.58,NA,MC,MC2003M39 -MC39,1651.06347,2003,1,1.98,22.3,MC,MC2003M39 -MC39,1651.06348,2003,1,1.02,19.8,MC,MC2003M39 -MC39,1651.06345,2003,1,1.34,20.6,MC,MC2003M39 -MC39,1651.06346,2003,1,1.23,23.6,MC,MC2003M39 -MC40,NA,2003,1,6.48,NA,MC,MC2003M40 -MC40,NA,2003,1,5.43,NA,MC,MC2003M40 -MC40,NA,2003,1,5.84,NA,MC,MC2003M40 -MC40,NA,2003,1,6.05,NA,MC,MC2003M40 -MC40A,1771.41186,2003,1,1.42,22.6,MC,MC2003M40A -MC40A,1771.41199,2003,1,1.08,14.8,MC,MC2003M40A -MC40A,1771.41185,2003,1,1.25,22,MC,MC2003M40A -MC41,1771.41179,2003,1,1.74,23.1,MC,MC2003M41 -MC41,1771.41174,2003,1,1.45,22.9,MC,MC2003M41 -MC41,1771.41178,2003,1,1.52,22.9,MC,MC2003M41 -MC41,1771.41176,2003,1,1.64,21.9,MC,MC2003M41 -MC41,1771.41175,2003,1,1.75,23.4,MC,MC2003M41 -MC41,1771.41177,2003,1,1.64,24.9,MC,MC2003M41 -MC42,1651.06368,2003,1,1.72,22.6,MC,MC2003M42 -MC42,1651.06366,2003,1,1.74,23.1,MC,MC2003M42 -MC42,1651.06369,2003,1,1.49,22.1,MC,MC2003M42 -MC42,1651.06364,2003,1,1.83,22.2,MC,MC2003M42 -MC42,1651.06367,2003,1,1.69,23.4,MC,MC2003M42 -MC42,1651.06365,2003,1,1.02,25.4,MC,MC2003M42 -MC44,1651.06375,2003,1,1.12,22.2,MC,MC2003M44 -MC44,1651.06370,2003,1,1.5,23.1,MC,MC2003M44 -MC44,1651.06374,2003,1,1.52,22.6,MC,MC2003M44 -MC44,1651.06372,2003,1,1.7,22.5,MC,MC2003M44 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-MC49,1771.42058,2005,2,1.52,23.3,MC,MC2005M49 -MC49,1771.42060,2005,2,1.91,22.3,MC,MC2005M49 -MC50,1771.42011,2005,1,1.45,24.5,MC,MC2005M50 -MC50,1771.42009,2005,1,1.7,25.3,MC,MC2005M50 -MC50,1771.42010,2005,1,1.55,25.4,MC,MC2005M50 -MC50,NA,2005,1,1.65,NA,MC,MC2005M50 -MC50,NA,2005,1,1.48,NA,MC,MC2005M50 -MC51,1771.42305,2005,1,2.78,23.3,MC,MC2005M51 -MC51,1771.42301,2005,1,1.42,25.6,MC,MC2005M51 -MC51,1771.42303,2005,1,1.5,25.6,MC,MC2005M51 -MC51,1771.42302,2005,1,1.5,23.2,MC,MC2005M51 -MC51,1771.42304,2005,1,1.53,22.7,MC,MC2005M51 -MC52,NA,2005,1,1.49,NA,MC,MC2005M52 -MC52,NA,2005,1,1.57,NA,MC,MC2005M52 -MC52,1771.43463,2005,1,1.84,20.8,MC,MC2005M52 -MC53,1771.42322,2005,2,1.17,NA,MC,MC2005M53 -MC53,1771.42056,2005,2,2.09,23.6,MC,MC2005M53 -MC53,NA,2005,2,1.42,17.8,MC,MC2005M53 -MC53,1771.42057,2005,2,1.43,23.6,MC,MC2005M53 -MC54,1771.42306,2005,2,1.69,NA,MC,MC2005M54 -MC54,1771.42308,2005,2,1.82,NA,MC,MC2005M54 -MC54,1771.42307,2005,2,1.8,NA,MC,MC2005M54 -MC54,1771.42309,2005,2,1.77,NA,MC,MC2005M54 -MC54,1771.42311,2005,2,NA,NA,MC,MC2005M54 -MC54,1771.42310,2005,2,2.01,NA,MC,MC2005M54 -MC55,1771.442054,2005,1,1.71,20.9,MC,MC2005M55 -MC55,1771.442055,2005,1,NA,24.2,MC,MC2005M55 -MC55,1771.442050,2005,1,1.77,24.4,MC,MC2005M55 -MC55,1771.442052,2005,1,1.66,22.7,MC,MC2005M55 -MC55,1771.442051,2005,1,1.83,23.1,MC,MC2005M55 -MC55,1771.442053,2005,1,1.62,24,MC,MC2005M55 -MC56,NA,2005,2,NA,NA,MC,MC2005M56 -MC56,NA,2005,2,1.47,NA,MC,MC2005M56 -MC57,1771.43468,2005,1,1.42,17.3,MC,MC2005M57 -MC57,1771.43472,2005,1,1.33,11.1,MC,MC2005M57 -MC57,1771.43470,2005,1,1.5,16.2,MC,MC2005M57 -MC57,1771.43473,2005,1,1.21,7.8,MC,MC2005M57 -MC57,1771.43469,2005,1,1.31,12.4,MC,MC2005M57 -MC57,1771.43471,2005,1,1.29,12.5,MC,MC2005M57 -MC58,1771.43482,2005,1,1.49,NA,MC,MC2005M58 -MC58,1771.43484,2005,1,1.41,NA,MC,MC2005M58 -MC58,1771.43483,2005,1,1.51,NA,MC,MC2005M58 -MC58,1771.43486,2005,1,1.52,NA,MC,MC2005M58 -MC58,1771.43487,2005,1,1.28,NA,MC,MC2005M58 -MC58,1771.43485,2005,1,1.68,NA,MC,MC2005M58 -MC59,1771.43437,2005,1,0.52,21.7,MC,MC2005M59 -MC59,1771.43435,2005,1,0.43,18.7,MC,MC2005M59 -MC59,1771.43434,2005,1,0.48,20.2,MC,MC2005M59 -MC59,1771.43436,2005,1,0.42,20.2,MC,MC2005M59 -MC59,NA,2005,1,1.76,NA,MC,MC2005M59 -MC60,1771.43464,2005,1,1.41,13.7,MC,MC2005M60 -MC60,1771.43466,2005,1,1.24,16.5,MC,MC2005M60 -MC60,1771.43465,2005,1,1.4,12.4,MC,MC2005M60 -MC60,1771.43467,2005,1,1.21,9.2,MC,MC2005M60 -MC60,NA,2005,1,1.62,NA,MC,MC2005M60 -MC60,NA,2005,1,NA,NA,MC,MC2005M60 -MC64,1771.42328,2005,1,1.31,NA,MC,MC2005M64 -MC64,1771.42327,2005,1,1.25,NA,MC,MC2005M64 -MC64,1771.42329,2005,1,1.59,NA,MC,MC2005M64 -MC66,NA,2005,1,1.46,NA,MC,MC2005M66 -MC66,NA,2005,1,1.6,NA,MC,MC2005M66 -MC66,NA,2005,1,1.35,NA,MC,MC2005M66 -MC66,NA,2005,1,1.39,NA,MC,MC2005M66 -MC68,NA,2005,1,1.57,NA,MC,MC2005M68 -MC68,NA,2005,1,1.39,NA,MC,MC2005M68 -MC69,NA,2005,1,1.14,NA,MC,MC2005M69 -MC69,1771.43466,2005,1,1.34,NA,MC,MC2005M69 -MC69,1771.43468,2005,1,1.45,NA,MC,MC2005M69 -MC69,NA,2005,1,1.7,NA,MC,MC2005M69 -MC01,1881.06838,2006,1,1.45,22.3,MC,MC2006M01 -MC01,1881.06837,2006,1,1.35,22.4,MC,MC2006M01 -MC01,1881.06839,2006,1,1.5,22.4,MC,MC2006M01 -MC01,NA,2006,1,1.41,NA,MC,MC2006M01 -MC02,1881.06858,2006,1,1.4,NA,MC,MC2006M02 -MC03,NA,2006,1,NA,NA,MC,MC2006M03 -MC04,NA,2006,1,NA,NA,MC,MC2006M04 -MC05,1881.06153,2006,1,1.12,17.1,MC,MC2006M05 -MC05,1881.06154,2006,1,1.18,18.5,MC,MC2006M05 -MC05,1881.06155,2006,1,1.54,20.6,MC,MC2006M05 -MC05,1881.06156,2006,1,1.48,19.5,MC,MC2006M05 -MC06,1881.06166,2006,1,1.15,22.4,MC,MC2006M06 -MC06,1881.06167,2006,1,1.46,21.5,MC,MC2006M06 -MC07,1881.06104,2006,1,1.48,24,MC,MC2006M07 -MC07,1881.06105,2006,1,1.4,22.2,MC,MC2006M07 -MC08,NA,2006,1,NA,NA,MC,MC2006M08 -MC09,1881.06821,2006,1,1.41,20.9,MC,MC2006M09 -MC10,NA,2006,1,NA,NA,MC,MC2006M10 -MC11,NA,2006,1,NA,NA,MC,MC2006M11 -MC12,1881.06168,2006,1,2.06,25.9,MC,MC2006M12 -MC13,NA,2006,1,NA,NA,MC,MC2006M13 -MC14,1881.06132,2006,1,1.9,22.3,MC,MC2006M14 -MC14,1881.06134,2006,1,1.49,24.2,MC,MC2006M14 -MC14,1881.06133,2006,1,1.6,25.1,MC,MC2006M14 -MC15,NA,2006,1,1.41,NA,MC,MC2006M15 -MC15,NA,2006,1,1.46,NA,MC,MC2006M15 -MC15,NA,2006,1,1.48,NA,MC,MC2006M15 -MC15,NA,2006,1,1.71,NA,MC,MC2006M15 -MC15,NA,2006,1,1.53,NA,MC,MC2006M15 -MC16,1881.06809,2006,1,1.4,24.2,MC,MC2006M16 -MC16,1881.06810,2006,1,1.47,21.8,MC,MC2006M16 -MC17,1881.06840,2006,1,2.26,23.2,MC,MC2006M17 -MC17,1881.06842,2006,1,1.62,24.8,MC,MC2006M17 -MC17,1881.06841,2006,1,1.9,24.1,MC,MC2006M17 -MC17,1881.06844,2006,1,1.78,22.4,MC,MC2006M17 -MC17,1881.06843,2006,1,1.83,23.8,MC,MC2006M17 -MC18,1881.06845,2006,1,1.64,25.6,MC,MC2006M18 -MC18,1881.06846,2006,1,1.69,20.8,MC,MC2006M18 -MC18,1881.06847,2006,1,1.77,24.9,MC,MC2006M18 -MC19,NA,2006,1,NA,NA,MC,MC2006M19 -MC20,1881.06161,2006,1,1.37,25.3,MC,MC2006M20 -MC20,1881.06159,2006,1,1.45,26.1,MC,MC2006M20 -MC20,1881.06160,2006,1,1.39,24.9,MC,MC2006M20 -MC20,NA,2006,1,1.16,NA,MC,MC2006M20 -MC20,1881.06157,2006,1,1.66,27.4,MC,MC2006M20 -MC20,1881.06158,2006,1,1.41,22.9,MC,MC2006M20 -MC22,NA,2006,1,1.28,NA,MC,MC2006M22 -MC22,NA,2006,1,1.45,NA,MC,MC2006M22 -MC22,NA,2006,1,1.81,23.2,MC,MC2006M22 -MC22,NA,2006,1,1.98,NA,MC,MC2006M22 -MC22,NA,2006,1,2.16,NA,MC,MC2006M22 -MC22,NA,2006,1,1.95,NA,MC,MC2006M22 -MC23,NA,2006,1,NA,NA,MC,MC2006M23 -MC24,1881.06852,2006,1,1.49,20.2,MC,MC2006M24 -MC24,1881.06850,2006,1,1.37,19.8,MC,MC2006M24 -MC24,1881.06848,2006,1,1.21,21.2,MC,MC2006M24 -MC24,1881.06849,2006,1,1.26,20.7,MC,MC2006M24 -MC24,NA,2006,1,1.38,NA,MC,MC2006M24 -MC24,1881.06851,2006,1,NA,20.7,MC,MC2006M24 -MC25,1881.06189,2006,1,1.62,23.1,MC,MC2006M25 -MC25,1881.06191,2006,1,1.39,22.1,MC,MC2006M25 -MC25,1881.06190,2006,1,1.43,22.3,MC,MC2006M25 -MC25,1881.06192,2006,1,1.36,20.7,MC,MC2006M25 -MC25,1881.06193,2006,1,1.76,22.2,MC,MC2006M25 -MC26,NA,2006,1,NA,NA,MC,MC2006M26 -MC27,1881.06879,2006,1,1.55,NA,MC,MC2006M27 -MC27,1881.06878,2006,1,1.76,NA,MC,MC2006M27 -MC27,NA,2006,1,1.49,NA,MC,MC2006M27 -MC27,1881.06877,2006,1,1.56,NA,MC,MC2006M27 -MC27,1881.06880,2006,1,1.64,NA,MC,MC2006M27 -MC28,1881.06195,2006,1,1.65,22.2,MC,MC2006M28 -MC29,1881.06148,2006,1,1.64,24.2,MC,MC2006M29 -MC29,1881.06144,2006,1,1.76,25.2,MC,MC2006M29 -MC29,1881.06146,2006,1,1.63,22.4,MC,MC2006M29 -MC29,1881.06145,2006,1,1.8,24.2,MC,MC2006M29 -MC29,1881.06147,2006,1,1.54,24.7,MC,MC2006M29 -MC30,1881.06174,2006,1,1.62,22.3,MC,MC2006M30 -MC30,1881.06169,2006,1,1.62,23.1,MC,MC2006M30 -MC30,1881.06170,2006,1,1.58,23,MC,MC2006M30 -MC30,1881.06173,2006,1,2.1,21.5,MC,MC2006M30 -MC30,1881.06171,2006,1,2.19,20.8,MC,MC2006M30 -MC30,1881.06172,2006,1,2.04,25.7,MC,MC2006M30 -MC31,1881.06135,2006,1,1.62,22.5,MC,MC2006M31 -MC31,1881.06137,2006,1,1.64,21.6,MC,MC2006M31 -MC31,1881.06136,2006,1,1.5,22.8,MC,MC2006M31 -MC31,1881.06138,2006,1,1.29,24.2,MC,MC2006M31 -MC32,1881.06115,2006,1,1.45,0,MC,MC2006M32 -MC32,1881.06116,2006,1,1.31,0,MC,MC2006M32 -MC32,1881.06117,2006,1,1.48,0,MC,MC2006M32 -MC32,1881.06113,2006,1,1.5,0,MC,MC2006M32 -MC32,1881.06114,2006,1,1.43,0,MC,MC2006M32 -MC33,1881.06866,2006,1,1.3,22.1,MC,MC2006M33 -MC33,1881.06865,2006,1,1.49,19.5,MC,MC2006M33 -MC33,1881.06862,2006,1,1.49,21,MC,MC2006M33 -MC33,1881.06864,2006,1,1.16,21,MC,MC2006M33 -MC33,1881.06863,2006,1,1.23,19.4,MC,MC2006M33 -MC34,1881.06175,2006,1,1.55,22.1,MC,MC2006M34 -MC34,1881.06176,2006,1,1.71,22.5,MC,MC2006M34 -MC35,1881.06106,2006,1,2.2,23.1,MC,MC2006M35 -MC35,1881.06108,2006,1,1.8,22.1,MC,MC2006M35 -MC35,1881.06107,2006,1,2.14,25.1,MC,MC2006M35 -MC36,1881.06121,2006,1,1.32,NA,MC,MC2006M36 -MC36,1881.06118,2006,1,1.63,NA,MC,MC2006M36 -MC36,1881.06120,2006,1,1.58,NA,MC,MC2006M36 -MC36,1881.06119,2006,1,1.58,NA,MC,MC2006M36 -MC38,1881.06857,2006,1,1.44,20.3,MC,MC2006M38 -MC38,1881.06853,2006,1,1.46,22.1,MC,MC2006M38 -MC38,1881.06855,2006,1,1.38,23.5,MC,MC2006M38 -MC38,1881.06854,2006,1,1.4,21.1,MC,MC2006M38 -MC38,1881.06856,2006,1,1.57,21.9,MC,MC2006M38 -MC39,1881.06815,2006,1,1.71,22,MC,MC2006M39 -MC39,1881.06811,2006,1,2.67,22,MC,MC2006M39 -MC39,1881.06813,2006,1,1.98,21.4,MC,MC2006M39 -MC39,1881.06812,2006,1,2.15,22.2,MC,MC2006M39 -MC39,1881.06816,2006,1,2.05,21.3,MC,MC2006M39 -MC40,1881.06126,2006,1,1.47,18.9,MC,MC2006M40 -MC40,1881.06122,2006,1,1.34,21.6,MC,MC2006M40 -MC40,1881.06124,2006,1,1.51,20.7,MC,MC2006M40 -MC40,1881.06123,2006,1,1.5,21.2,MC,MC2006M40 -MC40,1881.06125,2006,1,1.42,20,MC,MC2006M40 -MC41,1881.06828,2006,1,1.34,23,MC,MC2006M41 -MC41,1881.06829,2006,1,1.17,21.8,MC,MC2006M41 -MC41,1881.06830,2006,1,1.52,21.4,MC,MC2006M41 -MC41,1881.06831,2006,1,1.61,22.7,MC,MC2006M41 -MC42,NA,2006,1,0.96,NA,MC,MC2006M42 -MC42,1881.06826,2006,1,1.29,19.9,MC,MC2006M42 -MC42,1881.06827,2006,1,1.2,21.9,MC,MC2006M42 -MC43,1881.06808,2006,1,1.62,17.4,MC,MC2006M43 -MC43,1881.06807,2006,1,1.86,23,MC,MC2006M43 -MC43,1881.06804,2006,1,1.9,23.2,MC,MC2006M43 -MC43,NA,2006,1,1.65,NA,MC,MC2006M43 -MC43,1881.06805,2006,1,1.71,20.7,MC,MC2006M43 -MC44,NA,2006,1,1.71,20.8,MC,MC2006M44 -MC44,NA,2006,1,1.73,21.5,MC,MC2006M44 -MC44,NA,2006,1,2.16,17.8,MC,MC2006M44 -MC44,NA,2006,1,1.85,22.4,MC,MC2006M44 -MC45,1881.06331,2006,1,0.98,NA,MC,MC2006M45 -MC45,NA,2006,1,1.16,NA,MC,MC2006M45 -MC45,1881.06332,2006,1,1.04,NA,MC,MC2006M45 -MC45,NA,2006,1,1.02,NA,MC,MC2006M45 -MC46,1881.06188,2006,1,1.7,20.9,MC,MC2006M46 -MC46,1881.06186,2006,1,1.69,24.3,MC,MC2006M46 -MC46,1881.06187,2006,1,1.62,24.1,MC,MC2006M46 -MC47,1881.06892,2006,1,1.76,23.8,MC,MC2006M47 -MC47,1881.06894,2006,1,1.63,24.9,MC,MC2006M47 -MC47,1881.06893,2006,1,1.72,24,MC,MC2006M47 -MC47,1881.06895,2006,1,1.53,22.7,MC,MC2006M47 -MC48,NA,2006,1,NA,NA,MC,MC2006M48 -MC49,1881.06177,2006,1,1.38,23,MC,MC2006M49 -MC49,1881.06178,2006,1,1.7,20.8,MC,MC2006M49 -MC49,NA,2006,1,1.03,17.8,MC,MC2006M49 -MC50,1881.06836,2006,1,1.36,20.8,MC,MC2006M50 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-PT28C,NA,1979,1,1.57,NA,PT,PT1979P28C -PT28C,NA,1979,1,1.37,NA,PT,PT1979P28C -PT28E,8807.7418,1979,1,1.3,21.8,PT,PT1979P28E -PT28E,8807.7417,1979,1,1.4,22.4,PT,PT1979P28E -PT29E,NA,1979,1,1,NA,PT,PT1979P29E -PT29E,NA,1979,1,2.25,NA,PT,PT1979P29E -PT29E,NA,1979,1,2.05,NA,PT,PT1979P29E -PT29E,NA,1979,1,1.95,NA,PT,PT1979P29E -PT29E,NA,1979,1,2.45,NA,PT,PT1979P29E -PT30E,8807.4656,1979,1,1.6,23.7,PT,PT1979P30E -PT30E,8807.4657,1979,1,1.4,25.3,PT,PT1979P30E -PT30E,8807.4660,1979,1,1.2,23.5,PT,PT1979P30E -PT30E,8807.4658,1979,1,1.1,24.1,PT,PT1979P30E -PT30E,8807.4661,1979,1,1.1,23.1,PT,PT1979P30E -PT30E,8807.4659,1979,1,1.1,24.8,PT,PT1979P30E -PT01F,NA,1980,1,1.54,NA,PT,PT1980P01F -PT01F,8905.2246,1980,1,1.4,23.3,PT,PT1980P01F -PT01F,8905.2247,1980,1,1.53,24,PT,PT1980P01F -PT01F,NA,1980,1,1.47,NA,PT,PT1980P01F -PT01F,8905.2248,1980,1,1.54,23.6,PT,PT1980P01F -PT01I,8905.2283,1980,1,1.57,19.2,PT,PT1980P01I -PT01I,8905.2280,1980,1,1.48,21.6,PT,PT1980P01I -PT01I,8905.2282,1980,1,1.47,22.5,PT,PT1980P01I -PT01I,8905.2281,1980,1,1.51,22.9,PT,PT1980P01I -PT01J,NA,1980,1,1.35,NA,PT,PT1980P01J -PT01J,8905.2284,1980,1,1.43,NA,PT,PT1980P01J -PT01J,8905.2285,1980,1,1.33,NA,PT,PT1980P01J -PT01J,NA,1980,1,1.88,NA,PT,PT1980P01J -PT01J,NA,1980,1,1.4,NA,PT,PT1980P01J -PT01J,NA,1980,1,1.35,NA,PT,PT1980P01J -PT02I,8905.2278,1980,1,1.33,23,PT,PT1980P02I -PT02I,NA,1980,1,1.34,NA,PT,PT1980P02I -PT02I,8905.2279,1980,1,1.43,21.9,PT,PT1980P02I -PT02I,8905.2277,1980,1,1.46,22,PT,PT1980P02I -PT02I,8905.2275,1980,1,1.31,24.4,PT,PT1980P02I -PT02I,8905.2276,1980,1,1.14,22.3,PT,PT1980P02I -PT03G,8807.7223,1980,1,1.09,23.2,PT,PT1980P03G -PT03G,8807.7221,1980,1,2.09,24.4,PT,PT1980P03G -PT03G,8807.7222,1980,1,2.2,24.8,PT,PT1980P03G -PT03G,8807.7220,1980,1,1.7,20.7,PT,PT1980P03G -PT03G,8807.7219,1980,1,1.64,22.3,PT,PT1980P03G -PT03I,8807.7283,1980,1,1.44,25.6,PT,PT1980P03I -PT03I,8807.7285,1980,1,1.47,26.2,PT,PT1980P03I -PT03I,8807.7284,1980,1,1.51,26.7,PT,PT1980P03I -PT03I,8807.7282,1980,1,1.45,23.8,PT,PT1980P03I -PT03I,8807.7280,1980,1,1.4,27.4,PT,PT1980P03I -PT03I,8807.7281,1980,1,1.6,25.7,PT,PT1980P03I -PT03J,NA,1980,1,1.5,NA,PT,PT1980P03J -PT03J,NA,1980,1,1.65,NA,PT,PT1980P03J -PT03J,NA,1980,1,1.53,NA,PT,PT1980P03J -PT03J,NA,1980,1,1.64,NA,PT,PT1980P03J -PT03J,NA,1980,1,1.3,NA,PT,PT1980P03J -PT04I,NA,1980,1,1.72,NA,PT,PT1980P04I -PT04I,8905.2241,1980,1,1.68,22.6,PT,PT1980P04I -PT04I,8905.2244,1980,1,1.51,19.2,PT,PT1980P04I -PT04I,8905.2242,1980,1,1.47,24.2,PT,PT1980P04I -PT04I,8905.2243,1980,1,1.46,23,PT,PT1980P04I -PT04I,8905.2245,1980,1,1.53,21.6,PT,PT1980P04I -PT05G,NA,1980,1,1.4,NA,PT,PT1980P05G -PT05G,NA,1980,1,1.27,NA,PT,PT1980P05G -PT05G,NA,1980,1,1.44,NA,PT,PT1980P05G -PT05G,NA,1980,1,1.21,NA,PT,PT1980P05G -PT05G,8905.2274,1980,1,NA,23.6,PT,PT1980P05G -PT05G,8905.2274,1980,1,NA,24.7,PT,PT1980P05G -PT05H,NA,1980,1,1.18,NA,PT,PT1980P05H -PT05H,NA,1980,1,1.48,NA,PT,PT1980P05H -PT05H,NA,1980,1,1.23,NA,PT,PT1980P05H -PT05H,NA,1980,1,1.4,NA,PT,PT1980P05H -PT05H,NA,1980,1,1.32,NA,PT,PT1980P05H -PT06B,8905.2201,1980,1,1.96,22.5,PT,PT1980P06B -PT06B,8905.2204,1980,1,1.45,24,PT,PT1980P06B -PT06B,NA,1980,1,1.68,NA,PT,PT1980P06B -PT06B,8905.2202,1980,1,1.92,20.8,PT,PT1980P06B -PT06B,8905.2203,1980,1,1.94,23.3,PT,PT1980P06B -PT06E,8807.7224,1980,1,1.72,23.7,PT,PT1980P06E -PT06E,8807.7225,1980,1,1.4,24.2,PT,PT1980P06E -PT06E,8807.7227,1980,1,1.66,22.8,PT,PT1980P06E -PT06E,8807.7226,1980,1,1.58,24.3,PT,PT1980P06E -PT06E,8807.7229,1980,1,1.8,23.2,PT,PT1980P06E -PT06E,8807.7228,1980,1,1.36,22.8,PT,PT1980P06E -PT06F,8807.2286,1980,1,1.68,22.8,PT,PT1980P06F -PT06F,8807.2289,1980,1,1.47,24.9,PT,PT1980P06F -PT06F,8807.2290,1980,1,1.65,25.4,PT,PT1980P06F -PT06F,8807.2291,1980,1,1.45,25,PT,PT1980P06F -PT06F,8807.2287,1980,1,1.58,23.5,PT,PT1980P06F -PT06F,8807.2288,1980,1,1.73,23.9,PT,PT1980P06F -PT07B,8905.2208,1980,1,1.83,23.4,PT,PT1980P07B -PT07B,8905.2210,1980,1,2.19,24.5,PT,PT1980P07B -PT07B,NA,1980,1,2.14,NA,PT,PT1980P07B -PT07B,NA,1980,1,2.49,NA,PT,PT1980P07B -PT07B,NA,1980,1,2.27,NA,PT,PT1980P07B -PT07B,8905.2209,1980,1,2.34,21.7,PT,PT1980P07B -PT07G,NA,1980,1,1.68,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.6,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.63,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.62,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.59,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.93,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.53,NA,PT,PT1980P07G -PT07G,8905.2250,1980,1,NA,22.2,PT,PT1980P07G -PT07G,8905.2249,1980,1,NA,21.5,PT,PT1980P07G -PT07H,8905.2235,1980,1,1.14,24.8,PT,PT1980P07H -PT07H,8905.2235,1980,1,1.07,24.1,PT,PT1980P07H -PT07H,8905.2237,1980,1,1.07,24.6,PT,PT1980P07H -PT07H,8905.2239,1980,1,1.1,26,PT,PT1980P07H -PT07H,8905.2240,1980,1,2.9,23.4,PT,PT1980P07H -PT07H,8905.2238,1980,1,4,25.8,PT,PT1980P07H -PT07I,NA,1980,1,1.42,NA,PT,PT1980P07I -PT07I,8807.7295,1980,1,1.84,24.8,PT,PT1980P07I -PT07I,8807.7293,1980,1,1.75,26.8,PT,PT1980P07I -PT07I,8807.7296,1980,1,1.83,26,PT,PT1980P07I -PT07I,8807.7294,1980,1,1.82,23.6,PT,PT1980P07I -PT07I,8807.7292,1980,1,1.84,25.4,PT,PT1980P07I -PT08G,8807.7260,1980,1,1.7,21.4,PT,PT1980P08G -PT08G,8807.7259,1980,1,1.69,24.1,PT,PT1980P08G -PT08G,8807.7262,1980,1,1.72,21.1,PT,PT1980P08G -PT08G,8807.7261,1980,1,1.65,23.4,PT,PT1980P08G -PT08I,8905.2251,1980,1,1.52,22.9,PT,PT1980P08I -PT08I,NA,1980,1,1.54,NA,PT,PT1980P08I -PT08I,8905.2254,1980,1,1.64,23.1,PT,PT1980P08I -PT08I,8905.2252,1980,1,1.67,23.4,PT,PT1980P08I -PT08I,8905.2253,1980,1,1.42,23.7,PT,PT1980P08I -PT09E,8905.2234,1980,1,1.67,23.1,PT,PT1980P09E -PT09E,8905.2233,1980,1,1.64,22.6,PT,PT1980P09E -PT09E,8905.2231,1980,1,1.55,21.9,PT,PT1980P09E -PT09E,8905.2229,1980,1,1.65,21.9,PT,PT1980P09E -PT09E,8905.2230,1980,1,1.56,22.6,PT,PT1980P09E -PT09E,8905.2232,1980,1,1.66,23.9,PT,PT1980P09E -PT09G,8807.7273,1980,1,1.57,24.3,PT,PT1980P09G -PT09G,8807.7271,1980,1,1.55,23.8,PT,PT1980P09G -PT09G,8807.7272,1980,1,21.2,NA,PT,PT1980P09G -PT09G,8807.7270,1980,1,1.76,25.6,PT,PT1980P09G -PT09G,8807.7274,1980,1,1.47,22.3,PT,PT1980P09G -PT09G,8807.7275,1980,1,1.51,23.4,PT,PT1980P09G -PT09H,NA,1980,1,3.2,NA,PT,PT1980P09H -PT09H,NA,1980,1,1.64,NA,PT,PT1980P09H -PT09H,NA,1980,1,3.33,NA,PT,PT1980P09H -PT09H,NA,1980,1,2.93,NA,PT,PT1980P09H -PT09H,NA,1980,1,1.72,NA,PT,PT1980P09H -PT09H,NA,1980,1,1.07,NA,PT,PT1980P09H -PT09H,NA,1980,1,1.71,NA,PT,PT1980P09H -PT09I,8807.7269,1980,1,1.36,21.7,PT,PT1980P09I -PT09I,8807.7267,1980,1,1.57,23.5,PT,PT1980P09I -PT09I,8807.7266,1980,1,1.95,22.7,PT,PT1980P09I -PT09I,8807.7264,1980,1,1.31,24.1,PT,PT1980P09I -PT09I,8807.7265,1980,1,1.75,26,PT,PT1980P09I -PT09I,8807.7268,1980,1,3.5,22.3,PT,PT1980P09I -PT10F,8905.2270,1980,1,1.77,21.9,PT,PT1980P10F -PT10F,8905.2271,1980,1,1.39,25.7,PT,PT1980P10F -PT10F,8905.2268,1980,1,1.65,21.8,PT,PT1980P10F -PT10F,8905.2273,1980,1,1.42,22.9,PT,PT1980P10F -PT10F,8905.2272,1980,1,1.54,24.2,PT,PT1980P10F -PT10F,8905.2269,1980,1,1.72,23.5,PT,PT1980P10F -PT11E,8905.2225,1980,1,1.68,23.2,PT,PT1980P11E -PT11E,8905.2227,1980,1,1.75,21.7,PT,PT1980P11E -PT11E,8905.2226,1980,1,2.01,26.2,PT,PT1980P11E -PT11E,8905.2224,1980,1,1.63,24.9,PT,PT1980P11E -PT11E,8905.2223,1980,1,1.78,24.7,PT,PT1980P11E -PT11E,8905.2228,1980,1,1.52,22.1,PT,PT1980P11E -PT11F,8807.7230,1980,1,1.72,27,PT,PT1980P11F -PT11F,8807.7232,1980,1,1.88,26.9,PT,PT1980P11F -PT11F,8807.7231,1980,1,1.95,23.4,PT,PT1980P11F -PT11H,NA,1980,1,2.02,20.6,PT,PT1980P11H -PT11H,NA,1980,1,1.52,24.1,PT,PT1980P11H -PT11H,NA,1980,1,1.51,21.6,PT,PT1980P11H -PT11H,NA,1980,1,1.52,19.8,PT,PT1980P11H -PT11H,NA,1980,1,1.5,23.1,PT,PT1980P11H -PT11H,NA,1980,1,1.55,20.9,PT,PT1980P11H -PT12C,NA,1980,1,1.5,NA,PT,PT1980P12C -PT12C,NA,1980,1,1.31,NA,PT,PT1980P12C -PT12C,NA,1980,1,1.2,NA,PT,PT1980P12C -PT12C,NA,1980,1,1.38,NA,PT,PT1980P12C -PT12F,8807.2235,1980,1,2.17,24.8,PT,PT1980P12F -PT12F,8807.2236,1980,1,1.49,24,PT,PT1980P12F -PT12F,8807.2234,1980,1,2.1,26.7,PT,PT1980P12F -PT12F,8807.2237,1980,1,2.05,23.3,PT,PT1980P12F -PT12F,8807.2233,1980,1,1.94,21.8,PT,PT1980P12F -PT12G,NA,1980,1,1.8,20.6,PT,PT1980P12G -PT12G,NA,1980,1,1.62,20.6,PT,PT1980P12G -PT12G,NA,1980,1,1.86,NA,PT,PT1980P12G -PT12G,NA,1980,1,6.2,22.7,PT,PT1980P12G -PT12G,NA,1980,1,1.48,18.2,PT,PT1980P12G -PT12G,NA,1980,1,1.54,21.8,PT,PT1980P12G -PT13B,NA,1980,1,1.8,NA,PT,PT1980P13B -PT13B,NA,1980,1,1.55,NA,PT,PT1980P13B -PT13B,NA,1980,1,1.7,NA,PT,PT1980P13B -PT13B,NA,1980,1,1.72,NA,PT,PT1980P13B -PT13B,NA,1980,1,1.71,NA,PT,PT1980P13B -PT13B,NA,1980,1,1.78,NA,PT,PT1980P13B -PT13D,NA,1980,1,2.5,NA,PT,PT1980P13D -PT13D,NA,1980,1,1.45,NA,PT,PT1980P13D -PT13D,NA,1980,1,2.13,NA,PT,PT1980P13D -PT13D,NA,1980,1,1.77,NA,PT,PT1980P13D -PT13D,NA,1980,1,2.3,NA,PT,PT1980P13D -PT13D,NA,1980,1,1.84,NA,PT,PT1980P13D -PT13D,NA,1980,1,2.01,NA,PT,PT1980P13D -PT13E,NA,1980,1,1.48,NA,PT,PT1980P13E -PT13E,8905.2255,1980,1,1.33,23.3,PT,PT1980P13E -PT13E,8905.2256,1980,1,1.33,22.1,PT,PT1980P13E -PT13E,NA,1980,1,1.52,NA,PT,PT1980P13E -PT14D,NA,1980,1,1.65,NA,PT,PT1980P14D -PT14D,NA,1980,1,1.84,NA,PT,PT1980P14D -PT14D,NA,1980,1,1.62,NA,PT,PT1980P14D -PT14D,NA,1980,1,1.59,NA,PT,PT1980P14D -PT14D,NA,1980,1,1.73,NA,PT,PT1980P14D -PT14D,NA,1980,1,1.72,NA,PT,PT1980P14D -PT14E,NA,1980,1,1.91,NA,PT,PT1980P14E -PT14E,NA,1980,1,1.92,NA,PT,PT1980P14E -PT14E,NA,1980,1,1.84,NA,PT,PT1980P14E -PT14E,NA,1980,1,2.08,NA,PT,PT1980P14E -PT14E,NA,1980,1,1.91,NA,PT,PT1980P14E -PT15A,8905.2206,1980,1,1.59,22.2,PT,PT1980P15A -PT15A,8905.2208,1980,1,1.44,21.6,PT,PT1980P15A -PT15A,8905.2207,1980,1,1.63,23.4,PT,PT1980P15A -PT15B,NA,1980,1,1.64,NA,PT,PT1980P15B -PT15B,NA,1980,1,1.55,NA,PT,PT1980P15B -PT15B,NA,1980,1,1.75,NA,PT,PT1980P15B -PT15C,8807.2777,1980,1,1.51,24.1,PT,PT1980P15C -PT15C,8807.2778,1980,1,1.48,27.5,PT,PT1980P15C -PT15C,8807.2779,1980,1,1.42,24.1,PT,PT1980P15C -PT15C,8807.2776,1980,1,1.39,26.2,PT,PT1980P15C -PT15D,8905.2267,1980,1,1.5,23.4,PT,PT1980P15D -PT15D,8905.2264,1980,1,1.57,24.2,PT,PT1980P15D -PT15D,8905.2265,1980,1,1.41,24.8,PT,PT1980P15D -PT15D,8905.2263,1980,1,1.4,24.5,PT,PT1980P15D -PT15D,8905.2262,1980,1,6.6,24.5,PT,PT1980P15D -PT15D,8905.2266,1980,1,6.7,25.4,PT,PT1980P15D -PT15F,8905.2259,1980,1,1.67,NA,PT,PT1980P15F -PT15F,8905.2257,1980,1,1.51,NA,PT,PT1980P15F -PT15F,NA,1980,1,1.72,NA,PT,PT1980P15F -PT15F,8905.2258,1980,1,1.71,NA,PT,PT1980P15F -PT15F,8905.2260,1980,1,1.63,NA,PT,PT1980P15F -PT15F,8905.2261,1980,1,1.91,NA,PT,PT1980P15F -PT16D,8807.2253,1980,1,1.62,23.3,PT,PT1980P16D -PT16D,8807.2249,1980,1,1.7,27.2,PT,PT1980P16D -PT16D,8807.2250,1980,1,1.6,25,PT,PT1980P16D -PT16D,8807.2251,1980,1,1.61,25.4,PT,PT1980P16D -PT16D,8807.2252,1980,1,1.52,24.6,PT,PT1980P16D -PT16E,8905.2217,1980,1,1.45,21.3,PT,PT1980P16E -PT16E,8905.2214,1980,1,NA,24.4,PT,PT1980P16E -PT16E,8905.2220,1980,1,1.52,23.2,PT,PT1980P16E -PT16E,8905.2211,1980,1,1.62,24,PT,PT1980P16E -PT16E,8905.2212,1980,1,1.62,21.5,PT,PT1980P16E -PT16E,8905.2218,1980,1,1.55,21.8,PT,PT1980P16E -PT16E,8905.2215,1980,1,1.47,21.5,PT,PT1980P16E -PT16E,8905.2216,1980,1,1.55,22.4,PT,PT1980P16E -PT16E,8905.2213,1980,1,1.58,24.3,PT,PT1980P16E -PT16E,8905.2219,1980,1,1.64,20.8,PT,PT1980P16E -PT16F,8807.7214,1980,1,1.55,24.5,PT,PT1980P16F -PT16F,8807.7215,1980,1,1.48,26,PT,PT1980P16F -PT16F,8807.2211,1980,1,1.52,26.3,PT,PT1980P16F -PT16F,8807.7213,1980,1,1.45,26,PT,PT1980P16F -PT16F,8807.7212,1980,1,1.47,25.7,PT,PT1980P16F -PT16G,NA,1980,1,1.63,NA,PT,PT1980P16G -PT16G,8807.2256,1980,1,1.58,23.4,PT,PT1980P16G -PT16G,8807.2257,1980,1,1.7,24,PT,PT1980P16G -PT16G,8807.2258,1980,1,1.77,23.1,PT,PT1980P16G -PT17C,NA,1980,1,1.28,NA,PT,PT1980P17C -PT17C,NA,1980,1,1.3,NA,PT,PT1980P17C -PT17C,NA,1980,1,1.37,NA,PT,PT1980P17C -PT17C,NA,1980,1,1.52,NA,PT,PT1980P17C -PT17D,NA,1980,1,1.66,NA,PT,PT1980P17D -PT17D,NA,1980,1,2.01,NA,PT,PT1980P17D -PT17D,NA,1980,1,1.99,NA,PT,PT1980P17D -PT17D,NA,1980,1,2.34,NA,PT,PT1980P17D -PT17D,NA,1980,1,1.7,NA,PT,PT1980P17D -PT17D,NA,1980,1,2.15,NA,PT,PT1980P17D 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-SL10,2091.53379,1992,1,1.91,21.7,SL,SL1992S10 -SL10,2091.53377,1992,1,1.57,23.1,SL,SL1992S10 -SL10,2091.53378,1992,1,1.57,25,SL,SL1992S10 -SL11,2091.53046,1992,1,3.68,20.9,SL,SL1992S11 -SL11,2091.53047,1992,1,3.24,-1,SL,SL1992S11 -SL11,2091.53045,1992,1,3.55,20.3,SL,SL1992S11 -SL11,2091.53043,1992,1,2.72,23.4,SL,SL1992S11 -SL11,2091.53044,1992,1,1.55,20.9,SL,SL1992S11 -SL11,2091.53048,1992,1,NA,0,SL,SL1992S11 -SL12,2091.53270,1992,1,1.97,24,SL,SL1992S12 -SL12,2091.53272,1992,1,2.3,23.5,SL,SL1992S12 -SL12,2091.53269,1992,1,1.67,23.2,SL,SL1992S12 -SL12,2091.53271,1992,1,1.54,22.5,SL,SL1992S12 -SL12,2091.53273,1992,1,1.72,20.5,SL,SL1992S12 -SL12,2091.53274,1992,1,1.77,24.3,SL,SL1992S12 -SL13,2091.53256,1992,1,1.94,17.8,SL,SL1992S13 -SL13,2091.53257,1992,1,2.06,17,SL,SL1992S13 -SL13,2091.53258,1992,1,1.6,19.2,SL,SL1992S13 -SL13,2091.53255,1992,1,2.14,19.3,SL,SL1992S13 -SL13,2091.53251,1992,1,2.01,18.8,SL,SL1992S13 -SL13,2091.53250,1992,1,1.97,16.5,SL,SL1992S13 -SL13,2091.53252,1992,1,NA,17.2,SL,SL1992S13 -SL13,2091.53253,1992,1,NA,19.6,SL,SL1992S13 -SL13,2091.53254,1992,1,NA,19.2,SL,SL1992S13 -SL14,2091.53371,1992,1,1.55,21.2,SL,SL1992S14 -SL14,2091.53372,1992,1,1.29,21,SL,SL1992S14 -SL14,2091.53370,1992,1,1.17,21.6,SL,SL1992S14 -SL14,2091.53373,1992,1,1.4,23,SL,SL1992S14 -SL14,2091.53374,1992,1,1.72,21.7,SL,SL1992S14 -SL14,2091.53369,1992,1,1.75,24.1,SL,SL1992S14 -SL15,2091.53429,1992,1,1.95,23.5,SL,SL1992S15 -SL15,2091.53428,1992,1,1.93,22.8,SL,SL1992S15 -SL15,2091.53432,1992,1,1.61,22.6,SL,SL1992S15 -SL15,2091.53430,1992,1,1.72,22.2,SL,SL1992S15 -SL15,2091.53431,1992,1,1.55,24.5,SL,SL1992S15 -SL15,2091.53427,1992,1,1.97,24.4,SL,SL1992S15 -SL16,2091.53859,1992,1,1.69,26.4,SL,SL1992S16 -SL16,2091.53856,1992,1,1.55,23.2,SL,SL1992S16 -SL16,2091.53855,1992,1,1.62,26.1,SL,SL1992S16 -SL16,2091.53862,1992,1,1.45,23.1,SL,SL1992S16 -SL16,2091.53857,1992,1,1.91,22.7,SL,SL1992S16 -SL16,2091.53861,1992,1,NA,23.5,SL,SL1992S16 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-SL45,2091.53399,1992,1,1.87,25.9,SL,SL1992S45 -SL45,2091.53397,1992,1,1.9,25.1,SL,SL1992S45 -SL45,2091.53398,1992,1,2.05,25.3,SL,SL1992S45 -SL45,2091.53396,1992,1,2.09,26.2,SL,SL1992S45 -SL45,2091.53395,1992,1,1.77,26.6,SL,SL1992S45 -SL46,NA,1992,1,NA,NA,SL,SL1992S46 -SL46,NA,1992,2,1.38,NA,SL,SL1992S46 -SL46,NA,1992,2,1.51,NA,SL,SL1992S46 -SL46,NA,1992,2,1.36,NA,SL,SL1992S46 -SL46,NA,1992,2,1.28,NA,SL,SL1992S46 -SL47,2091.53843,1992,1,1.82,22.4,SL,SL1992S47 -SL47,2091.53845,1992,1,1.67,23.5,SL,SL1992S47 -SL47,2091.53848,1992,1,1.57,21.5,SL,SL1992S47 -SL47,2091.53846,1992,1,1.65,22.8,SL,SL1992S47 -SL47,2091.53847,1992,1,1.77,24.7,SL,SL1992S47 -SL47,2091.53844,1992,1,1.87,23.6,SL,SL1992S47 -SL48,2091.53260,1992,1,2.02,24.2,SL,SL1992S48 -SL48,2091.53259,1992,1,1.57,24.3,SL,SL1992S48 -SL48,2091.53263,1992,1,1.6,24,SL,SL1992S48 -SL48,2091.53261,1992,1,1.72,21.4,SL,SL1992S48 -SL48,2091.53262,1992,1,1.62,23,SL,SL1992S48 -SL48,2091.53264,1992,1,1.82,0,SL,SL1992S48 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-SL53,2091.53801,1992,1,1.62,28.8,SL,SL1992S53 -SL53,2091.53400,1992,1,1.81,28.2,SL,SL1992S53 -SL53,2091.53802,1992,1,2.18,26.7,SL,SL1992S53 -SL54,NA,1992,1,1.32,NA,SL,SL1992S54 -SL54,2091.53244,1992,1,1.21,18.5,SL,SL1992S54 -SL54,2091.53242,1992,1,1.83,18.6,SL,SL1992S54 -SL54,2091.53241,1992,1,1.88,18.6,SL,SL1992S54 -SL54,2091.53245,1992,1,1.81,20.8,SL,SL1992S54 -SL54,2091.53243,1992,1,NA,19.3,SL,SL1992S54 -SL55,2091.53246,1992,1,1.4,21,SL,SL1992S55 -SL55,2091.53248,1992,1,1.02,19.5,SL,SL1992S55 -SL55,2091.53249,1992,1,1.55,24,SL,SL1992S55 -SL55,2091.53247,1992,1,1.8,21.5,SL,SL1992S55 -SL01,2091.69950,1993,1,2.39,NA,SL,SL1993S01 -SL01,2091.69949,1993,1,1.77,NA,SL,SL1993S01 -SL01,2091.69951,1993,1,1.9,NA,SL,SL1993S01 -SL01,2091.69952,1993,1,1.8,NA,SL,SL1993S01 -SL02,2091.69421,1993,1,1.43,24.5,SL,SL1993S02 -SL02,2091.69420,1993,1,1.45,28.7,SL,SL1993S02 -SL02,2091.69423,1993,1,1.52,25.1,SL,SL1993S02 -SL02,2091.69422,1993,1,1.51,22.7,SL,SL1993S02 -SL02,2091.69424,1993,1,1.51,24.2,SL,SL1993S02 -SL03,2091.69393,1993,1,1.46,25.6,SL,SL1993S03 -SL03,2091.69391,1993,1,1.31,22.9,SL,SL1993S03 -SL03,2091.69394,1993,1,1.82,22.5,SL,SL1993S03 -SL03,2091.69392,1993,1,1.72,24.8,SL,SL1993S03 -SL04,2091.69428,1993,1,1.65,24.5,SL,SL1993S04 -SL04,2091.69429,1993,1,1.07,23,SL,SL1993S04 -SL04,2091.69427,1993,1,1.37,25.5,SL,SL1993S04 -SL04,2091.69426,1993,1,1.64,24.6,SL,SL1993S04 -SL04,2091.69425,1993,1,1.51,24.5,SL,SL1993S04 -SL05,2091.69338,1993,1,1.47,24.8,SL,SL1993S05 -SL05,2091.69337,1993,1,1.53,24,SL,SL1993S05 -SL05,2091.69335,1993,1,2.02,23.2,SL,SL1993S05 -SL06,NA,1993,2,NA,NA,SL,SL1993S06 -SL06,NA,1993,2,NA,NA,SL,SL1993S06 -SL06,NA,1993,2,NA,NA,SL,SL1993S06 -SL07,2091.69342,1993,1,1.7,25,SL,SL1993S07 -SL07,2091.69340,1993,1,1.28,20.9,SL,SL1993S07 -SL07,2091.69339,1993,1,1.45,23.1,SL,SL1993S07 -SL07,2091.69341,1993,1,1.52,24.1,SL,SL1993S07 -SL07,2091.69343,1993,1,1.43,23.7,SL,SL1993S07 -SL08,2091.69398,1993,1,1.57,23,SL,SL1993S08 -SL08,2091.69397,1993,1,1.92,24.8,SL,SL1993S08 -SL08,2091.69396,1993,1,1.84,23.2,SL,SL1993S08 -SL08,2091.69399,1993,1,1.9,23.1,SL,SL1993S08 -SL08,2091.69395,1993,1,1.76,25.8,SL,SL1993S08 -SL08B,2091.69400,1993,1,1.47,22.5,SL,SL1993S08B -SL08B,2091.69526,1993,1,1.6,27.1,SL,SL1993S08B -SL08B,2091.69529,1993,1,1.31,24.1,SL,SL1993S08B -SL08B,2091.69528,1993,1,1.91,24.5,SL,SL1993S08B -SL08B,2091.69527,1993,1,1.58,23,SL,SL1993S08B -SL08B,NA,1993,2,NA,NA,SL,SL1993S08B -SL08C,NA,1993,1,1.47,NA,SL,SL1993S08C -SL08C,2091.69497,1993,1,1.64,26.8,SL,SL1993S08C -SL08C,2091.69495,1993,1,1.66,25,SL,SL1993S08C -SL08C,2091.69496,1993,1,1.67,24.7,SL,SL1993S08C -SL08C,2091.69494,1993,1,2.02,24.3,SL,SL1993S08C -SL08E,NA,1993,1,NA,NA,SL,SL1993S08E -SL08E,2091.69774,1993,2,1.33,NA,SL,SL1993S08E -SL08E,2091.69773,1993,2,1.61,NA,SL,SL1993S08E -SL08F,2091.69554,1993,1,1.78,NA,SL,SL1993S08F -SL08F,2091.69500,1993,1,1.95,21.7,SL,SL1993S08F -SL08F,2091.69384,1993,1,1.93,21.5,SL,SL1993S08F -SL08F,2091.69385,1993,1,1.66,23.3,SL,SL1993S08F -SL08F,2091.69498,1993,1,1.72,20.8,SL,SL1993S08F -SL08F,2091.69499,1993,1,1.69,19.4,SL,SL1993S08F -SL08G,NA,1993,1,1.36,NA,SL,SL1993S08G -SL08G,NA,1993,1,1.92,NA,SL,SL1993S08G -SL08G,NA,1993,2,2.12,NA,SL,SL1993S08G -SL08G,NA,1993,2,1.65,NA,SL,SL1993S08G -SL09,NA,1993,1,NA,NA,SL,SL1993S09 -SL09,2091.69772,1993,2,1.99,NA,SL,SL1993S09 -SL09,2091.69769,1993,2,2.05,NA,SL,SL1993S09 -SL09,2091.69771,1993,2,1.73,NA,SL,SL1993S09 -SL09,2091.69770,1993,2,2.14,NA,SL,SL1993S09 -SL10,2091.69345,1993,1,2.19,22.8,SL,SL1993S10 -SL10,2091.69344,1993,1,1.66,21.6,SL,SL1993S10 -SL11,2091.69556,1993,1,1.61,23.8,SL,SL1993S11 -SL11,2091.69555,1993,1,1.31,22.5,SL,SL1993S11 -SL11,2091.69557,1993,1,1.55,24.4,SL,SL1993S11 -SL11,2091.69558,1993,1,1.32,24.8,SL,SL1993S11 -SL12,2091.69350,1993,1,1.93,22,SL,SL1993S12 -SL12,2091.69352,1993,1,1.74,21.9,SL,SL1993S12 -SL12,2091.69349,1993,1,1.37,0,SL,SL1993S12 -SL12,2091.69351,1993,1,1.28,23.1,SL,SL1993S12 -SL12,2091.69347,1993,1,1.61,25.1,SL,SL1993S12 -SL12,2091.69348,1993,1,1.4,22.7,SL,SL1993S12 -SL13,2091.69543,1993,1,1.41,25.2,SL,SL1993S13 -SL13,2091.69544,1993,1,1.32,24.3,SL,SL1993S13 -SL13,2091.69541,1993,1,1.34,24.5,SL,SL1993S13 -SL13,2091.69545,1993,1,1.48,23.8,SL,SL1993S13 -SL13,2091.69540,1993,1,1.52,23.7,SL,SL1993S13 -SL13,2091.69542,1993,1,1.58,22.8,SL,SL1993S13 -SL14,2091.69522,1993,1,1.52,22.5,SL,SL1993S14 -SL14,2091.69524,1993,1,1.56,21.5,SL,SL1993S14 -SL14,2091.69525,1993,1,1.31,22,SL,SL1993S14 -SL14,2091.69520,1993,1,1.58,23,SL,SL1993S14 -SL14,2091.69523,1993,1,1.63,22,SL,SL1993S14 -SL14,2091.69521,1993,1,1.55,19.6,SL,SL1993S14 -SL15,2091.69926,1993,1,2.08,23.6,SL,SL1993S15 -SL15,2091.69925,1993,1,1.57,23,SL,SL1993S15 -SL15,2091.69927,1993,1,2.8,25.3,SL,SL1993S15 -SL15,2091.69928,1993,1,1.44,24.5,SL,SL1993S15 -SL16,2091.69379,1993,1,1.52,24.6,SL,SL1993S16 -SL16,2091.69381,1993,1,1.5,23.9,SL,SL1993S16 -SL16,2091.69378,1993,1,1.6,26.1,SL,SL1993S16 -SL16,2091.69380,1993,1,1.66,25,SL,SL1993S16 -SL16,2091.69383,1993,1,1.51,25,SL,SL1993S16 -SL16,2091.69382,1993,1,1.5,23.4,SL,SL1993S16 -SL17,2091.69444,1993,1,1.48,23,SL,SL1993S17 -SL17,2091.69442,1993,1,1.7,24.5,SL,SL1993S17 -SL17,2091.69440,1993,1,1.92,22.5,SL,SL1993S17 -SL17,2091.69445,1993,1,1.45,23.1,SL,SL1993S17 -SL17,2091.69446,1993,1,1.55,24.5,SL,SL1993S17 -SL17,2091.69441,1993,1,1.68,24.3,SL,SL1993S17 -SL17,2091.69443,1993,1,2.04,24.9,SL,SL1993S17 -SL18,2091.69353,1993,1,2.22,24.4,SL,SL1993S18 -SL18,2091.69356,1993,1,2.13,23.7,SL,SL1993S18 -SL18,2091.69354,1993,1,1.91,23.6,SL,SL1993S18 -SL18,2091.69355,1993,1,1.4,26.4,SL,SL1993S18 -SL19,2091.69519,1993,1,1.7,22.9,SL,SL1993S19 -SL19,2091.69517,1993,1,1.41,25.5,SL,SL1993S19 -SL19,2091.69516,1993,1,1.44,24.4,SL,SL1993S19 -SL19,2091.69518,1993,1,1.43,23.3,SL,SL1993S19 -SL20,2091.69929,1993,1,1.4,22.7,SL,SL1993S20 -SL20,2091.69923,1993,1,1.57,26.3,SL,SL1993S20 -SL20,2091.69924,1993,1,1.42,21.5,SL,SL1993S20 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-SL03,1671.50128,2001,1,1.26,24.8,SL,SL2001S03 -SL03,1671.50130,2001,1,1.28,23.4,SL,SL2001S03 -SL03,1671.50125,2001,1,1.16,24.3,SL,SL2001S03 -SL04,1671.50146,2001,1,1.5,21.7,SL,SL2001S04 -SL04,1671.50148,2001,1,1.48,22.4,SL,SL2001S04 -SL04,1671.50147,2001,1,1.48,22.8,SL,SL2001S04 -SL04,1671.50149,2001,1,1.41,22,SL,SL2001S04 -SL04,1671.50150,2001,1,1.58,22.4,SL,SL2001S04 -SL05,1671.50368,2001,1,1.89,25.2,SL,SL2001S05 -SL05,NA,2001,1,1.85,NA,SL,SL2001S05 -SL05,1671.50369,2001,1,1.65,23.2,SL,SL2001S05 -SL05,1671.50370,2001,1,1.69,25.7,SL,SL2001S05 -SL06,1651.03780,2001,1,1.52,25.8,SL,SL2001S06 -SL06,1651.03782,2001,1,1.44,23.9,SL,SL2001S06 -SL06,1651.03781,2001,1,1.51,24.2,SL,SL2001S06 -SL06,1651.03785,2001,1,1.58,24.2,SL,SL2001S06 -SL06,1651.03784,2001,1,1.43,25.9,SL,SL2001S06 -SL06,1651.03783,2001,1,1.52,25.6,SL,SL2001S06 -SL07,1671.50376,2001,1,1.45,24.2,SL,SL2001S07 -SL07,1671.50371,2001,1,1.58,23.6,SL,SL2001S07 -SL07,1671.50375,2001,1,1.72,24.6,SL,SL2001S07 -SL07,1671.50374,2001,1,1.64,22.9,SL,SL2001S07 -SL07,1671.50372,2001,1,1.9,25.3,SL,SL2001S07 -SL07,1671.50373,2001,1,1.78,23.8,SL,SL2001S07 -SL07,1671.50376,2001,1,NA,23.7,SL,SL2001S07 -SL08,1671.50371,2001,1,1.37,NA,SL,SL2001S08 -SL08,1671.50373,2001,1,1.29,NA,SL,SL2001S08 -SL08,1671.50372,2001,1,1.38,NA,SL,SL2001S08 -SL08,1671.50374,2001,1,1.28,NA,SL,SL2001S08 -SL08,1671.50375,2001,1,1.4,NA,SL,SL2001S08 -SL09,1651.03672,2001,1,1.5,25.1,SL,SL2001S09 -SL09,1651.03674,2001,1,1.43,25.6,SL,SL2001S09 -SL09,1651.03673,2001,1,1.33,24.5,SL,SL2001S09 -SL09,1651.03675,2001,1,1.45,26.7,SL,SL2001S09 -SL09,1651.03676,2001,1,1.63,22.4,SL,SL2001S09 -SL09,1651.03677,2001,1,1.61,23.1,SL,SL2001S09 -SL11,1651.03652,2001,1,1.21,24.4,SL,SL2001S11 -SL11,1651.03648,2001,1,1.5,24.2,SL,SL2001S11 -SL11,1651.03651,2001,1,1.64,27.1,SL,SL2001S11 -SL11,1651.03650,2001,1,1.25,23.9,SL,SL2001S11 -SL11,1651.03649,2001,1,2.15,26.9,SL,SL2001S11 -SL12,1671.50164,2001,1,1.38,25.1,SL,SL2001S12 -SL12,1671.50168,2001,1,1.42,23.4,SL,SL2001S12 -SL12,1671.50166,2001,1,1.36,25.2,SL,SL2001S12 -SL12,1671.50165,2001,1,1.49,23.8,SL,SL2001S12 -SL12,1671.50167,2001,1,1.72,24.3,SL,SL2001S12 -SL13,NA,2001,1,1.58,NA,SL,SL2001S13 -SL13,NA,2001,1,1.77,NA,SL,SL2001S13 -SL13,NA,2001,1,1.82,NA,SL,SL2001S13 -SL13,NA,2001,1,1.54,NA,SL,SL2001S13 -SL13,NA,2001,1,1.36,NA,SL,SL2001S13 -SL13,NA,2001,1,1.56,NA,SL,SL2001S13 -SL14,1671.50162,2001,1,1.23,26,SL,SL2001S14 -SL14,1671.50163,2001,1,1.31,25.6,SL,SL2001S14 -SL15,1651.03653,2001,1,1.6,24.8,SL,SL2001S15 -SL15,1651.03654,2001,1,1.75,26.1,SL,SL2001S15 -SL15,1671.50497,2001,2,NA,NA,SL,SL2001S15 -SL15,1671.50498,2001,2,NA,NA,SL,SL2001S15 -SL15,1671.50499,2001,2,NA,NA,SL,SL2001S15 -SL16,2171.21297,2001,1,1.81,24.7,SL,SL2001S16 -SL16,1671.503002,2001,1,1.93,23.7,SL,SL2001S16 -SL16,2171.21299,2001,1,1.61,22.3,SL,SL2001S16 -SL16,2171.21298,2001,1,1.76,26.3,SL,SL2001S16 -SL16,1671.503001,2001,1,1.74,24,SL,SL2001S16 -SL17,1651.03678,2001,1,NA,23.3,SL,SL2001S17 -SL17,1651.03680,2001,1,NA,24.6,SL,SL2001S17 -SL17,1651.03679,2001,1,NA,24,SL,SL2001S17 -SL17,1651.03681,2001,1,NA,23.1,SL,SL2001S17 -SL17,1651.03682,2001,1,1.56,25.6,SL,SL2001S17 -SL17,1651.03683,2001,1,1.31,22.2,SL,SL2001S17 -SL18,1671.50118,2001,1,1.7,22.5,SL,SL2001S18 -SL18,1671.50124,2001,1,1.64,23.2,SL,SL2001S18 -SL18,1671.50122,2001,1,1.89,25.8,SL,SL2001S18 -SL18,1671.50120,2001,1,1.54,22.9,SL,SL2001S18 -SL18,1671.50123,2001,1,1.89,23.4,SL,SL2001S18 -SL18,1671.50119,2001,1,1.62,23.5,SL,SL2001S18 -SL18,1671.50121,2001,1,1.46,22,SL,SL2001S18 -SL19,1671.50279,2001,1,1.49,24.3,SL,SL2001S19 -SL19,NA,2001,1,1.34,NA,SL,SL2001S19 -SL19,1671.50280,2001,1,1.8,25.5,SL,SL2001S19 -SL19,1671.50277,2001,1,1.64,22.2,SL,SL2001S19 -SL19,1671.50278,2001,1,1.52,25.1,SL,SL2001S19 -SL21,1651.03689,2001,1,1.66,26.1,SL,SL2001S21 -SL21,1651.03684,2001,1,1.93,22,SL,SL2001S21 -SL21,1651.03688,2001,1,2.06,23,SL,SL2001S21 -SL21,1651.03686,2001,1,1.56,23.9,SL,SL2001S21 -SL21,1651.03685,2001,1,1.68,22.5,SL,SL2001S21 -SL21,1651.03687,2001,1,1.65,23.2,SL,SL2001S21 -SL22,1671.50135,2001,1,1.79,23.3,SL,SL2001S22 -SL22,1671.50139,2001,1,1.5,24.4,SL,SL2001S22 -SL22,1671.50137,2001,1,1.6,24.7,SL,SL2001S22 -SL22,1671.50136,2001,1,1.69,25.9,SL,SL2001S22 -SL22,1671.50138,2001,1,1.69,27.2,SL,SL2001S22 -SL22,1671.50140,2001,1,1.54,25.3,SL,SL2001S22 -SL23,1651.03773,2001,1,1.5,23.9,SL,SL2001S23 -SL23,1651.03770,2001,1,1.41,24.9,SL,SL2001S23 -SL23,1651.03772,2001,1,1.36,23.6,SL,SL2001S23 -SL23,1651.03771,2001,1,1.48,24,SL,SL2001S23 -SL23,1651.03774,2001,1,1.69,25.9,SL,SL2001S23 -SL24,1651.03664,2001,1,1.72,26.4,SL,SL2001S24 -SL24,1651.03665,2001,1,1.72,23.8,SL,SL2001S24 -SL24,1651.03666,2001,1,1.82,26.1,SL,SL2001S24 -SL24,1651.03660,2001,1,1.63,24.9,SL,SL2001S24 -SL24,1651.03661,2001,1,1.51,32.1,SL,SL2001S24 -SL24,1651.03662,2001,1,1.75,27.7,SL,SL2001S24 -SL24,1651.03663,2001,1,1.73,26.9,SL,SL2001S24 -SL25,1671.50157,2001,1,1.7,21.8,SL,SL2001S25 -SL25,1671.50159,2001,1,1.73,20.6,SL,SL2001S25 -SL25,1671.50158,2001,1,1.69,22.9,SL,SL2001S25 -SL25,1671.50161,2001,1,1.74,21.4,SL,SL2001S25 -SL25,1671.50160,2001,1,1.67,22.7,SL,SL2001S25 -SL26,1671.50111,2001,1,1.87,27.4,SL,SL2001S26 -SL26,1671.50109,2001,1,1.8,24.4,SL,SL2001S26 -SL26,1671.50108,2001,1,1.81,25.6,SL,SL2001S26 -SL26,1671.50112,2001,1,1.52,25.3,SL,SL2001S26 -SL26,1671.50104,2001,1,1.69,24.3,SL,SL2001S26 -SL26,1671.50110,2001,1,1.46,26.5,SL,SL2001S26 -SL26,1671.50107,2001,1,1.46,22.6,SL,SL2001S26 -SL27,1671.50339,2001,1,1.46,20.8,SL,SL2001S27 -SL27,1671.50345,2001,1,1.22,19.9,SL,SL2001S27 -SL27,1671.50343,2001,1,1.88,20.3,SL,SL2001S27 -SL27,1671.50344,2001,1,1.63,19.7,SL,SL2001S27 -SL27,1671.50341,2001,1,1.34,21.6,SL,SL2001S27 -SL27,1671.50340,2001,1,1.68,19.7,SL,SL2001S27 -SL27,1671.50342,2001,1,1.67,22.1,SL,SL2001S27 -SL28,1651.03690,2001,1,NA,NA,SL,SL2001S28 -SL28,1651.03694,2001,1,NA,NA,SL,SL2001S28 -SL28,1651.03692,2001,1,NA,NA,SL,SL2001S28 -SL28,1651.03691,2001,1,NA,NA,SL,SL2001S28 -SL28,1651.03693,2001,1,NA,NA,SL,SL2001S28 -SL28,1651.03695,2001,1,NA,NA,SL,SL2001S28 -SL29,1651.03894,2001,1,1.64,NA,SL,SL2001S29 -SL29,1651.03895,2001,1,1.45,NA,SL,SL2001S29 -SL29,1651.03892,2001,1,1.67,NA,SL,SL2001S29 -SL29,1651.03893,2001,1,1.37,NA,SL,SL2001S29 -SL29,1651.03896,2001,1,2.09,NA,SL,SL2001S29 -SL29,1651.03897,2001,1,1.94,NA,SL,SL2001S29 -SL30,NA,2001,1,1.19,NA,SL,SL2001S30 -SL30,1651.03670,2001,1,1.71,24.8,SL,SL2001S30 -SL30,1651.03671,2001,1,1.64,25.7,SL,SL2001S30 -SL30,1651.03668,2001,1,1.37,24.3,SL,SL2001S30 -SL30,1651.03669,2001,1,1.58,27.4,SL,SL2001S30 -SL31,1671.50169,2001,1,1.46,26.8,SL,SL2001S31 -SL31,1671.50171,2001,1,1.66,28.3,SL,SL2001S31 -SL31,1671.50170,2001,1,1.7,28,SL,SL2001S31 -SL31,1671.50172,2001,1,1.68,28.2,SL,SL2001S31 -SL31,1671.50173,2001,1,1.52,29.3,SL,SL2001S31 -SL33,1671.50346,2001,1,1.39,24.3,SL,SL2001S33 -SL33,1671.50347,2001,1,1.35,23.9,SL,SL2001S33 -SL33,1671.50350,2001,1,1.43,26.3,SL,SL2001S33 -SL33,1671.50348,2001,1,1.58,22.3,SL,SL2001S33 -SL33,1671.50349,2001,1,1.67,21.8,SL,SL2001S33 -SL34,1651.03963,2001,1,1.57,23.4,SL,SL2001S34 -SL34,1651.03962,2001,1,1.5,23.2,SL,SL2001S34 -SL34,1651.03959,2001,1,1.58,23.2,SL,SL2001S34 -SL34,1651.03961,2001,1,1.43,24,SL,SL2001S34 -SL34,1651.03960,2001,1,1.48,21.6,SL,SL2001S34 -SL34,1651.03964,2001,1,1.5,21.6,SL,SL2001S34 -SL38,1651.03696,2001,1,1.44,24.7,SL,SL2001S38 -SL38,1651.03600,2001,1,1.58,23.1,SL,SL2001S38 -SL38,1651.03699,2001,1,1.8,25.8,SL,SL2001S38 -SL38,1651.03698,2001,1,1.5,25.1,SL,SL2001S38 -SL38,1651.03697,2001,1,1.62,23.9,SL,SL2001S38 -SL39,NA,2001,1,NA,NA,SL,SL2001S39 -SL40,1671.50156,2001,1,1.86,21.9,SL,SL2001S40 -SL40,1671.50151,2001,1,1.92,20.5,SL,SL2001S40 -SL40,1671.50152,2001,1,1.76,21.5,SL,SL2001S40 -SL40,1671.50153,2001,1,2.08,21.7,SL,SL2001S40 -SL40,1671.50155,2001,1,1.89,21.2,SL,SL2001S40 -SL40,1671.50154,2001,1,2.09,22.6,SL,SL2001S40 -SL41,NA,2001,1,1.54,NA,SL,SL2001S41 -SL41,1671.50106,2001,1,1.79,22.4,SL,SL2001S41 -SL41,1671.50105,2001,1,1.11,24.5,SL,SL2001S41 -SL41,1671.50103,2001,1,1.5,26.5,SL,SL2001S41 -SL42,1671.50337,2001,1,1.87,22.5,SL,SL2001S42 -SL42,1671.50338,2001,1,1.39,24,SL,SL2001S42 -SL42,1671.50335,2001,1,1.66,22,SL,SL2001S42 -SL42,1671.50336,2001,1,1.53,22.9,SL,SL2001S42 -SL43,1671.50397,2001,1,1.58,18.8,SL,SL2001S43 -SL43,1671.50419,2001,1,1.58,20,SL,SL2001S43 -SL43,1671.50399,2001,1,1.45,19.9,SL,SL2001S43 -SL43,1671.50398,2001,1,1.49,18.2,SL,SL2001S43 -SL43,1671.50300,2001,1,1.44,21.2,SL,SL2001S43 -SL44,1651.03794,2001,1,1.6,24.3,SL,SL2001S44 -SL44,1651.03795,2001,1,2.01,23.9,SL,SL2001S44 -SL44,1651.03792,2001,1,1.61,26,SL,SL2001S44 -SL44,1651.03793,2001,1,1.55,28.2,SL,SL2001S44 -SL45,1671.50177,2001,1,1.79,25.6,SL,SL2001S45 -SL45,1671.50174,2001,1,1.72,27.6,SL,SL2001S45 -SL45,1671.50176,2001,1,1.37,26.4,SL,SL2001S45 -SL45,1671.50175,2001,1,1.78,27.5,SL,SL2001S45 -SL46,2171.21296,2001,1,1.24,22.2,SL,SL2001S46 -SL46,2171.21292,2001,1,1.22,21.4,SL,SL2001S46 -SL46,2171.21294,2001,1,1.58,20.3,SL,SL2001S46 -SL46,2171.21293,2001,1,1.52,20.7,SL,SL2001S46 -SL46,2171.21295,2001,1,1.23,19.6,SL,SL2001S46 -SL47,NA,2001,1,NA,NA,SL,SL2001S47 -SL48,NA,2001,1,1.37,NA,SL,SL2001S48 -SL48,NA,2001,1,1.67,NA,SL,SL2001S48 -SL48,NA,2001,1,1.36,NA,SL,SL2001S48 -SL48,NA,2001,1,3.28,NA,SL,SL2001S48 -SL49,NA,2001,1,1.31,NA,SL,SL2001S49 -SL49,NA,2001,1,1.91,NA,SL,SL2001S49 -SL49,NA,2001,1,1.77,NA,SL,SL2001S49 -SL50,NA,2001,1,1.44,NA,SL,SL2001S50 -SL51,1651.038000,2001,1,1.3,22.4,SL,SL2001S51 -SL51,1651.03798,2001,1,1.36,21.3,SL,SL2001S51 -SL51,1651.03799,2001,1,1.28,20,SL,SL2001S51 -SL51,1651.03796,2001,1,1.44,22.2,SL,SL2001S51 -SL51,1651.03797,2001,1,1.4,22.8,SL,SL2001S51 -SL51,1671.507001,2001,2,NA,NA,SL,SL2001S51 -SL51,1671.507002,2001,2,NA,NA,SL,SL2001S51 -SL51,1671.507003,2001,2,NA,NA,SL,SL2001S51 -SL52,1671.50102,2001,1,1.16,26.8,SL,SL2001S52 -SL52,1671.50101,2001,1,0.98,25.5,SL,SL2001S52 -SL52,1671.50704,2001,2,NA,NA,SL,SL2001S52 -SL52,1671.50705,2001,2,NA,NA,SL,SL2001S52 -SL52,1671.50707,2001,2,NA,NA,SL,SL2001S52 -SL53,1671.50141,2001,1,1.54,21.9,SL,SL2001S53 -SL53,1671.50143,2001,1,1.56,22.2,SL,SL2001S53 -SL53,1671.50142,2001,1,1.47,22.4,SL,SL2001S53 -SL53,1671.50144,2001,1,1.5,21.2,SL,SL2001S53 -SL53,1651.03655,2001,1,1.7,26.9,SL,SL2001S53 -SL53,1651.03659,2001,1,1.73,25.7,SL,SL2001S53 -SL53,1651.03657,2001,1,1.72,26,SL,SL2001S53 -SL53,1651.03656,2001,1,1.66,26.9,SL,SL2001S53 -SL53,1651.03658,2001,1,1.6,26.2,SL,SL2001S53 -SL53,1671.50145,2001,1,1.4,22.2,SL,SL2001S53 -SL54,1651.03767,2001,1,1.45,21,SL,SL2001S54 -SL54,1651.03766,2001,1,1.49,20.5,SL,SL2001S54 -SL54,1651.03768,2001,1,1.47,20.9,SL,SL2001S54 -SL54,1651.03769,2001,1,1.45,21.8,SL,SL2001S54 -SL54,1651.03765,2001,1,1.49,20.8,SL,SL2001S54 -SL55,NA,2001,1,1.41,NA,SL,SL2001S55 -SL55,NA,2001,1,1.59,NA,SL,SL2001S55 -SL55,NA,2001,1,1.78,NA,SL,SL2001S55 -SL55,NA,2001,1,1.61,NA,SL,SL2001S55 -SL55,NA,2001,1,1.58,NA,SL,SL2001S55 -SL55,NA,2001,1,1.6,NA,SL,SL2001S55 -SL55,NA,2001,1,1.56,NA,SL,SL2001S55 -SL61,NA,2001,1,NA,NA,SL,SL2001S61 -SL62,NA,2001,1,NA,NA,SL,SL2001S62 -SL63,NA,2001,1,NA,NA,SL,SL2001S63 -SL64,NA,2001,1,NA,NA,SL,SL2001S64 -SL65,NA,2001,1,1.62,NA,SL,SL2001S65 -SL65,NA,2001,1,1.7,NA,SL,SL2001S65 -SL65,NA,2001,1,1.61,NA,SL,SL2001S65 -SL65,NA,2001,1,1.53,NA,SL,SL2001S65 -SL65,NA,2001,1,1.41,NA,SL,SL2001S65 -SL66,NA,2001,1,1.11,NA,SL,SL2001S66 -SL66,NA,2001,1,1.04,NA,SL,SL2001S66 -SL67,NA,2001,1,1.57,NA,SL,SL2001S67 -SL67,NA,2001,1,1.4,NA,SL,SL2001S67 -SL67,NA,2001,1,1.54,NA,SL,SL2001S67 -SL67,NA,2001,1,1.37,NA,SL,SL2001S67 -SL68,NA,2001,1,NA,NA,SL,SL2001S68 -SL69,NA,2001,1,1.79,NA,SL,SL2001S69 -SL69,NA,2001,1,1.54,NA,SL,SL2001S69 -SL69,NA,2001,1,1.62,NA,SL,SL2001S69 -SL70,1651.03776,2001,1,1.78,25.2,SL,SL2001S70 -SL70,1651.03779,2001,1,1.36,24.9,SL,SL2001S70 -SL70,1651.03777,2001,1,1.42,24.3,SL,SL2001S70 -SL70,1651.03775,2001,1,1.52,24.7,SL,SL2001S70 -SL70,1651.03778,2001,1,1.61,26.2,SL,SL2001S70 -SL71,NA,2001,1,1.47,NA,SL,SL2001S71 -SL71,NA,2001,1,1.5,NA,SL,SL2001S71 -SL71,NA,2001,1,1.51,NA,SL,SL2001S71 -SL71,NA,2001,1,1.46,NA,SL,SL2001S71 -SL71,NA,2001,1,1.43,NA,SL,SL2001S71 -SL71,NA,2001,2,1.74,NA,SL,SL2001S71 -SL71,NA,2001,2,1.66,NA,SL,SL2001S71 -SL71,NA,2001,2,1.59,NA,SL,SL2001S71 -SL71,NA,2001,2,1.74,NA,SL,SL2001S71 -SL71,NA,2001,2,1.68,NA,SL,SL2001S71 -SL72,NA,2001,1,NA,NA,SL,SL2001S72 -SL73,NA,2001,1,1.3,NA,SL,SL2001S73 -SL74,NA,2001,1,NA,NA,SL,SL2001S74 -SL75,NA,2001,1,1.63,NA,SL,SL2001S75 -SL75,NA,2001,1,1.98,NA,SL,SL2001S75 -SL75,NA,2001,1,2.35,NA,SL,SL2001S75 -SL75,NA,2001,1,1.98,NA,SL,SL2001S75 -SL75,NA,2001,1,1.81,NA,SL,SL2001S75 -SL76,NA,2001,1,NA,NA,SL,SL2001S76 -SL77,NA,2001,1,1.99,NA,SL,SL2001S77 -SL77,NA,2001,1,1.68,NA,SL,SL2001S77 -SL77,NA,2001,1,1.87,NA,SL,SL2001S77 -SL77,NA,2001,1,2.31,NA,SL,SL2001S77 -SL78,NA,2001,1,1.11,NA,SL,SL2001S78 -SL78,NA,2001,1,1.16,NA,SL,SL2001S78 -SL78,NA,2001,1,1.21,NA,SL,SL2001S78 -SL78,NA,2001,1,1.32,NA,SL,SL2001S78 -SL79,NA,2001,1,NA,NA,SL,SL2001S79 -SL80,NA,2001,1,1.61,NA,SL,SL2001S80 -SL80,NA,2001,1,1.37,NA,SL,SL2001S80 -SL80,NA,2001,1,1.57,NA,SL,SL2001S80 -SL80,NA,2001,1,1.6,NA,SL,SL2001S80 -SL80,NA,2001,1,1.27,NA,SL,SL2001S80 -SL80,NA,2001,1,1.94,NA,SL,SL2001S80 -SL80,NA,2001,1,2,NA,SL,SL2001S80 -SL01,1671.51767,2002,1,1.87,22.8,SL,SL2002S01 -SL01,1671.51762,2002,1,1.5,24.4,SL,SL2002S01 -SL01,1671.51764,2002,1,1.53,23.1,SL,SL2002S01 -SL01,1671.51763,2002,1,1.32,24,SL,SL2002S01 -SL01,1671.51765,2002,1,1.43,24.4,SL,SL2002S01 -SL01,1671.51766,2002,1,2,24.1,SL,SL2002S01 -SL02,NA,2002,1,NA,NA,SL,SL2002S02 -SL03,1671.51725,2002,1,1.66,21.8,SL,SL2002S03 -SL03,1671.51723,2002,1,1.46,23.5,SL,SL2002S03 -SL03,1671.51720,2002,1,1.56,25.6,SL,SL2002S03 -SL03,1671.51722,2002,1,1.45,23,SL,SL2002S03 -SL03,1671.51721,2002,1,1.54,21.9,SL,SL2002S03 -SL03,1671.51724,2002,1,1.88,23.9,SL,SL2002S03 -SL04,1671.51689,2002,1,1.75,24,SL,SL2002S04 -SL04,1671.51691,2002,1,1.63,24.6,SL,SL2002S04 -SL04,1671.51690,2002,1,1.74,23.3,SL,SL2002S04 -SL04,1671.51688,2002,1,1.7,23.1,SL,SL2002S04 -SL05,1671.51730,2002,1,3.92,22.6,SL,SL2002S05 -SL05,1671.51728,2002,1,1.47,23.5,SL,SL2002S05 -SL05,1671.51729,2002,1,1.52,22.4,SL,SL2002S05 -SL05,1671.51726,2002,1,1.7,22.8,SL,SL2002S05 -SL05,1671.51727,2002,1,1.56,22.3,SL,SL2002S05 -SL06,NA,2002,1,NA,NA,SL,SL2002S06 -SL07,1671.50767,2002,1,1.7,21.6,SL,SL2002S07 -SL07,1671.50769,2002,1,1.65,24,SL,SL2002S07 -SL07,1671.50771,2002,1,1.88,24.6,SL,SL2002S07 -SL07,1671.50770,2002,1,1.85,23.4,SL,SL2002S07 -SL07,1671.50768,2002,1,1.51,24.2,SL,SL2002S07 -SL08,1671.51734,2002,1,1.25,20.8,SL,SL2002S08 -SL08,1671.51731,2002,1,1.82,22.2,SL,SL2002S08 -SL08,1671.51733,2002,1,1.59,21.6,SL,SL2002S08 -SL08,1671.51732,2002,1,1.8,23.9,SL,SL2002S08 -SL09,1671.51862,2002,1,2,22.3,SL,SL2002S09 -SL09,NA,2002,1,1.5,NA,SL,SL2002S09 -SL09,1671.51863,2002,1,1.35,20.7,SL,SL2002S09 -SL09,1671.51864,2002,1,1.59,21.8,SL,SL2002S09 -SL10,1671.50776,2002,1,1.61,20.8,SL,SL2002S10 -SL10,1671.50772,2002,1,1.37,21.7,SL,SL2002S10 -SL10,1671.50775,2002,1,1.91,19.7,SL,SL2002S10 -SL10,1671.50773,2002,1,2.49,21.3,SL,SL2002S10 -SL10,1671.50777,2002,1,2.19,21.2,SL,SL2002S10 -SL10,1671.50774,2002,1,1.55,19.1,SL,SL2002S10 -SL11,1671.51636,2002,1,1.19,NA,SL,SL2002S11 -SL11,1671.51639,2002,1,1.42,NA,SL,SL2002S11 -SL11,1671.51640,2002,1,1.45,NA,SL,SL2002S11 -SL11,1671.51638,2002,1,1.49,NA,SL,SL2002S11 -SL11,1671.51637,2002,1,1.66,NA,SL,SL2002S11 -SL12,1671.50779,2002,1,1.7,NA,SL,SL2002S12 -SL12,1671.50782,2002,1,1.58,NA,SL,SL2002S12 -SL12,1671.50778,2002,1,2,NA,SL,SL2002S12 -SL12,1671.50781,2002,1,1.87,NA,SL,SL2002S12 -SL12,1671.50783,2002,1,1.85,NA,SL,SL2002S12 -SL12,1671.50780,2002,1,1.85,NA,SL,SL2002S12 -SL13,1671.51706,2002,1,1.42,18.4,SL,SL2002S13 -SL13,1671.51707,2002,1,1.32,20,SL,SL2002S13 -SL13,1671.51702,2002,1,1.6,18.7,SL,SL2002S13 -SL13,1671.51704,2002,1,1.55,20.7,SL,SL2002S13 -SL13,1671.51703,2002,1,1.62,23.4,SL,SL2002S13 -SL13,1671.51705,2002,1,1.32,18,SL,SL2002S13 -SL14,1671.51657,2002,1,1.48,NA,SL,SL2002S14 -SL14,1671.51659,2002,1,1.77,NA,SL,SL2002S14 -SL14,1671.51655,2002,1,1.93,NA,SL,SL2002S14 -SL14,1671.51656,2002,1,1.52,NA,SL,SL2002S14 -SL14,1671.51658,2002,1,1.66,NA,SL,SL2002S14 -SL15,1671.51708,2002,1,1.55,22.7,SL,SL2002S15 -SL15,1671.51712,2002,1,1.64,21.5,SL,SL2002S15 -SL15,1671.51710,2002,1,1.32,20.2,SL,SL2002S15 -SL15,1671.51709,2002,1,1.69,20.4,SL,SL2002S15 -SL15,1671.51711,2002,1,1.7,22.4,SL,SL2002S15 -SL15,1671.51713,2002,1,1.7,22.8,SL,SL2002S15 -SL15,1671.51714,2002,1,2,22.6,SL,SL2002S15 -SL16,1671.51634,2002,1,1.45,21,SL,SL2002S16 -SL16,1671.51630,2002,1,1.33,21.8,SL,SL2002S16 -SL16,1671.51635,2002,1,1.41,22.8,SL,SL2002S16 -SL16,1671.51632,2002,1,1.7,22.4,SL,SL2002S16 -SL16,1671.51631,2002,1,1.64,25.1,SL,SL2002S16 -SL16,1671.51633,2002,1,1.56,23.1,SL,SL2002S16 -SL17,1671.51834,2002,1,1.64,23.5,SL,SL2002S17 -SL17,1671.51838,2002,1,1.88,22,SL,SL2002S17 -SL17,1671.51836,2002,1,1.71,21.7,SL,SL2002S17 -SL17,1671.51835,2002,1,2.08,21.8,SL,SL2002S17 -SL17,1671.51837,2002,1,1.64,23.3,SL,SL2002S17 -SL18,1671.51745,2002,1,2,24.1,SL,SL2002S18 -SL18,1671.51743,2002,1,1.19,22.1,SL,SL2002S18 -SL18,1671.51740,2002,1,1.34,20.4,SL,SL2002S18 -SL18,1671.51747,2002,1,1.26,24.1,SL,SL2002S18 -SL18,1671.51741,2002,1,1.38,22.5,SL,SL2002S18 -SL18,1671.51744,2002,1,1.54,21.2,SL,SL2002S18 -SL19,1671.50665,2002,1,1.34,NA,SL,SL2002S19 -SL19,1671.50660,2002,1,1.52,22.8,SL,SL2002S19 -SL19,1671.50664,2002,1,1.21,24.5,SL,SL2002S19 -SL19,1671.50662,2002,1,1.38,23.3,SL,SL2002S19 -SL19,1671.50661,2002,1,1.32,24.2,SL,SL2002S19 -SL19,1671.50663,2002,1,1.26,23.4,SL,SL2002S19 -SL20,1671.51660,2002,1,1.49,22,SL,SL2002S20 -SL20,1671.51661,2002,1,1.4,16.4,SL,SL2002S20 -SL20,1671.51663,2002,1,1.38,22.9,SL,SL2002S20 -SL20,1671.51664,2002,1,1.43,23.6,SL,SL2002S20 -SL20,1671.51662,2002,1,1.3,22.1,SL,SL2002S20 -SL21,1671.51627,2002,1,1.3,22,SL,SL2002S21 -SL21,1671.51628,2002,1,1.28,21.6,SL,SL2002S21 -SL21,1671.51629,2002,1,1.37,21.3,SL,SL2002S21 -SL21,1671.51625,2002,1,1.33,21.5,SL,SL2002S21 -SL21,1671.51626,2002,1,1.07,23.2,SL,SL2002S21 -SL22,NA,2002,1,NA,NA,SL,SL2002S22 -SL23,1671.51665,2002,1,1.08,22.6,SL,SL2002S23 -SL23,1671.51669,2002,1,1.44,20.3,SL,SL2002S23 -SL23,1671.51670,2002,1,1.2,21.9,SL,SL2002S23 -SL23,1671.51667,2002,1,1.43,22.2,SL,SL2002S23 -SL23,1671.51666,2002,1,1.54,23,SL,SL2002S23 -SL23,1671.51668,2002,1,1.22,19.4,SL,SL2002S23 -SL24,1671.51749,2002,1,1.58,24.7,SL,SL2002S24 -SL24,1671.51746,2002,1,1.25,21.4,SL,SL2002S24 -SL24,1671.51747,2002,1,1.28,22.9,SL,SL2002S24 -SL24,1671.51748,2002,1,1.7,21,SL,SL2002S24 -SL25,1671.51621,2002,1,1.45,20,SL,SL2002S25 -SL25,1671.51616,2002,1,1.85,33.2,SL,SL2002S25 -SL25,1671.51618,2002,1,1.42,21,SL,SL2002S25 -SL25,1671.51617,2002,1,1.6,23.1,SL,SL2002S25 -SL25,1671.51619,2002,1,1.5,23,SL,SL2002S25 -SL25,1671.51620,2002,1,1.68,21.2,SL,SL2002S25 -SL26,1671.50670,2002,1,1.25,22.5,SL,SL2002S26 -SL26,1671.50667,2002,1,1.3,21.2,SL,SL2002S26 -SL26,1671.50669,2002,1,1.56,20.6,SL,SL2002S26 -SL26,1671.50668,2002,1,1.72,21.1,SL,SL2002S26 -SL27,1671.50676,2002,1,1.47,25.1,SL,SL2002S27 -SL27,1671.50675,2002,1,1.52,23.3,SL,SL2002S27 -SL27,1671.50671,2002,1,1.34,23.6,SL,SL2002S27 -SL27,1671.50673,2002,1,1.21,24,SL,SL2002S27 -SL27,1671.50672,2002,1,1.34,21.8,SL,SL2002S27 -SL27,1671.50674,2002,1,1.23,22.8,SL,SL2002S27 -SL28,1671.50687,2002,1,1.48,21.2,SL,SL2002S28 -SL28,1671.50683,2002,1,1.38,20,SL,SL2002S28 -SL28,1671.50684,2002,1,1.39,22.4,SL,SL2002S28 -SL28,1671.50686,2002,1,1.76,23.5,SL,SL2002S28 -SL28,1671.50685,2002,1,1.84,22,SL,SL2002S28 -SL28,1671.50688,2002,1,1.61,21.6,SL,SL2002S28 -SL29,1671.51671,2002,1,1.51,23.5,SL,SL2002S29 -SL29,1671.51674,2002,1,1.56,23.1,SL,SL2002S29 -SL29,1671.51675,2002,1,1.41,20.6,SL,SL2002S29 -SL29,1671.51672,2002,1,1.68,23.4,SL,SL2002S29 -SL29,1671.51676,2002,1,1.74,20.4,SL,SL2002S29 -SL29,1671.51673,2002,1,1.66,19.8,SL,SL2002S29 -SL30,1671.51685,2002,1,1.67,16.6,SL,SL2002S30 -SL30,1671.51686,2002,1,1.56,16.2,SL,SL2002S30 -SL30,1671.51683,2002,1,1.78,18.7,SL,SL2002S30 -SL30,1671.51684,2002,1,1.94,17.7,SL,SL2002S30 -SL30,1671.51687,2002,1,1.61,17.8,SL,SL2002S30 -SL31,1671.51756,2002,1,1.48,23.4,SL,SL2002S31 -SL31,1671.51758,2002,1,1.29,21.7,SL,SL2002S31 -SL31,1671.51757,2002,1,1.35,21.8,SL,SL2002S31 -SL31,1671.51761,2002,1,1.45,21.8,SL,SL2002S31 -SL31,1671.51760,2002,1,1.43,22.6,SL,SL2002S31 -SL31,1671.51759,2002,1,1.7,23.7,SL,SL2002S31 -SL33,1671.51622,2002,1,1.94,NA,SL,SL2002S33 -SL33,1671.51623,2002,1,1.55,NA,SL,SL2002S33 -SL33,1671.51624,2002,1,1.46,21.2,SL,SL2002S33 -SL34,1671.50696,2002,1,1.68,21.5,SL,SL2002S34 -SL34,1671.50697,2002,1,1.53,21.9,SL,SL2002S34 -SL34,1671.50693,2002,1,1.8,20.3,SL,SL2002S34 -SL34,1671.50695,2002,1,1.52,22.4,SL,SL2002S34 -SL34,1671.50694,2002,1,1.67,24.1,SL,SL2002S34 -SL35,1671.51677,2002,1,1.55,24,SL,SL2002S35 -SL35,1671.51679,2002,1,1.52,22.5,SL,SL2002S35 -SL35,1671.51678,2002,1,1.52,23.6,SL,SL2002S35 -SL35,1671.51681,2002,1,1.43,22.9,SL,SL2002S35 -SL35,1671.51682,2002,1,1.46,16.7,SL,SL2002S35 -SL35,1671.51680,2002,1,1.63,23.1,SL,SL2002S35 -SL38,1671.51615,2002,1,1.43,22.5,SL,SL2002S38 -SL38,1671.51610,2002,1,1.31,21,SL,SL2002S38 -SL38,1671.51612,2002,1,1.26,22,SL,SL2002S38 -SL38,1671.51611,2002,1,1.43,20.8,SL,SL2002S38 -SL38,1671.51614,2002,1,1.52,21.9,SL,SL2002S38 -SL38,1671.51613,2002,1,1.31,19.1,SL,SL2002S38 -SL39,1671.51604,2002,1,1.37,20.5,SL,SL2002S39 -SL39,1671.51609,2002,1,1.47,20.6,SL,SL2002S39 -SL39,1671.51608,2002,1,1.58,20.3,SL,SL2002S39 -SL39,1671.51606,2002,1,1.51,23.6,SL,SL2002S39 -SL39,1671.51605,2002,1,1.58,19.6,SL,SL2002S39 -SL39,1671.51607,2002,1,1.38,21.3,SL,SL2002S39 -SL40,1671.51718,2002,1,1.72,23.6,SL,SL2002S40 -SL40,1671.51716,2002,1,1.86,22.3,SL,SL2002S40 -SL40,1671.51717,2002,1,1.42,24.5,SL,SL2002S40 -SL40,1671.51715,2002,1,1.86,22.3,SL,SL2002S40 -SL40,1671.51719,2002,1,2.82,23.2,SL,SL2002S40 -SL41,1671.50701,2002,1,1.43,20.3,SL,SL2002S41 -SL41,1671.50698,2002,1,1.4,19.1,SL,SL2002S41 -SL41,1671.50699,2002,1,1.43,20.7,SL,SL2002S41 -SL41,1671.50703,2002,1,1.25,18.5,SL,SL2002S41 -SL41,1671.50702,2002,1,1.41,20.2,SL,SL2002S41 -SL41,1671.50700,2002,1,1.62,21.5,SL,SL2002S41 -SL42,1671.50682,2002,1,1.51,22.8,SL,SL2002S42 -SL42,1671.50681,2002,1,1.53,21.9,SL,SL2002S42 -SL42,1671.50680,2002,1,1.76,23.4,SL,SL2002S42 -SL42,1671.50677,2002,1,1.82,22.5,SL,SL2002S42 -SL42,1671.50679,2002,1,1.58,19.9,SL,SL2002S42 -SL42,1671.50678,2002,1,1.68,22.2,SL,SL2002S42 -SL43,1671.51839,2002,1,1.4,19.6,SL,SL2002S43 -SL43,1671.51840,2002,1,1.53,16.3,SL,SL2002S43 -SL44,1671.51645,2002,1,1.94,24.8,SL,SL2002S44 -SL44,1671.51641,2002,1,2.1,25.2,SL,SL2002S44 -SL44,1671.51643,2002,1,1.95,22.2,SL,SL2002S44 -SL44,1671.51642,2002,1,1.87,21.2,SL,SL2002S44 -SL44,1671.51644,2002,1,1.65,25.4,SL,SL2002S44 -SL45,1671.51777,2002,1,1.81,22.8,SL,SL2002S45 -SL45,1671.51779,2002,1,1.62,23.1,SL,SL2002S45 -SL45,1671.51778,2002,1,1.72,22.8,SL,SL2002S45 -SL45,1671.50766,2002,1,NA,25.8,SL,SL2002S45 -SL46,NA,2002,1,NA,NA,SL,SL2002S46 -SL47,NA,2002,1,1.71,NA,SL,SL2002S47 -SL47,1671.51772,2002,1,1.63,26.3,SL,SL2002S47 -SL47,1671.51774,2002,1,1.38,22.8,SL,SL2002S47 -SL47,1671.51773,2002,1,1.77,27.5,SL,SL2002S47 -SL47,1671.51776,2002,1,2,26.3,SL,SL2002S47 -SL47,1671.51775,2002,1,1.9,27.6,SL,SL2002S47 -SL48,1671.51737,2002,1,1.55,21.2,SL,SL2002S48 -SL48,1671.51736,2002,1,1.84,21.2,SL,SL2002S48 -SL48,1671.51738,2002,1,1.5,22.8,SL,SL2002S48 -SL48,1671.51739,2002,1,1.37,21.7,SL,SL2002S48 -SL48,1671.51735,2002,1,1.39,22.1,SL,SL2002S48 -SL49,1671.51649,2002,1,1.31,23.1,SL,SL2002S49 -SL49,1671.51646,2002,1,1.33,23.3,SL,SL2002S49 -SL49,1671.51647,2002,1,1.23,23.5,SL,SL2002S49 -SL49,1671.51648,2002,1,1.55,23.2,SL,SL2002S49 -SL50,NA,2002,1,NA,NA,SL,SL2002S50 -SL51,1671.51768,2002,1,1.81,NA,SL,SL2002S51 -SL51,1671.51770,2002,1,1.78,18.2,SL,SL2002S51 -SL51,1671.51769,2002,1,1.61,20.2,SL,SL2002S51 -SL51,1671.51771,2002,1,1.71,NA,SL,SL2002S51 -SL51,1671.51774,2002,1,1.95,18.4,SL,SL2002S51 -SL53,1671.50689,2002,1,1.59,22.2,SL,SL2002S53 -SL53,1671.50690,2002,1,1.65,21.9,SL,SL2002S53 -SL53,1671.50692,2002,1,1.72,22.4,SL,SL2002S53 -SL53,1671.50691,2002,1,1.54,20.9,SL,SL2002S53 -SL54,1671.50658,2002,1,1.47,21.1,SL,SL2002S54 -SL54,1671.50655,2002,1,1.49,22.9,SL,SL2002S54 -SL54,1671.50653,2002,1,1.39,24,SL,SL2002S54 -SL54,1671.50654,2002,1,1.46,23.8,SL,SL2002S54 -SL54,1671.50656,2002,1,1.35,22,SL,SL2002S54 -SL54,1671.50657,2002,1,1.65,22.5,SL,SL2002S54 -SL55,1671.51650,2002,1,2.1,22.3,SL,SL2002S55 -SL55,1671.51652,2002,1,1.7,23.3,SL,SL2002S55 -SL55,1671.51651,2002,1,1.67,25.2,SL,SL2002S55 -SL55,1671.51654,2002,1,24.9,NA,SL,SL2002S55 -SL55,1671.51653,2002,1,1.74,24.9,SL,SL2002S55 -SL61,1671.51754,2002,1,1.98,21.5,SL,SL2002S61 -SL61,1671.51752,2002,1,1.85,21.3,SL,SL2002S61 -SL61,1671.51750,2002,1,1.51,21.9,SL,SL2002S61 -SL61,1671.51753,2002,1,2.09,21.2,SL,SL2002S61 -SL61,1671.51751,2002,1,1.9,22.4,SL,SL2002S61 -SL61,1671.51755,2002,1,1.65,23.6,SL,SL2002S61 -SL62,1671.51878,2002,1,NA,NA,SL,SL2002S62 -SL62,1671.51880,2002,1,NA,NA,SL,SL2002S62 -SL62,1671.51879,2002,1,NA,NA,SL,SL2002S62 -SL62,1671.51881,2002,1,NA,NA,SL,SL2002S62 -SL62,NA,2002,1,2.1,NA,SL,SL2002S62 -SL62,NA,2002,1,1.69,NA,SL,SL2002S62 -SL62,NA,2002,1,1.68,NA,SL,SL2002S62 -SL62,NA,2002,1,1.81,NA,SL,SL2002S62 -SL70,1671.51692,2002,1,1.47,22.2,SL,SL2002S70 -SL70,1671.51693,2002,1,1.4,25.2,SL,SL2002S70 -SL70,1671.51696,2002,1,1.5,22.8,SL,SL2002S70 -SL70,1671.51694,2002,1,1.67,22.4,SL,SL2002S70 -SL70,1671.51695,2002,1,1.62,21.9,SL,SL2002S70 -SL71,1671.51697,2002,1,1.55,22.1,SL,SL2002S71 -SL71,1671.51701,2002,1,1.78,25.7,SL,SL2002S71 -SL71,1671.51699,2002,1,1.4,23.2,SL,SL2002S71 -SL71,1671.51698,2002,1,1.48,21.3,SL,SL2002S71 -SL71,1671.51700,2002,1,1.42,21.5,SL,SL2002S71 -SL72,1671.51877,2002,1,1.25,NA,SL,SL2002S72 -SL72,1671.51876,2002,1,1.25,NA,SL,SL2002S72 -SL72,1671.51875,2002,1,1.35,NA,SL,SL2002S72 -SL72,NA,2002,1,1.45,NA,SL,SL2002S72 -SL73,NA,2002,1,NA,NA,SL,SL2002S73 -SL74,NA,2002,1,NA,NA,SL,SL2002S74 -SL75,1671.51784,2002,1,NA,NA,SL,SL2002S75 -SL75,1671.51781,2002,1,2.57,NA,SL,SL2002S75 -SL75,1671.51783,2002,1,2.19,NA,SL,SL2002S75 -SL75,1671.51782,2002,1,2.6,NA,SL,SL2002S75 -SL76,NA,2002,1,NA,NA,SL,SL2002S76 -SL77,NA,2002,1,NA,NA,SL,SL2002S77 -SL78,NA,2002,1,NA,NA,SL,SL2002S78 -SL79,NA,2002,1,NA,NA,SL,SL2002S79 -SL80,NA,2002,1,1.6,NA,SL,SL2002S80 -SL80,NA,2002,1,1.5,NA,SL,SL2002S80 -SL80,NA,2002,1,1.72,NA,SL,SL2002S80 -SL80,NA,2002,1,1.72,NA,SL,SL2002S80 -SL80,NA,2002,1,1.72,NA,SL,SL2002S80 -SL01,1651.06494,2003,1,1.41,21.2,SL,SL2003S01 -SL01,1651.06696,2003,1,1.51,25.6,SL,SL2003S01 -SL01,1651.06595,2003,1,NA,24.2,SL,SL2003S01 -SL01,1651.06393,2003,1,1.37,20.2,SL,SL2003S01 -SL01,1651.06292,2003,1,1.3,23.4,SL,SL2003S01 -SL02,1771.41306,2003,1,2.08,20.2,SL,SL2003S02 -SL02,1771.41308,2003,1,0.87,20.7,SL,SL2003S02 -SL02,1771.41307,2003,1,1.87,20.8,SL,SL2003S02 -SL02,1771.41309,2003,1,1.67,22,SL,SL2003S02 -SL03,1771.41073,2003,1,2.03,24.9,SL,SL2003S03 -SL03,1771.41074,2003,1,1.5,20.1,SL,SL2003S03 -SL04,1671.51794,2003,1,1.64,22.8,SL,SL2003S04 -SL04,1671.51790,2003,1,3.68,24.1,SL,SL2003S04 -SL04,1671.51793,2003,1,1.42,21.4,SL,SL2003S04 -SL04,1671.51792,2003,1,1.39,23.5,SL,SL2003S04 -SL04,1671.51791,2003,1,1.44,24,SL,SL2003S04 -SL05,1651.06268,2003,1,1.24,NA,SL,SL2003S05 -SL06,1651.06267,2003,1,1.48,NA,SL,SL2003S06 -SL07,1771.41088,2003,1,1.69,22.2,SL,SL2003S07 -SL07,1771.41086,2003,1,1.77,23.2,SL,SL2003S07 -SL07,1771.41087,2003,1,1.99,24.5,SL,SL2003S07 -SL07,1771.41084,2003,1,1.58,21.2,SL,SL2003S07 -SL07,1771.41085,2003,1,1.42,24.4,SL,SL2003S07 -SL08,1771.41037,2003,1,1.74,24.1,SL,SL2003S08 -SL08,1771.41039,2003,1,1.75,24.7,SL,SL2003S08 -SL08,1771.41038,2003,1,1.85,23,SL,SL2003S08 -SL08,1771.41040,2003,1,1.42,25.2,SL,SL2003S08 -SL09,1671.51799,2003,1,1.38,21.7,SL,SL2003S09 -SL09,1671.51800,2003,1,1.26,22.4,SL,SL2003S09 -SL09,1671.51795,2003,1,1.35,22.6,SL,SL2003S09 -SL09,1671.51797,2003,1,1.38,22.9,SL,SL2003S09 -SL09,1671.51796,2003,1,1.36,21.9,SL,SL2003S09 -SL09,1671.51798,2003,1,1.43,21.5,SL,SL2003S09 -SL10,1771.41072,2003,1,2.35,25.2,SL,SL2003S10 -SL10,1771.41068,2003,1,1.43,25.4,SL,SL2003S10 -SL10,NA,2003,1,1.42,NA,SL,SL2003S10 -SL10,1771.41070,2003,1,1.68,24.2,SL,SL2003S10 -SL10,1771.41069,2003,1,1.61,24.5,SL,SL2003S10 -SL10,1771.41071,2003,1,1.54,25.3,SL,SL2003S10 -SL11,1771.41063,2003,1,1.4,23.3,SL,SL2003S11 -SL11,1771.41067,2003,1,2.25,21.6,SL,SL2003S11 -SL11,1771.41065,2003,1,1.45,23.3,SL,SL2003S11 -SL11,1771.41064,2003,1,1.48,21.5,SL,SL2003S11 -SL11,1771.41066,2003,1,1.54,23.5,SL,SL2003S11 -SL12,1771.41034,2003,1,1.77,24.1,SL,SL2003S12 -SL12,1771.41033,2003,1,1.78,24.8,SL,SL2003S12 -SL12,1771.41032,2003,1,1.78,22.1,SL,SL2003S12 -SL12,1771.41036,2003,1,1.97,25.3,SL,SL2003S12 -SL12,1771.41035,2003,1,NA,23.7,SL,SL2003S12 -SL13,NA,2003,1,NA,NA,SL,SL2003S13 -SL13A,1771.41301,2003,1,1.59,19.9,SL,SL2003S13A -SL13A,1771.41303,2003,1,1.48,20.6,SL,SL2003S13A -SL13A,1771.41302,2003,1,1.3,21,SL,SL2003S13A -SL13A,1771.41304,2003,1,1.3,28,SL,SL2003S13A -SL13A,1771.41305,2003,1,0.93,21.4,SL,SL2003S13A -SL14,1771.41198,2003,2,1.47,21.6,SL,SL2003S14 -SL14,1771.41196,2003,2,1.55,22,SL,SL2003S14 -SL14,1771.41375,2003,2,1.61,21.7,SL,SL2003S14 -SL14,1771.41197,2003,2,1.6,23,SL,SL2003S14 -SL14,1771.41376,2003,2,1.64,22.3,SL,SL2003S14 -SL15,NA,2003,1,2.68,NA,SL,SL2003S15 -SL15,NA,2003,1,2.49,NA,SL,SL2003S15 -SL16,1771.41017,2003,1,1.79,23.5,SL,SL2003S16 -SL16,1771.41021,2003,1,1.51,26.4,SL,SL2003S16 -SL16,1771.41019,2003,1,1.55,26.2,SL,SL2003S16 -SL16,1771.41018,2003,1,1.57,22.6,SL,SL2003S16 -SL16,1771.41020,2003,1,1.49,24.3,SL,SL2003S16 -SL17,1771.41029,2003,1,1.26,23.2,SL,SL2003S17 -SL17,1771.41031,2003,1,1.5,22,SL,SL2003S17 -SL17,1771.41030,2003,1,1.33,21.2,SL,SL2003S17 -SL18,1771.41341,2003,1,2.57,24.2,SL,SL2003S18 -SL18,1771.41345,2003,1,1.45,22.5,SL,SL2003S18 -SL18,1771.41343,2003,1,1.71,21.8,SL,SL2003S18 -SL18,1771.41342,2003,1,2.1,23.6,SL,SL2003S18 -SL18,1771.41344,2003,1,1.62,21.2,SL,SL2003S18 -SL18,1771.41346,2003,1,2.29,22.8,SL,SL2003S18 -SL19,1771.41318,2003,1,1.49,22.2,SL,SL2003S19 -SL19,1771.41320,2003,1,1.45,19.7,SL,SL2003S19 -SL19,1771.41319,2003,1,1.54,23.1,SL,SL2003S19 -SL19,1771.41322,2003,1,2.51,23.7,SL,SL2003S19 -SL19,1771.41321,2003,1,2.73,21.1,SL,SL2003S19 -SL20,1651.06286,2003,1,1.5,25.3,SL,SL2003S20 -SL20,1651.06285,2003,1,1.92,22.9,SL,SL2003S20 -SL20,1651.06282,2003,1,1.65,25.2,SL,SL2003S20 -SL20,1651.06284,2003,1,1.39,25.6,SL,SL2003S20 -SL20,1651.06283,2003,1,1.6,22.2,SL,SL2003S20 -SL21,1651.06290,2003,1,1.43,18.8,SL,SL2003S21 -SL21,1651.06291,2003,1,1.8,20.7,SL,SL2003S21 -SL22,1651.06280,2003,1,2.19,25.1,SL,SL2003S22 -SL22,1651.06281,2003,1,2.1,24.9,SL,SL2003S22 -SL22,1651.06279,2003,1,2.19,26.8,SL,SL2003S22 -SL22,1651.06276,2003,1,1.34,25.1,SL,SL2003S22 -SL22,1651.06278,2003,1,1.96,24.7,SL,SL2003S22 -SL22,1651.06277,2003,1,1.27,24,SL,SL2003S22 -SL23,1651.06248,2003,1,1.35,23.2,SL,SL2003S23 -SL23,1651.06251,2003,1,1.49,23.6,SL,SL2003S23 -SL23,1651.06250,2003,1,1.42,22.5,SL,SL2003S23 -SL23,1651.06249,2003,1,1.58,23.1,SL,SL2003S23 -SL24,1771.41372,2003,1,1.48,12.5,SL,SL2003S24 -SL24,1771.41369,2003,1,1.5,23.3,SL,SL2003S24 -SL24,1771.41370,2003,1,1.31,24.5,SL,SL2003S24 -SL24,1771.41371,2003,1,1.77,23.3,SL,SL2003S24 -SL25,1651.06287,2003,1,3.22,21.9,SL,SL2003S25 -SL25,1651.06289,2003,1,2.49,23.5,SL,SL2003S25 -SL25,1651.06288,2003,1,2.62,23.6,SL,SL2003S25 -SL26,1771.41016,2003,1,1.65,24.2,SL,SL2003S26 -SL26,1771.41014,2003,1,2.12,24.4,SL,SL2003S26 -SL26,1771.41015,2003,1,2.07,22,SL,SL2003S26 -SL26,1771.41012,2003,1,1.63,24.9,SL,SL2003S26 -SL26,1771.41013,2003,1,1.57,22.3,SL,SL2003S26 -SL27,1771.41028,2003,1,1.4,19.4,SL,SL2003S27 -SL27,1771.41022,2003,1,1.96,20.8,SL,SL2003S27 -SL27,1771.41023,2003,1,1.61,21.8,SL,SL2003S27 -SL27,1771.41025,2003,1,1.4,22.4,SL,SL2003S27 -SL27,1771.41024,2003,1,1.53,20,SL,SL2003S27 -SL27,1771.41027,2003,1,1.79,21.3,SL,SL2003S27 -SL27,1771.41026,2003,1,1.96,21.3,SL,SL2003S27 -SL28,1651.06275,2003,1,2.2,22.4,SL,SL2003S28 -SL28,1651.06274,2003,1,2.31,22.9,SL,SL2003S28 -SL28,1651.06273,2003,1,1.5,22.5,SL,SL2003S28 -SL28,1651.06272,2003,1,1.23,25.7,SL,SL2003S28 -SL29,1771.41010,2003,1,1.74,23,SL,SL2003S29 -SL29,1771.41009,2003,1,1.63,20.6,SL,SL2003S29 -SL29,1771.41006,2003,1,1.73,23.8,SL,SL2003S29 -SL29,1771.41008,2003,1,1.01,21,SL,SL2003S29 -SL29,1771.41007,2003,1,1.32,22.8,SL,SL2003S29 -SL29,1771.41011,2003,1,1.48,24.1,SL,SL2003S29 -SL30,1771.41353,2003,1,1.66,23,SL,SL2003S30 -SL30,NA,2003,1,1.37,NA,SL,SL2003S30 -SL30,1771.41354,2003,1,1.61,20.9,SL,SL2003S30 -SL30,1771.41357,2003,1,1.65,19.1,SL,SL2003S30 -SL30,1771.41356,2003,1,1.88,20.2,SL,SL2003S30 -SL30,NA,2003,1,1.09,NA,SL,SL2003S30 -SL30,1771.41355,2003,1,1.77,17.5,SL,SL2003S30 -SL31,1651.06260,2003,1,1.48,24.3,SL,SL2003S31 -SL31,1651.06261,2003,1,1.94,23.6,SL,SL2003S31 -SL31,1651.06258,2003,1,1.38,23.2,SL,SL2003S31 -SL31,1651.06259,2003,1,1.18,25.9,SL,SL2003S31 -SL32,1651.06269,2003,1,1.15,27.5,SL,SL2003S32 -SL33,1771.41089,2003,1,1.7,23.4,SL,SL2003S33 -SL33,1771.41091,2003,1,1.64,23.5,SL,SL2003S33 -SL33,1771.41090,2003,1,1.67,24.1,SL,SL2003S33 -SL33,1771.41092,2003,1,2.35,23.1,SL,SL2003S33 -SL35,1771.41316,2003,1,1.14,22.8,SL,SL2003S35 -SL35,1771.41317,2003,1,1.78,24.2,SL,SL2003S35 -SL38,1771.41057,2003,1,1.4,23.2,SL,SL2003S38 -SL38,1771.41059,2003,1,1.37,21.8,SL,SL2003S38 -SL38,1771.41058,2003,1,1.46,22.3,SL,SL2003S38 -SL38,1771.41060,2003,1,1.41,22.5,SL,SL2003S38 -SL38,1771.41061,2003,1,1.65,20.2,SL,SL2003S38 -SL38,1771.41062,2003,1,1.61,23.4,SL,SL2003S38 -SL39,1771.41002,2003,1,1.84,23.5,SL,SL2003S39 -SL39,1771.41004,2003,1,1.44,24.1,SL,SL2003S39 -SL39,1771.41005,2003,1,1.55,24.8,SL,SL2003S39 -SL39,1771.41001,2003,1,1.62,22,SL,SL2003S39 -SL39,1771.41003,2003,1,1.65,23,SL,SL2003S39 -SL40,1771.41347,2003,1,2.54,21.9,SL,SL2003S40 -SL40,1771.41351,2003,1,1.42,20.9,SL,SL2003S40 -SL40,1771.41349,2003,1,2.35,20.4,SL,SL2003S40 -SL40,1771.41348,2003,1,2.4,20.3,SL,SL2003S40 -SL40,1771.41350,2003,1,1.7,20,SL,SL2003S40 -SL40,1771.41352,2003,1,2.48,19.9,SL,SL2003S40 -SL41,1771.41406,2003,1,5.21,23.9,SL,SL2003S41 -SL41,1771.41410,2003,1,3.84,NA,SL,SL2003S41 -SL41,1771.41408,2003,1,4.92,22.8,SL,SL2003S41 -SL41,1771.41407,2003,1,5.19,21.5,SL,SL2003S41 -SL41,1771.41409,2003,1,4.92,22.3,SL,SL2003S41 -SL42,1771.41405,2003,1,1.6,22.9,SL,SL2003S42 -SL42,1771.41402,2003,1,1.89,23.3,SL,SL2003S42 -SL42,1771.41404,2003,1,1.6,21.1,SL,SL2003S42 -SL42,1771.41403,2003,1,1.88,19.9,SL,SL2003S42 -SL43,1771.41331,2003,1,1.52,23.5,SL,SL2003S43 -SL43,1771.41335,2003,1,1.69,22.5,SL,SL2003S43 -SL43,NA,2003,1,1.25,NA,SL,SL2003S43 -SL43,1771.41333,2003,1,1.47,22.3,SL,SL2003S43 -SL43,1771.41332,2003,1,1.7,23.4,SL,SL2003S43 -SL43,1771.41334,2003,1,1.62,24.1,SL,SL2003S43 -SL44,1771.41078,2003,1,2.34,21.7,SL,SL2003S44 -SL44,1771.41077,2003,1,1.3,24.5,SL,SL2003S44 -SL44,1771.41076,2003,1,1.48,22.5,SL,SL2003S44 -SL44,1771.41075,2003,1,1.62,20.5,SL,SL2003S44 -SL45,1671.51789,2003,1,1.32,22.6,SL,SL2003S45 -SL45,1671.51787,2003,1,1.57,18.8,SL,SL2003S45 -SL45,1671.51788,2003,1,1.22,22.7,SL,SL2003S45 -SL45,1671.51785,2003,1,1.29,23.9,SL,SL2003S45 -SL45,1671.51786,2003,1,1.36,27.5,SL,SL2003S45 -SL46,1771.41051,2003,1,1.43,24.4,SL,SL2003S46 -SL46,1771.41053,2003,1,1.35,23.9,SL,SL2003S46 -SL46,1771.41052,2003,1,1.36,23.1,SL,SL2003S46 -SL46,1771.41054,2003,1,1.25,23.6,SL,SL2003S46 -SL46,1771.41056,2003,1,1.32,22.1,SL,SL2003S46 -SL46,1771.41055,2003,1,1.54,21.4,SL,SL2003S46 -SL47,1771.41358,2003,1,1.85,21.2,SL,SL2003S47 -SL47,1771.41362,2003,1,1.38,23.5,SL,SL2003S47 -SL47,1771.41360,2003,1,1.58,22.1,SL,SL2003S47 -SL47,1771.41359,2003,1,1.71,23.1,SL,SL2003S47 -SL47,1771.41361,2003,1,1.41,22,SL,SL2003S47 -SL47,1771.41363,2003,1,1.6,22.5,SL,SL2003S47 -SL48,1771.41045,2003,1,1.83,21.4,SL,SL2003S48 -SL48,1771.41046,2003,1,1.45,20.2,SL,SL2003S48 -SL48,1771.41041,2003,1,2.8,19.8,SL,SL2003S48 -SL48,1771.41043,2003,1,2.7,20.7,SL,SL2003S48 -SL48,1771.41042,2003,1,2.6,21.9,SL,SL2003S48 -SL48,1771.41044,2003,1,2.5,20.2,SL,SL2003S48 -SL49,1771.41310,2003,1,3.09,24,SL,SL2003S49 -SL49,1771.41315,2003,1,2.38,22.6,SL,SL2003S49 -SL49,1771.41312,2003,1,2.63,20.4,SL,SL2003S49 -SL49,1771.41314,2003,1,1.69,20.1,SL,SL2003S49 -SL49,1771.41311,2003,1,3.15,22.8,SL,SL2003S49 -SL49,1771.41313,2003,1,2.64,18.9,SL,SL2003S49 -SL50,1771.41364,2003,1,1.53,20.9,SL,SL2003S50 -SL50,1771.41365,2003,1,1.48,22,SL,SL2003S50 -SL50,1771.41366,2003,1,1.45,22.1,SL,SL2003S50 -SL50,1771.41368,2003,1,1.42,23,SL,SL2003S50 -SL50,1771.41367,2003,1,1.46,22.1,SL,SL2003S50 -SL51,1771.41336,2003,1,1.88,22.9,SL,SL2003S51 -SL51,1771.41338,2003,1,1.85,22.1,SL,SL2003S51 -SL51,1771.41337,2003,1,2.1,22.5,SL,SL2003S51 -SL51,1771.41339,2003,1,1.62,21.8,SL,SL2003S51 -SL51,1771.41340,2003,1,1.99,21,SL,SL2003S51 -SL53,1771.41093,2003,1,1.68,24,SL,SL2003S53 -SL53,1771.41095,2003,1,1.48,25,SL,SL2003S53 -SL53,1771.41094,2003,1,1.32,23.5,SL,SL2003S53 -SL53,1771.41096,2003,1,1.39,23.1,SL,SL2003S53 -SL53,1771.41097,2003,1,1.79,24.7,SL,SL2003S53 -SL54,1651.06264,2003,1,1.35,25.7,SL,SL2003S54 -SL54,1651.06266,2003,1,1.27,22.8,SL,SL2003S54 -SL54,1651.06265,2003,1,1.51,25,SL,SL2003S54 -SL54,1651.06263,2003,1,1.98,23.7,SL,SL2003S54 -SL55,1771.41047,2003,1,1.39,22,SL,SL2003S55 -SL55,1771.41049,2003,1,1.28,22.9,SL,SL2003S55 -SL55,1771.41048,2003,1,1.25,24.4,SL,SL2003S55 -SL55,1771.41050,2003,1,1.68,21.2,SL,SL2003S55 -SL56,1651.06252,2003,1,1.81,21.9,SL,SL2003S56 -SL56,1651.06257,2003,1,1.8,20.5,SL,SL2003S56 -SL56,1651.06256,2003,1,1.48,21.2,SL,SL2003S56 -SL56,1651.06254,2003,1,0.94,22.3,SL,SL2003S56 -SL56,1651.06253,2003,1,1.42,22.2,SL,SL2003S56 -SL56,1651.06255,2003,1,1.69,20.5,SL,SL2003S56 -SL61,1771.41081,2003,1,1.6,22.4,SL,SL2003S61 -SL61,1771.41082,2003,1,1.49,23.5,SL,SL2003S61 -SL61,1771.41083,2003,1,2.98,25.6,SL,SL2003S61 -SL61,1771.41079,2003,1,NA,26.4,SL,SL2003S61 -SL61,1771.41080,2003,1,NA,24.2,SL,SL2003S61 -SL70,1771.41329,2003,1,1.95,24.2,SL,SL2003S70 -SL70,1771.41323,2003,1,1.71,23.2,SL,SL2003S70 -SL70,1771.41327,2003,1,1.64,23,SL,SL2003S70 -SL70,1771.41325,2003,1,1.79,22.7,SL,SL2003S70 -SL70,1771.41324,2003,1,1.78,24.5,SL,SL2003S70 -SL70,1771.41328,2003,1,0.96,22.5,SL,SL2003S70 -SL70,1771.41326,2003,1,1.64,22.3,SL,SL2003S70 -SL70,1771.41330,2003,1,1.21,20.2,SL,SL2003S70 -SL71,1771.41373,2003,1,1.11,22.7,SL,SL2003S71 -SL71,1771.41377,2003,1,1.45,25.2,SL,SL2003S71 -SL71,1771.41374,2003,1,1.31,24,SL,SL2003S71 -SL71,1771.41379,2003,1,1.84,23,SL,SL2003S71 -SL71,1771.41380,2003,1,1.86,21.8,SL,SL2003S71 -SL71,1771.41378,2003,1,1.84,23,SL,SL2003S71 -SL01,1771.43916,2004,1,1.87,21.9,SL,SL2004S01 -SL01,1771.43917,2004,1,1.65,17.2,SL,SL2004S01 -SL01,1771.43918,2004,1,1.58,21,SL,SL2004S01 -SL01,1771.43919,2004,1,1.3,19.9,SL,SL2004S01 -SL01,1771.43920,2004,1,NA,17,SL,SL2004S01 -SL01,1771.43921,2004,1,NA,20.1,SL,SL2004S01 -SL02,1771.43586,2004,1,1.6,NA,SL,SL2004S02 -SL02,1771.43588,2004,1,1.67,NA,SL,SL2004S02 -SL02,1771.43587,2004,1,1.63,NA,SL,SL2004S02 -SL02,1771.43589,2004,1,1.63,NA,SL,SL2004S02 -SL02,NA,2004,1,NA,NA,SL,SL2004S02 -SL02,NA,2004,1,NA,NA,SL,SL2004S02 -SL02,1771.43591,2004,1,NA,NA,SL,SL2004S02 -SL02,1771.43590,2004,1,1.97,NA,SL,SL2004S02 -SL03,1771.43064,2004,2,1.5,NA,SL,SL2004S03 -SL03,1771.43065,2004,2,1.55,NA,SL,SL2004S03 -SL03,1771.43069,2004,2,1.7,NA,SL,SL2004S03 -SL03,1771.43066,2004,2,2.2,NA,SL,SL2004S03 -SL03,1771.43068,2004,2,2,NA,SL,SL2004S03 -SL03,1771.43067,2004,2,1.7,NA,SL,SL2004S03 -SL04,1771.43811,2004,1,1.5,NA,SL,SL2004S04 -SL04,NA,2004,1,1.46,NA,SL,SL2004S04 -SL04,1771.43812,2004,1,1.57,NA,SL,SL2004S04 -SL04,NA,2004,1,1.65,NA,SL,SL2004S04 -SL04,NA,2004,1,1.5,NA,SL,SL2004S04 -SL04,1771.43813,2004,1,1.7,NA,SL,SL2004S04 -SL05,1771.43668,2004,1,1.5,23,SL,SL2004S05 -SL05,1771.43667,2004,1,1.42,21.9,SL,SL2004S05 -SL05,NA,2004,1,1.02,NA,SL,SL2004S05 -SL05,1771.43666,2004,1,1.55,24.8,SL,SL2004S05 -SL06,1771.41485,2004,1,1.59,23.8,SL,SL2004S06 -SL06,1771.41482,2004,1,1.72,24.3,SL,SL2004S06 -SL06,1771.41483,2004,1,1.7,23.9,SL,SL2004S06 -SL06,1771.41484,2004,1,1.8,25,SL,SL2004S06 -SL06,NA,2004,1,2.1,NA,SL,SL2004S06 -SL07,1771.43708,2004,1,1.52,22.4,SL,SL2004S07 -SL07,1771.43706,2004,1,1.76,24.1,SL,SL2004S07 -SL07,1771.43707,2004,1,1.86,24.4,SL,SL2004S07 -SL07,NA,2004,1,1.93,NA,SL,SL2004S07 -SL08,1771.43931,2004,1,1.7,NA,SL,SL2004S08 -SL08,1771.43930,2004,1,2.01,NA,SL,SL2004S08 -SL08,NA,2004,1,1.9,NA,SL,SL2004S08 -SL08,1771.43929,2004,1,1.69,NA,SL,SL2004S08 -SL08,NA,2004,1,1.96,NA,SL,SL2004S08 -SL08,NA,2004,1,1.3,NA,SL,SL2004S08 -SL08,NA,2004,1,2.01,NA,SL,SL2004S08 -SL08,NA,2004,1,1.7,NA,SL,SL2004S08 -SL09,NA,2004,1,0.96,NA,SL,SL2004S09 -SL09,1771.41480,2004,1,1.64,20.8,SL,SL2004S09 -SL09,1771.41477,2004,1,1.44,21.2,SL,SL2004S09 -SL09,1771.41479,2004,1,2.62,21.1,SL,SL2004S09 -SL09,1771.41478,2004,1,1.75,21.6,SL,SL2004S09 -SL09,1771.41481,2004,1,1.2,19.5,SL,SL2004S09 -SL10,1771.43904,2004,1,0.35,NA,SL,SL2004S10 -SL10,1771.43905,2004,1,0.35,NA,SL,SL2004S10 -SL10,1771.43908,2004,1,NA,NA,SL,SL2004S10 -SL10,1771.43906,2004,1,NA,NA,SL,SL2004S10 -SL10,1771.43909,2004,1,NA,NA,SL,SL2004S10 -SL10,1771.43907,2004,1,NA,NA,SL,SL2004S10 -SL11,1771.43592,2004,1,1.52,21.9,SL,SL2004S11 -SL11,1771.43597,2004,1,1.55,21.2,SL,SL2004S11 -SL11,1771.43596,2004,1,1.6,22.2,SL,SL2004S11 -SL11,1771.43594,2004,1,1.98,20.9,SL,SL2004S11 -SL11,1771.43593,2004,1,1.89,24.7,SL,SL2004S11 -SL11,1771.43595,2004,1,1.75,22.4,SL,SL2004S11 -SL12,1771.43700,2004,1,1.68,22.8,SL,SL2004S12 -SL12,1771.43702,2004,1,1.65,23.2,SL,SL2004S12 -SL12,1771.43701,2004,1,1.87,23.8,SL,SL2004S12 -SL12,1771.43703,2004,1,1.42,21.3,SL,SL2004S12 -SL12,1771.43704,2004,1,1.68,21.9,SL,SL2004S12 -SL12,1771.43705,2004,1,NA,23.1,SL,SL2004S12 -SL13A,1771.43661,2004,1,1.84,23.5,SL,SL2004S13A -SL13A,1771.43663,2004,1,1.84,25,SL,SL2004S13A -SL13A,1771.43662,2004,1,1.42,23.6,SL,SL2004S13A -SL13A,1771.43665,2004,1,1.95,24.8,SL,SL2004S13A -SL13A,1771.43664,2004,1,1.95,22.7,SL,SL2004S13A -SL14,1771.43652,2004,2,1.95,22.9,SL,SL2004S14 -SL14,NA,2004,2,0.55,NA,SL,SL2004S14 -SL14,1771.43654,2004,2,1.77,23.8,SL,SL2004S14 -SL14,1771.43653,2004,2,1.9,21.8,SL,SL2004S14 -SL14,1771.43655,2004,2,1.65,24.7,SL,SL2004S14 -SL15,1771.43650,2004,1,1.71,22.4,SL,SL2004S15 -SL15,1771.43651,2004,1,1.45,21.1,SL,SL2004S15 -SL15,1771.43646,2004,1,1.7,22,SL,SL2004S15 -SL15,1771.43648,2004,1,1.44,21.3,SL,SL2004S15 -SL15,1771.43647,2004,1,1.54,22.3,SL,SL2004S15 -SL15,1771.43649,2004,1,1.35,21.8,SL,SL2004S15 -SL16,1771.43570,2004,1,1.43,NA,SL,SL2004S16 -SL16,1771.43571,2004,1,1.46,NA,SL,SL2004S16 -SL16,1771.43572,2004,1,1.78,NA,SL,SL2004S16 -SL16,1771.43568,2004,1,1.6,NA,SL,SL2004S16 -SL16,1771.43569,2004,1,1.5,NA,SL,SL2004S16 -SL16,1771.43573,2004,1,NA,NA,SL,SL2004S16 -SL17,1771.43791,2004,2,1.73,22,SL,SL2004S17 -SL17,1771.43793,2004,2,1.7,29.8,SL,SL2004S17 -SL17,1771.43792,2004,2,1.85,19.4,SL,SL2004S17 -SL17,1771.43794,2004,2,1.9,20.1,SL,SL2004S17 -SL18,1771.41283,2004,1,1.94,25.1,SL,SL2004S18 -SL18,1771.41282,2004,1,2,22.6,SL,SL2004S18 -SL18,1771.41281,2004,1,1.56,22.5,SL,SL2004S18 -SL18,1771.41284,2004,1,2.1,21.7,SL,SL2004S18 -SL19,1771.43501,2004,1,1.58,20.6,SL,SL2004S19 -SL19,1771.43505,2004,1,1.1,21.2,SL,SL2004S19 -SL19,1771.43502,2004,1,1.23,21.2,SL,SL2004S19 -SL19,1771.43503,2004,1,1.44,20.6,SL,SL2004S19 -SL19,1771.43504,2004,1,1.15,21.3,SL,SL2004S19 -SL19,1771.43506,2004,1,1.4,23.1,SL,SL2004S19 -SL20,NA,2004,1,1.47,NA,SL,SL2004S20 -SL20,1771.41280,2004,1,1.27,22.7,SL,SL2004S20 -SL20,1771.41279,2004,1,1.45,21.4,SL,SL2004S20 -SL20,NA,2004,1,1.76,NA,SL,SL2004S20 -SL20,1771.41278,2004,1,1.25,21.4,SL,SL2004S20 -SL21,1771.43772,2004,1,1.6,NA,SL,SL2004S21 -SL21,1771.43770,2004,1,1.8,22,SL,SL2004S21 -SL21,NA,2004,1,1.65,21.8,SL,SL2004S21 -SL21,1771.43771,2004,1,1.7,NA,SL,SL2004S21 -SL21,NA,2004,1,1.58,23.3,SL,SL2004S21 -SL22,1771.43694,2004,1,1.72,NA,SL,SL2004S22 -SL22,1771.43698,2004,1,1.75,NA,SL,SL2004S22 -SL22,1771.43699,2004,1,NA,NA,SL,SL2004S22 -SL22,1771.43696,2004,1,1.65,NA,SL,SL2004S22 -SL22,1771.43695,2004,1,1.64,NA,SL,SL2004S22 -SL22,1771.43697,2004,1,1.4,NA,SL,SL2004S22 -SL23,1771.43635,2004,1,2.08,23.5,SL,SL2004S23 -SL23,1771.43637,2004,1,1.93,24.6,SL,SL2004S23 -SL23,1771.43636,2004,1,1.63,21.9,SL,SL2004S23 -SL23,1771.43638,2004,1,1.83,23.9,SL,SL2004S23 -SL23,1771.43639,2004,1,1.73,23.4,SL,SL2004S23 -SL24,1771.43736,2004,1,1.5,NA,SL,SL2004S24 -SL24,1771.43735,2004,1,1.51,NA,SL,SL2004S24 -SL24,1771.43733,2004,1,1.38,NA,SL,SL2004S24 -SL24,1771.43734,2004,1,1.43,NA,SL,SL2004S24 -SL24,1771.43737,2004,1,1.68,NA,SL,SL2004S24 -SL24,1771.43773,2004,1,1.5,NA,SL,SL2004S24 -SL25,1771.43504,2004,1,NA,20.1,SL,SL2004S25 -SL25,1771.43903,2004,1,1.54,20,SL,SL2004S25 -SL25,1771.43598,2004,1,1.73,20.9,SL,SL2004S25 -SL25,1771.43901,2004,1,1.71,20.7,SL,SL2004S25 -SL25,1771.43599,2004,1,1.81,22.2,SL,SL2004S25 -SL25,1771.43902,2004,1,1.81,23.8,SL,SL2004S25 -SL26,1771.43690,2004,1,1.85,NA,SL,SL2004S26 -SL26,NA,2004,1,2.12,NA,SL,SL2004S26 -SL26,1771.43692,2004,1,NA,NA,SL,SL2004S26 -SL26,NA,2004,1,NA,NA,SL,SL2004S26 -SL26,1771.43693,2004,1,NA,NA,SL,SL2004S26 -SL26,1771.43687,2004,1,2.05,NA,SL,SL2004S26 -SL26,1771.43689,2004,1,1.85,NA,SL,SL2004S26 -SL26,1771.43688,2004,1,1.94,NA,SL,SL2004S26 -SL27,1771.43727,2004,1,1.52,20.1,SL,SL2004S27 -SL27,1771.43731,2004,1,1.65,24.2,SL,SL2004S27 -SL27,1771.43729,2004,1,2.08,21.3,SL,SL2004S27 -SL27,1771.43728,2004,1,2.23,22.1,SL,SL2004S27 -SL27,1771.43730,2004,1,1.53,23.6,SL,SL2004S27 -SL27,1771.43732,2004,1,NA,21.1,SL,SL2004S27 -SL28,1771.43629,2004,1,1.45,NA,SL,SL2004S28 -SL28,1771.43633,2004,1,1.44,NA,SL,SL2004S28 -SL28,NA,2004,1,NA,NA,SL,SL2004S28 -SL28,1771.43634,2004,1,1.45,NA,SL,SL2004S28 -SL28,1771.43631,2004,1,1.6,NA,SL,SL2004S28 -SL28,1771.43630,2004,1,1.8,NA,SL,SL2004S28 -SL28,1771.43632,2004,1,1.48,NA,SL,SL2004S28 -SL29,1771.43623,2004,1,1.53,22.8,SL,SL2004S29 -SL29,1771.43624,2004,1,1.58,22.7,SL,SL2004S29 -SL29,1771.43628,2004,1,1.76,21,SL,SL2004S29 -SL29,1771.43627,2004,1,1.5,21.7,SL,SL2004S29 -SL29,1771.43625,2004,1,1.55,23,SL,SL2004S29 -SL29,1771.43626,2004,1,1.6,22.2,SL,SL2004S29 -SL30,1771.43672,2004,1,1.5,25.3,SL,SL2004S30 -SL30,1771.43669,2004,1,1.22,24.9,SL,SL2004S30 -SL30,1771.43673,2004,1,1.6,24.7,SL,SL2004S30 -SL30,1771.43671,2004,1,1.35,25.4,SL,SL2004S30 -SL30,1771.43670,2004,1,1.45,24.5,SL,SL2004S30 -SL31,1771.43826,2004,1,1.5,NA,SL,SL2004S31 -SL31,NA,2004,1,1.58,NA,SL,SL2004S31 -SL31,NA,2004,1,1.48,NA,SL,SL2004S31 -SL31,1771.43825,2004,1,1.53,NA,SL,SL2004S31 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-SL29,1771.42280,2005,1,1.72,23.4,SL,SL2005S29 -SL30,1771.4235,2005,2,1.89,22.7,SL,SL2005S30 -SL30,1771.42436,2005,2,1.62,23.1,SL,SL2005S30 -SL31,1771.42102,2005,1,1.43,21.8,SL,SL2005S31 -SL31,1771.42106,2005,1,1.29,20.8,SL,SL2005S31 -SL31,1771.42104,2005,1,1.41,23.6,SL,SL2005S31 -SL31,1771.42107,2005,1,1.28,21.1,SL,SL2005S31 -SL31,1771.42103,2005,1,1.4,20.4,SL,SL2005S31 -SL31,1771.42105,2005,1,1.52,19.7,SL,SL2005S31 -SL33,NA,2005,1,1.39,NA,SL,SL2005S33 -SL33,NA,2005,1,1.32,NA,SL,SL2005S33 -SL33,NA,2005,1,1.35,NA,SL,SL2005S33 -SL33,NA,2005,1,1.4,NA,SL,SL2005S33 -SL33,1771.42477,2005,2,1.4,NA,SL,SL2005S33 -SL33,1771.42476,2005,2,1.44,NA,SL,SL2005S33 -SL33,1771.42474,2005,2,2.14,NA,SL,SL2005S33 -SL33,1771.42475,2005,2,2.47,NA,SL,SL2005S33 -SL34,NA,2005,1,NA,NA,SL,SL2005S34 -SL34,1771.42254,2005,1,1.29,NA,SL,SL2005S34 -SL34,1771.42256,2005,1,0.19,NA,SL,SL2005S34 -SL34,1771.42255,2005,1,1.3,NA,SL,SL2005S34 -SL34,NA,2005,1,1.67,NA,SL,SL2005S34 -SL34,1771.42258,2005,1,1.66,NA,SL,SL2005S34 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-SL45,1771.43341,2005,1,1.38,24.4,SL,SL2005S45 -SL45,1771.43339,2005,1,1.67,24.5,SL,SL2005S45 -SL45,1771.43340,2005,1,1.46,21.5,SL,SL2005S45 -SL46,1771.42113,2005,1,1.6,NA,SL,SL2005S46 -SL46,1771.42109,2005,1,1.51,NA,SL,SL2005S46 -SL46,1771.42210,2005,1,1.3,NA,SL,SL2005S46 -SL46,1771.42111,2005,1,1.56,NA,SL,SL2005S46 -SL46,1771.42219,2005,1,1.42,NA,SL,SL2005S46 -SL46,1771.42212,2005,1,NA,NA,SL,SL2005S46 -SL47,1771.42156,2005,1,1.78,21.1,SL,SL2005S47 -SL47,1771.42158,2005,1,1.5,21.8,SL,SL2005S47 -SL47,1771.42157,2005,1,1.85,23.1,SL,SL2005S47 -SL48,1771.43376,2005,1,1.17,NA,SL,SL2005S48 -SL48,1771.43372,2005,1,1.43,NA,SL,SL2005S48 -SL48,1771.43374,2005,1,1.09,NA,SL,SL2005S48 -SL48,1771.43373,2005,1,1.25,NA,SL,SL2005S48 -SL48,1771.43375,2005,1,1.21,NA,SL,SL2005S48 -SL48,1771.43377,2005,1,NA,NA,SL,SL2005S48 -SL49,1771.43369,2005,1,1.11,23.2,SL,SL2005S49 -SL49,1771.43468,2005,1,1.29,21.8,SL,SL2005S49 -SL49,1771.43671,2005,1,1.5,19.8,SL,SL2005S49 -SL49,NA,2005,1,1.56,NA,SL,SL2005S49 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-SL59,1771.42130,2005,1,1.51,20.8,SL,SL2005S59 -SL59,1771.42132,2005,1,1.3,20.5,SL,SL2005S59 -SL61,1771.42187,2005,1,2.6,20.9,SL,SL2005S61 -SL61,1771.42191,2005,1,2.48,20.8,SL,SL2005S61 -SL61,1771.42189,2005,1,2.42,23.5,SL,SL2005S61 -SL61,1771.42188,2005,1,2.5,22.8,SL,SL2005S61 -SL61,1771.42190,2005,1,2.22,23.1,SL,SL2005S61 -SL61,1771.42192,2005,1,NA,24,SL,SL2005S61 -SL62,1771.42441,2005,1,0.34,21.9,SL,SL2005S62 -SL62,1771.42437,2005,1,1.72,21.5,SL,SL2005S62 -SL62,1771.42439,2005,1,1.4,20.7,SL,SL2005S62 -SL62,1771.42438,2005,1,1.58,21.4,SL,SL2005S62 -SL62,1771.42440,2005,1,1.47,20.1,SL,SL2005S62 -SL64,1771.42414,2005,1,1.52,20.6,SL,SL2005S64 -SL64,1771.42418,2005,1,1.75,21.3,SL,SL2005S64 -SL64,NA,2005,1,1.8,NA,SL,SL2005S64 -SL64,NA,2005,1,1.44,NA,SL,SL2005S64 -SL64,NA,2005,1,1.4,NA,SL,SL2005S64 -SL65,1771.42460,2005,1,1.58,23.1,SL,SL2005S65 -SL65,1771.42462,2005,1,1.52,22.9,SL,SL2005S65 -SL65,1771.42461,2005,1,1.61,23,SL,SL2005S65 -SL65,1771.42463,2005,1,1.98,21.9,SL,SL2005S65 -SL65,1771.42468,2005,1,1.71,16.3,SL,SL2005S65 -SL66,1771.42429,2005,1,1.39,22.4,SL,SL2005S66 -SL66,1771.42434,2005,1,1.45,19.2,SL,SL2005S66 -SL66,1771.42433,2005,1,1.75,21.2,SL,SL2005S66 -SL66,1771.42431,2005,1,2.15,20.7,SL,SL2005S66 -SL66,1771.42430,2005,1,2.06,22.3,SL,SL2005S66 -SL66,1771.42432,2005,1,1.83,22.2,SL,SL2005S66 -SL67,1771.42466,2005,1,1.21,23.7,SL,SL2005S67 -SL67,1771.42464,2005,1,1.58,20,SL,SL2005S67 -SL67,1771.42465,2005,1,1.7,24.5,SL,SL2005S67 -SL67,1771.42467,2005,1,1.43,22.1,SL,SL2005S67 -SL68,1771.42459,2005,1,1.37,22.9,SL,SL2005S68 -SL68,1771.42456,2005,1,1.21,22,SL,SL2005S68 -SL68,1771.42458,2005,1,1.31,21.8,SL,SL2005S68 -SL68,1771.42457,2005,1,1.41,18.9,SL,SL2005S68 -SL69,1771.42415,2005,1,1.1,19.1,SL,SL2005S69 -SL69,1771.42417,2005,1,1.05,19.1,SL,SL2005S69 -SL69,1771.42416,2005,1,1.2,21.3,SL,SL2005S69 -SL69,1771.42420,2005,1,1.22,20,SL,SL2005S69 -SL69,1771.42419,2005,1,1.57,19.3,SL,SL2005S69 -SL69,1771.42421,2005,1,1.1,18.2,SL,SL2005S69 -SL70,1771.42128,2005,1,1.74,20.4,SL,SL2005S70 -SL70,1771.42125,2005,1,1.67,21.9,SL,SL2005S70 -SL70,1771.42127,2005,1,1.35,22.6,SL,SL2005S70 -SL70,1771.42126,2005,1,1.49,22.9,SL,SL2005S70 -SL71,1771.42181,2005,1,1.38,17.2,SL,SL2005S71 -SL71,1771.42183,2005,1,1.33,21.3,SL,SL2005S71 -SL71,1771.42182,2005,1,1.38,18.5,SL,SL2005S71 -SL71,1771.42185,2005,1,1.45,17.7,SL,SL2005S71 -SL71,1771.42184,2005,1,1.6,20.2,SL,SL2005S71 -SL71,1771.42186,2005,1,NA,18.6,SL,SL2005S71 -SL72,1771.42292,2005,1,1.73,21.4,SL,SL2005S72 -SL72,1771.42294,2005,1,1.5,21.8,SL,SL2005S72 -SL72,1771.42293,2005,1,1.55,21.8,SL,SL2005S72 -SL73,1771.42442,2005,1,1.58,22.9,SL,SL2005S73 -SL73,1771.42444,2005,1,1.42,21.4,SL,SL2005S73 -SL73,1771.42443,2005,1,1.73,21.9,SL,SL2005S73 -SL73,1771.42445,2005,1,1.75,22,SL,SL2005S73 -SL74,1771.42298,2005,1,1.52,22.8,SL,SL2005S74 -SL74,1771.42295,2005,1,2.08,22.1,SL,SL2005S74 -SL74,1771.42297,2005,1,1.85,22.6,SL,SL2005S74 -SL74,1771.42296,2005,1,1.9,22.2,SL,SL2005S74 -SL76,1771.42301,2005,1,1.58,22.6,SL,SL2005S76 -SL76,1771.42299,2005,1,1.95,20.4,SL,SL2005S76 -SL76,1771.42300,2005,1,1.95,19.8,SL,SL2005S76 -SL77,1771.42455,2005,1,1.36,18.2,SL,SL2005S77 -SL77,1771.42454,2005,1,1.55,18.7,SL,SL2005S77 -SL77,NA,2005,1,1.42,NA,SL,SL2005S77 -SL77,1771.42451,2005,1,2,21.3,SL,SL2005S77 -SL77,1771.42453,2005,1,1.75,16.8,SL,SL2005S77 -SL77,1771.42452,2005,1,1.95,20.3,SL,SL2005S77 -SL78,1771.422446,2005,1,1.43,20.2,SL,SL2005S78 -SL78,1771.422449,2005,1,1.39,21,SL,SL2005S78 -SL78,1771.422450,2005,1,1.7,18.4,SL,SL2005S78 -SL78,1771.422448,2005,1,1.65,19.3,SL,SL2005S78 -SL78,1771.422447,2005,1,1.5,19.1,SL,SL2005S78 -SL01,1881.06690,2006,1,1.14,22,SL,SL2006S01 -SL01,1881.06688,2006,1,1.36,24.6,SL,SL2006S01 -SL01,1881.06691,2006,1,0.93,24.2,SL,SL2006S01 -SL01,1881.06687,2006,1,1.39,23.2,SL,SL2006S01 -SL01,1881.06689,2006,1,1.36,24.4,SL,SL2006S01 -SL01,1881.06686,2006,1,1.36,24.3,SL,SL2006S01 -SL02,1881.06659,2006,1,1.56,23.4,SL,SL2006S02 -SL02,1881.06654,2006,1,1.85,23.4,SL,SL2006S02 -SL02,1881.06658,2006,1,1.63,24.7,SL,SL2006S02 -SL02,1881.06656,2006,1,1.67,24.2,SL,SL2006S02 -SL02,1881.06655,2006,1,1.66,24,SL,SL2006S02 -SL02,1881.06657,2006,1,1.51,22.9,SL,SL2006S02 -SL03,1881.06684,2006,1,1.51,24.1,SL,SL2006S03 -SL03,1881.06688,2006,1,1.69,24,SL,SL2006S03 -SL03,1881.06680,2006,1,1.53,23.1,SL,SL2006S03 -SL03,1881.06682,2006,1,1.26,23.4,SL,SL2006S03 -SL03,1881.06681,2006,1,1.57,23.1,SL,SL2006S03 -SL03,1881.06683,2006,1,1.08,22.1,SL,SL2006S03 -SL04,NA,2006,1,1.29,NA,SL,SL2006S04 -SL04,2181.58454,2006,1,1.56,24.3,SL,SL2006S04 -SL04,2181.58452,2006,1,1.46,24,SL,SL2006S04 -SL04,2181.58451,2006,1,1.11,20.3,SL,SL2006S04 -SL04,2181.58453,2006,1,1.89,22.2,SL,SL2006S04 -SL05,3121.23794,2006,1,1.55,23.4,SL,SL2006S05 -SL05,3121.23796,2006,1,1.74,24.1,SL,SL2006S05 -SL05,3121.23795,2006,1,1.4,25.2,SL,SL2006S05 -SL05,3121.23797,2006,1,1.69,23.9,SL,SL2006S05 -SL06,2181.58486,2006,1,1.42,23.4,SL,SL2006S06 -SL06,2181.58489,2006,1,1.62,21.6,SL,SL2006S06 -SL06,2181.58488,2006,1,1.95,23.4,SL,SL2006S06 -SL06,2181.58487,2006,1,1.49,24.3,SL,SL2006S06 -SL06,NA,2006,1,1.6,NA,SL,SL2006S06 -SL07,1881.06755,2006,1,2.65,21.1,SL,SL2006S07 -SL07,1881.06759,2006,1,1.57,20.6,SL,SL2006S07 -SL07,1881.06757,2006,1,2.06,27.3,SL,SL2006S07 -SL07,1881.06760,2006,1,1.62,20.1,SL,SL2006S07 -SL07,1881.06756,2006,1,2.21,23.7,SL,SL2006S07 -SL07,1881.06758,2006,1,1.72,22.9,SL,SL2006S07 -SL08,1881.06741,2006,1,1.72,21.3,SL,SL2006S08 -SL08,1881.06745,2006,1,1.25,25,SL,SL2006S08 -SL08,1881.06743,2006,1,1.5,22.3,SL,SL2006S08 -SL08,1881.06746,2006,1,1.83,23.4,SL,SL2006S08 -SL08,1881.06742,2006,1,1.63,22.3,SL,SL2006S08 -SL08,1881.06744,2006,1,1.11,24.1,SL,SL2006S08 -SL09,1881.06639,2006,1,1.69,25.7,SL,SL2006S09 -SL09,1881.06643,2006,1,2.02,26.1,SL,SL2006S09 -SL09,1881.06641,2006,1,1.73,24.7,SL,SL2006S09 -SL09,1881.06640,2006,1,1.69,24.1,SL,SL2006S09 -SL09,1881.06642,2006,1,2.2,26.6,SL,SL2006S09 -SL10,1771.42399,2006,1,1.36,NA,SL,SL2006S10 -SL10,1771.42400,2006,1,1.16,NA,SL,SL2006S10 -SL10,1771.42397,2006,1,1.38,NA,SL,SL2006S10 -SL10,1771.42398,2006,1,1.05,NA,SL,SL2006S10 -SL11,1881.06638,2006,1,1.23,18.8,SL,SL2006S11 -SL11,1881.06636,2006,1,1.37,20.6,SL,SL2006S11 -SL11,NA,2006,1,1.23,NA,SL,SL2006S11 -SL11,1881.06637,2006,1,1.18,20,SL,SL2006S11 -SL11,1881.06634,2006,1,1.69,22.7,SL,SL2006S11 -SL11,1881.06635,2006,1,1.32,21.9,SL,SL2006S11 -SL12,1881.06050,2006,1,NA,22.8,SL,SL2006S12 -SL12,1881.06047,2006,1,1.33,21.7,SL,SL2006S12 -SL12,1881.06048,2006,1,1.34,22.6,SL,SL2006S12 -SL12,1881.06049,2006,1,1.57,23.5,SL,SL2006S12 -SL13,1881.06630,2006,1,1.39,26.1,SL,SL2006S13 -SL13,1881.06632,2006,1,1.87,24.9,SL,SL2006S13 -SL13,1881.06631,2006,1,1.49,25.2,SL,SL2006S13 -SL13,1881.06633,2006,1,1.55,22.1,SL,SL2006S13 -SL14,1881.06652,2006,1,1.47,24.9,SL,SL2006S14 -SL14,1881.06651,2006,1,1.51,23.6,SL,SL2006S14 -SL14,1881.06653,2006,1,1.26,23.4,SL,SL2006S14 -SL14,1881.06713,2006,1,1.11,14.3,SL,SL2006S14 -SL14,1881.06650,2006,1,1.6,22.2,SL,SL2006S14 -SL15,1881.06674,2006,1,1.5,22,SL,SL2006S15 -SL15,1881.06675,2006,1,1.44,21.8,SL,SL2006S15 -SL15,1881.06670,2006,1,1.42,24.3,SL,SL2006S15 -SL15,1881.06672,2006,1,1.61,22.4,SL,SL2006S15 -SL15,1881.06671,2006,1,1.85,21.8,SL,SL2006S15 -SL15,1881.06673,2006,1,1.5,21.8,SL,SL2006S15 -SL16,1881.06669,2006,1,1.27,22.2,SL,SL2006S16 -SL16,1881.06666,2006,1,1.58,22,SL,SL2006S16 -SL16,1881.06668,2006,1,1.56,22.8,SL,SL2006S16 -SL16,1881.06667,2006,1,1.67,23.3,SL,SL2006S16 -SL17,2181.58428,2006,1,1.84,21.2,SL,SL2006S17 -SL17,2181.58430,2006,1,1.6,21.5,SL,SL2006S17 -SL17,2181.58429,2006,1,1.83,21.1,SL,SL2006S17 -SL17,2181.58431,2006,1,1.24,21.4,SL,SL2006S17 -SL18,2181.58423,2006,1,1.75,24.4,SL,SL2006S18 -SL18,2181.58427,2006,1,1.34,20,SL,SL2006S18 -SL18,2181.58425,2006,1,1.45,21.9,SL,SL2006S18 -SL18,2181.58424,2006,1,1.67,21.6,SL,SL2006S18 -SL18,2181.58426,2006,1,1.44,22.2,SL,SL2006S18 -SL19,1881.06665,2006,1,1.63,23.6,SL,SL2006S19 -SL19,1881.06661,2006,1,1.91,22.6,SL,SL2006S19 -SL19,1881.06663,2006,1,1.78,22.1,SL,SL2006S19 -SL19,1881.06662,2006,1,1.87,21.6,SL,SL2006S19 -SL19,1881.06664,2006,1,1.71,22,SL,SL2006S19 -SL20,NA,2006,1,1.04,NA,SL,SL2006S20 -SL21,2181.58500,2006,1,1.48,22.7,SL,SL2006S21 -SL21,2181.58494,2006,1,1.52,24.2,SL,SL2006S21 -SL21,2181.58493,2006,1,1.76,26.1,SL,SL2006S21 -SL21,2181.58490,2006,1,1.39,23.9,SL,SL2006S21 -SL21,2181.58492,2006,1,1.48,24.5,SL,SL2006S21 -SL21,2181.58491,2006,1,1.49,24.5,SL,SL2006S21 -SL22,1881.06612,2006,1,1.48,24.9,SL,SL2006S22 -SL22,1881.06607,2006,1,1.5,22.6,SL,SL2006S22 -SL22,1881.06611,2006,1,1.59,24.3,SL,SL2006S22 -SL22,1881.06609,2006,1,1.34,24.3,SL,SL2006S22 -SL22,1881.06608,2006,1,1.41,26,SL,SL2006S22 -SL22,1881.06610,2006,1,1.31,24,SL,SL2006S22 -SL23,1881.06712,2006,1,1.58,15.9,SL,SL2006S23 -SL23,1881.06708,2006,1,1.16,17.7,SL,SL2006S23 -SL23,1881.06710,2006,1,1.47,16.5,SL,SL2006S23 -SL23,1881.06709,2006,1,1.86,19.3,SL,SL2006S23 -SL23,1881.06711,2006,1,1.51,17.3,SL,SL2006S23 -SL24,2181.58455,2006,1,1.67,23.2,SL,SL2006S24 -SL24,2181.58457,2006,1,1.52,24.2,SL,SL2006S24 -SL24,2181.58456,2006,1,1.53,23,SL,SL2006S24 -SL24,2181.58459,2006,1,1.87,23.6,SL,SL2006S24 -SL24,2181.58458,2006,1,1.67,25.2,SL,SL2006S24 -SL25,2181.58460,2006,1,1.7,24.1,SL,SL2006S25 -SL25,2181.58462,2006,1,1.67,22.4,SL,SL2006S25 -SL25,2181.58461,2006,1,1.49,25.3,SL,SL2006S25 -SL25,2181.58463,2006,1,1.83,24.1,SL,SL2006S25 -SL26,1881.06785,2006,1,2.26,24.8,SL,SL2006S26 -SL26,1881.06787,2006,1,1.71,25.5,SL,SL2006S26 -SL26,1881.06786,2006,1,2.35,26.5,SL,SL2006S26 -SL27,NA,2006,1,NA,NA,SL,SL2006S27 -SL28,2181.58422,2006,1,1.52,21.8,SL,SL2006S28 -SL28,2181.58418,2006,1,1.47,21.7,SL,SL2006S28 -SL28,2181.58421,2006,1,1.46,22.5,SL,SL2006S28 -SL28,2181.58420,2006,1,1.5,21.6,SL,SL2006S28 -SL28,2181.58419,2006,1,1.38,22.1,SL,SL2006S28 -SL28,NA,2006,1,1.44,NA,SL,SL2006S28 -SL29,1881.06752,2006,1,1.46,19.1,SL,SL2006S29 -SL29,1881.06751,2006,1,1.75,20.6,SL,SL2006S29 -SL29,1881.06747,2006,1,2.09,24.3,SL,SL2006S29 -SL29,1881.06749,2006,1,1.58,23.5,SL,SL2006S29 -SL29,1881.06748,2006,1,1.88,23.3,SL,SL2006S29 -SL29,1881.06750,2006,1,1.58,21.6,SL,SL2006S29 -SL30,2181.58445,2006,1,1.27,23.6,SL,SL2006S30 -SL30,2181.58449,2006,1,1.75,24.4,SL,SL2006S30 -SL30,2181.58447,2006,1,1.86,24.7,SL,SL2006S30 -SL30,2181.58450,2006,1,1.53,23.2,SL,SL2006S30 -SL30,2181.58446,2006,1,1.47,24.1,SL,SL2006S30 -SL30,2181.58448,2006,1,1.44,25.3,SL,SL2006S30 -SL31,2181.58444,2006,1,1.53,23.4,SL,SL2006S31 -SL31,2181.58443,2006,1,1.51,23.2,SL,SL2006S31 -SL31,2181.58440,2006,1,1.62,26.9,SL,SL2006S31 -SL31,2181.58442,2006,1,1.64,25.4,SL,SL2006S31 -SL31,2181.58441,2006,1,1.97,24.4,SL,SL2006S31 -SL33,NA,2006,1,NA,NA,SL,SL2006S33 -SL34,2181.58432,2006,1,1.39,25.8,SL,SL2006S34 -SL34,2181.58434,2006,1,2.07,23.9,SL,SL2006S34 -SL34,2181.58433,2006,1,2.55,23.6,SL,SL2006S34 -SL34,2181.58435,2006,1,2.16,25.4,SL,SL2006S34 -SL35,1881.06605,2006,1,1.38,23.1,SL,SL2006S35 -SL35,1881.06606,2006,1,1.37,23.4,SL,SL2006S35 -SL35,1881.06604,2006,1,1.26,23.1,SL,SL2006S35 -SL35,1881.06601,2006,1,1.33,24,SL,SL2006S35 -SL35,1881.06603,2006,1,1.21,22.9,SL,SL2006S35 -SL35,1881.06602,2006,1,1.59,23,SL,SL2006S35 -SL38,1881.06706,2006,1,1.46,21.9,SL,SL2006S38 -SL38,1881.06704,2006,1,1.54,21.9,SL,SL2006S38 -SL38,1881.06707,2006,1,1.31,21,SL,SL2006S38 -SL38,1881.06703,2006,1,1.54,21.2,SL,SL2006S38 -SL38,1881.06705,2006,1,1.42,22.9,SL,SL2006S38 -SL38,1881.06702,2006,1,1.69,21.8,SL,SL2006S38 -SL39,2181.58469,2006,1,2.06,20.2,SL,SL2006S39 -SL39,2181.58464,2006,1,1.37,22.6,SL,SL2006S39 -SL39,2181.58468,2006,1,1.71,20,SL,SL2006S39 -SL39,2181.58466,2006,1,1.52,22.3,SL,SL2006S39 -SL39,2181.58465,2006,1,1.37,22.2,SL,SL2006S39 -SL39,2181.58467,2006,1,1.28,22.5,SL,SL2006S39 -SL40,2181.58407,2006,1,1.52,21.4,SL,SL2006S40 -SL40,2181.58409,2006,1,1.45,23.4,SL,SL2006S40 -SL40,2181.58410,2006,1,1.46,23.7,SL,SL2006S40 -SL40,2181.58411,2006,1,1.31,21.9,SL,SL2006S40 -SL40,2181.58408,2006,1,1.35,23.2,SL,SL2006S40 -SL40,2181.58412,2006,1,1.34,24.6,SL,SL2006S40 -SL41,2181.58495,2006,1,1.79,24.6,SL,SL2006S41 -SL41,2181.58499,2006,1,1.83,25,SL,SL2006S41 -SL41,2181.58497,2006,1,1.89,25.8,SL,SL2006S41 -SL41,2181.58496,2006,1,1.75,23.4,SL,SL2006S41 -SL41,2181.58498,2006,1,1.77,26.5,SL,SL2006S41 -SL42,2181.58470,2006,1,1.7,23.8,SL,SL2006S42 -SL42,2181.58474,2006,1,1.39,23.3,SL,SL2006S42 -SL42,2181.58472,2006,1,1.29,22.7,SL,SL2006S42 -SL42,2181.58471,2006,1,1.31,22.4,SL,SL2006S42 -SL42,2181.58473,2006,1,1.42,22.8,SL,SL2006S42 -SL43,NA,2006,1,1.74,NA,SL,SL2006S43 -SL43,1881.06723,2006,1,1.72,11.8,SL,SL2006S43 -SL43,1881.06722,2006,1,1.78,17.5,SL,SL2006S43 -SL43,1881.06719,2006,1,1.75,17.2,SL,SL2006S43 -SL43,1881.06721,2006,1,1.94,22.4,SL,SL2006S43 -SL43,1881.06720,2006,1,1.93,15.4,SL,SL2006S43 -SL44,1881.06714,2006,1,1.4,22.6,SL,SL2006S44 -SL44,1881.06718,2006,1,1.29,19.9,SL,SL2006S44 -SL44,1881.06716,2006,1,1.24,22.1,SL,SL2006S44 -SL44,1881.06715,2006,1,1.43,23.6,SL,SL2006S44 -SL44,1881.06717,2006,1,1.92,22,SL,SL2006S44 -SL45,2181.58484,2006,1,1.57,20,SL,SL2006S45 -SL45,2181.58485,2006,1,1.74,22.4,SL,SL2006S45 -SL45,2181.58483,2006,1,1.48,21.6,SL,SL2006S45 -SL45,2181.58480,2006,1,1.54,22.6,SL,SL2006S45 -SL45,2181.58482,2006,1,1.61,21.8,SL,SL2006S45 -SL45,2181.58481,2006,1,1.63,20.4,SL,SL2006S45 -SL45,NA,2006,1,0.86,NA,SL,SL2006S45 -SL46,1881.06629,2006,1,NA,NA,SL,SL2006S46 -SL46,1881.06624,2006,1,NA,NA,SL,SL2006S46 -SL46,1881.06628,2006,1,NA,NA,SL,SL2006S46 -SL46,1881.06626,2006,1,NA,NA,SL,SL2006S46 -SL46,1881.06625,2006,1,NA,NA,SL,SL2006S46 -SL46,1881.06627,2006,1,NA,NA,SL,SL2006S46 -SL47,2181.58475,2006,1,1.84,23.2,SL,SL2006S47 -SL47,2181.58479,2006,1,1.46,23,SL,SL2006S47 -SL47,2181.58477,2006,1,1.74,22.6,SL,SL2006S47 -SL47,2181.58476,2006,1,1.89,22.5,SL,SL2006S47 -SL47,2181.58478,2006,1,1.56,22.9,SL,SL2006S47 -SL48,2181.58436,2006,1,1.39,24.7,SL,SL2006S48 -SL48,2181.58438,2006,1,1.49,22.6,SL,SL2006S48 -SL48,2181.58437,2006,1,1.46,24.2,SL,SL2006S48 -SL48,2181.58439,2006,1,1.43,23.9,SL,SL2006S48 -SL49,1881.06729,2006,1,1.58,21.9,SL,SL2006S49 -SL49,1881.06728,2006,1,2.01,22.5,SL,SL2006S49 -SL49,1881.06726,2006,1,1.39,22.4,SL,SL2006S49 -SL49,1881.06725,2006,1,1.53,20.7,SL,SL2006S49 -SL49,1881.06727,2006,1,1.48,21.9,SL,SL2006S49 -SL49,1881.06724,2006,1,1.52,19.7,SL,SL2006S49 -SL50,3121.23798,2006,1,2.12,22.2,SL,SL2006S50 -SL50,3121.23799,2006,1,1.59,23,SL,SL2006S50 -SL50,3121.23800,2006,1,2.09,22.2,SL,SL2006S50 -SL51,1881.06754,2006,1,1.26,25.3,SL,SL2006S51 -SL51,1881.06753,2006,1,1.65,25.6,SL,SL2006S51 -SL52,2181.58405,2006,1,1.2,22,SL,SL2006S52 -SL52,2181.58406,2006,1,1.37,22.2,SL,SL2006S52 -SL52,2181.58401,2006,1,1.27,22.7,SL,SL2006S52 -SL52,2181.58403,2006,1,1.28,21.4,SL,SL2006S52 -SL52,2181.58402,2006,1,1.24,24.5,SL,SL2006S52 -SL52,2181.58404,2006,1,1.14,21.6,SL,SL2006S52 -SL53,1881.06660,2006,1,1.52,21.8,SL,SL2006S53 -SL54,1881.06740,2006,1,1.83,20.5,SL,SL2006S54 -SL54,1881.06738,2006,1,1.42,21.5,SL,SL2006S54 -SL54,1881.06737,2006,1,1.62,22.9,SL,SL2006S54 -SL54,1881.06739,2006,1,1.27,21,SL,SL2006S54 -SL54,1881.06736,2006,1,1.31,22.6,SL,SL2006S54 -SL55,1881.06692,2006,1,1.63,24.3,SL,SL2006S55 -SL55,1881.06696,2006,1,1.37,22,SL,SL2006S55 -SL55,1881.06694,2006,1,1.67,26.4,SL,SL2006S55 -SL55,1881.06697,2006,1,1.78,23.4,SL,SL2006S55 -SL55,1881.06693,2006,1,1.67,24,SL,SL2006S55 -SL55,1881.06695,2006,1,1.54,21.8,SL,SL2006S55 -SL56,1881.06698,2006,1,1.71,24.8,SL,SL2006S56 -SL56,1881.06700,2006,1,1.59,23.6,SL,SL2006S56 -SL56,1881.06699,2006,1,1.56,22.6,SL,SL2006S56 -SL56,1881.06701,2006,1,1.44,24.1,SL,SL2006S56 -SL57,1881.06649,2006,1,1.16,20.6,SL,SL2006S57 -SL57,1881.06644,2006,1,1.08,21.6,SL,SL2006S57 -SL57,1881.06648,2006,1,1.4,21.8,SL,SL2006S57 -SL57,1881.06646,2006,1,1.33,19.4,SL,SL2006S57 -SL57,1881.06645,2006,1,1.46,21.3,SL,SL2006S57 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-SL21,2221.31693,2007,1,1.32,17.7,SL,SL2007S21 -SL21,2221.31691,2007,1,1.43,17.1,SL,SL2007S21 -SL21,2221.31690,2007,1,1.4,20.7,SL,SL2007S21 -SL21,2221.31692,2007,1,1.4,18.3,SL,SL2007S21 -SL21,2221.31695,2007,1,1.76,12.8,SL,SL2007S21 -SL21,2221.31694,2007,1,1.73,17.5,SL,SL2007S21 -SL22,2221.31620,2007,1,1.37,NA,SL,SL2007S22 -SL22,2221.31621,2007,1,2.27,NA,SL,SL2007S22 -SL22,2221.31900,2007,1,1.88,NA,SL,SL2007S22 -SL22,2221.31619,2007,1,1.49,NA,SL,SL2007S22 -SL22,2221.31618,2007,1,1.79,NA,SL,SL2007S22 -SL23,NA,2007,1,NA,NA,SL,SL2007S23 -SL24,2221.31855,2007,1,1.65,NA,SL,SL2007S24 -SL24,2221.31859,2007,1,2,NA,SL,SL2007S24 -SL24,2221.31857,2007,1,2.22,NA,SL,SL2007S24 -SL24,2221.31856,2007,1,2.1,NA,SL,SL2007S24 -SL24,2221.31858,2007,1,1.91,NA,SL,SL2007S24 -SL25,NA,2007,1,2.13,NA,SL,SL2007S25 -SL25,NA,2007,1,1.4,NA,SL,SL2007S25 -SL25,NA,2007,1,2.13,NA,SL,SL2007S25 -SL25,NA,2007,1,1.4,NA,SL,SL2007S25 -SL26,2221.31815,2007,1,1.2,23.7,SL,SL2007S26 -SL26,2221.31813,2007,1,1.37,22.8,SL,SL2007S26 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a/docs/lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/TRES/readme.txt +++ /dev/null @@ -1,271 +0,0 @@ -This TRES_LP_NESTBOX_1977.2014readme.txt file was generated on 2021-03-03 by Jonathan Diamond - - -GENERAL INFORMATION - -1. Title of Dataset: TRES_LP_NESTBOX_1977.2014 - -2. Author Information - A. Principal Investigator Contact Information - Name: Jonathan Diamond - Institution: Department of Biology, McGill - Address: 1205 Dr Penfield Ave, Montreal, Quebec H3A 1B1 - Email: Jonathan.diamond@mail.mcgill.ca - - B. Associate or Co-investigator Contact Information - Name: David Bradley - Institution: Birds Canada - Address: P.O. Box 160, 115 Front Road, Port Rowan, ON, N0E 1M0 - Email: dbradley@birdscanada.org - - C. Associate or Co-investigator Contact Information - Name: Joseph Burant - Institution: CIEE, Living Data Project. Department of Biology, McGill - Address: 1205 Dr Penfield Ave, Montreal, Quebec H3A 1B1 - Email: jburant@uoguelph.ca - -3. Date of data collection (single date, range, approximate date): 1977 - 2014 - -4. Geographic location of data collection : Long Point Bird Observatory, Ontario, Canada. (42.582890, -80.398603) - -5. Information about funding sources that supported the collection of the data: -Birds Canada is the main funding source of the collection. - -SHARING/ACCESS INFORMATION - -1. Licenses/restrictions placed on the data: CC by 4.0 - -2. Links to publications that cite or use the data: None - -3. Links to other publicly accessible locations of the data: None - -4. Links/relationships to ancillary data sets: None - -5. Was data derived from another source? No - - -6. Recommended citation for this dataset: -Diamond, Jonathan. Bradley, David. Burant, Joseph(2021): Tree Swallow Nest Box Productivity Dataset from Long-Point, Ontario, Canada (1977-2014).figshare. 10.6084/m9.figshare.14156801 - - -DATA & FILE OVERVIEW - -1. File List: -Dataset: -Tres.banding.csv - contains all the banding information collected at long point. -Tres.egg.csv - contains all the egg data, including weight, hatch date, etc.. -Tres.nest.checks.csv - contains all observed data in the nests by field volunteers. Includes number of eggs per date, number of nestlings per date, and relevant comments. -tres.nest.csv - contains information about the nests, such as first egg date, clutch sizes, etc.. -Tres.nestlings.csv - contains all data on the actual nestlings at the various nest boxes. Includes information such as day 1 weights, day 1 primary length, day 12 weights, etc. - -Metadata: -Tree Swallow Manual 2014.docx - volunteer manuals, with instructions and information on data collection and various important codes. -Tree Swallow Manual 2012.docx - volunteer manuals, with instructions and information on data collection and various important codes. This manual includes certain codes that have changed since and are important for some of the older data. -TRES codes.csv - includes a table of all codes used for nest checks and observations by volunteers. Each code is associated to the year in which they were used. -TRES egg codes.docx - includes important codes used through various years that are related to different measures, indices, and studies. - -Templates: -Each category has an empty .csv file to help encourage consistent data entry in the future. -templates_readme.txt - contains the instructions and informations helpful for using the templates provided. -TRES_pivot_long_nestcheck_V1.R - an R script used to guide the pivoting process of the nest check data at the end of the field season. - - -2. Relationship between files, if important: -All data is related to the TRES nest box productivity project. -All data files in dataset are connected via primary keys "nest_box" - -3. Additional related data collected that was not included in the current data package: - -4. Are there multiple versions of the dataset? No - A. If yes, name of file(s) that was updated: - i. Why was the file updated? - ii. When was the file updated? - - -METHODOLOGICAL INFORMATION - -1. Description of methods used for collection/generation of data: -The protocol for data collection is detailed in the metadata folder in this database, under the "Tree Swallow Manual 2014" and "Tree Swallow Manual 2012" files. - -2. Methods for processing the data: -Raw data was collected and compiled into FileMaker Pro and Excel files for many years. Most recently, the field manager and research assistants marked down field observations and recordings into excel. - -3. Instrument- or software-specific information needed to interpret the data: -All data files are .csv, and can be read into R (version R 4.0.3) directly. Useful R packages for the associated r scripts and reading these files are: Tidyverse(version 1.3.0), Janitor(version 2.1.0), Lubridate(version 1.7.9.2). - - -5. Environmental/experimental conditions: None - -6. Describe any quality-assurance procedures performed on the data: Each field season the data is verified and checked over by the manager/research assistant in charge. This is done before adding it to the database. - - -DATA-SPECIFIC INFORMATION FOR: Tres.banding.csv - -1. Number of variables: 24 - -2. Number of cases/rows: 1857 - -3. Variable List: -band_or_recapture: b = band, r = recapture -band_number: band number, separated with a "." after the first 4 digits. -age: 1 = hatch year, 5= after hatch year, 6 = after second year -age_code: HY= hatch year, AHY= after hatch year, ASY = after second year -sex: M= male , F= female -how: CP= cloacal protuberance , BP= brood patch -colour: BLU = blue, BRN = brown, INT = intermediate -wing_chord: measured in mm -wing_flat:measured in mm -tail:measured in mm -p_9: length of 9th primary - measured in mm -weight: measured in grams (g) -date: recorded as yyyy-mm-dd -time_capture: 24 hour clock; hh:mm -time_release: 24 hour clock; hh:mm -nest_box: nest box labeled by site and box number with no spaces -bander: 3 letter initials of the bander -comments: -logger: logger id -date_20: recorded as yyyy-mm-dd -weight_after_logger: measured in grams (g) -year: -site: refer to manual for site codes -bp: brood path; Y= yes, N= no - - -4. Missing data codes: -Codes are found in the file titled TRES_codes - - -DATA-SPECIFIC INFORMATION FOR: Tres.egg.csv - -1. Number of variables: 23 - -2. Number of cases/rows: 79757 - -3. Variable List: -year: -nest_box: nest box labeled by site and box number with no spaces -clutch_number: -band_number: band number, separated with a "." after the first 4 digits. -egg_number: -egg_weight: measured in grams (g) -egg_weight_day: recorded as yyyy-mm-dd -day_1_weight: measured in grams (g) -day_12_weight: measured in grams (g) -day_12_primary: measured in mm -day_16_primary: measured in mm -comments: -egg_length: measured in mm -egg_width: measured in mm -site: refer to manual for site codes -unique_id: site, year, box number (some were left in the old box number formats; where S = SL, P=PT, M=MC) with no spaces. Equivalent to nest_code in other files. -age: 1 = hatch year, 5= after hatch year, 6 = after second year -age_code: HY= hatch year, AHY= after hatch year, ASY = after second year -sex: 4 = male, 5= female -clutch_size: -nb_sequence: label missing or unknown - refer to manuals. -code: reference metadata file "TRES_egg_codes" for code meanings -no_of_new_eggs: - - -DATA-SPECIFIC INFORMATION FOR: Tres.nest.csv - -1. Number of variables: 25 - -2. Number of cases/rows: 16970 - -3. Variable List: -site:refer to manual for site codes -year: -site_section:refer to manual for site section codes -female: band number, separated with a "." after the first 4 digits. -male: band number, separated with a "." after the first 4 digits. -nest_box:nest box labeled by site and box number with no spaces -first_egg_date: recorded as yyyy-mm-dd -clutch_size: -number_fledged: -nest_code:site, year, box number (some were left in the old box number formats; where S = SL, P=PT, M=MC) with no spaces. Equivalent to unique_id in other files. -hatch_date: exclusive to 2011 data. Collected as the day number(dd) +12 + clutch size. -2011-01-01: calculated as "first_egg_date" - "2011-01-01" + "hatch_date". (Previous header was 40544) -comments: -brood_size: -proportion_fledge: number_fledged/clutch_size -geolocator_band_number: band number, separated with a "." after the first 4 digits. -tagged: 1= yes tagged with a geolocator -clutch_number: -age: 1 = hatch year, 5= after hatch year, 6 = after second year -age_code: HY= hatch year, AHY= after hatch year, ASY = after second year -band_number: band number, separated with a "." after the first 4 digits. -no_of_young_fledged: -number_hatch: -sex: 4 = male, 5= female -code: reference "TRES_egg_codes" - for years 1977-2012 codes may be inconsistent or unknown - -DATA-SPECIFIC INFORMATION FOR: Tres.nest.check.csv - -1. Number of variables: 5 - -2. Number of cases/rows: 111108 - -3. Variable List: -date: date of box check, recorded as yyyy-mm-dd -nest_box: nest box labeled by site and box number with no spaces -count: observation noted by field volunteer - codes referenced from TRES_codes file -comments: -band_number: band number, separated with a "." after the first 4 digits. - -4. Missing data codes: -Codes are found in the file titled TRES_codes - - -DATA-SPECIFIC INFORMATION FOR: Tres.nestling.csv - -1. Number of variables: 25 - -2. Number of cases/rows: 32536 - -3. Variable List: - -nest_box: nest box labeled by site and box number with no spaces -band_number: band number, separated with a "." after the first 4 digits -day_1_date: recorded as yyyy-mm-dd -age: 1 = hatch year, 5= after hatch year, 6 = after second year -age_code: HY= hatch year, AHY= after hatch year, ASY = after second year -time_nestling_found -bander: 3 letter initials of the bander -comments: -year: -clutch_number: -day_1_weight: measured in grams (g) -day_12_weight: measured in grams (g) -day_12_primary: measured in mm -day_16_primary: measured in mm -marking: See "Tres codes" - tells you which hatchling it is. -condition: -mean_hatch_date: (see manual 2012) recorded as yyyy-mm-dd -day_15_primary: measured in mm -site: refer to manuals for site codes -clutch_no: -original_egg_number: refer to manual -hours_since_hatch: -est_hatch_date: -nest_code: site, year, box number (some were left in the old box number formats; where S = SL, P=PT, M=MC) with no spaces. Equivalent to unique_id in other files. -mark: same as marking column - depended on the year. 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a/docs/lessons/2022-04-07-tree-swallow-dataset/TRES/immature_female.png and /dev/null differ diff --git a/docs/lessons/2022-04-07-tree-swallow-dataset/TRES/mudCreek.png b/docs/lessons/2022-04-07-tree-swallow-dataset/TRES/mudCreek.png deleted file mode 100644 index c3aae82..0000000 Binary files a/docs/lessons/2022-04-07-tree-swallow-dataset/TRES/mudCreek.png and /dev/null differ diff --git a/docs/lessons/2022-04-07-tree-swallow-dataset/TRES/nest_final.csv b/docs/lessons/2022-04-07-tree-swallow-dataset/TRES/nest_final.csv deleted file mode 100644 index c99dfd2..0000000 --- a/docs/lessons/2022-04-07-tree-swallow-dataset/TRES/nest_final.csv +++ /dev/null @@ -1,4047 +0,0 @@ -year,nest_box,clutch_number,location,nest_code,clutch_size -1987,MC02,2,MC,MC1987M02,3 -1987,MC03,1,MC,MC1987M03,5 -1987,MC04,1,MC,MC1987M04,4 -1987,MC07,1,MC,MC1987M07,5 -1987,MC08,1,MC,MC1987M08,6 -1987,MC10,1,MC,MC1987M10,5 -1987,MC11,1,MC,MC1987M11,4 -1987,MC12,1,MC,MC1987M12,5 -1987,MC13,1,MC,MC1987M13,6 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-MC05,1671.50396,2001,1,1.34,20.8,MC,MC2001M05 -MC06,1671.50356,2001,1,1.42,22.9,MC,MC2001M06 -MC06,1671.50351,2001,1,1.68,22.8,MC,MC2001M06 -MC06,1671.50353,2001,1,1.51,23.5,MC,MC2001M06 -MC06,1671.50352,2001,1,1.6,19.7,MC,MC2001M06 -MC06,1671.50354,2001,1,1.46,21.4,MC,MC2001M06 -MC07,1671.50318,2001,1,1.44,22.1,MC,MC2001M07 -MC07,1671.50321,2001,1,1.59,22.8,MC,MC2001M07 -MC07,1671.50320,2001,1,1.99,21.5,MC,MC2001M07 -MC07,1671.50319,2001,1,1.46,23.7,MC,MC2001M07 -MC08,2171.21289,2001,1,1.28,26.8,MC,MC2001M08 -MC08,2171.21291,2001,1,1.22,22.6,MC,MC2001M08 -MC08,2171.21290,2001,1,1.6,24.3,MC,MC2001M08 -MC09,1671.50427,2001,1,1.55,23.7,MC,MC2001M09 -MC09,1671.50422,2001,1,2.07,22,MC,MC2001M09 -MC09,1671.50426,2001,1,1.78,25.3,MC,MC2001M09 -MC09,1671.50424,2001,1,1.86,24.9,MC,MC2001M09 -MC09,1671.50423,2001,1,2.06,23.8,MC,MC2001M09 -MC09,1671.50425,2001,1,1.88,23,MC,MC2001M09 -MC10,2171.21270,2001,1,1.45,22.1,MC,MC2001M10 -MC10,2171.21267,2001,1,1.34,22.1,MC,MC2001M10 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-MC31,2171.21266,2001,1,1.6,22.9,MC,MC2001M31 -MC31,2171.21264,2001,1,1.8,26.7,MC,MC2001M31 -MC31,2171.21261,2001,1,1.91,23.3,MC,MC2001M31 -MC31,2171.21262,2001,1,1.62,23.3,MC,MC2001M31 -MC31,2171.21263,2001,1,1.87,23.8,MC,MC2001M31 -MC32,1671.50288,2001,1,1.43,23.7,MC,MC2001M32 -MC32,1671.50285,2001,1,1.85,22.6,MC,MC2001M32 -MC32,1671.50287,2001,1,1.5,22.6,MC,MC2001M32 -MC32,1671.50286,2001,1,1.55,23,MC,MC2001M32 -MC33,1671.50226,2001,1,1.66,24.2,MC,MC2001M33 -MC33,1671.50223,2001,1,1.93,22.8,MC,MC2001M33 -MC33,1671.50225,2001,1,1.41,26.3,MC,MC2001M33 -MC33,1671.50224,2001,1,1.71,26.9,MC,MC2001M33 -MC34,1671.50417,2001,1,1.24,21.6,MC,MC2001M34 -MC34,1671.50418,2001,1,1.37,21.6,MC,MC2001M34 -MC34,1671.50414,2001,1,1.92,21.5,MC,MC2001M34 -MC34,1671.50416,2001,1,1.49,NA,MC,MC2001M34 -MC34,1671.50415,2001,1,1.78,22.6,MC,MC2001M34 -MC35,1671.50246,2001,1,1.55,25,MC,MC2001M35 -MC35,1671.50248,2001,1,1.47,23,MC,MC2001M35 -MC35,1671.50247,2001,1,1.53,25,MC,MC2001M35 -MC35,1671.50249,2001,1,1.42,25,MC,MC2001M35 -MC36,NA,2001,1,NA,NA,MC,MC2001M36 -MC37,1671.50221,2001,1,1.72,25.1,MC,MC2001M37 -MC37,1671.50222,2001,1,1.7,23.7,MC,MC2001M37 -MC37,1671.50217,2001,1,1.78,27,MC,MC2001M37 -MC37,1671.50219,2001,1,1.59,25.7,MC,MC2001M37 -MC37,1671.50218,2001,1,1.81,27.2,MC,MC2001M37 -MC37,1671.50220,2001,1,1.59,25.7,MC,MC2001M37 -MC38,1651.50204,2001,1,1.31,22.7,MC,MC2001M38 -MC38,1651.50201,2001,1,1.7,20.1,MC,MC2001M38 -MC38,1651.50203,2001,1,1.2,21.6,MC,MC2001M38 -MC38,1651.50202,2001,1,1.66,22.9,MC,MC2001M38 -MC39,1651.50205,2001,1,1.57,25.9,MC,MC2001M39 -MC39,1651.50207,2001,1,1.57,27.4,MC,MC2001M39 -MC39,1651.50206,2001,1,1.46,26.2,MC,MC2001M39 -MC39,1651.50208,2001,1,1.53,26.3,MC,MC2001M39 -MC40,1671.50250,2001,1,1.47,26,MC,MC2001M40 -MC40,1671.50252,2001,1,1.44,22.6,MC,MC2001M40 -MC40,1671.50251,2001,1,1.3,23.1,MC,MC2001M40 -MC40,1671.50254,2001,1,1.43,22.2,MC,MC2001M40 -MC40,1671.50253,2001,1,1.67,23.5,MC,MC2001M40 -MC41,NA,2001,1,NA,NA,MC,MC2001M41 -MC42,NA,2001,1,NA,NA,MC,MC2001M42 -MC43,NA,2001,1,1.71,NA,MC,MC2001M43 -MC43,NA,2001,1,1.32,NA,MC,MC2001M43 -MC43,NA,2001,1,1.78,NA,MC,MC2001M43 -MC43,NA,2001,1,1.73,NA,MC,MC2001M43 -MC43,NA,2001,1,1.8,NA,MC,MC2001M43 -MC43,NA,2001,1,1.68,NA,MC,MC2001M43 -MC44,1671.50377,2001,1,1.68,22.4,MC,MC2001M44 -MC44,1671.50378,2001,1,1.41,22.6,MC,MC2001M44 -MC44,1671.50381,2001,1,1.42,21.2,MC,MC2001M44 -MC44,1671.50380,2001,1,1.82,22.7,MC,MC2001M44 -MC44,1671.50379,2001,1,1.58,25.2,MC,MC2001M44 -MC45,2171.21257,2001,1,1.54,14.4,MC,MC2001M45 -MC45,2171.21259,2001,1,1.3,14.3,MC,MC2001M45 -MC45,2171.21258,2001,1,1.43,15.1,MC,MC2001M45 -MC45,NA,2001,1,1.4,NA,MC,MC2001M45 -MC45,2171.21260,2001,1,1.6,13.9,MC,MC2001M45 -MC46,1671.50256,2001,1,1.63,25.1,MC,MC2001M46 -MC46,1671.50255,2001,1,1.38,24.9,MC,MC2001M46 -MC46,1671.50259,2001,1,1.68,25.1,MC,MC2001M46 -MC46,1671.50257,2001,1,1.72,21.4,MC,MC2001M46 -MC46,1671.50258,2001,1,1.63,24.8,MC,MC2001M46 -MC47,1671.50391,2001,1,1.78,22.8,MC,MC2001M47 -MC47,1671.50389,2001,1,2.16,23.6,MC,MC2001M47 -MC47,1671.50390,2001,1,2.08,21.6,MC,MC2001M47 -MC47,1671.50387,2001,1,1.87,23.8,MC,MC2001M47 -MC47,1671.50388,2001,1,1.67,23.6,MC,MC2001M47 -MC47,1671.50392,2001,1,2.35,23.2,MC,MC2001M47 -MC48,1671.50283,2001,1,1.7,11.3,MC,MC2001M48 -MC48,1671.50282,2001,1,1.85,20.1,MC,MC2001M48 -MC48,1671.50284,2001,1,1.56,14.9,MC,MC2001M48 -MC48,1671.50281,2001,1,1.5,18.6,MC,MC2001M48 -MC49,1671.50260,2001,1,1.78,24.8,MC,MC2001M49 -MC49,1671.50264,2001,1,1.46,25.6,MC,MC2001M49 -MC49,1671.50262,2001,1,1.63,26,MC,MC2001M49 -MC49,1671.50261,2001,1,1.51,24.8,MC,MC2001M49 -MC49,1671.50263,2001,1,1.74,26.5,MC,MC2001M49 -MC50,2171.21274,2001,1,1.41,26.4,MC,MC2001M50 -MC50,2171.21276,2001,1,1.48,25.9,MC,MC2001M50 -MC50,2171.21275,2001,1,1.43,24.3,MC,MC2001M50 -MC50,2171.21277,2001,1,1.29,25.1,MC,MC2001M50 -MC50,2171.21278,2001,1,1.54,25.5,MC,MC2001M50 -MC51,1671.50267,2001,1,1.75,23.2,MC,MC2001M51 -MC51,1671.50266,2001,1,1.86,22.8,MC,MC2001M51 -MC51,1671.50268,2001,1,1.54,22.5,MC,MC2001M51 -MC51,1671.50269,2001,1,1.82,24.8,MC,MC2001M51 -MC51,1671.50265,2001,1,1.54,23.5,MC,MC2001M51 -MC52,2171.21255,2001,1,1.61,NA,MC,MC2001M52 -MC52,2171.21254,2001,1,1.8,NA,MC,MC2001M52 -MC52,2171.21256,2001,1,1.63,NA,MC,MC2001M52 -MC52,2171.21253,2001,1,1.61,NA,MC,MC2001M52 -MC53,1651.50209,2001,1,1.48,27.7,MC,MC2001M53 -MC53,1651.50211,2001,1,1.14,26.1,MC,MC2001M53 -MC53,1651.50210,2001,1,1.44,27.9,MC,MC2001M53 -MC53,1651.50212,2001,1,1.05,25.3,MC,MC2001M53 -MC54,1671.50307,2001,1,1.71,25.8,MC,MC2001M54 -MC54,1671.50303,2001,1,1.69,27.7,MC,MC2001M54 -MC54,1671.50305,2001,1,2,27.9,MC,MC2001M54 -MC54,1671.50304,2001,1,1.98,26.1,MC,MC2001M54 -MC54,1671.50306,2001,1,1.97,24,MC,MC2001M54 -MC55,1671.50382,2001,1,1.68,22.3,MC,MC2001M55 -MC55,1671.50386,2001,1,1.3,24.4,MC,MC2001M55 -MC55,1671.50384,2001,1,1.39,22.1,MC,MC2001M55 -MC55,1671.50383,2001,1,1.74,21.8,MC,MC2001M55 -MC55,1671.50385,2001,1,1.65,22.8,MC,MC2001M55 -MC56,1671.50312,2001,1,1.52,24.6,MC,MC2001M56 -MC56,1671.50310,2001,1,1.38,23.6,MC,MC2001M56 -MC56,1671.50311,2001,1,1.58,24.4,MC,MC2001M56 -MC56,1671.50308,2001,1,1.73,23.4,MC,MC2001M56 -MC56,1671.50309,2001,1,1.48,23.4,MC,MC2001M56 -MC57,1651.50213,2001,1,1.54,26.1,MC,MC2001M57 -MC57,1651.50215,2001,1,1.54,27.3,MC,MC2001M57 -MC57,1651.50214,2001,1,1.56,27.5,MC,MC2001M57 -MC57,1651.50216,2001,1,1.5,25.8,MC,MC2001M57 -MC58,NA,2001,1,NA,NA,MC,MC2001M58 -MC59,1671.50243,2001,1,1.68,25.7,MC,MC2001M59 -MC59,1671.50245,2001,1,1.43,24,MC,MC2001M59 -MC59,1671.50244,2001,1,1.58,23,MC,MC2001M59 -MC60,NA,2001,1,2.14,NA,MC,MC2001M60 -MC60,NA,2001,1,1.69,NA,MC,MC2001M60 -MC60,NA,2001,1,1.77,NA,MC,MC2001M60 -MC60,NA,2001,1,1.5,NA,MC,MC2001M60 -MC61,NA,2001,1,NA,NA,MC,MC2001M61 -MC62,NA,2001,1,NA,NA,MC,MC2001M62 -MC63,NA,2001,1,NA,NA,MC,MC2001M63 -MC64,NA,2001,1,NA,NA,MC,MC2001M64 -MC65,NA,2001,1,NA,NA,MC,MC2001M65 -MC66,NA,2001,1,1.36,NA,MC,MC2001M66 -MC66,NA,2001,1,1.5,NA,MC,MC2001M66 -MC66,NA,2001,1,1.38,NA,MC,MC2001M66 -MC66,NA,2001,1,1.63,NA,MC,MC2001M66 -MC66,NA,2001,1,1.7,NA,MC,MC2001M66 -MC67,NA,2001,1,NA,NA,MC,MC2001M67 -MC68,NA,2001,1,1.32,NA,MC,MC2001M68 -MC68,NA,2001,1,1.3,NA,MC,MC2001M68 -MC69,NA,2001,1,NA,NA,MC,MC2001M69 -MC70,NA,2001,1,1.69,NA,MC,MC2001M70 -MC70,NA,2001,1,1.39,NA,MC,MC2001M70 -MC70,NA,2001,1,1.46,NA,MC,MC2001M70 -MC70,NA,2001,1,1.36,NA,MC,MC2001M70 -MC70,NA,2001,1,1.7,NA,MC,MC2001M70 -MC70,NA,2001,1,1.71,NA,MC,MC2001M70 -MC71,NA,2001,1,NA,NA,MC,MC2001M71 -MC72,NA,2001,1,NA,NA,MC,MC2001M72 -MC73,NA,2001,1,NA,NA,MC,MC2001M73 -MC74,NA,2001,1,NA,NA,MC,MC2001M74 -MC75,NA,2001,1,NA,NA,MC,MC2001M75 -MC76,NA,2001,1,1.41,NA,MC,MC2001M76 -MC77,NA,2001,1,NA,NA,MC,MC2001M77 -MC78,NA,2001,1,NA,NA,MC,MC2001M78 -MC79,NA,2001,1,NA,NA,MC,MC2001M79 -MC80,NA,2001,1,NA,NA,MC,MC2001M80 -MC01,NA,2002,NA,NA,NA,MC,MC2002M01 -MC02,1671.50784,2002,1,1.58,17.6,MC,MC2002M02 -MC02,1671.50786,2002,1,1.63,16.5,MC,MC2002M02 -MC02,1671.50785,2002,1,1.92,17.1,MC,MC2002M02 -MC03,1671.50789,2002,1,1.65,15.4,MC,MC2002M03 -MC03,1671.50787,2002,1,1.29,11.7,MC,MC2002M03 -MC03,1671.50788,2002,1,1.53,14.8,MC,MC2002M03 -MC04,NA,2002,1,1.25,NA,MC,MC2002M04 -MC04,1671.51568,2002,1,1.28,21.9,MC,MC2002M04 -MC04,NA,2002,1,1.4,NA,MC,MC2002M04 -MC04,NA,2002,1,1.01,NA,MC,MC2002M04 -MC04,1671.51567,2002,1,1.28,21.2,MC,MC2002M04 -MC05,NA,2002,1,1.43,NA,MC,MC2002M05 -MC05,NA,2002,1,NA,NA,MC,MC2002M05 -MC06,NA,2002,1,1.55,NA,MC,MC2002M06 -MC06,1671.51512,2002,1,1.39,14.6,MC,MC2002M06 -MC06,1671.51511,2002,1,1.52,19.1,MC,MC2002M06 -MC06,NA,2002,1,1.51,NA,MC,MC2002M06 -MC07,NA,2002,1,NA,NA,MC,MC2002M07 -MC08,1671.51560,2002,1,1.38,10.6,MC,MC2002M08 -MC08,1671.51561,2002,1,1.52,14.7,MC,MC2002M08 -MC08,1671.51558,2002,1,1.71,15.4,MC,MC2002M08 -MC08,1671.51559,2002,1,1.66,16.3,MC,MC2002M08 -MC09,NA,2002,NA,NA,NA,MC,MC2002M09 -MC10,1671.51851,2002,1,1.23,23.5,MC,MC2002M10 -MC10,1671.50800,2002,1,1.22,18.5,MC,MC2002M10 -MC10,1671.51850,2002,1,1.61,22.6,MC,MC2002M10 -MC11,1671.51573,2002,1,1.62,17.4,MC,MC2002M11 -MC11,1671.51571,2002,1,1.67,22.2,MC,MC2002M11 -MC11,1671.51570,2002,1,1.78,20.2,MC,MC2002M11 -MC11,1671.51572,2002,1,1.7,18.9,MC,MC2002M11 -MC11,1671.51569,2002,1,1.6,21.6,MC,MC2002M11 -MC12,NA,2002,1,1.58,NA,MC,MC2002M12 -MC12,NA,2002,1,1.78,NA,MC,MC2002M12 -MC12,1671.51860,2002,1,20.1,NA,MC,MC2002M12 -MC12,1671.51861,2002,1,22.9,NA,MC,MC2002M12 -MC12,1671.51858,2002,1,20,NA,MC,MC2002M12 -MC12,1671.51857,2002,1,19.7,NA,MC,MC2002M12 -MC12,1671.51859,2002,1,20.4,NA,MC,MC2002M12 -MC12,NA,2002,1,1.69,NA,MC,MC2002M12 -MC12,NA,2002,1,1.38,NA,MC,MC2002M12 -MC12,NA,2002,1,1.49,NA,MC,MC2002M12 -MC13,1671.51816,2002,1,1.65,22.7,MC,MC2002M13 -MC13,1671.51815,2002,1,1.57,24.1,MC,MC2002M13 -MC14,NA,2002,1,1.58,11.2,MC,MC2002M14 -MC14,1671.51574,2002,1,1.8,17.3,MC,MC2002M14 -MC14,1671.51575,2002,1,1.65,20,MC,MC2002M14 -MC14,1671.51577,2002,1,1.95,14.6,MC,MC2002M14 -MC15,1671.51868,2002,1,1.31,9.6,MC,MC2002M15 -MC15,1671.51867,2002,1,1.59,17.3,MC,MC2002M15 -MC15,1671.51869,2002,1,1.2,11.2,MC,MC2002M15 -MC15,NA,2002,1,1.21,NA,MC,MC2002M15 -MC15,NA,2002,1,1.46,10.3,MC,MC2002M15 -MC15,1671.51866,2002,1,1.31,15.5,MC,MC2002M15 -MC16,1671.51817,2002,1,1.55,14.3,MC,MC2002M16 -MC16,1671.51819,2002,1,1.95,18.2,MC,MC2002M16 -MC16,1671.51818,2002,1,2,16.7,MC,MC2002M16 -MC16,1671.51820,2002,1,2.05,15.4,MC,MC2002M16 -MC17,NA,2002,1,1.48,NA,MC,MC2002M17 -MC17,NA,2002,1,1.4,NA,MC,MC2002M17 -MC17,NA,2002,1,1.43,NA,MC,MC2002M17 -MC17,NA,2002,1,1.38,NA,MC,MC2002M17 -MC17,NA,2002,1,1.42,NA,MC,MC2002M17 -MC18,NA,2002,1,1.68,NA,MC,MC2002M18 -MC18,NA,2002,1,1.45,NA,MC,MC2002M18 -MC18,NA,2002,1,1.68,NA,MC,MC2002M18 -MC18,NA,2002,1,1.3,NA,MC,MC2002M18 -MC18,1671.51821,2002,1,NA,NA,MC,MC2002M18 -MC18,1671.51822,2002,1,NA,NA,MC,MC2002M18 -MC18,NA,2002,1,NA,NA,MC,MC2002M18 -MC18,NA,2002,1,NA,NA,MC,MC2002M18 -MC18,1671.51821,2002,1,20.6,NA,MC,MC2002M18 -MC18,1671.51823,2002,1,10.3,NA,MC,MC2002M18 -MC18,1671.51822,2002,1,18.3,NA,MC,MC2002M18 -MC18,1671.51824,2002,1,10.7,NA,MC,MC2002M18 -MC19,1671.51513,2002,1,1.44,19.4,MC,MC2002M19 -MC19,1671.51514,2002,1,1.27,18.3,MC,MC2002M19 -MC19,1671.51517,2002,1,1.8,17.1,MC,MC2002M19 -MC19,1671.51515,2002,1,1.67,18.8,MC,MC2002M19 -MC19,1671.51516,2002,1,1.57,18.6,MC,MC2002M19 -MC20,1671.51808,2002,1,1.45,20.9,MC,MC2002M20 -MC20,1671.51810,2002,1,1.4,20.7,MC,MC2002M20 -MC20,1671.51809,2002,1,1.38,21.7,MC,MC2002M20 -MC20,1671.51811,2002,1,1.25,21.3,MC,MC2002M20 -MC21,1671.50791,2002,1,1.35,14.6,MC,MC2002M21 -MC21,1671.50793,2002,1,1.5,11.2,MC,MC2002M21 -MC21,1671.50794,2002,1,1.2,17.4,MC,MC2002M21 -MC21,1671.50790,2002,1,1.4,7.1,MC,MC2002M21 -MC21,1671.50792,2002,1,1.41,13,MC,MC2002M21 -MC22,NA,2002,NA,NA,NA,MC,MC2002M22 -MC23,NA,2002,1,1.72,NA,MC,MC2002M23 -MC23,NA,2002,1,1.6,NA,MC,MC2002M23 -MC23,1671.51853,2002,1,1.75,15.7,MC,MC2002M23 -MC23,1671.51852,2002,1,1.6,16.9,MC,MC2002M23 -MC23,NA,2002,1,1.58,NA,MC,MC2002M23 -MC24,1671.51578,2002,1,1.58,21,MC,MC2002M24 -MC24,1671.51579,2002,1,1.58,20.3,MC,MC2002M24 -MC24,1671.51576,2002,1,1.56,22.6,MC,MC2002M24 -MC24,1671.51577,2002,1,1.56,20.3,MC,MC2002M24 -MC24,1671.51580,2002,1,1.6,20.1,MC,MC2002M24 -MC25,1671.51826,2002,1,1.53,21.1,MC,MC2002M25 -MC25,1671.51829,2002,1,1.63,18.8,MC,MC2002M25 -MC25,1671.51828,2002,1,1.85,18.6,MC,MC2002M25 -MC25,1671.51827,2002,1,1.75,20.8,MC,MC2002M25 -MC25,1671.51825,2002,1,1.98,20.4,MC,MC2002M25 -MC26,NA,2002,NA,NA,NA,MC,MC2002M26 -MC27,1671.50796,2002,1,1.65,20.4,MC,MC2002M27 -MC27,1671.50795,2002,1,1.55,22.1,MC,MC2002M27 -MC27,1671.50798,2002,1,1.55,20.6,MC,MC2002M27 -MC27,1671.50799,2002,1,1.59,20.2,MC,MC2002M27 -MC27,1671.50797,2002,1,2.08,22.3,MC,MC2002M27 -MC28,1671.51555,2002,1,1.14,19.7,MC,MC2002M28 -MC28,1671.51554,2002,1,1.46,21.1,MC,MC2002M28 -MC28,1671.51557,2002,1,1.46,18.9,MC,MC2002M28 -MC28,1671.51553,2002,1,1.53,20.3,MC,MC2002M28 -MC28,1671.51556,2002,1,1.3,18.9,MC,MC2002M28 -MC29,1671.51587,2002,1,1.35,14.8,MC,MC2002M29 -MC29,1671.51582,2002,1,1.33,19.3,MC,MC2002M29 -MC29,1671.51584,2002,1,1.3,17.7,MC,MC2002M29 -MC29,1671.51583,2002,1,1.28,18.3,MC,MC2002M29 -MC29,1671.51586,2002,1,1.53,15.5,MC,MC2002M29 -MC29,1671.51585,2002,1,1.54,18.7,MC,MC2002M29 -MC30,NA,2002,1,1.66,NA,MC,MC2002M30 -MC30,1671.51588,2002,1,1.54,14.6,MC,MC2002M30 -MC30,1671.51590,2002,1,1.53,15.1,MC,MC2002M30 -MC30,1671.51589,2002,1,1.5,15.9,MC,MC2002M30 -MC30,NA,2002,1,1.7,10.7,MC,MC2002M30 -MC31,NA,2002,1,NA,NA,MC,MC2002M31 -MC31B,NA,2002,1,1.56,NA,MC,MC2002M31B -MC31B,NA,2002,1,1.45,NA,MC,MC2002M31B -MC31B,NA,2002,1,2.24,NA,MC,MC2002M31B -MC31B,NA,2002,1,2.36,NA,MC,MC2002M31B -MC32,NA,2002,1,NA,NA,MC,MC2002M32 -MC33,NA,2002,1,NA,NA,MC,MC2002M33 -MC34,1671.51830,2002,1,1.53,24.5,MC,MC2002M34 -MC34,1671.51832,2002,1,1.63,22.7,MC,MC2002M34 -MC34,1671.51831,2002,1,1.65,23.7,MC,MC2002M34 -MC34,1671.51833,2002,1,1.73,22.4,MC,MC2002M34 -MC35,1671.51812,2002,1,1.67,19.5,MC,MC2002M35 -MC35,1671.51813,2002,1,2,22.8,MC,MC2002M35 -MC35,1671.51814,2002,1,1.54,21.1,MC,MC2002M35 -MC36,NA,2002,1,1.38,6.7,MC,MC2002M36 -MC36,NA,2002,1,1.38,NA,MC,MC2002M36 -MC36,1671.51518,2002,1,1.74,18.5,MC,MC2002M36 -MC36,1671.51520,2002,1,1.66,13.9,MC,MC2002M36 -MC36,1671.51519,2002,1,1.65,12,MC,MC2002M36 -MC37,1671.51547,2002,1,1.37,19,MC,MC2002M37 -MC37,1671.51552,2002,1,1.79,16,MC,MC2002M37 -MC37,1671.51551,2002,1,1.6,18.6,MC,MC2002M37 -MC37,1671.51549,2002,1,1.62,20.9,MC,MC2002M37 -MC37,1671.51548,2002,1,1.78,17.4,MC,MC2002M37 -MC37,1671.51550,2002,1,1.56,17.9,MC,MC2002M37 -MC38,1671.51595,2002,1,1.3,20.4,MC,MC2002M38 -MC38,1671.51591,2002,1,1.45,22.9,MC,MC2002M38 -MC38,1671.51593,2002,1,1.71,22.6,MC,MC2002M38 -MC38,1671.51592,2002,1,1.9,15.9,MC,MC2002M38 -MC38,1671.51594,2002,1,1.5,20.9,MC,MC2002M38 -MC39,1671.51596,2002,1,1.74,20.1,MC,MC2002M39 -MC39,1671.51597,2002,1,2.7,19.1,MC,MC2002M39 -MC39,1671.51598,2002,1,2,20,MC,MC2002M39 -MC40,NA,2002,1,NA,NA,MC,MC2002M40 -MC41,1671.51521,2002,1,1.42,21.9,MC,MC2002M41 -MC41,1671.51524,2002,1,1.7,20.6,MC,MC2002M41 -MC41,1671.51523,2002,1,2,21.6,MC,MC2002M41 -MC41,1671.51522,2002,1,2.1,20.1,MC,MC2002M41 -MC41,NA,2002,1,1.95,NA,MC,MC2002M41 -MC42,1671.51546,2002,1,1.78,18.4,MC,MC2002M42 -MC42,1671.51545,2002,1,1.75,21.7,MC,MC2002M42 -MC42,1671.51541,2002,1,1.9,19.5,MC,MC2002M42 -MC42,1671.51543,2002,1,1.6,21.5,MC,MC2002M42 -MC42,1671.51542,2002,1,1.82,21.4,MC,MC2002M42 -MC42,1671.51544,2002,1,1.73,18.8,MC,MC2002M42 -MC43,1671.51801,2002,1,1.7,28.1,MC,MC2002M43 -MC43,1671.51802,2002,1,1.72,26.7,MC,MC2002M43 -MC43,1671.51599,2002,1,1.72,27.1,MC,MC2002M43 -MC43,1671.51800,2002,1,1.63,26.2,MC,MC2002M43 -MC44,NA,2002,1,NA,NA,MC,MC2002M44 -MC45,NA,2002,1,NA,NA,MC,MC2002M45 -MC46,1671.51871,2002,1,2.24,NA,MC,MC2002M46 -MC46,1671.51872,2002,1,1.82,NA,MC,MC2002M46 -MC46,1671.51873,2002,1,2.21,NA,MC,MC2002M46 -MC47,1671.51527,2002,1,1.49,21.6,MC,MC2002M47 -MC47,1671.51526,2002,1,1.78,22.3,MC,MC2002M47 -MC47,1671.51528,2002,1,1.65,19.8,MC,MC2002M47 -MC47,1671.51525,2002,1,1.3,19.9,MC,MC2002M47 -MC48,NA,2002,1,1.3,NA,MC,MC2002M48 -MC48,NA,2002,1,21.7,NA,MC,MC2002M48 -MC49,NA,2002,1,1.7,NA,MC,MC2002M49 -MC49,NA,2002,1,1.6,NA,MC,MC2002M49 -MC49,NA,2002,1,1.75,NA,MC,MC2002M49 -MC49,NA,2002,1,1.8,NA,MC,MC2002M49 -MC49,NA,2002,1,1.62,NA,MC,MC2002M49 -MC50,1671.51529,2002,1,1.56,21.1,MC,MC2002M50 -MC50,1671.51530,2002,1,1.41,23.1,MC,MC2002M50 -MC50,1671.51531,2002,1,1.67,22.6,MC,MC2002M50 -MC52,NA,2002,1,1.2,NA,MC,MC2002M52 -MC52,1671.51854,2002,1,1.43,13.8,MC,MC2002M52 -MC52,1671.51856,2002,1,1.4,14.5,MC,MC2002M52 -MC52,1671.51855,2002,1,1.3,16.1,MC,MC2002M52 -MC53,1671.51537,2002,1,1.45,18.9,MC,MC2002M53 -MC53,1671.51539,2002,1,1.27,14.6,MC,MC2002M53 -MC53,1671.51538,2002,1,1.4,16.3,MC,MC2002M53 -MC53,1671.51540,2002,1,1.55,13.5,MC,MC2002M53 -MC54,1671.51508,2002,1,1.48,17.9,MC,MC2002M54 -MC54,1671.51509,2002,1,1.42,22.8,MC,MC2002M54 -MC54,1671.51506,2002,1,2.13,22.1,MC,MC2002M54 -MC54,1671.51507,2002,1,1.45,21.1,MC,MC2002M54 -MC54,1671.51510,2002,1,1.6,20.3,MC,MC2002M54 -MC55,1671.51534,2002,1,1.62,18.6,MC,MC2002M55 -MC55,1671.51533,2002,1,1.72,19,MC,MC2002M55 -MC55,1671.51535,2002,1,1.6,19.1,MC,MC2002M55 -MC55,1671.51536,2002,1,1.8,18.6,MC,MC2002M55 -MC55,1671.51532,2002,1,1.6,22.8,MC,MC2002M55 -MC56,1671.51505,2002,1,1.92,22.7,MC,MC2002M56 -MC56,1671.51503,2002,1,1.84,24.7,MC,MC2002M56 -MC56,1671.51504,2002,1,1.61,24.5,MC,MC2002M56 -MC56,1671.51501,2002,1,1.85,24.7,MC,MC2002M56 -MC56,1671.51502,2002,1,1.7,24.6,MC,MC2002M56 -MC57,NA,2002,1,NA,NA,MC,MC2002M57 -MC57A,NA,2002,1,1.45,NA,MC,MC2002M57A -MC57A,NA,2002,1,1.25,8.7,MC,MC2002M57A -MC57A,1651.51870,2002,1,1.2,6.7,MC,MC2002M57A -MC57A,NA,2002,1,1.9,14.9,MC,MC2002M57A -MC57A,NA,2002,1,1.7,NA,MC,MC2002M57A -MC58,1671.51845,2002,1,2.33,18.4,MC,MC2002M58 -MC58,1671.51847,2002,1,2.27,20.1,MC,MC2002M58 -MC58,1671.51846,2002,1,2.22,20.5,MC,MC2002M58 -MC58,1671.51848,2002,1,3.81,18.2,MC,MC2002M58 -MC58,1671.51849,2002,1,3.88,18.4,MC,MC2002M58 -MC59,1671.51844,2002,1,1.2,20.3,MC,MC2002M59 -MC59,1671.51841,2002,1,1.9,18.7,MC,MC2002M59 -MC59,1671.51843,2002,1,1.6,18.3,MC,MC2002M59 -MC59,1671.51842,2002,1,1.8,16.9,MC,MC2002M59 -MC60,1671.51565,2002,1,1.57,19.6,MC,MC2002M60 -MC60,1671.51566,2002,1,1.9,19.4,MC,MC2002M60 -MC60,1671.51562,2002,1,1.52,20.6,MC,MC2002M60 -MC60,1671.51564,2002,1,1.15,19.4,MC,MC2002M60 -MC60,1671.51563,2002,1,1.46,23.6,MC,MC2002M60 -MC61,NA,2002,1,NA,NA,MC,MC2002M61 -MC62,NA,2002,1,NA,NA,MC,MC2002M62 -MC63,NA,2002,1,NA,NA,MC,MC2002M63 -MC64,NA,2002,1,NA,NA,MC,MC2002M64 -MC65,NA,2002,1,NA,NA,MC,MC2002M65 -MC66,NA,2002,1,NA,NA,MC,MC2002M66 -MC67,NA,2002,1,NA,NA,MC,MC2002M67 -MC68,NA,2002,1,NA,NA,MC,MC2002M68 -MC69,NA,2002,1,NA,NA,MC,MC2002M69 -MC70,NA,2002,1,NA,NA,MC,MC2002M70 -MC71,NA,2002,1,NA,NA,MC,MC2002M71 -MC72,NA,2002,1,NA,NA,MC,MC2002M72 -MC73,NA,2002,1,NA,NA,MC,MC2002M73 -MC74,NA,2002,1,NA,NA,MC,MC2002M74 -MC75,NA,2002,1,NA,NA,MC,MC2002M75 -MC76,NA,2002,1,NA,NA,MC,MC2002M76 -MC77,NA,2002,1,NA,NA,MC,MC2002M77 -MC78,NA,2002,1,NA,NA,MC,MC2002M78 -MC79,NA,2002,1,NA,NA,MC,MC2002M79 -MC80,NA,2002,1,NA,NA,MC,MC2002M80 -MC02,1771.41190,2003,1,20.3,20.3,MC,MC2003M02 -MC02,1771.41189,2003,1,1.43,13.6,MC,MC2003M02 -MC02,1771.41133,2003,1,1.75,19.4,MC,MC2003M02 -MC02,1771.41187,2003,1,1.4,18.2,MC,MC2003M02 -MC02,1771.41134,2003,1,1.36,17.8,MC,MC2003M02 -MC02,1771.41188,2003,1,1.09,20.8,MC,MC2003M02 -MC05,1771.41204,2003,1,1.41,20.5,MC,MC2003M05 -MC05,1771.41205,2003,1,1.01,21.3,MC,MC2003M05 -MC05,1771.41202,2003,1,1.2,21.8,MC,MC2003M05 -MC05,1771.41203,2003,1,1.45,21.8,MC,MC2003M05 -MC06,1771.41152,2003,1,1.61,23.8,MC,MC2003M06 -MC06,1771.41154,2003,1,1.41,22.7,MC,MC2003M06 -MC06,1771.41153,2003,1,1.7,23.3,MC,MC2003M06 -MC06,1771.41156,2003,1,1.28,23.1,MC,MC2003M06 -MC06,1771.41157,2003,1,1.89,22.4,MC,MC2003M06 -MC06,1771.41155,2003,1,1.73,23.4,MC,MC2003M06 -MC07,1671.51896,2003,1,1.33,19.8,MC,MC2003M07 -MC07,1671.51892,2003,1,1.2,18.3,MC,MC2003M07 -MC07,1671.51894,2003,1,1.26,20.1,MC,MC2003M07 -MC07,1671.51893,2003,1,1.33,20.5,MC,MC2003M07 -MC07,1671.51895,2003,1,1.3,20.1,MC,MC2003M07 -MC09,1771.41162,2003,1,1.81,23.3,MC,MC2003M09 -MC09,1771.41163,2003,1,1.68,25.7,MC,MC2003M09 -MC09,1771.41158,2003,1,1.75,23.8,MC,MC2003M09 -MC09,1771.41161,2003,1,1.6,22.5,MC,MC2003M09 -MC09,1771.41159,2003,1,1.61,22.7,MC,MC2003M09 -MC09,1771.41160,2003,1,1.15,23.6,MC,MC2003M09 -MC12,1771.41130,2003,1,1.64,15.5,MC,MC2003M12 -MC12,NA,2003,1,1.85,12.2,MC,MC2003M12 -MC12,1771.41132,2003,1,1.53,19.6,MC,MC2003M12 -MC12,1771.41131,2003,1,1.68,16.8,MC,MC2003M12 -MC12,NA,2003,1,1.9,9.3,MC,MC2003M12 -MC14,1771.41164,2003,1,1.7,22,MC,MC2003M14 -MC14,1771.41168,2003,1,1.57,16.1,MC,MC2003M14 -MC14,1771.41166,2003,1,1.63,18.4,MC,MC2003M14 -MC14,1771.41165,2003,1,1.65,18,MC,MC2003M14 -MC14,1771.41167,2003,1,1.32,21.6,MC,MC2003M14 -MC15,1771.41119,2003,1,1.61,21.9,MC,MC2003M15 -MC15,1771.41117,2003,1,1.75,21.5,MC,MC2003M15 -MC15,1771.41118,2003,1,1.52,23.3,MC,MC2003M15 -MC15,1771.41116,2003,1,1.48,24,MC,MC2003M15 -MC15,1771.41115,2003,1,1.28,21.7,MC,MC2003M15 -MC16,1771.41192,2003,1,1.24,11.8,MC,MC2003M16 -MC16,1771.41194,2003,1,1.45,14.5,MC,MC2003M16 -MC16,1771.41195,2003,1,1.29,14.1,MC,MC2003M16 -MC16,1771.41191,2003,1,1.41,16.7,MC,MC2003M16 -MC16,NA,2003,1,1.23,NA,MC,MC2003M16 -MC17,NA,2003,1,1.29,NA,MC,MC2003M17 -MC17,1651.06355,2003,1,1.72,21,MC,MC2003M17 -MC17,1651.06357,2003,1,1.41,22.9,MC,MC2003M17 -MC17,1651.06356,2003,1,1.52,22.7,MC,MC2003M17 -MC17,1651.06358,2003,1,0.86,21.8,MC,MC2003M17 -MC19,1771.41169,2003,1,2.36,24.2,MC,MC2003M19 -MC19,1771.41173,2003,1,1.3,21,MC,MC2003M19 -MC19,1771.41172,2003,1,1.99,24.3,MC,MC2003M19 -MC19,NA,2003,1,2.1,NA,MC,MC2003M19 -MC19,1771.41171,2003,1,1.67,25.4,MC,MC2003M19 -MC20,1771.41146,2003,1,2.74,19.2,MC,MC2003M20 -MC20,1771.41144,2003,1,2.41,23.3,MC,MC2003M20 -MC20,1771.41147,2003,1,2.78,22.6,MC,MC2003M20 -MC20,1771.41143,2003,1,2.29,21.1,MC,MC2003M20 -MC20,1771.41145,2003,1,2.59,24.7,MC,MC2003M20 -MC20,1771.41142,2003,1,1.39,21.4,MC,MC2003M20 -MC21,1651.06399,2003,1,1.97,23.4,MC,MC2003M21 -MC21,1651.06397,2003,1,1.93,23.5,MC,MC2003M21 -MC21,1651.06398,2003,1,1.85,23.8,MC,MC2003M21 -MC21,1651.06395,2003,1,1.76,29.8,MC,MC2003M21 -MC21,1651.06396,2003,1,1.56,23.1,MC,MC2003M21 -MC22,1671.51891,2003,1,1.73,25,MC,MC2003M22 -MC22,1671.51889,2003,1,1.75,23.6,MC,MC2003M22 -MC22,1671.51890,2003,1,1.5,25,MC,MC2003M22 -MC24,1651.06363,2003,1,1.65,24.7,MC,MC2003M24 -MC24,1651.06361,2003,1,1.68,23.5,MC,MC2003M24 -MC24,1651.06362,2003,1,1.48,26,MC,MC2003M24 -MC24,1651.06359,2003,1,1.74,23.1,MC,MC2003M24 -MC24,1651.06360,2003,1,1.57,25,MC,MC2003M24 -MC25,1671.51885,2003,1,1.62,23.4,MC,MC2003M25 -MC25,1671.51888,2003,1,1.33,23.9,MC,MC2003M25 -MC25,1671.51886,2003,1,1.72,25.7,MC,MC2003M25 -MC25,1671.51887,2003,1,1.57,25,MC,MC2003M25 -MC26,1771.41135,2003,1,1.54,23.4,MC,MC2003M26 -MC26,1771.41137,2003,1,1.5,23.5,MC,MC2003M26 -MC26,1771.41136,2003,1,1.43,24.2,MC,MC2003M26 -MC27,1771.41102,2003,1,1.43,21.4,MC,MC2003M27 -MC27,1771.41105,2003,1,1.12,21.3,MC,MC2003M27 -MC27,1771.41103,2003,1,1.4,22.5,MC,MC2003M27 -MC27,1771.41101,2003,1,1.63,22.7,MC,MC2003M27 -MC27,1771.41104,2003,1,1.22,21.3,MC,MC2003M27 -MC28,1771.41106,2003,1,1.28,24.3,MC,MC2003M28 -MC28,1771.41108,2003,1,1.04,20,MC,MC2003M28 -MC28,1771.41107,2003,1,1.28,22.8,MC,MC2003M28 -MC28,1771.41109,2003,1,1.33,21.8,MC,MC2003M28 -MC30,1771.41148,2003,1,1.68,24.6,MC,MC2003M30 -MC30,1771.41150,2003,1,1.85,22.5,MC,MC2003M30 -MC30,1771.41149,2003,1,1.48,22.1,MC,MC2003M30 -MC30,1771.41151,2003,1,1.77,23.2,MC,MC2003M30 -MC31,1671.51897,2003,1,1.45,23.5,MC,MC2003M31 -MC31,1671.51899,2003,1,2.78,21.9,MC,MC2003M31 -MC31,1671.51898,2003,1,1.2,21.3,MC,MC2003M31 -MC31,1671.51900,2003,1,1.66,23.1,MC,MC2003M31 -MC33,1671.51882,2003,1,1.23,23.1,MC,MC2003M33 -MC33,1671.51884,2003,1,1.38,23.6,MC,MC2003M33 -MC33,1671.51883,2003,1,1.4,23.7,MC,MC2003M33 -MC34,1771.41123,2003,1,1.62,23.8,MC,MC2003M34 -MC34,NA,2003,1,1.89,NA,MC,MC2003M34 -MC34,1771.41122,2003,1,1.62,21.8,MC,MC2003M34 -MC34,1771.41120,2003,1,1.52,24.1,MC,MC2003M34 -MC34,1771.41121,2003,1,1.64,23.2,MC,MC2003M34 -MC36,1651.06390,2003,1,1.8,22.4,MC,MC2003M36 -MC36,1651.06389,2003,1,1.83,22.1,MC,MC2003M36 -MC36,1651.06386,2003,1,1.42,23,MC,MC2003M36 -MC36,1651.06388,2003,1,1.59,24.4,MC,MC2003M36 -MC36,1651.06387,2003,1,1.63,23.2,MC,MC2003M36 -MC38,1651.06391,2003,1,1.36,23.3,MC,MC2003M38 -MC38,1651.06393,2003,1,1.7,24,MC,MC2003M38 -MC38,1651.06392,2003,1,1.51,21.3,MC,MC2003M38 -MC38,1651.06394,2003,1,1.21,20.2,MC,MC2003M38 -MC39,NA,2003,1,1.58,NA,MC,MC2003M39 -MC39,1651.06347,2003,1,1.98,22.3,MC,MC2003M39 -MC39,1651.06348,2003,1,1.02,19.8,MC,MC2003M39 -MC39,1651.06345,2003,1,1.34,20.6,MC,MC2003M39 -MC39,1651.06346,2003,1,1.23,23.6,MC,MC2003M39 -MC40,NA,2003,1,6.48,NA,MC,MC2003M40 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-MC49,1771.42058,2005,2,1.52,23.3,MC,MC2005M49 -MC49,1771.42060,2005,2,1.91,22.3,MC,MC2005M49 -MC50,1771.42011,2005,1,1.45,24.5,MC,MC2005M50 -MC50,1771.42009,2005,1,1.7,25.3,MC,MC2005M50 -MC50,1771.42010,2005,1,1.55,25.4,MC,MC2005M50 -MC50,NA,2005,1,1.65,NA,MC,MC2005M50 -MC50,NA,2005,1,1.48,NA,MC,MC2005M50 -MC51,1771.42305,2005,1,2.78,23.3,MC,MC2005M51 -MC51,1771.42301,2005,1,1.42,25.6,MC,MC2005M51 -MC51,1771.42303,2005,1,1.5,25.6,MC,MC2005M51 -MC51,1771.42302,2005,1,1.5,23.2,MC,MC2005M51 -MC51,1771.42304,2005,1,1.53,22.7,MC,MC2005M51 -MC52,NA,2005,1,1.49,NA,MC,MC2005M52 -MC52,NA,2005,1,1.57,NA,MC,MC2005M52 -MC52,1771.43463,2005,1,1.84,20.8,MC,MC2005M52 -MC53,1771.42322,2005,2,1.17,NA,MC,MC2005M53 -MC53,1771.42056,2005,2,2.09,23.6,MC,MC2005M53 -MC53,NA,2005,2,1.42,17.8,MC,MC2005M53 -MC53,1771.42057,2005,2,1.43,23.6,MC,MC2005M53 -MC54,1771.42306,2005,2,1.69,NA,MC,MC2005M54 -MC54,1771.42308,2005,2,1.82,NA,MC,MC2005M54 -MC54,1771.42307,2005,2,1.8,NA,MC,MC2005M54 -MC54,1771.42309,2005,2,1.77,NA,MC,MC2005M54 -MC54,1771.42311,2005,2,NA,NA,MC,MC2005M54 -MC54,1771.42310,2005,2,2.01,NA,MC,MC2005M54 -MC55,1771.442054,2005,1,1.71,20.9,MC,MC2005M55 -MC55,1771.442055,2005,1,NA,24.2,MC,MC2005M55 -MC55,1771.442050,2005,1,1.77,24.4,MC,MC2005M55 -MC55,1771.442052,2005,1,1.66,22.7,MC,MC2005M55 -MC55,1771.442051,2005,1,1.83,23.1,MC,MC2005M55 -MC55,1771.442053,2005,1,1.62,24,MC,MC2005M55 -MC56,NA,2005,2,NA,NA,MC,MC2005M56 -MC56,NA,2005,2,1.47,NA,MC,MC2005M56 -MC57,1771.43468,2005,1,1.42,17.3,MC,MC2005M57 -MC57,1771.43472,2005,1,1.33,11.1,MC,MC2005M57 -MC57,1771.43470,2005,1,1.5,16.2,MC,MC2005M57 -MC57,1771.43473,2005,1,1.21,7.8,MC,MC2005M57 -MC57,1771.43469,2005,1,1.31,12.4,MC,MC2005M57 -MC57,1771.43471,2005,1,1.29,12.5,MC,MC2005M57 -MC58,1771.43482,2005,1,1.49,NA,MC,MC2005M58 -MC58,1771.43484,2005,1,1.41,NA,MC,MC2005M58 -MC58,1771.43483,2005,1,1.51,NA,MC,MC2005M58 -MC58,1771.43486,2005,1,1.52,NA,MC,MC2005M58 -MC58,1771.43487,2005,1,1.28,NA,MC,MC2005M58 -MC58,1771.43485,2005,1,1.68,NA,MC,MC2005M58 -MC59,1771.43437,2005,1,0.52,21.7,MC,MC2005M59 -MC59,1771.43435,2005,1,0.43,18.7,MC,MC2005M59 -MC59,1771.43434,2005,1,0.48,20.2,MC,MC2005M59 -MC59,1771.43436,2005,1,0.42,20.2,MC,MC2005M59 -MC59,NA,2005,1,1.76,NA,MC,MC2005M59 -MC60,1771.43464,2005,1,1.41,13.7,MC,MC2005M60 -MC60,1771.43466,2005,1,1.24,16.5,MC,MC2005M60 -MC60,1771.43465,2005,1,1.4,12.4,MC,MC2005M60 -MC60,1771.43467,2005,1,1.21,9.2,MC,MC2005M60 -MC60,NA,2005,1,1.62,NA,MC,MC2005M60 -MC60,NA,2005,1,NA,NA,MC,MC2005M60 -MC64,1771.42328,2005,1,1.31,NA,MC,MC2005M64 -MC64,1771.42327,2005,1,1.25,NA,MC,MC2005M64 -MC64,1771.42329,2005,1,1.59,NA,MC,MC2005M64 -MC66,NA,2005,1,1.46,NA,MC,MC2005M66 -MC66,NA,2005,1,1.6,NA,MC,MC2005M66 -MC66,NA,2005,1,1.35,NA,MC,MC2005M66 -MC66,NA,2005,1,1.39,NA,MC,MC2005M66 -MC68,NA,2005,1,1.57,NA,MC,MC2005M68 -MC68,NA,2005,1,1.39,NA,MC,MC2005M68 -MC69,NA,2005,1,1.14,NA,MC,MC2005M69 -MC69,1771.43466,2005,1,1.34,NA,MC,MC2005M69 -MC69,1771.43468,2005,1,1.45,NA,MC,MC2005M69 -MC69,NA,2005,1,1.7,NA,MC,MC2005M69 -MC01,1881.06838,2006,1,1.45,22.3,MC,MC2006M01 -MC01,1881.06837,2006,1,1.35,22.4,MC,MC2006M01 -MC01,1881.06839,2006,1,1.5,22.4,MC,MC2006M01 -MC01,NA,2006,1,1.41,NA,MC,MC2006M01 -MC02,1881.06858,2006,1,1.4,NA,MC,MC2006M02 -MC03,NA,2006,1,NA,NA,MC,MC2006M03 -MC04,NA,2006,1,NA,NA,MC,MC2006M04 -MC05,1881.06153,2006,1,1.12,17.1,MC,MC2006M05 -MC05,1881.06154,2006,1,1.18,18.5,MC,MC2006M05 -MC05,1881.06155,2006,1,1.54,20.6,MC,MC2006M05 -MC05,1881.06156,2006,1,1.48,19.5,MC,MC2006M05 -MC06,1881.06166,2006,1,1.15,22.4,MC,MC2006M06 -MC06,1881.06167,2006,1,1.46,21.5,MC,MC2006M06 -MC07,1881.06104,2006,1,1.48,24,MC,MC2006M07 -MC07,1881.06105,2006,1,1.4,22.2,MC,MC2006M07 -MC08,NA,2006,1,NA,NA,MC,MC2006M08 -MC09,1881.06821,2006,1,1.41,20.9,MC,MC2006M09 -MC10,NA,2006,1,NA,NA,MC,MC2006M10 -MC11,NA,2006,1,NA,NA,MC,MC2006M11 -MC12,1881.06168,2006,1,2.06,25.9,MC,MC2006M12 -MC13,NA,2006,1,NA,NA,MC,MC2006M13 -MC14,1881.06132,2006,1,1.9,22.3,MC,MC2006M14 -MC14,1881.06134,2006,1,1.49,24.2,MC,MC2006M14 -MC14,1881.06133,2006,1,1.6,25.1,MC,MC2006M14 -MC15,NA,2006,1,1.41,NA,MC,MC2006M15 -MC15,NA,2006,1,1.46,NA,MC,MC2006M15 -MC15,NA,2006,1,1.48,NA,MC,MC2006M15 -MC15,NA,2006,1,1.71,NA,MC,MC2006M15 -MC15,NA,2006,1,1.53,NA,MC,MC2006M15 -MC16,1881.06809,2006,1,1.4,24.2,MC,MC2006M16 -MC16,1881.06810,2006,1,1.47,21.8,MC,MC2006M16 -MC17,1881.06840,2006,1,2.26,23.2,MC,MC2006M17 -MC17,1881.06842,2006,1,1.62,24.8,MC,MC2006M17 -MC17,1881.06841,2006,1,1.9,24.1,MC,MC2006M17 -MC17,1881.06844,2006,1,1.78,22.4,MC,MC2006M17 -MC17,1881.06843,2006,1,1.83,23.8,MC,MC2006M17 -MC18,1881.06845,2006,1,1.64,25.6,MC,MC2006M18 -MC18,1881.06846,2006,1,1.69,20.8,MC,MC2006M18 -MC18,1881.06847,2006,1,1.77,24.9,MC,MC2006M18 -MC19,NA,2006,1,NA,NA,MC,MC2006M19 -MC20,1881.06161,2006,1,1.37,25.3,MC,MC2006M20 -MC20,1881.06159,2006,1,1.45,26.1,MC,MC2006M20 -MC20,1881.06160,2006,1,1.39,24.9,MC,MC2006M20 -MC20,NA,2006,1,1.16,NA,MC,MC2006M20 -MC20,1881.06157,2006,1,1.66,27.4,MC,MC2006M20 -MC20,1881.06158,2006,1,1.41,22.9,MC,MC2006M20 -MC22,NA,2006,1,1.28,NA,MC,MC2006M22 -MC22,NA,2006,1,1.45,NA,MC,MC2006M22 -MC22,NA,2006,1,1.81,23.2,MC,MC2006M22 -MC22,NA,2006,1,1.98,NA,MC,MC2006M22 -MC22,NA,2006,1,2.16,NA,MC,MC2006M22 -MC22,NA,2006,1,1.95,NA,MC,MC2006M22 -MC23,NA,2006,1,NA,NA,MC,MC2006M23 -MC24,1881.06852,2006,1,1.49,20.2,MC,MC2006M24 -MC24,1881.06850,2006,1,1.37,19.8,MC,MC2006M24 -MC24,1881.06848,2006,1,1.21,21.2,MC,MC2006M24 -MC24,1881.06849,2006,1,1.26,20.7,MC,MC2006M24 -MC24,NA,2006,1,1.38,NA,MC,MC2006M24 -MC24,1881.06851,2006,1,NA,20.7,MC,MC2006M24 -MC25,1881.06189,2006,1,1.62,23.1,MC,MC2006M25 -MC25,1881.06191,2006,1,1.39,22.1,MC,MC2006M25 -MC25,1881.06190,2006,1,1.43,22.3,MC,MC2006M25 -MC25,1881.06192,2006,1,1.36,20.7,MC,MC2006M25 -MC25,1881.06193,2006,1,1.76,22.2,MC,MC2006M25 -MC26,NA,2006,1,NA,NA,MC,MC2006M26 -MC27,1881.06879,2006,1,1.55,NA,MC,MC2006M27 -MC27,1881.06878,2006,1,1.76,NA,MC,MC2006M27 -MC27,NA,2006,1,1.49,NA,MC,MC2006M27 -MC27,1881.06877,2006,1,1.56,NA,MC,MC2006M27 -MC27,1881.06880,2006,1,1.64,NA,MC,MC2006M27 -MC28,1881.06195,2006,1,1.65,22.2,MC,MC2006M28 -MC29,1881.06148,2006,1,1.64,24.2,MC,MC2006M29 -MC29,1881.06144,2006,1,1.76,25.2,MC,MC2006M29 -MC29,1881.06146,2006,1,1.63,22.4,MC,MC2006M29 -MC29,1881.06145,2006,1,1.8,24.2,MC,MC2006M29 -MC29,1881.06147,2006,1,1.54,24.7,MC,MC2006M29 -MC30,1881.06174,2006,1,1.62,22.3,MC,MC2006M30 -MC30,1881.06169,2006,1,1.62,23.1,MC,MC2006M30 -MC30,1881.06170,2006,1,1.58,23,MC,MC2006M30 -MC30,1881.06173,2006,1,2.1,21.5,MC,MC2006M30 -MC30,1881.06171,2006,1,2.19,20.8,MC,MC2006M30 -MC30,1881.06172,2006,1,2.04,25.7,MC,MC2006M30 -MC31,1881.06135,2006,1,1.62,22.5,MC,MC2006M31 -MC31,1881.06137,2006,1,1.64,21.6,MC,MC2006M31 -MC31,1881.06136,2006,1,1.5,22.8,MC,MC2006M31 -MC31,1881.06138,2006,1,1.29,24.2,MC,MC2006M31 -MC32,1881.06115,2006,1,1.45,0,MC,MC2006M32 -MC32,1881.06116,2006,1,1.31,0,MC,MC2006M32 -MC32,1881.06117,2006,1,1.48,0,MC,MC2006M32 -MC32,1881.06113,2006,1,1.5,0,MC,MC2006M32 -MC32,1881.06114,2006,1,1.43,0,MC,MC2006M32 -MC33,1881.06866,2006,1,1.3,22.1,MC,MC2006M33 -MC33,1881.06865,2006,1,1.49,19.5,MC,MC2006M33 -MC33,1881.06862,2006,1,1.49,21,MC,MC2006M33 -MC33,1881.06864,2006,1,1.16,21,MC,MC2006M33 -MC33,1881.06863,2006,1,1.23,19.4,MC,MC2006M33 -MC34,1881.06175,2006,1,1.55,22.1,MC,MC2006M34 -MC34,1881.06176,2006,1,1.71,22.5,MC,MC2006M34 -MC35,1881.06106,2006,1,2.2,23.1,MC,MC2006M35 -MC35,1881.06108,2006,1,1.8,22.1,MC,MC2006M35 -MC35,1881.06107,2006,1,2.14,25.1,MC,MC2006M35 -MC36,1881.06121,2006,1,1.32,NA,MC,MC2006M36 -MC36,1881.06118,2006,1,1.63,NA,MC,MC2006M36 -MC36,1881.06120,2006,1,1.58,NA,MC,MC2006M36 -MC36,1881.06119,2006,1,1.58,NA,MC,MC2006M36 -MC38,1881.06857,2006,1,1.44,20.3,MC,MC2006M38 -MC38,1881.06853,2006,1,1.46,22.1,MC,MC2006M38 -MC38,1881.06855,2006,1,1.38,23.5,MC,MC2006M38 -MC38,1881.06854,2006,1,1.4,21.1,MC,MC2006M38 -MC38,1881.06856,2006,1,1.57,21.9,MC,MC2006M38 -MC39,1881.06815,2006,1,1.71,22,MC,MC2006M39 -MC39,1881.06811,2006,1,2.67,22,MC,MC2006M39 -MC39,1881.06813,2006,1,1.98,21.4,MC,MC2006M39 -MC39,1881.06812,2006,1,2.15,22.2,MC,MC2006M39 -MC39,1881.06816,2006,1,2.05,21.3,MC,MC2006M39 -MC40,1881.06126,2006,1,1.47,18.9,MC,MC2006M40 -MC40,1881.06122,2006,1,1.34,21.6,MC,MC2006M40 -MC40,1881.06124,2006,1,1.51,20.7,MC,MC2006M40 -MC40,1881.06123,2006,1,1.5,21.2,MC,MC2006M40 -MC40,1881.06125,2006,1,1.42,20,MC,MC2006M40 -MC41,1881.06828,2006,1,1.34,23,MC,MC2006M41 -MC41,1881.06829,2006,1,1.17,21.8,MC,MC2006M41 -MC41,1881.06830,2006,1,1.52,21.4,MC,MC2006M41 -MC41,1881.06831,2006,1,1.61,22.7,MC,MC2006M41 -MC42,NA,2006,1,0.96,NA,MC,MC2006M42 -MC42,1881.06826,2006,1,1.29,19.9,MC,MC2006M42 -MC42,1881.06827,2006,1,1.2,21.9,MC,MC2006M42 -MC43,1881.06808,2006,1,1.62,17.4,MC,MC2006M43 -MC43,1881.06807,2006,1,1.86,23,MC,MC2006M43 -MC43,1881.06804,2006,1,1.9,23.2,MC,MC2006M43 -MC43,NA,2006,1,1.65,NA,MC,MC2006M43 -MC43,1881.06805,2006,1,1.71,20.7,MC,MC2006M43 -MC44,NA,2006,1,1.71,20.8,MC,MC2006M44 -MC44,NA,2006,1,1.73,21.5,MC,MC2006M44 -MC44,NA,2006,1,2.16,17.8,MC,MC2006M44 -MC44,NA,2006,1,1.85,22.4,MC,MC2006M44 -MC45,1881.06331,2006,1,0.98,NA,MC,MC2006M45 -MC45,NA,2006,1,1.16,NA,MC,MC2006M45 -MC45,1881.06332,2006,1,1.04,NA,MC,MC2006M45 -MC45,NA,2006,1,1.02,NA,MC,MC2006M45 -MC46,1881.06188,2006,1,1.7,20.9,MC,MC2006M46 -MC46,1881.06186,2006,1,1.69,24.3,MC,MC2006M46 -MC46,1881.06187,2006,1,1.62,24.1,MC,MC2006M46 -MC47,1881.06892,2006,1,1.76,23.8,MC,MC2006M47 -MC47,1881.06894,2006,1,1.63,24.9,MC,MC2006M47 -MC47,1881.06893,2006,1,1.72,24,MC,MC2006M47 -MC47,1881.06895,2006,1,1.53,22.7,MC,MC2006M47 -MC48,NA,2006,1,NA,NA,MC,MC2006M48 -MC49,1881.06177,2006,1,1.38,23,MC,MC2006M49 -MC49,1881.06178,2006,1,1.7,20.8,MC,MC2006M49 -MC49,NA,2006,1,1.03,17.8,MC,MC2006M49 -MC50,1881.06836,2006,1,1.36,20.8,MC,MC2006M50 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-PT28C,NA,1979,1,1.57,NA,PT,PT1979P28C -PT28C,NA,1979,1,1.37,NA,PT,PT1979P28C -PT28E,8807.7418,1979,1,1.3,21.8,PT,PT1979P28E -PT28E,8807.7417,1979,1,1.4,22.4,PT,PT1979P28E -PT29E,NA,1979,1,1,NA,PT,PT1979P29E -PT29E,NA,1979,1,2.25,NA,PT,PT1979P29E -PT29E,NA,1979,1,2.05,NA,PT,PT1979P29E -PT29E,NA,1979,1,1.95,NA,PT,PT1979P29E -PT29E,NA,1979,1,2.45,NA,PT,PT1979P29E -PT30E,8807.4656,1979,1,1.6,23.7,PT,PT1979P30E -PT30E,8807.4657,1979,1,1.4,25.3,PT,PT1979P30E -PT30E,8807.4660,1979,1,1.2,23.5,PT,PT1979P30E -PT30E,8807.4658,1979,1,1.1,24.1,PT,PT1979P30E -PT30E,8807.4661,1979,1,1.1,23.1,PT,PT1979P30E -PT30E,8807.4659,1979,1,1.1,24.8,PT,PT1979P30E -PT01F,NA,1980,1,1.54,NA,PT,PT1980P01F -PT01F,8905.2246,1980,1,1.4,23.3,PT,PT1980P01F -PT01F,8905.2247,1980,1,1.53,24,PT,PT1980P01F -PT01F,NA,1980,1,1.47,NA,PT,PT1980P01F -PT01F,8905.2248,1980,1,1.54,23.6,PT,PT1980P01F -PT01I,8905.2283,1980,1,1.57,19.2,PT,PT1980P01I -PT01I,8905.2280,1980,1,1.48,21.6,PT,PT1980P01I -PT01I,8905.2282,1980,1,1.47,22.5,PT,PT1980P01I -PT01I,8905.2281,1980,1,1.51,22.9,PT,PT1980P01I -PT01J,NA,1980,1,1.35,NA,PT,PT1980P01J -PT01J,8905.2284,1980,1,1.43,NA,PT,PT1980P01J -PT01J,8905.2285,1980,1,1.33,NA,PT,PT1980P01J -PT01J,NA,1980,1,1.88,NA,PT,PT1980P01J -PT01J,NA,1980,1,1.4,NA,PT,PT1980P01J -PT01J,NA,1980,1,1.35,NA,PT,PT1980P01J -PT02I,8905.2278,1980,1,1.33,23,PT,PT1980P02I -PT02I,NA,1980,1,1.34,NA,PT,PT1980P02I -PT02I,8905.2279,1980,1,1.43,21.9,PT,PT1980P02I -PT02I,8905.2277,1980,1,1.46,22,PT,PT1980P02I -PT02I,8905.2275,1980,1,1.31,24.4,PT,PT1980P02I -PT02I,8905.2276,1980,1,1.14,22.3,PT,PT1980P02I -PT03G,8807.7223,1980,1,1.09,23.2,PT,PT1980P03G -PT03G,8807.7221,1980,1,2.09,24.4,PT,PT1980P03G -PT03G,8807.7222,1980,1,2.2,24.8,PT,PT1980P03G -PT03G,8807.7220,1980,1,1.7,20.7,PT,PT1980P03G -PT03G,8807.7219,1980,1,1.64,22.3,PT,PT1980P03G -PT03I,8807.7283,1980,1,1.44,25.6,PT,PT1980P03I -PT03I,8807.7285,1980,1,1.47,26.2,PT,PT1980P03I -PT03I,8807.7284,1980,1,1.51,26.7,PT,PT1980P03I -PT03I,8807.7282,1980,1,1.45,23.8,PT,PT1980P03I -PT03I,8807.7280,1980,1,1.4,27.4,PT,PT1980P03I -PT03I,8807.7281,1980,1,1.6,25.7,PT,PT1980P03I -PT03J,NA,1980,1,1.5,NA,PT,PT1980P03J -PT03J,NA,1980,1,1.65,NA,PT,PT1980P03J -PT03J,NA,1980,1,1.53,NA,PT,PT1980P03J -PT03J,NA,1980,1,1.64,NA,PT,PT1980P03J -PT03J,NA,1980,1,1.3,NA,PT,PT1980P03J -PT04I,NA,1980,1,1.72,NA,PT,PT1980P04I -PT04I,8905.2241,1980,1,1.68,22.6,PT,PT1980P04I -PT04I,8905.2244,1980,1,1.51,19.2,PT,PT1980P04I -PT04I,8905.2242,1980,1,1.47,24.2,PT,PT1980P04I -PT04I,8905.2243,1980,1,1.46,23,PT,PT1980P04I -PT04I,8905.2245,1980,1,1.53,21.6,PT,PT1980P04I -PT05G,NA,1980,1,1.4,NA,PT,PT1980P05G -PT05G,NA,1980,1,1.27,NA,PT,PT1980P05G -PT05G,NA,1980,1,1.44,NA,PT,PT1980P05G -PT05G,NA,1980,1,1.21,NA,PT,PT1980P05G -PT05G,8905.2274,1980,1,NA,23.6,PT,PT1980P05G -PT05G,8905.2274,1980,1,NA,24.7,PT,PT1980P05G -PT05H,NA,1980,1,1.18,NA,PT,PT1980P05H -PT05H,NA,1980,1,1.48,NA,PT,PT1980P05H -PT05H,NA,1980,1,1.23,NA,PT,PT1980P05H -PT05H,NA,1980,1,1.4,NA,PT,PT1980P05H -PT05H,NA,1980,1,1.32,NA,PT,PT1980P05H -PT06B,8905.2201,1980,1,1.96,22.5,PT,PT1980P06B -PT06B,8905.2204,1980,1,1.45,24,PT,PT1980P06B -PT06B,NA,1980,1,1.68,NA,PT,PT1980P06B -PT06B,8905.2202,1980,1,1.92,20.8,PT,PT1980P06B -PT06B,8905.2203,1980,1,1.94,23.3,PT,PT1980P06B -PT06E,8807.7224,1980,1,1.72,23.7,PT,PT1980P06E -PT06E,8807.7225,1980,1,1.4,24.2,PT,PT1980P06E -PT06E,8807.7227,1980,1,1.66,22.8,PT,PT1980P06E -PT06E,8807.7226,1980,1,1.58,24.3,PT,PT1980P06E -PT06E,8807.7229,1980,1,1.8,23.2,PT,PT1980P06E -PT06E,8807.7228,1980,1,1.36,22.8,PT,PT1980P06E -PT06F,8807.2286,1980,1,1.68,22.8,PT,PT1980P06F -PT06F,8807.2289,1980,1,1.47,24.9,PT,PT1980P06F -PT06F,8807.2290,1980,1,1.65,25.4,PT,PT1980P06F -PT06F,8807.2291,1980,1,1.45,25,PT,PT1980P06F -PT06F,8807.2287,1980,1,1.58,23.5,PT,PT1980P06F -PT06F,8807.2288,1980,1,1.73,23.9,PT,PT1980P06F -PT07B,8905.2208,1980,1,1.83,23.4,PT,PT1980P07B -PT07B,8905.2210,1980,1,2.19,24.5,PT,PT1980P07B -PT07B,NA,1980,1,2.14,NA,PT,PT1980P07B -PT07B,NA,1980,1,2.49,NA,PT,PT1980P07B -PT07B,NA,1980,1,2.27,NA,PT,PT1980P07B -PT07B,8905.2209,1980,1,2.34,21.7,PT,PT1980P07B -PT07G,NA,1980,1,1.68,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.6,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.63,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.62,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.59,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.93,NA,PT,PT1980P07G -PT07G,NA,1980,1,1.53,NA,PT,PT1980P07G -PT07G,8905.2250,1980,1,NA,22.2,PT,PT1980P07G -PT07G,8905.2249,1980,1,NA,21.5,PT,PT1980P07G -PT07H,8905.2235,1980,1,1.14,24.8,PT,PT1980P07H -PT07H,8905.2235,1980,1,1.07,24.1,PT,PT1980P07H -PT07H,8905.2237,1980,1,1.07,24.6,PT,PT1980P07H -PT07H,8905.2239,1980,1,1.1,26,PT,PT1980P07H -PT07H,8905.2240,1980,1,2.9,23.4,PT,PT1980P07H -PT07H,8905.2238,1980,1,4,25.8,PT,PT1980P07H -PT07I,NA,1980,1,1.42,NA,PT,PT1980P07I -PT07I,8807.7295,1980,1,1.84,24.8,PT,PT1980P07I -PT07I,8807.7293,1980,1,1.75,26.8,PT,PT1980P07I -PT07I,8807.7296,1980,1,1.83,26,PT,PT1980P07I -PT07I,8807.7294,1980,1,1.82,23.6,PT,PT1980P07I -PT07I,8807.7292,1980,1,1.84,25.4,PT,PT1980P07I -PT08G,8807.7260,1980,1,1.7,21.4,PT,PT1980P08G -PT08G,8807.7259,1980,1,1.69,24.1,PT,PT1980P08G -PT08G,8807.7262,1980,1,1.72,21.1,PT,PT1980P08G -PT08G,8807.7261,1980,1,1.65,23.4,PT,PT1980P08G -PT08I,8905.2251,1980,1,1.52,22.9,PT,PT1980P08I -PT08I,NA,1980,1,1.54,NA,PT,PT1980P08I -PT08I,8905.2254,1980,1,1.64,23.1,PT,PT1980P08I -PT08I,8905.2252,1980,1,1.67,23.4,PT,PT1980P08I -PT08I,8905.2253,1980,1,1.42,23.7,PT,PT1980P08I -PT09E,8905.2234,1980,1,1.67,23.1,PT,PT1980P09E -PT09E,8905.2233,1980,1,1.64,22.6,PT,PT1980P09E -PT09E,8905.2231,1980,1,1.55,21.9,PT,PT1980P09E -PT09E,8905.2229,1980,1,1.65,21.9,PT,PT1980P09E -PT09E,8905.2230,1980,1,1.56,22.6,PT,PT1980P09E -PT09E,8905.2232,1980,1,1.66,23.9,PT,PT1980P09E -PT09G,8807.7273,1980,1,1.57,24.3,PT,PT1980P09G -PT09G,8807.7271,1980,1,1.55,23.8,PT,PT1980P09G -PT09G,8807.7272,1980,1,21.2,NA,PT,PT1980P09G -PT09G,8807.7270,1980,1,1.76,25.6,PT,PT1980P09G -PT09G,8807.7274,1980,1,1.47,22.3,PT,PT1980P09G -PT09G,8807.7275,1980,1,1.51,23.4,PT,PT1980P09G -PT09H,NA,1980,1,3.2,NA,PT,PT1980P09H -PT09H,NA,1980,1,1.64,NA,PT,PT1980P09H -PT09H,NA,1980,1,3.33,NA,PT,PT1980P09H -PT09H,NA,1980,1,2.93,NA,PT,PT1980P09H -PT09H,NA,1980,1,1.72,NA,PT,PT1980P09H -PT09H,NA,1980,1,1.07,NA,PT,PT1980P09H -PT09H,NA,1980,1,1.71,NA,PT,PT1980P09H -PT09I,8807.7269,1980,1,1.36,21.7,PT,PT1980P09I -PT09I,8807.7267,1980,1,1.57,23.5,PT,PT1980P09I -PT09I,8807.7266,1980,1,1.95,22.7,PT,PT1980P09I -PT09I,8807.7264,1980,1,1.31,24.1,PT,PT1980P09I -PT09I,8807.7265,1980,1,1.75,26,PT,PT1980P09I -PT09I,8807.7268,1980,1,3.5,22.3,PT,PT1980P09I -PT10F,8905.2270,1980,1,1.77,21.9,PT,PT1980P10F -PT10F,8905.2271,1980,1,1.39,25.7,PT,PT1980P10F -PT10F,8905.2268,1980,1,1.65,21.8,PT,PT1980P10F -PT10F,8905.2273,1980,1,1.42,22.9,PT,PT1980P10F -PT10F,8905.2272,1980,1,1.54,24.2,PT,PT1980P10F -PT10F,8905.2269,1980,1,1.72,23.5,PT,PT1980P10F -PT11E,8905.2225,1980,1,1.68,23.2,PT,PT1980P11E -PT11E,8905.2227,1980,1,1.75,21.7,PT,PT1980P11E -PT11E,8905.2226,1980,1,2.01,26.2,PT,PT1980P11E -PT11E,8905.2224,1980,1,1.63,24.9,PT,PT1980P11E -PT11E,8905.2223,1980,1,1.78,24.7,PT,PT1980P11E -PT11E,8905.2228,1980,1,1.52,22.1,PT,PT1980P11E -PT11F,8807.7230,1980,1,1.72,27,PT,PT1980P11F -PT11F,8807.7232,1980,1,1.88,26.9,PT,PT1980P11F -PT11F,8807.7231,1980,1,1.95,23.4,PT,PT1980P11F -PT11H,NA,1980,1,2.02,20.6,PT,PT1980P11H -PT11H,NA,1980,1,1.52,24.1,PT,PT1980P11H -PT11H,NA,1980,1,1.51,21.6,PT,PT1980P11H -PT11H,NA,1980,1,1.52,19.8,PT,PT1980P11H -PT11H,NA,1980,1,1.5,23.1,PT,PT1980P11H -PT11H,NA,1980,1,1.55,20.9,PT,PT1980P11H -PT12C,NA,1980,1,1.5,NA,PT,PT1980P12C -PT12C,NA,1980,1,1.31,NA,PT,PT1980P12C -PT12C,NA,1980,1,1.2,NA,PT,PT1980P12C -PT12C,NA,1980,1,1.38,NA,PT,PT1980P12C -PT12F,8807.2235,1980,1,2.17,24.8,PT,PT1980P12F -PT12F,8807.2236,1980,1,1.49,24,PT,PT1980P12F -PT12F,8807.2234,1980,1,2.1,26.7,PT,PT1980P12F -PT12F,8807.2237,1980,1,2.05,23.3,PT,PT1980P12F -PT12F,8807.2233,1980,1,1.94,21.8,PT,PT1980P12F -PT12G,NA,1980,1,1.8,20.6,PT,PT1980P12G -PT12G,NA,1980,1,1.62,20.6,PT,PT1980P12G -PT12G,NA,1980,1,1.86,NA,PT,PT1980P12G -PT12G,NA,1980,1,6.2,22.7,PT,PT1980P12G -PT12G,NA,1980,1,1.48,18.2,PT,PT1980P12G -PT12G,NA,1980,1,1.54,21.8,PT,PT1980P12G -PT13B,NA,1980,1,1.8,NA,PT,PT1980P13B -PT13B,NA,1980,1,1.55,NA,PT,PT1980P13B -PT13B,NA,1980,1,1.7,NA,PT,PT1980P13B -PT13B,NA,1980,1,1.72,NA,PT,PT1980P13B -PT13B,NA,1980,1,1.71,NA,PT,PT1980P13B -PT13B,NA,1980,1,1.78,NA,PT,PT1980P13B -PT13D,NA,1980,1,2.5,NA,PT,PT1980P13D -PT13D,NA,1980,1,1.45,NA,PT,PT1980P13D -PT13D,NA,1980,1,2.13,NA,PT,PT1980P13D -PT13D,NA,1980,1,1.77,NA,PT,PT1980P13D -PT13D,NA,1980,1,2.3,NA,PT,PT1980P13D -PT13D,NA,1980,1,1.84,NA,PT,PT1980P13D -PT13D,NA,1980,1,2.01,NA,PT,PT1980P13D -PT13E,NA,1980,1,1.48,NA,PT,PT1980P13E -PT13E,8905.2255,1980,1,1.33,23.3,PT,PT1980P13E -PT13E,8905.2256,1980,1,1.33,22.1,PT,PT1980P13E -PT13E,NA,1980,1,1.52,NA,PT,PT1980P13E -PT14D,NA,1980,1,1.65,NA,PT,PT1980P14D -PT14D,NA,1980,1,1.84,NA,PT,PT1980P14D -PT14D,NA,1980,1,1.62,NA,PT,PT1980P14D -PT14D,NA,1980,1,1.59,NA,PT,PT1980P14D -PT14D,NA,1980,1,1.73,NA,PT,PT1980P14D -PT14D,NA,1980,1,1.72,NA,PT,PT1980P14D -PT14E,NA,1980,1,1.91,NA,PT,PT1980P14E -PT14E,NA,1980,1,1.92,NA,PT,PT1980P14E -PT14E,NA,1980,1,1.84,NA,PT,PT1980P14E -PT14E,NA,1980,1,2.08,NA,PT,PT1980P14E -PT14E,NA,1980,1,1.91,NA,PT,PT1980P14E -PT15A,8905.2206,1980,1,1.59,22.2,PT,PT1980P15A -PT15A,8905.2208,1980,1,1.44,21.6,PT,PT1980P15A -PT15A,8905.2207,1980,1,1.63,23.4,PT,PT1980P15A -PT15B,NA,1980,1,1.64,NA,PT,PT1980P15B -PT15B,NA,1980,1,1.55,NA,PT,PT1980P15B -PT15B,NA,1980,1,1.75,NA,PT,PT1980P15B -PT15C,8807.2777,1980,1,1.51,24.1,PT,PT1980P15C -PT15C,8807.2778,1980,1,1.48,27.5,PT,PT1980P15C -PT15C,8807.2779,1980,1,1.42,24.1,PT,PT1980P15C -PT15C,8807.2776,1980,1,1.39,26.2,PT,PT1980P15C -PT15D,8905.2267,1980,1,1.5,23.4,PT,PT1980P15D -PT15D,8905.2264,1980,1,1.57,24.2,PT,PT1980P15D -PT15D,8905.2265,1980,1,1.41,24.8,PT,PT1980P15D -PT15D,8905.2263,1980,1,1.4,24.5,PT,PT1980P15D -PT15D,8905.2262,1980,1,6.6,24.5,PT,PT1980P15D -PT15D,8905.2266,1980,1,6.7,25.4,PT,PT1980P15D -PT15F,8905.2259,1980,1,1.67,NA,PT,PT1980P15F -PT15F,8905.2257,1980,1,1.51,NA,PT,PT1980P15F -PT15F,NA,1980,1,1.72,NA,PT,PT1980P15F -PT15F,8905.2258,1980,1,1.71,NA,PT,PT1980P15F -PT15F,8905.2260,1980,1,1.63,NA,PT,PT1980P15F -PT15F,8905.2261,1980,1,1.91,NA,PT,PT1980P15F -PT16D,8807.2253,1980,1,1.62,23.3,PT,PT1980P16D -PT16D,8807.2249,1980,1,1.7,27.2,PT,PT1980P16D -PT16D,8807.2250,1980,1,1.6,25,PT,PT1980P16D -PT16D,8807.2251,1980,1,1.61,25.4,PT,PT1980P16D -PT16D,8807.2252,1980,1,1.52,24.6,PT,PT1980P16D -PT16E,8905.2217,1980,1,1.45,21.3,PT,PT1980P16E -PT16E,8905.2214,1980,1,NA,24.4,PT,PT1980P16E -PT16E,8905.2220,1980,1,1.52,23.2,PT,PT1980P16E -PT16E,8905.2211,1980,1,1.62,24,PT,PT1980P16E -PT16E,8905.2212,1980,1,1.62,21.5,PT,PT1980P16E -PT16E,8905.2218,1980,1,1.55,21.8,PT,PT1980P16E -PT16E,8905.2215,1980,1,1.47,21.5,PT,PT1980P16E -PT16E,8905.2216,1980,1,1.55,22.4,PT,PT1980P16E -PT16E,8905.2213,1980,1,1.58,24.3,PT,PT1980P16E -PT16E,8905.2219,1980,1,1.64,20.8,PT,PT1980P16E -PT16F,8807.7214,1980,1,1.55,24.5,PT,PT1980P16F -PT16F,8807.7215,1980,1,1.48,26,PT,PT1980P16F -PT16F,8807.2211,1980,1,1.52,26.3,PT,PT1980P16F -PT16F,8807.7213,1980,1,1.45,26,PT,PT1980P16F -PT16F,8807.7212,1980,1,1.47,25.7,PT,PT1980P16F -PT16G,NA,1980,1,1.63,NA,PT,PT1980P16G -PT16G,8807.2256,1980,1,1.58,23.4,PT,PT1980P16G -PT16G,8807.2257,1980,1,1.7,24,PT,PT1980P16G -PT16G,8807.2258,1980,1,1.77,23.1,PT,PT1980P16G -PT17C,NA,1980,1,1.28,NA,PT,PT1980P17C -PT17C,NA,1980,1,1.3,NA,PT,PT1980P17C -PT17C,NA,1980,1,1.37,NA,PT,PT1980P17C -PT17C,NA,1980,1,1.52,NA,PT,PT1980P17C -PT17D,NA,1980,1,1.66,NA,PT,PT1980P17D -PT17D,NA,1980,1,2.01,NA,PT,PT1980P17D -PT17D,NA,1980,1,1.99,NA,PT,PT1980P17D -PT17D,NA,1980,1,2.34,NA,PT,PT1980P17D -PT17D,NA,1980,1,1.7,NA,PT,PT1980P17D -PT17D,NA,1980,1,2.15,NA,PT,PT1980P17D 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-SL10,2091.53379,1992,1,1.91,21.7,SL,SL1992S10 -SL10,2091.53377,1992,1,1.57,23.1,SL,SL1992S10 -SL10,2091.53378,1992,1,1.57,25,SL,SL1992S10 -SL11,2091.53046,1992,1,3.68,20.9,SL,SL1992S11 -SL11,2091.53047,1992,1,3.24,-1,SL,SL1992S11 -SL11,2091.53045,1992,1,3.55,20.3,SL,SL1992S11 -SL11,2091.53043,1992,1,2.72,23.4,SL,SL1992S11 -SL11,2091.53044,1992,1,1.55,20.9,SL,SL1992S11 -SL11,2091.53048,1992,1,NA,0,SL,SL1992S11 -SL12,2091.53270,1992,1,1.97,24,SL,SL1992S12 -SL12,2091.53272,1992,1,2.3,23.5,SL,SL1992S12 -SL12,2091.53269,1992,1,1.67,23.2,SL,SL1992S12 -SL12,2091.53271,1992,1,1.54,22.5,SL,SL1992S12 -SL12,2091.53273,1992,1,1.72,20.5,SL,SL1992S12 -SL12,2091.53274,1992,1,1.77,24.3,SL,SL1992S12 -SL13,2091.53256,1992,1,1.94,17.8,SL,SL1992S13 -SL13,2091.53257,1992,1,2.06,17,SL,SL1992S13 -SL13,2091.53258,1992,1,1.6,19.2,SL,SL1992S13 -SL13,2091.53255,1992,1,2.14,19.3,SL,SL1992S13 -SL13,2091.53251,1992,1,2.01,18.8,SL,SL1992S13 -SL13,2091.53250,1992,1,1.97,16.5,SL,SL1992S13 -SL13,2091.53252,1992,1,NA,17.2,SL,SL1992S13 -SL13,2091.53253,1992,1,NA,19.6,SL,SL1992S13 -SL13,2091.53254,1992,1,NA,19.2,SL,SL1992S13 -SL14,2091.53371,1992,1,1.55,21.2,SL,SL1992S14 -SL14,2091.53372,1992,1,1.29,21,SL,SL1992S14 -SL14,2091.53370,1992,1,1.17,21.6,SL,SL1992S14 -SL14,2091.53373,1992,1,1.4,23,SL,SL1992S14 -SL14,2091.53374,1992,1,1.72,21.7,SL,SL1992S14 -SL14,2091.53369,1992,1,1.75,24.1,SL,SL1992S14 -SL15,2091.53429,1992,1,1.95,23.5,SL,SL1992S15 -SL15,2091.53428,1992,1,1.93,22.8,SL,SL1992S15 -SL15,2091.53432,1992,1,1.61,22.6,SL,SL1992S15 -SL15,2091.53430,1992,1,1.72,22.2,SL,SL1992S15 -SL15,2091.53431,1992,1,1.55,24.5,SL,SL1992S15 -SL15,2091.53427,1992,1,1.97,24.4,SL,SL1992S15 -SL16,2091.53859,1992,1,1.69,26.4,SL,SL1992S16 -SL16,2091.53856,1992,1,1.55,23.2,SL,SL1992S16 -SL16,2091.53855,1992,1,1.62,26.1,SL,SL1992S16 -SL16,2091.53862,1992,1,1.45,23.1,SL,SL1992S16 -SL16,2091.53857,1992,1,1.91,22.7,SL,SL1992S16 -SL16,2091.53861,1992,1,NA,23.5,SL,SL1992S16 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-SL45,2091.53399,1992,1,1.87,25.9,SL,SL1992S45 -SL45,2091.53397,1992,1,1.9,25.1,SL,SL1992S45 -SL45,2091.53398,1992,1,2.05,25.3,SL,SL1992S45 -SL45,2091.53396,1992,1,2.09,26.2,SL,SL1992S45 -SL45,2091.53395,1992,1,1.77,26.6,SL,SL1992S45 -SL46,NA,1992,1,NA,NA,SL,SL1992S46 -SL46,NA,1992,2,1.38,NA,SL,SL1992S46 -SL46,NA,1992,2,1.51,NA,SL,SL1992S46 -SL46,NA,1992,2,1.36,NA,SL,SL1992S46 -SL46,NA,1992,2,1.28,NA,SL,SL1992S46 -SL47,2091.53843,1992,1,1.82,22.4,SL,SL1992S47 -SL47,2091.53845,1992,1,1.67,23.5,SL,SL1992S47 -SL47,2091.53848,1992,1,1.57,21.5,SL,SL1992S47 -SL47,2091.53846,1992,1,1.65,22.8,SL,SL1992S47 -SL47,2091.53847,1992,1,1.77,24.7,SL,SL1992S47 -SL47,2091.53844,1992,1,1.87,23.6,SL,SL1992S47 -SL48,2091.53260,1992,1,2.02,24.2,SL,SL1992S48 -SL48,2091.53259,1992,1,1.57,24.3,SL,SL1992S48 -SL48,2091.53263,1992,1,1.6,24,SL,SL1992S48 -SL48,2091.53261,1992,1,1.72,21.4,SL,SL1992S48 -SL48,2091.53262,1992,1,1.62,23,SL,SL1992S48 -SL48,2091.53264,1992,1,1.82,0,SL,SL1992S48 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-SL53,2091.53801,1992,1,1.62,28.8,SL,SL1992S53 -SL53,2091.53400,1992,1,1.81,28.2,SL,SL1992S53 -SL53,2091.53802,1992,1,2.18,26.7,SL,SL1992S53 -SL54,NA,1992,1,1.32,NA,SL,SL1992S54 -SL54,2091.53244,1992,1,1.21,18.5,SL,SL1992S54 -SL54,2091.53242,1992,1,1.83,18.6,SL,SL1992S54 -SL54,2091.53241,1992,1,1.88,18.6,SL,SL1992S54 -SL54,2091.53245,1992,1,1.81,20.8,SL,SL1992S54 -SL54,2091.53243,1992,1,NA,19.3,SL,SL1992S54 -SL55,2091.53246,1992,1,1.4,21,SL,SL1992S55 -SL55,2091.53248,1992,1,1.02,19.5,SL,SL1992S55 -SL55,2091.53249,1992,1,1.55,24,SL,SL1992S55 -SL55,2091.53247,1992,1,1.8,21.5,SL,SL1992S55 -SL01,2091.69950,1993,1,2.39,NA,SL,SL1993S01 -SL01,2091.69949,1993,1,1.77,NA,SL,SL1993S01 -SL01,2091.69951,1993,1,1.9,NA,SL,SL1993S01 -SL01,2091.69952,1993,1,1.8,NA,SL,SL1993S01 -SL02,2091.69421,1993,1,1.43,24.5,SL,SL1993S02 -SL02,2091.69420,1993,1,1.45,28.7,SL,SL1993S02 -SL02,2091.69423,1993,1,1.52,25.1,SL,SL1993S02 -SL02,2091.69422,1993,1,1.51,22.7,SL,SL1993S02 -SL02,2091.69424,1993,1,1.51,24.2,SL,SL1993S02 -SL03,2091.69393,1993,1,1.46,25.6,SL,SL1993S03 -SL03,2091.69391,1993,1,1.31,22.9,SL,SL1993S03 -SL03,2091.69394,1993,1,1.82,22.5,SL,SL1993S03 -SL03,2091.69392,1993,1,1.72,24.8,SL,SL1993S03 -SL04,2091.69428,1993,1,1.65,24.5,SL,SL1993S04 -SL04,2091.69429,1993,1,1.07,23,SL,SL1993S04 -SL04,2091.69427,1993,1,1.37,25.5,SL,SL1993S04 -SL04,2091.69426,1993,1,1.64,24.6,SL,SL1993S04 -SL04,2091.69425,1993,1,1.51,24.5,SL,SL1993S04 -SL05,2091.69338,1993,1,1.47,24.8,SL,SL1993S05 -SL05,2091.69337,1993,1,1.53,24,SL,SL1993S05 -SL05,2091.69335,1993,1,2.02,23.2,SL,SL1993S05 -SL06,NA,1993,2,NA,NA,SL,SL1993S06 -SL06,NA,1993,2,NA,NA,SL,SL1993S06 -SL06,NA,1993,2,NA,NA,SL,SL1993S06 -SL07,2091.69342,1993,1,1.7,25,SL,SL1993S07 -SL07,2091.69340,1993,1,1.28,20.9,SL,SL1993S07 -SL07,2091.69339,1993,1,1.45,23.1,SL,SL1993S07 -SL07,2091.69341,1993,1,1.52,24.1,SL,SL1993S07 -SL07,2091.69343,1993,1,1.43,23.7,SL,SL1993S07 -SL08,2091.69398,1993,1,1.57,23,SL,SL1993S08 -SL08,2091.69397,1993,1,1.92,24.8,SL,SL1993S08 -SL08,2091.69396,1993,1,1.84,23.2,SL,SL1993S08 -SL08,2091.69399,1993,1,1.9,23.1,SL,SL1993S08 -SL08,2091.69395,1993,1,1.76,25.8,SL,SL1993S08 -SL08B,2091.69400,1993,1,1.47,22.5,SL,SL1993S08B -SL08B,2091.69526,1993,1,1.6,27.1,SL,SL1993S08B -SL08B,2091.69529,1993,1,1.31,24.1,SL,SL1993S08B -SL08B,2091.69528,1993,1,1.91,24.5,SL,SL1993S08B -SL08B,2091.69527,1993,1,1.58,23,SL,SL1993S08B -SL08B,NA,1993,2,NA,NA,SL,SL1993S08B -SL08C,NA,1993,1,1.47,NA,SL,SL1993S08C -SL08C,2091.69497,1993,1,1.64,26.8,SL,SL1993S08C -SL08C,2091.69495,1993,1,1.66,25,SL,SL1993S08C -SL08C,2091.69496,1993,1,1.67,24.7,SL,SL1993S08C -SL08C,2091.69494,1993,1,2.02,24.3,SL,SL1993S08C -SL08E,NA,1993,1,NA,NA,SL,SL1993S08E -SL08E,2091.69774,1993,2,1.33,NA,SL,SL1993S08E -SL08E,2091.69773,1993,2,1.61,NA,SL,SL1993S08E -SL08F,2091.69554,1993,1,1.78,NA,SL,SL1993S08F -SL08F,2091.69500,1993,1,1.95,21.7,SL,SL1993S08F -SL08F,2091.69384,1993,1,1.93,21.5,SL,SL1993S08F -SL08F,2091.69385,1993,1,1.66,23.3,SL,SL1993S08F -SL08F,2091.69498,1993,1,1.72,20.8,SL,SL1993S08F -SL08F,2091.69499,1993,1,1.69,19.4,SL,SL1993S08F -SL08G,NA,1993,1,1.36,NA,SL,SL1993S08G -SL08G,NA,1993,1,1.92,NA,SL,SL1993S08G -SL08G,NA,1993,2,2.12,NA,SL,SL1993S08G -SL08G,NA,1993,2,1.65,NA,SL,SL1993S08G -SL09,NA,1993,1,NA,NA,SL,SL1993S09 -SL09,2091.69772,1993,2,1.99,NA,SL,SL1993S09 -SL09,2091.69769,1993,2,2.05,NA,SL,SL1993S09 -SL09,2091.69771,1993,2,1.73,NA,SL,SL1993S09 -SL09,2091.69770,1993,2,2.14,NA,SL,SL1993S09 -SL10,2091.69345,1993,1,2.19,22.8,SL,SL1993S10 -SL10,2091.69344,1993,1,1.66,21.6,SL,SL1993S10 -SL11,2091.69556,1993,1,1.61,23.8,SL,SL1993S11 -SL11,2091.69555,1993,1,1.31,22.5,SL,SL1993S11 -SL11,2091.69557,1993,1,1.55,24.4,SL,SL1993S11 -SL11,2091.69558,1993,1,1.32,24.8,SL,SL1993S11 -SL12,2091.69350,1993,1,1.93,22,SL,SL1993S12 -SL12,2091.69352,1993,1,1.74,21.9,SL,SL1993S12 -SL12,2091.69349,1993,1,1.37,0,SL,SL1993S12 -SL12,2091.69351,1993,1,1.28,23.1,SL,SL1993S12 -SL12,2091.69347,1993,1,1.61,25.1,SL,SL1993S12 -SL12,2091.69348,1993,1,1.4,22.7,SL,SL1993S12 -SL13,2091.69543,1993,1,1.41,25.2,SL,SL1993S13 -SL13,2091.69544,1993,1,1.32,24.3,SL,SL1993S13 -SL13,2091.69541,1993,1,1.34,24.5,SL,SL1993S13 -SL13,2091.69545,1993,1,1.48,23.8,SL,SL1993S13 -SL13,2091.69540,1993,1,1.52,23.7,SL,SL1993S13 -SL13,2091.69542,1993,1,1.58,22.8,SL,SL1993S13 -SL14,2091.69522,1993,1,1.52,22.5,SL,SL1993S14 -SL14,2091.69524,1993,1,1.56,21.5,SL,SL1993S14 -SL14,2091.69525,1993,1,1.31,22,SL,SL1993S14 -SL14,2091.69520,1993,1,1.58,23,SL,SL1993S14 -SL14,2091.69523,1993,1,1.63,22,SL,SL1993S14 -SL14,2091.69521,1993,1,1.55,19.6,SL,SL1993S14 -SL15,2091.69926,1993,1,2.08,23.6,SL,SL1993S15 -SL15,2091.69925,1993,1,1.57,23,SL,SL1993S15 -SL15,2091.69927,1993,1,2.8,25.3,SL,SL1993S15 -SL15,2091.69928,1993,1,1.44,24.5,SL,SL1993S15 -SL16,2091.69379,1993,1,1.52,24.6,SL,SL1993S16 -SL16,2091.69381,1993,1,1.5,23.9,SL,SL1993S16 -SL16,2091.69378,1993,1,1.6,26.1,SL,SL1993S16 -SL16,2091.69380,1993,1,1.66,25,SL,SL1993S16 -SL16,2091.69383,1993,1,1.51,25,SL,SL1993S16 -SL16,2091.69382,1993,1,1.5,23.4,SL,SL1993S16 -SL17,2091.69444,1993,1,1.48,23,SL,SL1993S17 -SL17,2091.69442,1993,1,1.7,24.5,SL,SL1993S17 -SL17,2091.69440,1993,1,1.92,22.5,SL,SL1993S17 -SL17,2091.69445,1993,1,1.45,23.1,SL,SL1993S17 -SL17,2091.69446,1993,1,1.55,24.5,SL,SL1993S17 -SL17,2091.69441,1993,1,1.68,24.3,SL,SL1993S17 -SL17,2091.69443,1993,1,2.04,24.9,SL,SL1993S17 -SL18,2091.69353,1993,1,2.22,24.4,SL,SL1993S18 -SL18,2091.69356,1993,1,2.13,23.7,SL,SL1993S18 -SL18,2091.69354,1993,1,1.91,23.6,SL,SL1993S18 -SL18,2091.69355,1993,1,1.4,26.4,SL,SL1993S18 -SL19,2091.69519,1993,1,1.7,22.9,SL,SL1993S19 -SL19,2091.69517,1993,1,1.41,25.5,SL,SL1993S19 -SL19,2091.69516,1993,1,1.44,24.4,SL,SL1993S19 -SL19,2091.69518,1993,1,1.43,23.3,SL,SL1993S19 -SL20,2091.69929,1993,1,1.4,22.7,SL,SL1993S20 -SL20,2091.69923,1993,1,1.57,26.3,SL,SL1993S20 -SL20,2091.69924,1993,1,1.42,21.5,SL,SL1993S20 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-SL03,1671.50128,2001,1,1.26,24.8,SL,SL2001S03 -SL03,1671.50130,2001,1,1.28,23.4,SL,SL2001S03 -SL03,1671.50125,2001,1,1.16,24.3,SL,SL2001S03 -SL04,1671.50146,2001,1,1.5,21.7,SL,SL2001S04 -SL04,1671.50148,2001,1,1.48,22.4,SL,SL2001S04 -SL04,1671.50147,2001,1,1.48,22.8,SL,SL2001S04 -SL04,1671.50149,2001,1,1.41,22,SL,SL2001S04 -SL04,1671.50150,2001,1,1.58,22.4,SL,SL2001S04 -SL05,1671.50368,2001,1,1.89,25.2,SL,SL2001S05 -SL05,NA,2001,1,1.85,NA,SL,SL2001S05 -SL05,1671.50369,2001,1,1.65,23.2,SL,SL2001S05 -SL05,1671.50370,2001,1,1.69,25.7,SL,SL2001S05 -SL06,1651.03780,2001,1,1.52,25.8,SL,SL2001S06 -SL06,1651.03782,2001,1,1.44,23.9,SL,SL2001S06 -SL06,1651.03781,2001,1,1.51,24.2,SL,SL2001S06 -SL06,1651.03785,2001,1,1.58,24.2,SL,SL2001S06 -SL06,1651.03784,2001,1,1.43,25.9,SL,SL2001S06 -SL06,1651.03783,2001,1,1.52,25.6,SL,SL2001S06 -SL07,1671.50376,2001,1,1.45,24.2,SL,SL2001S07 -SL07,1671.50371,2001,1,1.58,23.6,SL,SL2001S07 -SL07,1671.50375,2001,1,1.72,24.6,SL,SL2001S07 -SL07,1671.50374,2001,1,1.64,22.9,SL,SL2001S07 -SL07,1671.50372,2001,1,1.9,25.3,SL,SL2001S07 -SL07,1671.50373,2001,1,1.78,23.8,SL,SL2001S07 -SL07,1671.50376,2001,1,NA,23.7,SL,SL2001S07 -SL08,1671.50371,2001,1,1.37,NA,SL,SL2001S08 -SL08,1671.50373,2001,1,1.29,NA,SL,SL2001S08 -SL08,1671.50372,2001,1,1.38,NA,SL,SL2001S08 -SL08,1671.50374,2001,1,1.28,NA,SL,SL2001S08 -SL08,1671.50375,2001,1,1.4,NA,SL,SL2001S08 -SL09,1651.03672,2001,1,1.5,25.1,SL,SL2001S09 -SL09,1651.03674,2001,1,1.43,25.6,SL,SL2001S09 -SL09,1651.03673,2001,1,1.33,24.5,SL,SL2001S09 -SL09,1651.03675,2001,1,1.45,26.7,SL,SL2001S09 -SL09,1651.03676,2001,1,1.63,22.4,SL,SL2001S09 -SL09,1651.03677,2001,1,1.61,23.1,SL,SL2001S09 -SL11,1651.03652,2001,1,1.21,24.4,SL,SL2001S11 -SL11,1651.03648,2001,1,1.5,24.2,SL,SL2001S11 -SL11,1651.03651,2001,1,1.64,27.1,SL,SL2001S11 -SL11,1651.03650,2001,1,1.25,23.9,SL,SL2001S11 -SL11,1651.03649,2001,1,2.15,26.9,SL,SL2001S11 -SL12,1671.50164,2001,1,1.38,25.1,SL,SL2001S12 -SL12,1671.50168,2001,1,1.42,23.4,SL,SL2001S12 -SL12,1671.50166,2001,1,1.36,25.2,SL,SL2001S12 -SL12,1671.50165,2001,1,1.49,23.8,SL,SL2001S12 -SL12,1671.50167,2001,1,1.72,24.3,SL,SL2001S12 -SL13,NA,2001,1,1.58,NA,SL,SL2001S13 -SL13,NA,2001,1,1.77,NA,SL,SL2001S13 -SL13,NA,2001,1,1.82,NA,SL,SL2001S13 -SL13,NA,2001,1,1.54,NA,SL,SL2001S13 -SL13,NA,2001,1,1.36,NA,SL,SL2001S13 -SL13,NA,2001,1,1.56,NA,SL,SL2001S13 -SL14,1671.50162,2001,1,1.23,26,SL,SL2001S14 -SL14,1671.50163,2001,1,1.31,25.6,SL,SL2001S14 -SL15,1651.03653,2001,1,1.6,24.8,SL,SL2001S15 -SL15,1651.03654,2001,1,1.75,26.1,SL,SL2001S15 -SL15,1671.50497,2001,2,NA,NA,SL,SL2001S15 -SL15,1671.50498,2001,2,NA,NA,SL,SL2001S15 -SL15,1671.50499,2001,2,NA,NA,SL,SL2001S15 -SL16,2171.21297,2001,1,1.81,24.7,SL,SL2001S16 -SL16,1671.503002,2001,1,1.93,23.7,SL,SL2001S16 -SL16,2171.21299,2001,1,1.61,22.3,SL,SL2001S16 -SL16,2171.21298,2001,1,1.76,26.3,SL,SL2001S16 -SL16,1671.503001,2001,1,1.74,24,SL,SL2001S16 -SL17,1651.03678,2001,1,NA,23.3,SL,SL2001S17 -SL17,1651.03680,2001,1,NA,24.6,SL,SL2001S17 -SL17,1651.03679,2001,1,NA,24,SL,SL2001S17 -SL17,1651.03681,2001,1,NA,23.1,SL,SL2001S17 -SL17,1651.03682,2001,1,1.56,25.6,SL,SL2001S17 -SL17,1651.03683,2001,1,1.31,22.2,SL,SL2001S17 -SL18,1671.50118,2001,1,1.7,22.5,SL,SL2001S18 -SL18,1671.50124,2001,1,1.64,23.2,SL,SL2001S18 -SL18,1671.50122,2001,1,1.89,25.8,SL,SL2001S18 -SL18,1671.50120,2001,1,1.54,22.9,SL,SL2001S18 -SL18,1671.50123,2001,1,1.89,23.4,SL,SL2001S18 -SL18,1671.50119,2001,1,1.62,23.5,SL,SL2001S18 -SL18,1671.50121,2001,1,1.46,22,SL,SL2001S18 -SL19,1671.50279,2001,1,1.49,24.3,SL,SL2001S19 -SL19,NA,2001,1,1.34,NA,SL,SL2001S19 -SL19,1671.50280,2001,1,1.8,25.5,SL,SL2001S19 -SL19,1671.50277,2001,1,1.64,22.2,SL,SL2001S19 -SL19,1671.50278,2001,1,1.52,25.1,SL,SL2001S19 -SL21,1651.03689,2001,1,1.66,26.1,SL,SL2001S21 -SL21,1651.03684,2001,1,1.93,22,SL,SL2001S21 -SL21,1651.03688,2001,1,2.06,23,SL,SL2001S21 -SL21,1651.03686,2001,1,1.56,23.9,SL,SL2001S21 -SL21,1651.03685,2001,1,1.68,22.5,SL,SL2001S21 -SL21,1651.03687,2001,1,1.65,23.2,SL,SL2001S21 -SL22,1671.50135,2001,1,1.79,23.3,SL,SL2001S22 -SL22,1671.50139,2001,1,1.5,24.4,SL,SL2001S22 -SL22,1671.50137,2001,1,1.6,24.7,SL,SL2001S22 -SL22,1671.50136,2001,1,1.69,25.9,SL,SL2001S22 -SL22,1671.50138,2001,1,1.69,27.2,SL,SL2001S22 -SL22,1671.50140,2001,1,1.54,25.3,SL,SL2001S22 -SL23,1651.03773,2001,1,1.5,23.9,SL,SL2001S23 -SL23,1651.03770,2001,1,1.41,24.9,SL,SL2001S23 -SL23,1651.03772,2001,1,1.36,23.6,SL,SL2001S23 -SL23,1651.03771,2001,1,1.48,24,SL,SL2001S23 -SL23,1651.03774,2001,1,1.69,25.9,SL,SL2001S23 -SL24,1651.03664,2001,1,1.72,26.4,SL,SL2001S24 -SL24,1651.03665,2001,1,1.72,23.8,SL,SL2001S24 -SL24,1651.03666,2001,1,1.82,26.1,SL,SL2001S24 -SL24,1651.03660,2001,1,1.63,24.9,SL,SL2001S24 -SL24,1651.03661,2001,1,1.51,32.1,SL,SL2001S24 -SL24,1651.03662,2001,1,1.75,27.7,SL,SL2001S24 -SL24,1651.03663,2001,1,1.73,26.9,SL,SL2001S24 -SL25,1671.50157,2001,1,1.7,21.8,SL,SL2001S25 -SL25,1671.50159,2001,1,1.73,20.6,SL,SL2001S25 -SL25,1671.50158,2001,1,1.69,22.9,SL,SL2001S25 -SL25,1671.50161,2001,1,1.74,21.4,SL,SL2001S25 -SL25,1671.50160,2001,1,1.67,22.7,SL,SL2001S25 -SL26,1671.50111,2001,1,1.87,27.4,SL,SL2001S26 -SL26,1671.50109,2001,1,1.8,24.4,SL,SL2001S26 -SL26,1671.50108,2001,1,1.81,25.6,SL,SL2001S26 -SL26,1671.50112,2001,1,1.52,25.3,SL,SL2001S26 -SL26,1671.50104,2001,1,1.69,24.3,SL,SL2001S26 -SL26,1671.50110,2001,1,1.46,26.5,SL,SL2001S26 -SL26,1671.50107,2001,1,1.46,22.6,SL,SL2001S26 -SL27,1671.50339,2001,1,1.46,20.8,SL,SL2001S27 -SL27,1671.50345,2001,1,1.22,19.9,SL,SL2001S27 -SL27,1671.50343,2001,1,1.88,20.3,SL,SL2001S27 -SL27,1671.50344,2001,1,1.63,19.7,SL,SL2001S27 -SL27,1671.50341,2001,1,1.34,21.6,SL,SL2001S27 -SL27,1671.50340,2001,1,1.68,19.7,SL,SL2001S27 -SL27,1671.50342,2001,1,1.67,22.1,SL,SL2001S27 -SL28,1651.03690,2001,1,NA,NA,SL,SL2001S28 -SL28,1651.03694,2001,1,NA,NA,SL,SL2001S28 -SL28,1651.03692,2001,1,NA,NA,SL,SL2001S28 -SL28,1651.03691,2001,1,NA,NA,SL,SL2001S28 -SL28,1651.03693,2001,1,NA,NA,SL,SL2001S28 -SL28,1651.03695,2001,1,NA,NA,SL,SL2001S28 -SL29,1651.03894,2001,1,1.64,NA,SL,SL2001S29 -SL29,1651.03895,2001,1,1.45,NA,SL,SL2001S29 -SL29,1651.03892,2001,1,1.67,NA,SL,SL2001S29 -SL29,1651.03893,2001,1,1.37,NA,SL,SL2001S29 -SL29,1651.03896,2001,1,2.09,NA,SL,SL2001S29 -SL29,1651.03897,2001,1,1.94,NA,SL,SL2001S29 -SL30,NA,2001,1,1.19,NA,SL,SL2001S30 -SL30,1651.03670,2001,1,1.71,24.8,SL,SL2001S30 -SL30,1651.03671,2001,1,1.64,25.7,SL,SL2001S30 -SL30,1651.03668,2001,1,1.37,24.3,SL,SL2001S30 -SL30,1651.03669,2001,1,1.58,27.4,SL,SL2001S30 -SL31,1671.50169,2001,1,1.46,26.8,SL,SL2001S31 -SL31,1671.50171,2001,1,1.66,28.3,SL,SL2001S31 -SL31,1671.50170,2001,1,1.7,28,SL,SL2001S31 -SL31,1671.50172,2001,1,1.68,28.2,SL,SL2001S31 -SL31,1671.50173,2001,1,1.52,29.3,SL,SL2001S31 -SL33,1671.50346,2001,1,1.39,24.3,SL,SL2001S33 -SL33,1671.50347,2001,1,1.35,23.9,SL,SL2001S33 -SL33,1671.50350,2001,1,1.43,26.3,SL,SL2001S33 -SL33,1671.50348,2001,1,1.58,22.3,SL,SL2001S33 -SL33,1671.50349,2001,1,1.67,21.8,SL,SL2001S33 -SL34,1651.03963,2001,1,1.57,23.4,SL,SL2001S34 -SL34,1651.03962,2001,1,1.5,23.2,SL,SL2001S34 -SL34,1651.03959,2001,1,1.58,23.2,SL,SL2001S34 -SL34,1651.03961,2001,1,1.43,24,SL,SL2001S34 -SL34,1651.03960,2001,1,1.48,21.6,SL,SL2001S34 -SL34,1651.03964,2001,1,1.5,21.6,SL,SL2001S34 -SL38,1651.03696,2001,1,1.44,24.7,SL,SL2001S38 -SL38,1651.03600,2001,1,1.58,23.1,SL,SL2001S38 -SL38,1651.03699,2001,1,1.8,25.8,SL,SL2001S38 -SL38,1651.03698,2001,1,1.5,25.1,SL,SL2001S38 -SL38,1651.03697,2001,1,1.62,23.9,SL,SL2001S38 -SL39,NA,2001,1,NA,NA,SL,SL2001S39 -SL40,1671.50156,2001,1,1.86,21.9,SL,SL2001S40 -SL40,1671.50151,2001,1,1.92,20.5,SL,SL2001S40 -SL40,1671.50152,2001,1,1.76,21.5,SL,SL2001S40 -SL40,1671.50153,2001,1,2.08,21.7,SL,SL2001S40 -SL40,1671.50155,2001,1,1.89,21.2,SL,SL2001S40 -SL40,1671.50154,2001,1,2.09,22.6,SL,SL2001S40 -SL41,NA,2001,1,1.54,NA,SL,SL2001S41 -SL41,1671.50106,2001,1,1.79,22.4,SL,SL2001S41 -SL41,1671.50105,2001,1,1.11,24.5,SL,SL2001S41 -SL41,1671.50103,2001,1,1.5,26.5,SL,SL2001S41 -SL42,1671.50337,2001,1,1.87,22.5,SL,SL2001S42 -SL42,1671.50338,2001,1,1.39,24,SL,SL2001S42 -SL42,1671.50335,2001,1,1.66,22,SL,SL2001S42 -SL42,1671.50336,2001,1,1.53,22.9,SL,SL2001S42 -SL43,1671.50397,2001,1,1.58,18.8,SL,SL2001S43 -SL43,1671.50419,2001,1,1.58,20,SL,SL2001S43 -SL43,1671.50399,2001,1,1.45,19.9,SL,SL2001S43 -SL43,1671.50398,2001,1,1.49,18.2,SL,SL2001S43 -SL43,1671.50300,2001,1,1.44,21.2,SL,SL2001S43 -SL44,1651.03794,2001,1,1.6,24.3,SL,SL2001S44 -SL44,1651.03795,2001,1,2.01,23.9,SL,SL2001S44 -SL44,1651.03792,2001,1,1.61,26,SL,SL2001S44 -SL44,1651.03793,2001,1,1.55,28.2,SL,SL2001S44 -SL45,1671.50177,2001,1,1.79,25.6,SL,SL2001S45 -SL45,1671.50174,2001,1,1.72,27.6,SL,SL2001S45 -SL45,1671.50176,2001,1,1.37,26.4,SL,SL2001S45 -SL45,1671.50175,2001,1,1.78,27.5,SL,SL2001S45 -SL46,2171.21296,2001,1,1.24,22.2,SL,SL2001S46 -SL46,2171.21292,2001,1,1.22,21.4,SL,SL2001S46 -SL46,2171.21294,2001,1,1.58,20.3,SL,SL2001S46 -SL46,2171.21293,2001,1,1.52,20.7,SL,SL2001S46 -SL46,2171.21295,2001,1,1.23,19.6,SL,SL2001S46 -SL47,NA,2001,1,NA,NA,SL,SL2001S47 -SL48,NA,2001,1,1.37,NA,SL,SL2001S48 -SL48,NA,2001,1,1.67,NA,SL,SL2001S48 -SL48,NA,2001,1,1.36,NA,SL,SL2001S48 -SL48,NA,2001,1,3.28,NA,SL,SL2001S48 -SL49,NA,2001,1,1.31,NA,SL,SL2001S49 -SL49,NA,2001,1,1.91,NA,SL,SL2001S49 -SL49,NA,2001,1,1.77,NA,SL,SL2001S49 -SL50,NA,2001,1,1.44,NA,SL,SL2001S50 -SL51,1651.038000,2001,1,1.3,22.4,SL,SL2001S51 -SL51,1651.03798,2001,1,1.36,21.3,SL,SL2001S51 -SL51,1651.03799,2001,1,1.28,20,SL,SL2001S51 -SL51,1651.03796,2001,1,1.44,22.2,SL,SL2001S51 -SL51,1651.03797,2001,1,1.4,22.8,SL,SL2001S51 -SL51,1671.507001,2001,2,NA,NA,SL,SL2001S51 -SL51,1671.507002,2001,2,NA,NA,SL,SL2001S51 -SL51,1671.507003,2001,2,NA,NA,SL,SL2001S51 -SL52,1671.50102,2001,1,1.16,26.8,SL,SL2001S52 -SL52,1671.50101,2001,1,0.98,25.5,SL,SL2001S52 -SL52,1671.50704,2001,2,NA,NA,SL,SL2001S52 -SL52,1671.50705,2001,2,NA,NA,SL,SL2001S52 -SL52,1671.50707,2001,2,NA,NA,SL,SL2001S52 -SL53,1671.50141,2001,1,1.54,21.9,SL,SL2001S53 -SL53,1671.50143,2001,1,1.56,22.2,SL,SL2001S53 -SL53,1671.50142,2001,1,1.47,22.4,SL,SL2001S53 -SL53,1671.50144,2001,1,1.5,21.2,SL,SL2001S53 -SL53,1651.03655,2001,1,1.7,26.9,SL,SL2001S53 -SL53,1651.03659,2001,1,1.73,25.7,SL,SL2001S53 -SL53,1651.03657,2001,1,1.72,26,SL,SL2001S53 -SL53,1651.03656,2001,1,1.66,26.9,SL,SL2001S53 -SL53,1651.03658,2001,1,1.6,26.2,SL,SL2001S53 -SL53,1671.50145,2001,1,1.4,22.2,SL,SL2001S53 -SL54,1651.03767,2001,1,1.45,21,SL,SL2001S54 -SL54,1651.03766,2001,1,1.49,20.5,SL,SL2001S54 -SL54,1651.03768,2001,1,1.47,20.9,SL,SL2001S54 -SL54,1651.03769,2001,1,1.45,21.8,SL,SL2001S54 -SL54,1651.03765,2001,1,1.49,20.8,SL,SL2001S54 -SL55,NA,2001,1,1.41,NA,SL,SL2001S55 -SL55,NA,2001,1,1.59,NA,SL,SL2001S55 -SL55,NA,2001,1,1.78,NA,SL,SL2001S55 -SL55,NA,2001,1,1.61,NA,SL,SL2001S55 -SL55,NA,2001,1,1.58,NA,SL,SL2001S55 -SL55,NA,2001,1,1.6,NA,SL,SL2001S55 -SL55,NA,2001,1,1.56,NA,SL,SL2001S55 -SL61,NA,2001,1,NA,NA,SL,SL2001S61 -SL62,NA,2001,1,NA,NA,SL,SL2001S62 -SL63,NA,2001,1,NA,NA,SL,SL2001S63 -SL64,NA,2001,1,NA,NA,SL,SL2001S64 -SL65,NA,2001,1,1.62,NA,SL,SL2001S65 -SL65,NA,2001,1,1.7,NA,SL,SL2001S65 -SL65,NA,2001,1,1.61,NA,SL,SL2001S65 -SL65,NA,2001,1,1.53,NA,SL,SL2001S65 -SL65,NA,2001,1,1.41,NA,SL,SL2001S65 -SL66,NA,2001,1,1.11,NA,SL,SL2001S66 -SL66,NA,2001,1,1.04,NA,SL,SL2001S66 -SL67,NA,2001,1,1.57,NA,SL,SL2001S67 -SL67,NA,2001,1,1.4,NA,SL,SL2001S67 -SL67,NA,2001,1,1.54,NA,SL,SL2001S67 -SL67,NA,2001,1,1.37,NA,SL,SL2001S67 -SL68,NA,2001,1,NA,NA,SL,SL2001S68 -SL69,NA,2001,1,1.79,NA,SL,SL2001S69 -SL69,NA,2001,1,1.54,NA,SL,SL2001S69 -SL69,NA,2001,1,1.62,NA,SL,SL2001S69 -SL70,1651.03776,2001,1,1.78,25.2,SL,SL2001S70 -SL70,1651.03779,2001,1,1.36,24.9,SL,SL2001S70 -SL70,1651.03777,2001,1,1.42,24.3,SL,SL2001S70 -SL70,1651.03775,2001,1,1.52,24.7,SL,SL2001S70 -SL70,1651.03778,2001,1,1.61,26.2,SL,SL2001S70 -SL71,NA,2001,1,1.47,NA,SL,SL2001S71 -SL71,NA,2001,1,1.5,NA,SL,SL2001S71 -SL71,NA,2001,1,1.51,NA,SL,SL2001S71 -SL71,NA,2001,1,1.46,NA,SL,SL2001S71 -SL71,NA,2001,1,1.43,NA,SL,SL2001S71 -SL71,NA,2001,2,1.74,NA,SL,SL2001S71 -SL71,NA,2001,2,1.66,NA,SL,SL2001S71 -SL71,NA,2001,2,1.59,NA,SL,SL2001S71 -SL71,NA,2001,2,1.74,NA,SL,SL2001S71 -SL71,NA,2001,2,1.68,NA,SL,SL2001S71 -SL72,NA,2001,1,NA,NA,SL,SL2001S72 -SL73,NA,2001,1,1.3,NA,SL,SL2001S73 -SL74,NA,2001,1,NA,NA,SL,SL2001S74 -SL75,NA,2001,1,1.63,NA,SL,SL2001S75 -SL75,NA,2001,1,1.98,NA,SL,SL2001S75 -SL75,NA,2001,1,2.35,NA,SL,SL2001S75 -SL75,NA,2001,1,1.98,NA,SL,SL2001S75 -SL75,NA,2001,1,1.81,NA,SL,SL2001S75 -SL76,NA,2001,1,NA,NA,SL,SL2001S76 -SL77,NA,2001,1,1.99,NA,SL,SL2001S77 -SL77,NA,2001,1,1.68,NA,SL,SL2001S77 -SL77,NA,2001,1,1.87,NA,SL,SL2001S77 -SL77,NA,2001,1,2.31,NA,SL,SL2001S77 -SL78,NA,2001,1,1.11,NA,SL,SL2001S78 -SL78,NA,2001,1,1.16,NA,SL,SL2001S78 -SL78,NA,2001,1,1.21,NA,SL,SL2001S78 -SL78,NA,2001,1,1.32,NA,SL,SL2001S78 -SL79,NA,2001,1,NA,NA,SL,SL2001S79 -SL80,NA,2001,1,1.61,NA,SL,SL2001S80 -SL80,NA,2001,1,1.37,NA,SL,SL2001S80 -SL80,NA,2001,1,1.57,NA,SL,SL2001S80 -SL80,NA,2001,1,1.6,NA,SL,SL2001S80 -SL80,NA,2001,1,1.27,NA,SL,SL2001S80 -SL80,NA,2001,1,1.94,NA,SL,SL2001S80 -SL80,NA,2001,1,2,NA,SL,SL2001S80 -SL01,1671.51767,2002,1,1.87,22.8,SL,SL2002S01 -SL01,1671.51762,2002,1,1.5,24.4,SL,SL2002S01 -SL01,1671.51764,2002,1,1.53,23.1,SL,SL2002S01 -SL01,1671.51763,2002,1,1.32,24,SL,SL2002S01 -SL01,1671.51765,2002,1,1.43,24.4,SL,SL2002S01 -SL01,1671.51766,2002,1,2,24.1,SL,SL2002S01 -SL02,NA,2002,1,NA,NA,SL,SL2002S02 -SL03,1671.51725,2002,1,1.66,21.8,SL,SL2002S03 -SL03,1671.51723,2002,1,1.46,23.5,SL,SL2002S03 -SL03,1671.51720,2002,1,1.56,25.6,SL,SL2002S03 -SL03,1671.51722,2002,1,1.45,23,SL,SL2002S03 -SL03,1671.51721,2002,1,1.54,21.9,SL,SL2002S03 -SL03,1671.51724,2002,1,1.88,23.9,SL,SL2002S03 -SL04,1671.51689,2002,1,1.75,24,SL,SL2002S04 -SL04,1671.51691,2002,1,1.63,24.6,SL,SL2002S04 -SL04,1671.51690,2002,1,1.74,23.3,SL,SL2002S04 -SL04,1671.51688,2002,1,1.7,23.1,SL,SL2002S04 -SL05,1671.51730,2002,1,3.92,22.6,SL,SL2002S05 -SL05,1671.51728,2002,1,1.47,23.5,SL,SL2002S05 -SL05,1671.51729,2002,1,1.52,22.4,SL,SL2002S05 -SL05,1671.51726,2002,1,1.7,22.8,SL,SL2002S05 -SL05,1671.51727,2002,1,1.56,22.3,SL,SL2002S05 -SL06,NA,2002,1,NA,NA,SL,SL2002S06 -SL07,1671.50767,2002,1,1.7,21.6,SL,SL2002S07 -SL07,1671.50769,2002,1,1.65,24,SL,SL2002S07 -SL07,1671.50771,2002,1,1.88,24.6,SL,SL2002S07 -SL07,1671.50770,2002,1,1.85,23.4,SL,SL2002S07 -SL07,1671.50768,2002,1,1.51,24.2,SL,SL2002S07 -SL08,1671.51734,2002,1,1.25,20.8,SL,SL2002S08 -SL08,1671.51731,2002,1,1.82,22.2,SL,SL2002S08 -SL08,1671.51733,2002,1,1.59,21.6,SL,SL2002S08 -SL08,1671.51732,2002,1,1.8,23.9,SL,SL2002S08 -SL09,1671.51862,2002,1,2,22.3,SL,SL2002S09 -SL09,NA,2002,1,1.5,NA,SL,SL2002S09 -SL09,1671.51863,2002,1,1.35,20.7,SL,SL2002S09 -SL09,1671.51864,2002,1,1.59,21.8,SL,SL2002S09 -SL10,1671.50776,2002,1,1.61,20.8,SL,SL2002S10 -SL10,1671.50772,2002,1,1.37,21.7,SL,SL2002S10 -SL10,1671.50775,2002,1,1.91,19.7,SL,SL2002S10 -SL10,1671.50773,2002,1,2.49,21.3,SL,SL2002S10 -SL10,1671.50777,2002,1,2.19,21.2,SL,SL2002S10 -SL10,1671.50774,2002,1,1.55,19.1,SL,SL2002S10 -SL11,1671.51636,2002,1,1.19,NA,SL,SL2002S11 -SL11,1671.51639,2002,1,1.42,NA,SL,SL2002S11 -SL11,1671.51640,2002,1,1.45,NA,SL,SL2002S11 -SL11,1671.51638,2002,1,1.49,NA,SL,SL2002S11 -SL11,1671.51637,2002,1,1.66,NA,SL,SL2002S11 -SL12,1671.50779,2002,1,1.7,NA,SL,SL2002S12 -SL12,1671.50782,2002,1,1.58,NA,SL,SL2002S12 -SL12,1671.50778,2002,1,2,NA,SL,SL2002S12 -SL12,1671.50781,2002,1,1.87,NA,SL,SL2002S12 -SL12,1671.50783,2002,1,1.85,NA,SL,SL2002S12 -SL12,1671.50780,2002,1,1.85,NA,SL,SL2002S12 -SL13,1671.51706,2002,1,1.42,18.4,SL,SL2002S13 -SL13,1671.51707,2002,1,1.32,20,SL,SL2002S13 -SL13,1671.51702,2002,1,1.6,18.7,SL,SL2002S13 -SL13,1671.51704,2002,1,1.55,20.7,SL,SL2002S13 -SL13,1671.51703,2002,1,1.62,23.4,SL,SL2002S13 -SL13,1671.51705,2002,1,1.32,18,SL,SL2002S13 -SL14,1671.51657,2002,1,1.48,NA,SL,SL2002S14 -SL14,1671.51659,2002,1,1.77,NA,SL,SL2002S14 -SL14,1671.51655,2002,1,1.93,NA,SL,SL2002S14 -SL14,1671.51656,2002,1,1.52,NA,SL,SL2002S14 -SL14,1671.51658,2002,1,1.66,NA,SL,SL2002S14 -SL15,1671.51708,2002,1,1.55,22.7,SL,SL2002S15 -SL15,1671.51712,2002,1,1.64,21.5,SL,SL2002S15 -SL15,1671.51710,2002,1,1.32,20.2,SL,SL2002S15 -SL15,1671.51709,2002,1,1.69,20.4,SL,SL2002S15 -SL15,1671.51711,2002,1,1.7,22.4,SL,SL2002S15 -SL15,1671.51713,2002,1,1.7,22.8,SL,SL2002S15 -SL15,1671.51714,2002,1,2,22.6,SL,SL2002S15 -SL16,1671.51634,2002,1,1.45,21,SL,SL2002S16 -SL16,1671.51630,2002,1,1.33,21.8,SL,SL2002S16 -SL16,1671.51635,2002,1,1.41,22.8,SL,SL2002S16 -SL16,1671.51632,2002,1,1.7,22.4,SL,SL2002S16 -SL16,1671.51631,2002,1,1.64,25.1,SL,SL2002S16 -SL16,1671.51633,2002,1,1.56,23.1,SL,SL2002S16 -SL17,1671.51834,2002,1,1.64,23.5,SL,SL2002S17 -SL17,1671.51838,2002,1,1.88,22,SL,SL2002S17 -SL17,1671.51836,2002,1,1.71,21.7,SL,SL2002S17 -SL17,1671.51835,2002,1,2.08,21.8,SL,SL2002S17 -SL17,1671.51837,2002,1,1.64,23.3,SL,SL2002S17 -SL18,1671.51745,2002,1,2,24.1,SL,SL2002S18 -SL18,1671.51743,2002,1,1.19,22.1,SL,SL2002S18 -SL18,1671.51740,2002,1,1.34,20.4,SL,SL2002S18 -SL18,1671.51747,2002,1,1.26,24.1,SL,SL2002S18 -SL18,1671.51741,2002,1,1.38,22.5,SL,SL2002S18 -SL18,1671.51744,2002,1,1.54,21.2,SL,SL2002S18 -SL19,1671.50665,2002,1,1.34,NA,SL,SL2002S19 -SL19,1671.50660,2002,1,1.52,22.8,SL,SL2002S19 -SL19,1671.50664,2002,1,1.21,24.5,SL,SL2002S19 -SL19,1671.50662,2002,1,1.38,23.3,SL,SL2002S19 -SL19,1671.50661,2002,1,1.32,24.2,SL,SL2002S19 -SL19,1671.50663,2002,1,1.26,23.4,SL,SL2002S19 -SL20,1671.51660,2002,1,1.49,22,SL,SL2002S20 -SL20,1671.51661,2002,1,1.4,16.4,SL,SL2002S20 -SL20,1671.51663,2002,1,1.38,22.9,SL,SL2002S20 -SL20,1671.51664,2002,1,1.43,23.6,SL,SL2002S20 -SL20,1671.51662,2002,1,1.3,22.1,SL,SL2002S20 -SL21,1671.51627,2002,1,1.3,22,SL,SL2002S21 -SL21,1671.51628,2002,1,1.28,21.6,SL,SL2002S21 -SL21,1671.51629,2002,1,1.37,21.3,SL,SL2002S21 -SL21,1671.51625,2002,1,1.33,21.5,SL,SL2002S21 -SL21,1671.51626,2002,1,1.07,23.2,SL,SL2002S21 -SL22,NA,2002,1,NA,NA,SL,SL2002S22 -SL23,1671.51665,2002,1,1.08,22.6,SL,SL2002S23 -SL23,1671.51669,2002,1,1.44,20.3,SL,SL2002S23 -SL23,1671.51670,2002,1,1.2,21.9,SL,SL2002S23 -SL23,1671.51667,2002,1,1.43,22.2,SL,SL2002S23 -SL23,1671.51666,2002,1,1.54,23,SL,SL2002S23 -SL23,1671.51668,2002,1,1.22,19.4,SL,SL2002S23 -SL24,1671.51749,2002,1,1.58,24.7,SL,SL2002S24 -SL24,1671.51746,2002,1,1.25,21.4,SL,SL2002S24 -SL24,1671.51747,2002,1,1.28,22.9,SL,SL2002S24 -SL24,1671.51748,2002,1,1.7,21,SL,SL2002S24 -SL25,1671.51621,2002,1,1.45,20,SL,SL2002S25 -SL25,1671.51616,2002,1,1.85,33.2,SL,SL2002S25 -SL25,1671.51618,2002,1,1.42,21,SL,SL2002S25 -SL25,1671.51617,2002,1,1.6,23.1,SL,SL2002S25 -SL25,1671.51619,2002,1,1.5,23,SL,SL2002S25 -SL25,1671.51620,2002,1,1.68,21.2,SL,SL2002S25 -SL26,1671.50670,2002,1,1.25,22.5,SL,SL2002S26 -SL26,1671.50667,2002,1,1.3,21.2,SL,SL2002S26 -SL26,1671.50669,2002,1,1.56,20.6,SL,SL2002S26 -SL26,1671.50668,2002,1,1.72,21.1,SL,SL2002S26 -SL27,1671.50676,2002,1,1.47,25.1,SL,SL2002S27 -SL27,1671.50675,2002,1,1.52,23.3,SL,SL2002S27 -SL27,1671.50671,2002,1,1.34,23.6,SL,SL2002S27 -SL27,1671.50673,2002,1,1.21,24,SL,SL2002S27 -SL27,1671.50672,2002,1,1.34,21.8,SL,SL2002S27 -SL27,1671.50674,2002,1,1.23,22.8,SL,SL2002S27 -SL28,1671.50687,2002,1,1.48,21.2,SL,SL2002S28 -SL28,1671.50683,2002,1,1.38,20,SL,SL2002S28 -SL28,1671.50684,2002,1,1.39,22.4,SL,SL2002S28 -SL28,1671.50686,2002,1,1.76,23.5,SL,SL2002S28 -SL28,1671.50685,2002,1,1.84,22,SL,SL2002S28 -SL28,1671.50688,2002,1,1.61,21.6,SL,SL2002S28 -SL29,1671.51671,2002,1,1.51,23.5,SL,SL2002S29 -SL29,1671.51674,2002,1,1.56,23.1,SL,SL2002S29 -SL29,1671.51675,2002,1,1.41,20.6,SL,SL2002S29 -SL29,1671.51672,2002,1,1.68,23.4,SL,SL2002S29 -SL29,1671.51676,2002,1,1.74,20.4,SL,SL2002S29 -SL29,1671.51673,2002,1,1.66,19.8,SL,SL2002S29 -SL30,1671.51685,2002,1,1.67,16.6,SL,SL2002S30 -SL30,1671.51686,2002,1,1.56,16.2,SL,SL2002S30 -SL30,1671.51683,2002,1,1.78,18.7,SL,SL2002S30 -SL30,1671.51684,2002,1,1.94,17.7,SL,SL2002S30 -SL30,1671.51687,2002,1,1.61,17.8,SL,SL2002S30 -SL31,1671.51756,2002,1,1.48,23.4,SL,SL2002S31 -SL31,1671.51758,2002,1,1.29,21.7,SL,SL2002S31 -SL31,1671.51757,2002,1,1.35,21.8,SL,SL2002S31 -SL31,1671.51761,2002,1,1.45,21.8,SL,SL2002S31 -SL31,1671.51760,2002,1,1.43,22.6,SL,SL2002S31 -SL31,1671.51759,2002,1,1.7,23.7,SL,SL2002S31 -SL33,1671.51622,2002,1,1.94,NA,SL,SL2002S33 -SL33,1671.51623,2002,1,1.55,NA,SL,SL2002S33 -SL33,1671.51624,2002,1,1.46,21.2,SL,SL2002S33 -SL34,1671.50696,2002,1,1.68,21.5,SL,SL2002S34 -SL34,1671.50697,2002,1,1.53,21.9,SL,SL2002S34 -SL34,1671.50693,2002,1,1.8,20.3,SL,SL2002S34 -SL34,1671.50695,2002,1,1.52,22.4,SL,SL2002S34 -SL34,1671.50694,2002,1,1.67,24.1,SL,SL2002S34 -SL35,1671.51677,2002,1,1.55,24,SL,SL2002S35 -SL35,1671.51679,2002,1,1.52,22.5,SL,SL2002S35 -SL35,1671.51678,2002,1,1.52,23.6,SL,SL2002S35 -SL35,1671.51681,2002,1,1.43,22.9,SL,SL2002S35 -SL35,1671.51682,2002,1,1.46,16.7,SL,SL2002S35 -SL35,1671.51680,2002,1,1.63,23.1,SL,SL2002S35 -SL38,1671.51615,2002,1,1.43,22.5,SL,SL2002S38 -SL38,1671.51610,2002,1,1.31,21,SL,SL2002S38 -SL38,1671.51612,2002,1,1.26,22,SL,SL2002S38 -SL38,1671.51611,2002,1,1.43,20.8,SL,SL2002S38 -SL38,1671.51614,2002,1,1.52,21.9,SL,SL2002S38 -SL38,1671.51613,2002,1,1.31,19.1,SL,SL2002S38 -SL39,1671.51604,2002,1,1.37,20.5,SL,SL2002S39 -SL39,1671.51609,2002,1,1.47,20.6,SL,SL2002S39 -SL39,1671.51608,2002,1,1.58,20.3,SL,SL2002S39 -SL39,1671.51606,2002,1,1.51,23.6,SL,SL2002S39 -SL39,1671.51605,2002,1,1.58,19.6,SL,SL2002S39 -SL39,1671.51607,2002,1,1.38,21.3,SL,SL2002S39 -SL40,1671.51718,2002,1,1.72,23.6,SL,SL2002S40 -SL40,1671.51716,2002,1,1.86,22.3,SL,SL2002S40 -SL40,1671.51717,2002,1,1.42,24.5,SL,SL2002S40 -SL40,1671.51715,2002,1,1.86,22.3,SL,SL2002S40 -SL40,1671.51719,2002,1,2.82,23.2,SL,SL2002S40 -SL41,1671.50701,2002,1,1.43,20.3,SL,SL2002S41 -SL41,1671.50698,2002,1,1.4,19.1,SL,SL2002S41 -SL41,1671.50699,2002,1,1.43,20.7,SL,SL2002S41 -SL41,1671.50703,2002,1,1.25,18.5,SL,SL2002S41 -SL41,1671.50702,2002,1,1.41,20.2,SL,SL2002S41 -SL41,1671.50700,2002,1,1.62,21.5,SL,SL2002S41 -SL42,1671.50682,2002,1,1.51,22.8,SL,SL2002S42 -SL42,1671.50681,2002,1,1.53,21.9,SL,SL2002S42 -SL42,1671.50680,2002,1,1.76,23.4,SL,SL2002S42 -SL42,1671.50677,2002,1,1.82,22.5,SL,SL2002S42 -SL42,1671.50679,2002,1,1.58,19.9,SL,SL2002S42 -SL42,1671.50678,2002,1,1.68,22.2,SL,SL2002S42 -SL43,1671.51839,2002,1,1.4,19.6,SL,SL2002S43 -SL43,1671.51840,2002,1,1.53,16.3,SL,SL2002S43 -SL44,1671.51645,2002,1,1.94,24.8,SL,SL2002S44 -SL44,1671.51641,2002,1,2.1,25.2,SL,SL2002S44 -SL44,1671.51643,2002,1,1.95,22.2,SL,SL2002S44 -SL44,1671.51642,2002,1,1.87,21.2,SL,SL2002S44 -SL44,1671.51644,2002,1,1.65,25.4,SL,SL2002S44 -SL45,1671.51777,2002,1,1.81,22.8,SL,SL2002S45 -SL45,1671.51779,2002,1,1.62,23.1,SL,SL2002S45 -SL45,1671.51778,2002,1,1.72,22.8,SL,SL2002S45 -SL45,1671.50766,2002,1,NA,25.8,SL,SL2002S45 -SL46,NA,2002,1,NA,NA,SL,SL2002S46 -SL47,NA,2002,1,1.71,NA,SL,SL2002S47 -SL47,1671.51772,2002,1,1.63,26.3,SL,SL2002S47 -SL47,1671.51774,2002,1,1.38,22.8,SL,SL2002S47 -SL47,1671.51773,2002,1,1.77,27.5,SL,SL2002S47 -SL47,1671.51776,2002,1,2,26.3,SL,SL2002S47 -SL47,1671.51775,2002,1,1.9,27.6,SL,SL2002S47 -SL48,1671.51737,2002,1,1.55,21.2,SL,SL2002S48 -SL48,1671.51736,2002,1,1.84,21.2,SL,SL2002S48 -SL48,1671.51738,2002,1,1.5,22.8,SL,SL2002S48 -SL48,1671.51739,2002,1,1.37,21.7,SL,SL2002S48 -SL48,1671.51735,2002,1,1.39,22.1,SL,SL2002S48 -SL49,1671.51649,2002,1,1.31,23.1,SL,SL2002S49 -SL49,1671.51646,2002,1,1.33,23.3,SL,SL2002S49 -SL49,1671.51647,2002,1,1.23,23.5,SL,SL2002S49 -SL49,1671.51648,2002,1,1.55,23.2,SL,SL2002S49 -SL50,NA,2002,1,NA,NA,SL,SL2002S50 -SL51,1671.51768,2002,1,1.81,NA,SL,SL2002S51 -SL51,1671.51770,2002,1,1.78,18.2,SL,SL2002S51 -SL51,1671.51769,2002,1,1.61,20.2,SL,SL2002S51 -SL51,1671.51771,2002,1,1.71,NA,SL,SL2002S51 -SL51,1671.51774,2002,1,1.95,18.4,SL,SL2002S51 -SL53,1671.50689,2002,1,1.59,22.2,SL,SL2002S53 -SL53,1671.50690,2002,1,1.65,21.9,SL,SL2002S53 -SL53,1671.50692,2002,1,1.72,22.4,SL,SL2002S53 -SL53,1671.50691,2002,1,1.54,20.9,SL,SL2002S53 -SL54,1671.50658,2002,1,1.47,21.1,SL,SL2002S54 -SL54,1671.50655,2002,1,1.49,22.9,SL,SL2002S54 -SL54,1671.50653,2002,1,1.39,24,SL,SL2002S54 -SL54,1671.50654,2002,1,1.46,23.8,SL,SL2002S54 -SL54,1671.50656,2002,1,1.35,22,SL,SL2002S54 -SL54,1671.50657,2002,1,1.65,22.5,SL,SL2002S54 -SL55,1671.51650,2002,1,2.1,22.3,SL,SL2002S55 -SL55,1671.51652,2002,1,1.7,23.3,SL,SL2002S55 -SL55,1671.51651,2002,1,1.67,25.2,SL,SL2002S55 -SL55,1671.51654,2002,1,24.9,NA,SL,SL2002S55 -SL55,1671.51653,2002,1,1.74,24.9,SL,SL2002S55 -SL61,1671.51754,2002,1,1.98,21.5,SL,SL2002S61 -SL61,1671.51752,2002,1,1.85,21.3,SL,SL2002S61 -SL61,1671.51750,2002,1,1.51,21.9,SL,SL2002S61 -SL61,1671.51753,2002,1,2.09,21.2,SL,SL2002S61 -SL61,1671.51751,2002,1,1.9,22.4,SL,SL2002S61 -SL61,1671.51755,2002,1,1.65,23.6,SL,SL2002S61 -SL62,1671.51878,2002,1,NA,NA,SL,SL2002S62 -SL62,1671.51880,2002,1,NA,NA,SL,SL2002S62 -SL62,1671.51879,2002,1,NA,NA,SL,SL2002S62 -SL62,1671.51881,2002,1,NA,NA,SL,SL2002S62 -SL62,NA,2002,1,2.1,NA,SL,SL2002S62 -SL62,NA,2002,1,1.69,NA,SL,SL2002S62 -SL62,NA,2002,1,1.68,NA,SL,SL2002S62 -SL62,NA,2002,1,1.81,NA,SL,SL2002S62 -SL70,1671.51692,2002,1,1.47,22.2,SL,SL2002S70 -SL70,1671.51693,2002,1,1.4,25.2,SL,SL2002S70 -SL70,1671.51696,2002,1,1.5,22.8,SL,SL2002S70 -SL70,1671.51694,2002,1,1.67,22.4,SL,SL2002S70 -SL70,1671.51695,2002,1,1.62,21.9,SL,SL2002S70 -SL71,1671.51697,2002,1,1.55,22.1,SL,SL2002S71 -SL71,1671.51701,2002,1,1.78,25.7,SL,SL2002S71 -SL71,1671.51699,2002,1,1.4,23.2,SL,SL2002S71 -SL71,1671.51698,2002,1,1.48,21.3,SL,SL2002S71 -SL71,1671.51700,2002,1,1.42,21.5,SL,SL2002S71 -SL72,1671.51877,2002,1,1.25,NA,SL,SL2002S72 -SL72,1671.51876,2002,1,1.25,NA,SL,SL2002S72 -SL72,1671.51875,2002,1,1.35,NA,SL,SL2002S72 -SL72,NA,2002,1,1.45,NA,SL,SL2002S72 -SL73,NA,2002,1,NA,NA,SL,SL2002S73 -SL74,NA,2002,1,NA,NA,SL,SL2002S74 -SL75,1671.51784,2002,1,NA,NA,SL,SL2002S75 -SL75,1671.51781,2002,1,2.57,NA,SL,SL2002S75 -SL75,1671.51783,2002,1,2.19,NA,SL,SL2002S75 -SL75,1671.51782,2002,1,2.6,NA,SL,SL2002S75 -SL76,NA,2002,1,NA,NA,SL,SL2002S76 -SL77,NA,2002,1,NA,NA,SL,SL2002S77 -SL78,NA,2002,1,NA,NA,SL,SL2002S78 -SL79,NA,2002,1,NA,NA,SL,SL2002S79 -SL80,NA,2002,1,1.6,NA,SL,SL2002S80 -SL80,NA,2002,1,1.5,NA,SL,SL2002S80 -SL80,NA,2002,1,1.72,NA,SL,SL2002S80 -SL80,NA,2002,1,1.72,NA,SL,SL2002S80 -SL80,NA,2002,1,1.72,NA,SL,SL2002S80 -SL01,1651.06494,2003,1,1.41,21.2,SL,SL2003S01 -SL01,1651.06696,2003,1,1.51,25.6,SL,SL2003S01 -SL01,1651.06595,2003,1,NA,24.2,SL,SL2003S01 -SL01,1651.06393,2003,1,1.37,20.2,SL,SL2003S01 -SL01,1651.06292,2003,1,1.3,23.4,SL,SL2003S01 -SL02,1771.41306,2003,1,2.08,20.2,SL,SL2003S02 -SL02,1771.41308,2003,1,0.87,20.7,SL,SL2003S02 -SL02,1771.41307,2003,1,1.87,20.8,SL,SL2003S02 -SL02,1771.41309,2003,1,1.67,22,SL,SL2003S02 -SL03,1771.41073,2003,1,2.03,24.9,SL,SL2003S03 -SL03,1771.41074,2003,1,1.5,20.1,SL,SL2003S03 -SL04,1671.51794,2003,1,1.64,22.8,SL,SL2003S04 -SL04,1671.51790,2003,1,3.68,24.1,SL,SL2003S04 -SL04,1671.51793,2003,1,1.42,21.4,SL,SL2003S04 -SL04,1671.51792,2003,1,1.39,23.5,SL,SL2003S04 -SL04,1671.51791,2003,1,1.44,24,SL,SL2003S04 -SL05,1651.06268,2003,1,1.24,NA,SL,SL2003S05 -SL06,1651.06267,2003,1,1.48,NA,SL,SL2003S06 -SL07,1771.41088,2003,1,1.69,22.2,SL,SL2003S07 -SL07,1771.41086,2003,1,1.77,23.2,SL,SL2003S07 -SL07,1771.41087,2003,1,1.99,24.5,SL,SL2003S07 -SL07,1771.41084,2003,1,1.58,21.2,SL,SL2003S07 -SL07,1771.41085,2003,1,1.42,24.4,SL,SL2003S07 -SL08,1771.41037,2003,1,1.74,24.1,SL,SL2003S08 -SL08,1771.41039,2003,1,1.75,24.7,SL,SL2003S08 -SL08,1771.41038,2003,1,1.85,23,SL,SL2003S08 -SL08,1771.41040,2003,1,1.42,25.2,SL,SL2003S08 -SL09,1671.51799,2003,1,1.38,21.7,SL,SL2003S09 -SL09,1671.51800,2003,1,1.26,22.4,SL,SL2003S09 -SL09,1671.51795,2003,1,1.35,22.6,SL,SL2003S09 -SL09,1671.51797,2003,1,1.38,22.9,SL,SL2003S09 -SL09,1671.51796,2003,1,1.36,21.9,SL,SL2003S09 -SL09,1671.51798,2003,1,1.43,21.5,SL,SL2003S09 -SL10,1771.41072,2003,1,2.35,25.2,SL,SL2003S10 -SL10,1771.41068,2003,1,1.43,25.4,SL,SL2003S10 -SL10,NA,2003,1,1.42,NA,SL,SL2003S10 -SL10,1771.41070,2003,1,1.68,24.2,SL,SL2003S10 -SL10,1771.41069,2003,1,1.61,24.5,SL,SL2003S10 -SL10,1771.41071,2003,1,1.54,25.3,SL,SL2003S10 -SL11,1771.41063,2003,1,1.4,23.3,SL,SL2003S11 -SL11,1771.41067,2003,1,2.25,21.6,SL,SL2003S11 -SL11,1771.41065,2003,1,1.45,23.3,SL,SL2003S11 -SL11,1771.41064,2003,1,1.48,21.5,SL,SL2003S11 -SL11,1771.41066,2003,1,1.54,23.5,SL,SL2003S11 -SL12,1771.41034,2003,1,1.77,24.1,SL,SL2003S12 -SL12,1771.41033,2003,1,1.78,24.8,SL,SL2003S12 -SL12,1771.41032,2003,1,1.78,22.1,SL,SL2003S12 -SL12,1771.41036,2003,1,1.97,25.3,SL,SL2003S12 -SL12,1771.41035,2003,1,NA,23.7,SL,SL2003S12 -SL13,NA,2003,1,NA,NA,SL,SL2003S13 -SL13A,1771.41301,2003,1,1.59,19.9,SL,SL2003S13A -SL13A,1771.41303,2003,1,1.48,20.6,SL,SL2003S13A -SL13A,1771.41302,2003,1,1.3,21,SL,SL2003S13A -SL13A,1771.41304,2003,1,1.3,28,SL,SL2003S13A -SL13A,1771.41305,2003,1,0.93,21.4,SL,SL2003S13A -SL14,1771.41198,2003,2,1.47,21.6,SL,SL2003S14 -SL14,1771.41196,2003,2,1.55,22,SL,SL2003S14 -SL14,1771.41375,2003,2,1.61,21.7,SL,SL2003S14 -SL14,1771.41197,2003,2,1.6,23,SL,SL2003S14 -SL14,1771.41376,2003,2,1.64,22.3,SL,SL2003S14 -SL15,NA,2003,1,2.68,NA,SL,SL2003S15 -SL15,NA,2003,1,2.49,NA,SL,SL2003S15 -SL16,1771.41017,2003,1,1.79,23.5,SL,SL2003S16 -SL16,1771.41021,2003,1,1.51,26.4,SL,SL2003S16 -SL16,1771.41019,2003,1,1.55,26.2,SL,SL2003S16 -SL16,1771.41018,2003,1,1.57,22.6,SL,SL2003S16 -SL16,1771.41020,2003,1,1.49,24.3,SL,SL2003S16 -SL17,1771.41029,2003,1,1.26,23.2,SL,SL2003S17 -SL17,1771.41031,2003,1,1.5,22,SL,SL2003S17 -SL17,1771.41030,2003,1,1.33,21.2,SL,SL2003S17 -SL18,1771.41341,2003,1,2.57,24.2,SL,SL2003S18 -SL18,1771.41345,2003,1,1.45,22.5,SL,SL2003S18 -SL18,1771.41343,2003,1,1.71,21.8,SL,SL2003S18 -SL18,1771.41342,2003,1,2.1,23.6,SL,SL2003S18 -SL18,1771.41344,2003,1,1.62,21.2,SL,SL2003S18 -SL18,1771.41346,2003,1,2.29,22.8,SL,SL2003S18 -SL19,1771.41318,2003,1,1.49,22.2,SL,SL2003S19 -SL19,1771.41320,2003,1,1.45,19.7,SL,SL2003S19 -SL19,1771.41319,2003,1,1.54,23.1,SL,SL2003S19 -SL19,1771.41322,2003,1,2.51,23.7,SL,SL2003S19 -SL19,1771.41321,2003,1,2.73,21.1,SL,SL2003S19 -SL20,1651.06286,2003,1,1.5,25.3,SL,SL2003S20 -SL20,1651.06285,2003,1,1.92,22.9,SL,SL2003S20 -SL20,1651.06282,2003,1,1.65,25.2,SL,SL2003S20 -SL20,1651.06284,2003,1,1.39,25.6,SL,SL2003S20 -SL20,1651.06283,2003,1,1.6,22.2,SL,SL2003S20 -SL21,1651.06290,2003,1,1.43,18.8,SL,SL2003S21 -SL21,1651.06291,2003,1,1.8,20.7,SL,SL2003S21 -SL22,1651.06280,2003,1,2.19,25.1,SL,SL2003S22 -SL22,1651.06281,2003,1,2.1,24.9,SL,SL2003S22 -SL22,1651.06279,2003,1,2.19,26.8,SL,SL2003S22 -SL22,1651.06276,2003,1,1.34,25.1,SL,SL2003S22 -SL22,1651.06278,2003,1,1.96,24.7,SL,SL2003S22 -SL22,1651.06277,2003,1,1.27,24,SL,SL2003S22 -SL23,1651.06248,2003,1,1.35,23.2,SL,SL2003S23 -SL23,1651.06251,2003,1,1.49,23.6,SL,SL2003S23 -SL23,1651.06250,2003,1,1.42,22.5,SL,SL2003S23 -SL23,1651.06249,2003,1,1.58,23.1,SL,SL2003S23 -SL24,1771.41372,2003,1,1.48,12.5,SL,SL2003S24 -SL24,1771.41369,2003,1,1.5,23.3,SL,SL2003S24 -SL24,1771.41370,2003,1,1.31,24.5,SL,SL2003S24 -SL24,1771.41371,2003,1,1.77,23.3,SL,SL2003S24 -SL25,1651.06287,2003,1,3.22,21.9,SL,SL2003S25 -SL25,1651.06289,2003,1,2.49,23.5,SL,SL2003S25 -SL25,1651.06288,2003,1,2.62,23.6,SL,SL2003S25 -SL26,1771.41016,2003,1,1.65,24.2,SL,SL2003S26 -SL26,1771.41014,2003,1,2.12,24.4,SL,SL2003S26 -SL26,1771.41015,2003,1,2.07,22,SL,SL2003S26 -SL26,1771.41012,2003,1,1.63,24.9,SL,SL2003S26 -SL26,1771.41013,2003,1,1.57,22.3,SL,SL2003S26 -SL27,1771.41028,2003,1,1.4,19.4,SL,SL2003S27 -SL27,1771.41022,2003,1,1.96,20.8,SL,SL2003S27 -SL27,1771.41023,2003,1,1.61,21.8,SL,SL2003S27 -SL27,1771.41025,2003,1,1.4,22.4,SL,SL2003S27 -SL27,1771.41024,2003,1,1.53,20,SL,SL2003S27 -SL27,1771.41027,2003,1,1.79,21.3,SL,SL2003S27 -SL27,1771.41026,2003,1,1.96,21.3,SL,SL2003S27 -SL28,1651.06275,2003,1,2.2,22.4,SL,SL2003S28 -SL28,1651.06274,2003,1,2.31,22.9,SL,SL2003S28 -SL28,1651.06273,2003,1,1.5,22.5,SL,SL2003S28 -SL28,1651.06272,2003,1,1.23,25.7,SL,SL2003S28 -SL29,1771.41010,2003,1,1.74,23,SL,SL2003S29 -SL29,1771.41009,2003,1,1.63,20.6,SL,SL2003S29 -SL29,1771.41006,2003,1,1.73,23.8,SL,SL2003S29 -SL29,1771.41008,2003,1,1.01,21,SL,SL2003S29 -SL29,1771.41007,2003,1,1.32,22.8,SL,SL2003S29 -SL29,1771.41011,2003,1,1.48,24.1,SL,SL2003S29 -SL30,1771.41353,2003,1,1.66,23,SL,SL2003S30 -SL30,NA,2003,1,1.37,NA,SL,SL2003S30 -SL30,1771.41354,2003,1,1.61,20.9,SL,SL2003S30 -SL30,1771.41357,2003,1,1.65,19.1,SL,SL2003S30 -SL30,1771.41356,2003,1,1.88,20.2,SL,SL2003S30 -SL30,NA,2003,1,1.09,NA,SL,SL2003S30 -SL30,1771.41355,2003,1,1.77,17.5,SL,SL2003S30 -SL31,1651.06260,2003,1,1.48,24.3,SL,SL2003S31 -SL31,1651.06261,2003,1,1.94,23.6,SL,SL2003S31 -SL31,1651.06258,2003,1,1.38,23.2,SL,SL2003S31 -SL31,1651.06259,2003,1,1.18,25.9,SL,SL2003S31 -SL32,1651.06269,2003,1,1.15,27.5,SL,SL2003S32 -SL33,1771.41089,2003,1,1.7,23.4,SL,SL2003S33 -SL33,1771.41091,2003,1,1.64,23.5,SL,SL2003S33 -SL33,1771.41090,2003,1,1.67,24.1,SL,SL2003S33 -SL33,1771.41092,2003,1,2.35,23.1,SL,SL2003S33 -SL35,1771.41316,2003,1,1.14,22.8,SL,SL2003S35 -SL35,1771.41317,2003,1,1.78,24.2,SL,SL2003S35 -SL38,1771.41057,2003,1,1.4,23.2,SL,SL2003S38 -SL38,1771.41059,2003,1,1.37,21.8,SL,SL2003S38 -SL38,1771.41058,2003,1,1.46,22.3,SL,SL2003S38 -SL38,1771.41060,2003,1,1.41,22.5,SL,SL2003S38 -SL38,1771.41061,2003,1,1.65,20.2,SL,SL2003S38 -SL38,1771.41062,2003,1,1.61,23.4,SL,SL2003S38 -SL39,1771.41002,2003,1,1.84,23.5,SL,SL2003S39 -SL39,1771.41004,2003,1,1.44,24.1,SL,SL2003S39 -SL39,1771.41005,2003,1,1.55,24.8,SL,SL2003S39 -SL39,1771.41001,2003,1,1.62,22,SL,SL2003S39 -SL39,1771.41003,2003,1,1.65,23,SL,SL2003S39 -SL40,1771.41347,2003,1,2.54,21.9,SL,SL2003S40 -SL40,1771.41351,2003,1,1.42,20.9,SL,SL2003S40 -SL40,1771.41349,2003,1,2.35,20.4,SL,SL2003S40 -SL40,1771.41348,2003,1,2.4,20.3,SL,SL2003S40 -SL40,1771.41350,2003,1,1.7,20,SL,SL2003S40 -SL40,1771.41352,2003,1,2.48,19.9,SL,SL2003S40 -SL41,1771.41406,2003,1,5.21,23.9,SL,SL2003S41 -SL41,1771.41410,2003,1,3.84,NA,SL,SL2003S41 -SL41,1771.41408,2003,1,4.92,22.8,SL,SL2003S41 -SL41,1771.41407,2003,1,5.19,21.5,SL,SL2003S41 -SL41,1771.41409,2003,1,4.92,22.3,SL,SL2003S41 -SL42,1771.41405,2003,1,1.6,22.9,SL,SL2003S42 -SL42,1771.41402,2003,1,1.89,23.3,SL,SL2003S42 -SL42,1771.41404,2003,1,1.6,21.1,SL,SL2003S42 -SL42,1771.41403,2003,1,1.88,19.9,SL,SL2003S42 -SL43,1771.41331,2003,1,1.52,23.5,SL,SL2003S43 -SL43,1771.41335,2003,1,1.69,22.5,SL,SL2003S43 -SL43,NA,2003,1,1.25,NA,SL,SL2003S43 -SL43,1771.41333,2003,1,1.47,22.3,SL,SL2003S43 -SL43,1771.41332,2003,1,1.7,23.4,SL,SL2003S43 -SL43,1771.41334,2003,1,1.62,24.1,SL,SL2003S43 -SL44,1771.41078,2003,1,2.34,21.7,SL,SL2003S44 -SL44,1771.41077,2003,1,1.3,24.5,SL,SL2003S44 -SL44,1771.41076,2003,1,1.48,22.5,SL,SL2003S44 -SL44,1771.41075,2003,1,1.62,20.5,SL,SL2003S44 -SL45,1671.51789,2003,1,1.32,22.6,SL,SL2003S45 -SL45,1671.51787,2003,1,1.57,18.8,SL,SL2003S45 -SL45,1671.51788,2003,1,1.22,22.7,SL,SL2003S45 -SL45,1671.51785,2003,1,1.29,23.9,SL,SL2003S45 -SL45,1671.51786,2003,1,1.36,27.5,SL,SL2003S45 -SL46,1771.41051,2003,1,1.43,24.4,SL,SL2003S46 -SL46,1771.41053,2003,1,1.35,23.9,SL,SL2003S46 -SL46,1771.41052,2003,1,1.36,23.1,SL,SL2003S46 -SL46,1771.41054,2003,1,1.25,23.6,SL,SL2003S46 -SL46,1771.41056,2003,1,1.32,22.1,SL,SL2003S46 -SL46,1771.41055,2003,1,1.54,21.4,SL,SL2003S46 -SL47,1771.41358,2003,1,1.85,21.2,SL,SL2003S47 -SL47,1771.41362,2003,1,1.38,23.5,SL,SL2003S47 -SL47,1771.41360,2003,1,1.58,22.1,SL,SL2003S47 -SL47,1771.41359,2003,1,1.71,23.1,SL,SL2003S47 -SL47,1771.41361,2003,1,1.41,22,SL,SL2003S47 -SL47,1771.41363,2003,1,1.6,22.5,SL,SL2003S47 -SL48,1771.41045,2003,1,1.83,21.4,SL,SL2003S48 -SL48,1771.41046,2003,1,1.45,20.2,SL,SL2003S48 -SL48,1771.41041,2003,1,2.8,19.8,SL,SL2003S48 -SL48,1771.41043,2003,1,2.7,20.7,SL,SL2003S48 -SL48,1771.41042,2003,1,2.6,21.9,SL,SL2003S48 -SL48,1771.41044,2003,1,2.5,20.2,SL,SL2003S48 -SL49,1771.41310,2003,1,3.09,24,SL,SL2003S49 -SL49,1771.41315,2003,1,2.38,22.6,SL,SL2003S49 -SL49,1771.41312,2003,1,2.63,20.4,SL,SL2003S49 -SL49,1771.41314,2003,1,1.69,20.1,SL,SL2003S49 -SL49,1771.41311,2003,1,3.15,22.8,SL,SL2003S49 -SL49,1771.41313,2003,1,2.64,18.9,SL,SL2003S49 -SL50,1771.41364,2003,1,1.53,20.9,SL,SL2003S50 -SL50,1771.41365,2003,1,1.48,22,SL,SL2003S50 -SL50,1771.41366,2003,1,1.45,22.1,SL,SL2003S50 -SL50,1771.41368,2003,1,1.42,23,SL,SL2003S50 -SL50,1771.41367,2003,1,1.46,22.1,SL,SL2003S50 -SL51,1771.41336,2003,1,1.88,22.9,SL,SL2003S51 -SL51,1771.41338,2003,1,1.85,22.1,SL,SL2003S51 -SL51,1771.41337,2003,1,2.1,22.5,SL,SL2003S51 -SL51,1771.41339,2003,1,1.62,21.8,SL,SL2003S51 -SL51,1771.41340,2003,1,1.99,21,SL,SL2003S51 -SL53,1771.41093,2003,1,1.68,24,SL,SL2003S53 -SL53,1771.41095,2003,1,1.48,25,SL,SL2003S53 -SL53,1771.41094,2003,1,1.32,23.5,SL,SL2003S53 -SL53,1771.41096,2003,1,1.39,23.1,SL,SL2003S53 -SL53,1771.41097,2003,1,1.79,24.7,SL,SL2003S53 -SL54,1651.06264,2003,1,1.35,25.7,SL,SL2003S54 -SL54,1651.06266,2003,1,1.27,22.8,SL,SL2003S54 -SL54,1651.06265,2003,1,1.51,25,SL,SL2003S54 -SL54,1651.06263,2003,1,1.98,23.7,SL,SL2003S54 -SL55,1771.41047,2003,1,1.39,22,SL,SL2003S55 -SL55,1771.41049,2003,1,1.28,22.9,SL,SL2003S55 -SL55,1771.41048,2003,1,1.25,24.4,SL,SL2003S55 -SL55,1771.41050,2003,1,1.68,21.2,SL,SL2003S55 -SL56,1651.06252,2003,1,1.81,21.9,SL,SL2003S56 -SL56,1651.06257,2003,1,1.8,20.5,SL,SL2003S56 -SL56,1651.06256,2003,1,1.48,21.2,SL,SL2003S56 -SL56,1651.06254,2003,1,0.94,22.3,SL,SL2003S56 -SL56,1651.06253,2003,1,1.42,22.2,SL,SL2003S56 -SL56,1651.06255,2003,1,1.69,20.5,SL,SL2003S56 -SL61,1771.41081,2003,1,1.6,22.4,SL,SL2003S61 -SL61,1771.41082,2003,1,1.49,23.5,SL,SL2003S61 -SL61,1771.41083,2003,1,2.98,25.6,SL,SL2003S61 -SL61,1771.41079,2003,1,NA,26.4,SL,SL2003S61 -SL61,1771.41080,2003,1,NA,24.2,SL,SL2003S61 -SL70,1771.41329,2003,1,1.95,24.2,SL,SL2003S70 -SL70,1771.41323,2003,1,1.71,23.2,SL,SL2003S70 -SL70,1771.41327,2003,1,1.64,23,SL,SL2003S70 -SL70,1771.41325,2003,1,1.79,22.7,SL,SL2003S70 -SL70,1771.41324,2003,1,1.78,24.5,SL,SL2003S70 -SL70,1771.41328,2003,1,0.96,22.5,SL,SL2003S70 -SL70,1771.41326,2003,1,1.64,22.3,SL,SL2003S70 -SL70,1771.41330,2003,1,1.21,20.2,SL,SL2003S70 -SL71,1771.41373,2003,1,1.11,22.7,SL,SL2003S71 -SL71,1771.41377,2003,1,1.45,25.2,SL,SL2003S71 -SL71,1771.41374,2003,1,1.31,24,SL,SL2003S71 -SL71,1771.41379,2003,1,1.84,23,SL,SL2003S71 -SL71,1771.41380,2003,1,1.86,21.8,SL,SL2003S71 -SL71,1771.41378,2003,1,1.84,23,SL,SL2003S71 -SL01,1771.43916,2004,1,1.87,21.9,SL,SL2004S01 -SL01,1771.43917,2004,1,1.65,17.2,SL,SL2004S01 -SL01,1771.43918,2004,1,1.58,21,SL,SL2004S01 -SL01,1771.43919,2004,1,1.3,19.9,SL,SL2004S01 -SL01,1771.43920,2004,1,NA,17,SL,SL2004S01 -SL01,1771.43921,2004,1,NA,20.1,SL,SL2004S01 -SL02,1771.43586,2004,1,1.6,NA,SL,SL2004S02 -SL02,1771.43588,2004,1,1.67,NA,SL,SL2004S02 -SL02,1771.43587,2004,1,1.63,NA,SL,SL2004S02 -SL02,1771.43589,2004,1,1.63,NA,SL,SL2004S02 -SL02,NA,2004,1,NA,NA,SL,SL2004S02 -SL02,NA,2004,1,NA,NA,SL,SL2004S02 -SL02,1771.43591,2004,1,NA,NA,SL,SL2004S02 -SL02,1771.43590,2004,1,1.97,NA,SL,SL2004S02 -SL03,1771.43064,2004,2,1.5,NA,SL,SL2004S03 -SL03,1771.43065,2004,2,1.55,NA,SL,SL2004S03 -SL03,1771.43069,2004,2,1.7,NA,SL,SL2004S03 -SL03,1771.43066,2004,2,2.2,NA,SL,SL2004S03 -SL03,1771.43068,2004,2,2,NA,SL,SL2004S03 -SL03,1771.43067,2004,2,1.7,NA,SL,SL2004S03 -SL04,1771.43811,2004,1,1.5,NA,SL,SL2004S04 -SL04,NA,2004,1,1.46,NA,SL,SL2004S04 -SL04,1771.43812,2004,1,1.57,NA,SL,SL2004S04 -SL04,NA,2004,1,1.65,NA,SL,SL2004S04 -SL04,NA,2004,1,1.5,NA,SL,SL2004S04 -SL04,1771.43813,2004,1,1.7,NA,SL,SL2004S04 -SL05,1771.43668,2004,1,1.5,23,SL,SL2004S05 -SL05,1771.43667,2004,1,1.42,21.9,SL,SL2004S05 -SL05,NA,2004,1,1.02,NA,SL,SL2004S05 -SL05,1771.43666,2004,1,1.55,24.8,SL,SL2004S05 -SL06,1771.41485,2004,1,1.59,23.8,SL,SL2004S06 -SL06,1771.41482,2004,1,1.72,24.3,SL,SL2004S06 -SL06,1771.41483,2004,1,1.7,23.9,SL,SL2004S06 -SL06,1771.41484,2004,1,1.8,25,SL,SL2004S06 -SL06,NA,2004,1,2.1,NA,SL,SL2004S06 -SL07,1771.43708,2004,1,1.52,22.4,SL,SL2004S07 -SL07,1771.43706,2004,1,1.76,24.1,SL,SL2004S07 -SL07,1771.43707,2004,1,1.86,24.4,SL,SL2004S07 -SL07,NA,2004,1,1.93,NA,SL,SL2004S07 -SL08,1771.43931,2004,1,1.7,NA,SL,SL2004S08 -SL08,1771.43930,2004,1,2.01,NA,SL,SL2004S08 -SL08,NA,2004,1,1.9,NA,SL,SL2004S08 -SL08,1771.43929,2004,1,1.69,NA,SL,SL2004S08 -SL08,NA,2004,1,1.96,NA,SL,SL2004S08 -SL08,NA,2004,1,1.3,NA,SL,SL2004S08 -SL08,NA,2004,1,2.01,NA,SL,SL2004S08 -SL08,NA,2004,1,1.7,NA,SL,SL2004S08 -SL09,NA,2004,1,0.96,NA,SL,SL2004S09 -SL09,1771.41480,2004,1,1.64,20.8,SL,SL2004S09 -SL09,1771.41477,2004,1,1.44,21.2,SL,SL2004S09 -SL09,1771.41479,2004,1,2.62,21.1,SL,SL2004S09 -SL09,1771.41478,2004,1,1.75,21.6,SL,SL2004S09 -SL09,1771.41481,2004,1,1.2,19.5,SL,SL2004S09 -SL10,1771.43904,2004,1,0.35,NA,SL,SL2004S10 -SL10,1771.43905,2004,1,0.35,NA,SL,SL2004S10 -SL10,1771.43908,2004,1,NA,NA,SL,SL2004S10 -SL10,1771.43906,2004,1,NA,NA,SL,SL2004S10 -SL10,1771.43909,2004,1,NA,NA,SL,SL2004S10 -SL10,1771.43907,2004,1,NA,NA,SL,SL2004S10 -SL11,1771.43592,2004,1,1.52,21.9,SL,SL2004S11 -SL11,1771.43597,2004,1,1.55,21.2,SL,SL2004S11 -SL11,1771.43596,2004,1,1.6,22.2,SL,SL2004S11 -SL11,1771.43594,2004,1,1.98,20.9,SL,SL2004S11 -SL11,1771.43593,2004,1,1.89,24.7,SL,SL2004S11 -SL11,1771.43595,2004,1,1.75,22.4,SL,SL2004S11 -SL12,1771.43700,2004,1,1.68,22.8,SL,SL2004S12 -SL12,1771.43702,2004,1,1.65,23.2,SL,SL2004S12 -SL12,1771.43701,2004,1,1.87,23.8,SL,SL2004S12 -SL12,1771.43703,2004,1,1.42,21.3,SL,SL2004S12 -SL12,1771.43704,2004,1,1.68,21.9,SL,SL2004S12 -SL12,1771.43705,2004,1,NA,23.1,SL,SL2004S12 -SL13A,1771.43661,2004,1,1.84,23.5,SL,SL2004S13A -SL13A,1771.43663,2004,1,1.84,25,SL,SL2004S13A -SL13A,1771.43662,2004,1,1.42,23.6,SL,SL2004S13A -SL13A,1771.43665,2004,1,1.95,24.8,SL,SL2004S13A -SL13A,1771.43664,2004,1,1.95,22.7,SL,SL2004S13A -SL14,1771.43652,2004,2,1.95,22.9,SL,SL2004S14 -SL14,NA,2004,2,0.55,NA,SL,SL2004S14 -SL14,1771.43654,2004,2,1.77,23.8,SL,SL2004S14 -SL14,1771.43653,2004,2,1.9,21.8,SL,SL2004S14 -SL14,1771.43655,2004,2,1.65,24.7,SL,SL2004S14 -SL15,1771.43650,2004,1,1.71,22.4,SL,SL2004S15 -SL15,1771.43651,2004,1,1.45,21.1,SL,SL2004S15 -SL15,1771.43646,2004,1,1.7,22,SL,SL2004S15 -SL15,1771.43648,2004,1,1.44,21.3,SL,SL2004S15 -SL15,1771.43647,2004,1,1.54,22.3,SL,SL2004S15 -SL15,1771.43649,2004,1,1.35,21.8,SL,SL2004S15 -SL16,1771.43570,2004,1,1.43,NA,SL,SL2004S16 -SL16,1771.43571,2004,1,1.46,NA,SL,SL2004S16 -SL16,1771.43572,2004,1,1.78,NA,SL,SL2004S16 -SL16,1771.43568,2004,1,1.6,NA,SL,SL2004S16 -SL16,1771.43569,2004,1,1.5,NA,SL,SL2004S16 -SL16,1771.43573,2004,1,NA,NA,SL,SL2004S16 -SL17,1771.43791,2004,2,1.73,22,SL,SL2004S17 -SL17,1771.43793,2004,2,1.7,29.8,SL,SL2004S17 -SL17,1771.43792,2004,2,1.85,19.4,SL,SL2004S17 -SL17,1771.43794,2004,2,1.9,20.1,SL,SL2004S17 -SL18,1771.41283,2004,1,1.94,25.1,SL,SL2004S18 -SL18,1771.41282,2004,1,2,22.6,SL,SL2004S18 -SL18,1771.41281,2004,1,1.56,22.5,SL,SL2004S18 -SL18,1771.41284,2004,1,2.1,21.7,SL,SL2004S18 -SL19,1771.43501,2004,1,1.58,20.6,SL,SL2004S19 -SL19,1771.43505,2004,1,1.1,21.2,SL,SL2004S19 -SL19,1771.43502,2004,1,1.23,21.2,SL,SL2004S19 -SL19,1771.43503,2004,1,1.44,20.6,SL,SL2004S19 -SL19,1771.43504,2004,1,1.15,21.3,SL,SL2004S19 -SL19,1771.43506,2004,1,1.4,23.1,SL,SL2004S19 -SL20,NA,2004,1,1.47,NA,SL,SL2004S20 -SL20,1771.41280,2004,1,1.27,22.7,SL,SL2004S20 -SL20,1771.41279,2004,1,1.45,21.4,SL,SL2004S20 -SL20,NA,2004,1,1.76,NA,SL,SL2004S20 -SL20,1771.41278,2004,1,1.25,21.4,SL,SL2004S20 -SL21,1771.43772,2004,1,1.6,NA,SL,SL2004S21 -SL21,1771.43770,2004,1,1.8,22,SL,SL2004S21 -SL21,NA,2004,1,1.65,21.8,SL,SL2004S21 -SL21,1771.43771,2004,1,1.7,NA,SL,SL2004S21 -SL21,NA,2004,1,1.58,23.3,SL,SL2004S21 -SL22,1771.43694,2004,1,1.72,NA,SL,SL2004S22 -SL22,1771.43698,2004,1,1.75,NA,SL,SL2004S22 -SL22,1771.43699,2004,1,NA,NA,SL,SL2004S22 -SL22,1771.43696,2004,1,1.65,NA,SL,SL2004S22 -SL22,1771.43695,2004,1,1.64,NA,SL,SL2004S22 -SL22,1771.43697,2004,1,1.4,NA,SL,SL2004S22 -SL23,1771.43635,2004,1,2.08,23.5,SL,SL2004S23 -SL23,1771.43637,2004,1,1.93,24.6,SL,SL2004S23 -SL23,1771.43636,2004,1,1.63,21.9,SL,SL2004S23 -SL23,1771.43638,2004,1,1.83,23.9,SL,SL2004S23 -SL23,1771.43639,2004,1,1.73,23.4,SL,SL2004S23 -SL24,1771.43736,2004,1,1.5,NA,SL,SL2004S24 -SL24,1771.43735,2004,1,1.51,NA,SL,SL2004S24 -SL24,1771.43733,2004,1,1.38,NA,SL,SL2004S24 -SL24,1771.43734,2004,1,1.43,NA,SL,SL2004S24 -SL24,1771.43737,2004,1,1.68,NA,SL,SL2004S24 -SL24,1771.43773,2004,1,1.5,NA,SL,SL2004S24 -SL25,1771.43504,2004,1,NA,20.1,SL,SL2004S25 -SL25,1771.43903,2004,1,1.54,20,SL,SL2004S25 -SL25,1771.43598,2004,1,1.73,20.9,SL,SL2004S25 -SL25,1771.43901,2004,1,1.71,20.7,SL,SL2004S25 -SL25,1771.43599,2004,1,1.81,22.2,SL,SL2004S25 -SL25,1771.43902,2004,1,1.81,23.8,SL,SL2004S25 -SL26,1771.43690,2004,1,1.85,NA,SL,SL2004S26 -SL26,NA,2004,1,2.12,NA,SL,SL2004S26 -SL26,1771.43692,2004,1,NA,NA,SL,SL2004S26 -SL26,NA,2004,1,NA,NA,SL,SL2004S26 -SL26,1771.43693,2004,1,NA,NA,SL,SL2004S26 -SL26,1771.43687,2004,1,2.05,NA,SL,SL2004S26 -SL26,1771.43689,2004,1,1.85,NA,SL,SL2004S26 -SL26,1771.43688,2004,1,1.94,NA,SL,SL2004S26 -SL27,1771.43727,2004,1,1.52,20.1,SL,SL2004S27 -SL27,1771.43731,2004,1,1.65,24.2,SL,SL2004S27 -SL27,1771.43729,2004,1,2.08,21.3,SL,SL2004S27 -SL27,1771.43728,2004,1,2.23,22.1,SL,SL2004S27 -SL27,1771.43730,2004,1,1.53,23.6,SL,SL2004S27 -SL27,1771.43732,2004,1,NA,21.1,SL,SL2004S27 -SL28,1771.43629,2004,1,1.45,NA,SL,SL2004S28 -SL28,1771.43633,2004,1,1.44,NA,SL,SL2004S28 -SL28,NA,2004,1,NA,NA,SL,SL2004S28 -SL28,1771.43634,2004,1,1.45,NA,SL,SL2004S28 -SL28,1771.43631,2004,1,1.6,NA,SL,SL2004S28 -SL28,1771.43630,2004,1,1.8,NA,SL,SL2004S28 -SL28,1771.43632,2004,1,1.48,NA,SL,SL2004S28 -SL29,1771.43623,2004,1,1.53,22.8,SL,SL2004S29 -SL29,1771.43624,2004,1,1.58,22.7,SL,SL2004S29 -SL29,1771.43628,2004,1,1.76,21,SL,SL2004S29 -SL29,1771.43627,2004,1,1.5,21.7,SL,SL2004S29 -SL29,1771.43625,2004,1,1.55,23,SL,SL2004S29 -SL29,1771.43626,2004,1,1.6,22.2,SL,SL2004S29 -SL30,1771.43672,2004,1,1.5,25.3,SL,SL2004S30 -SL30,1771.43669,2004,1,1.22,24.9,SL,SL2004S30 -SL30,1771.43673,2004,1,1.6,24.7,SL,SL2004S30 -SL30,1771.43671,2004,1,1.35,25.4,SL,SL2004S30 -SL30,1771.43670,2004,1,1.45,24.5,SL,SL2004S30 -SL31,1771.43826,2004,1,1.5,NA,SL,SL2004S31 -SL31,NA,2004,1,1.58,NA,SL,SL2004S31 -SL31,NA,2004,1,1.48,NA,SL,SL2004S31 -SL31,1771.43825,2004,1,1.53,NA,SL,SL2004S31 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-SL29,1771.42280,2005,1,1.72,23.4,SL,SL2005S29 -SL30,1771.4235,2005,2,1.89,22.7,SL,SL2005S30 -SL30,1771.42436,2005,2,1.62,23.1,SL,SL2005S30 -SL31,1771.42102,2005,1,1.43,21.8,SL,SL2005S31 -SL31,1771.42106,2005,1,1.29,20.8,SL,SL2005S31 -SL31,1771.42104,2005,1,1.41,23.6,SL,SL2005S31 -SL31,1771.42107,2005,1,1.28,21.1,SL,SL2005S31 -SL31,1771.42103,2005,1,1.4,20.4,SL,SL2005S31 -SL31,1771.42105,2005,1,1.52,19.7,SL,SL2005S31 -SL33,NA,2005,1,1.39,NA,SL,SL2005S33 -SL33,NA,2005,1,1.32,NA,SL,SL2005S33 -SL33,NA,2005,1,1.35,NA,SL,SL2005S33 -SL33,NA,2005,1,1.4,NA,SL,SL2005S33 -SL33,1771.42477,2005,2,1.4,NA,SL,SL2005S33 -SL33,1771.42476,2005,2,1.44,NA,SL,SL2005S33 -SL33,1771.42474,2005,2,2.14,NA,SL,SL2005S33 -SL33,1771.42475,2005,2,2.47,NA,SL,SL2005S33 -SL34,NA,2005,1,NA,NA,SL,SL2005S34 -SL34,1771.42254,2005,1,1.29,NA,SL,SL2005S34 -SL34,1771.42256,2005,1,0.19,NA,SL,SL2005S34 -SL34,1771.42255,2005,1,1.3,NA,SL,SL2005S34 -SL34,NA,2005,1,1.67,NA,SL,SL2005S34 -SL34,1771.42258,2005,1,1.66,NA,SL,SL2005S34 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-SL45,1771.43341,2005,1,1.38,24.4,SL,SL2005S45 -SL45,1771.43339,2005,1,1.67,24.5,SL,SL2005S45 -SL45,1771.43340,2005,1,1.46,21.5,SL,SL2005S45 -SL46,1771.42113,2005,1,1.6,NA,SL,SL2005S46 -SL46,1771.42109,2005,1,1.51,NA,SL,SL2005S46 -SL46,1771.42210,2005,1,1.3,NA,SL,SL2005S46 -SL46,1771.42111,2005,1,1.56,NA,SL,SL2005S46 -SL46,1771.42219,2005,1,1.42,NA,SL,SL2005S46 -SL46,1771.42212,2005,1,NA,NA,SL,SL2005S46 -SL47,1771.42156,2005,1,1.78,21.1,SL,SL2005S47 -SL47,1771.42158,2005,1,1.5,21.8,SL,SL2005S47 -SL47,1771.42157,2005,1,1.85,23.1,SL,SL2005S47 -SL48,1771.43376,2005,1,1.17,NA,SL,SL2005S48 -SL48,1771.43372,2005,1,1.43,NA,SL,SL2005S48 -SL48,1771.43374,2005,1,1.09,NA,SL,SL2005S48 -SL48,1771.43373,2005,1,1.25,NA,SL,SL2005S48 -SL48,1771.43375,2005,1,1.21,NA,SL,SL2005S48 -SL48,1771.43377,2005,1,NA,NA,SL,SL2005S48 -SL49,1771.43369,2005,1,1.11,23.2,SL,SL2005S49 -SL49,1771.43468,2005,1,1.29,21.8,SL,SL2005S49 -SL49,1771.43671,2005,1,1.5,19.8,SL,SL2005S49 -SL49,NA,2005,1,1.56,NA,SL,SL2005S49 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-SL59,1771.42130,2005,1,1.51,20.8,SL,SL2005S59 -SL59,1771.42132,2005,1,1.3,20.5,SL,SL2005S59 -SL61,1771.42187,2005,1,2.6,20.9,SL,SL2005S61 -SL61,1771.42191,2005,1,2.48,20.8,SL,SL2005S61 -SL61,1771.42189,2005,1,2.42,23.5,SL,SL2005S61 -SL61,1771.42188,2005,1,2.5,22.8,SL,SL2005S61 -SL61,1771.42190,2005,1,2.22,23.1,SL,SL2005S61 -SL61,1771.42192,2005,1,NA,24,SL,SL2005S61 -SL62,1771.42441,2005,1,0.34,21.9,SL,SL2005S62 -SL62,1771.42437,2005,1,1.72,21.5,SL,SL2005S62 -SL62,1771.42439,2005,1,1.4,20.7,SL,SL2005S62 -SL62,1771.42438,2005,1,1.58,21.4,SL,SL2005S62 -SL62,1771.42440,2005,1,1.47,20.1,SL,SL2005S62 -SL64,1771.42414,2005,1,1.52,20.6,SL,SL2005S64 -SL64,1771.42418,2005,1,1.75,21.3,SL,SL2005S64 -SL64,NA,2005,1,1.8,NA,SL,SL2005S64 -SL64,NA,2005,1,1.44,NA,SL,SL2005S64 -SL64,NA,2005,1,1.4,NA,SL,SL2005S64 -SL65,1771.42460,2005,1,1.58,23.1,SL,SL2005S65 -SL65,1771.42462,2005,1,1.52,22.9,SL,SL2005S65 -SL65,1771.42461,2005,1,1.61,23,SL,SL2005S65 -SL65,1771.42463,2005,1,1.98,21.9,SL,SL2005S65 -SL65,1771.42468,2005,1,1.71,16.3,SL,SL2005S65 -SL66,1771.42429,2005,1,1.39,22.4,SL,SL2005S66 -SL66,1771.42434,2005,1,1.45,19.2,SL,SL2005S66 -SL66,1771.42433,2005,1,1.75,21.2,SL,SL2005S66 -SL66,1771.42431,2005,1,2.15,20.7,SL,SL2005S66 -SL66,1771.42430,2005,1,2.06,22.3,SL,SL2005S66 -SL66,1771.42432,2005,1,1.83,22.2,SL,SL2005S66 -SL67,1771.42466,2005,1,1.21,23.7,SL,SL2005S67 -SL67,1771.42464,2005,1,1.58,20,SL,SL2005S67 -SL67,1771.42465,2005,1,1.7,24.5,SL,SL2005S67 -SL67,1771.42467,2005,1,1.43,22.1,SL,SL2005S67 -SL68,1771.42459,2005,1,1.37,22.9,SL,SL2005S68 -SL68,1771.42456,2005,1,1.21,22,SL,SL2005S68 -SL68,1771.42458,2005,1,1.31,21.8,SL,SL2005S68 -SL68,1771.42457,2005,1,1.41,18.9,SL,SL2005S68 -SL69,1771.42415,2005,1,1.1,19.1,SL,SL2005S69 -SL69,1771.42417,2005,1,1.05,19.1,SL,SL2005S69 -SL69,1771.42416,2005,1,1.2,21.3,SL,SL2005S69 -SL69,1771.42420,2005,1,1.22,20,SL,SL2005S69 -SL69,1771.42419,2005,1,1.57,19.3,SL,SL2005S69 -SL69,1771.42421,2005,1,1.1,18.2,SL,SL2005S69 -SL70,1771.42128,2005,1,1.74,20.4,SL,SL2005S70 -SL70,1771.42125,2005,1,1.67,21.9,SL,SL2005S70 -SL70,1771.42127,2005,1,1.35,22.6,SL,SL2005S70 -SL70,1771.42126,2005,1,1.49,22.9,SL,SL2005S70 -SL71,1771.42181,2005,1,1.38,17.2,SL,SL2005S71 -SL71,1771.42183,2005,1,1.33,21.3,SL,SL2005S71 -SL71,1771.42182,2005,1,1.38,18.5,SL,SL2005S71 -SL71,1771.42185,2005,1,1.45,17.7,SL,SL2005S71 -SL71,1771.42184,2005,1,1.6,20.2,SL,SL2005S71 -SL71,1771.42186,2005,1,NA,18.6,SL,SL2005S71 -SL72,1771.42292,2005,1,1.73,21.4,SL,SL2005S72 -SL72,1771.42294,2005,1,1.5,21.8,SL,SL2005S72 -SL72,1771.42293,2005,1,1.55,21.8,SL,SL2005S72 -SL73,1771.42442,2005,1,1.58,22.9,SL,SL2005S73 -SL73,1771.42444,2005,1,1.42,21.4,SL,SL2005S73 -SL73,1771.42443,2005,1,1.73,21.9,SL,SL2005S73 -SL73,1771.42445,2005,1,1.75,22,SL,SL2005S73 -SL74,1771.42298,2005,1,1.52,22.8,SL,SL2005S74 -SL74,1771.42295,2005,1,2.08,22.1,SL,SL2005S74 -SL74,1771.42297,2005,1,1.85,22.6,SL,SL2005S74 -SL74,1771.42296,2005,1,1.9,22.2,SL,SL2005S74 -SL76,1771.42301,2005,1,1.58,22.6,SL,SL2005S76 -SL76,1771.42299,2005,1,1.95,20.4,SL,SL2005S76 -SL76,1771.42300,2005,1,1.95,19.8,SL,SL2005S76 -SL77,1771.42455,2005,1,1.36,18.2,SL,SL2005S77 -SL77,1771.42454,2005,1,1.55,18.7,SL,SL2005S77 -SL77,NA,2005,1,1.42,NA,SL,SL2005S77 -SL77,1771.42451,2005,1,2,21.3,SL,SL2005S77 -SL77,1771.42453,2005,1,1.75,16.8,SL,SL2005S77 -SL77,1771.42452,2005,1,1.95,20.3,SL,SL2005S77 -SL78,1771.422446,2005,1,1.43,20.2,SL,SL2005S78 -SL78,1771.422449,2005,1,1.39,21,SL,SL2005S78 -SL78,1771.422450,2005,1,1.7,18.4,SL,SL2005S78 -SL78,1771.422448,2005,1,1.65,19.3,SL,SL2005S78 -SL78,1771.422447,2005,1,1.5,19.1,SL,SL2005S78 -SL01,1881.06690,2006,1,1.14,22,SL,SL2006S01 -SL01,1881.06688,2006,1,1.36,24.6,SL,SL2006S01 -SL01,1881.06691,2006,1,0.93,24.2,SL,SL2006S01 -SL01,1881.06687,2006,1,1.39,23.2,SL,SL2006S01 -SL01,1881.06689,2006,1,1.36,24.4,SL,SL2006S01 -SL01,1881.06686,2006,1,1.36,24.3,SL,SL2006S01 -SL02,1881.06659,2006,1,1.56,23.4,SL,SL2006S02 -SL02,1881.06654,2006,1,1.85,23.4,SL,SL2006S02 -SL02,1881.06658,2006,1,1.63,24.7,SL,SL2006S02 -SL02,1881.06656,2006,1,1.67,24.2,SL,SL2006S02 -SL02,1881.06655,2006,1,1.66,24,SL,SL2006S02 -SL02,1881.06657,2006,1,1.51,22.9,SL,SL2006S02 -SL03,1881.06684,2006,1,1.51,24.1,SL,SL2006S03 -SL03,1881.06688,2006,1,1.69,24,SL,SL2006S03 -SL03,1881.06680,2006,1,1.53,23.1,SL,SL2006S03 -SL03,1881.06682,2006,1,1.26,23.4,SL,SL2006S03 -SL03,1881.06681,2006,1,1.57,23.1,SL,SL2006S03 -SL03,1881.06683,2006,1,1.08,22.1,SL,SL2006S03 -SL04,NA,2006,1,1.29,NA,SL,SL2006S04 -SL04,2181.58454,2006,1,1.56,24.3,SL,SL2006S04 -SL04,2181.58452,2006,1,1.46,24,SL,SL2006S04 -SL04,2181.58451,2006,1,1.11,20.3,SL,SL2006S04 -SL04,2181.58453,2006,1,1.89,22.2,SL,SL2006S04 -SL05,3121.23794,2006,1,1.55,23.4,SL,SL2006S05 -SL05,3121.23796,2006,1,1.74,24.1,SL,SL2006S05 -SL05,3121.23795,2006,1,1.4,25.2,SL,SL2006S05 -SL05,3121.23797,2006,1,1.69,23.9,SL,SL2006S05 -SL06,2181.58486,2006,1,1.42,23.4,SL,SL2006S06 -SL06,2181.58489,2006,1,1.62,21.6,SL,SL2006S06 -SL06,2181.58488,2006,1,1.95,23.4,SL,SL2006S06 -SL06,2181.58487,2006,1,1.49,24.3,SL,SL2006S06 -SL06,NA,2006,1,1.6,NA,SL,SL2006S06 -SL07,1881.06755,2006,1,2.65,21.1,SL,SL2006S07 -SL07,1881.06759,2006,1,1.57,20.6,SL,SL2006S07 -SL07,1881.06757,2006,1,2.06,27.3,SL,SL2006S07 -SL07,1881.06760,2006,1,1.62,20.1,SL,SL2006S07 -SL07,1881.06756,2006,1,2.21,23.7,SL,SL2006S07 -SL07,1881.06758,2006,1,1.72,22.9,SL,SL2006S07 -SL08,1881.06741,2006,1,1.72,21.3,SL,SL2006S08 -SL08,1881.06745,2006,1,1.25,25,SL,SL2006S08 -SL08,1881.06743,2006,1,1.5,22.3,SL,SL2006S08 -SL08,1881.06746,2006,1,1.83,23.4,SL,SL2006S08 -SL08,1881.06742,2006,1,1.63,22.3,SL,SL2006S08 -SL08,1881.06744,2006,1,1.11,24.1,SL,SL2006S08 -SL09,1881.06639,2006,1,1.69,25.7,SL,SL2006S09 -SL09,1881.06643,2006,1,2.02,26.1,SL,SL2006S09 -SL09,1881.06641,2006,1,1.73,24.7,SL,SL2006S09 -SL09,1881.06640,2006,1,1.69,24.1,SL,SL2006S09 -SL09,1881.06642,2006,1,2.2,26.6,SL,SL2006S09 -SL10,1771.42399,2006,1,1.36,NA,SL,SL2006S10 -SL10,1771.42400,2006,1,1.16,NA,SL,SL2006S10 -SL10,1771.42397,2006,1,1.38,NA,SL,SL2006S10 -SL10,1771.42398,2006,1,1.05,NA,SL,SL2006S10 -SL11,1881.06638,2006,1,1.23,18.8,SL,SL2006S11 -SL11,1881.06636,2006,1,1.37,20.6,SL,SL2006S11 -SL11,NA,2006,1,1.23,NA,SL,SL2006S11 -SL11,1881.06637,2006,1,1.18,20,SL,SL2006S11 -SL11,1881.06634,2006,1,1.69,22.7,SL,SL2006S11 -SL11,1881.06635,2006,1,1.32,21.9,SL,SL2006S11 -SL12,1881.06050,2006,1,NA,22.8,SL,SL2006S12 -SL12,1881.06047,2006,1,1.33,21.7,SL,SL2006S12 -SL12,1881.06048,2006,1,1.34,22.6,SL,SL2006S12 -SL12,1881.06049,2006,1,1.57,23.5,SL,SL2006S12 -SL13,1881.06630,2006,1,1.39,26.1,SL,SL2006S13 -SL13,1881.06632,2006,1,1.87,24.9,SL,SL2006S13 -SL13,1881.06631,2006,1,1.49,25.2,SL,SL2006S13 -SL13,1881.06633,2006,1,1.55,22.1,SL,SL2006S13 -SL14,1881.06652,2006,1,1.47,24.9,SL,SL2006S14 -SL14,1881.06651,2006,1,1.51,23.6,SL,SL2006S14 -SL14,1881.06653,2006,1,1.26,23.4,SL,SL2006S14 -SL14,1881.06713,2006,1,1.11,14.3,SL,SL2006S14 -SL14,1881.06650,2006,1,1.6,22.2,SL,SL2006S14 -SL15,1881.06674,2006,1,1.5,22,SL,SL2006S15 -SL15,1881.06675,2006,1,1.44,21.8,SL,SL2006S15 -SL15,1881.06670,2006,1,1.42,24.3,SL,SL2006S15 -SL15,1881.06672,2006,1,1.61,22.4,SL,SL2006S15 -SL15,1881.06671,2006,1,1.85,21.8,SL,SL2006S15 -SL15,1881.06673,2006,1,1.5,21.8,SL,SL2006S15 -SL16,1881.06669,2006,1,1.27,22.2,SL,SL2006S16 -SL16,1881.06666,2006,1,1.58,22,SL,SL2006S16 -SL16,1881.06668,2006,1,1.56,22.8,SL,SL2006S16 -SL16,1881.06667,2006,1,1.67,23.3,SL,SL2006S16 -SL17,2181.58428,2006,1,1.84,21.2,SL,SL2006S17 -SL17,2181.58430,2006,1,1.6,21.5,SL,SL2006S17 -SL17,2181.58429,2006,1,1.83,21.1,SL,SL2006S17 -SL17,2181.58431,2006,1,1.24,21.4,SL,SL2006S17 -SL18,2181.58423,2006,1,1.75,24.4,SL,SL2006S18 -SL18,2181.58427,2006,1,1.34,20,SL,SL2006S18 -SL18,2181.58425,2006,1,1.45,21.9,SL,SL2006S18 -SL18,2181.58424,2006,1,1.67,21.6,SL,SL2006S18 -SL18,2181.58426,2006,1,1.44,22.2,SL,SL2006S18 -SL19,1881.06665,2006,1,1.63,23.6,SL,SL2006S19 -SL19,1881.06661,2006,1,1.91,22.6,SL,SL2006S19 -SL19,1881.06663,2006,1,1.78,22.1,SL,SL2006S19 -SL19,1881.06662,2006,1,1.87,21.6,SL,SL2006S19 -SL19,1881.06664,2006,1,1.71,22,SL,SL2006S19 -SL20,NA,2006,1,1.04,NA,SL,SL2006S20 -SL21,2181.58500,2006,1,1.48,22.7,SL,SL2006S21 -SL21,2181.58494,2006,1,1.52,24.2,SL,SL2006S21 -SL21,2181.58493,2006,1,1.76,26.1,SL,SL2006S21 -SL21,2181.58490,2006,1,1.39,23.9,SL,SL2006S21 -SL21,2181.58492,2006,1,1.48,24.5,SL,SL2006S21 -SL21,2181.58491,2006,1,1.49,24.5,SL,SL2006S21 -SL22,1881.06612,2006,1,1.48,24.9,SL,SL2006S22 -SL22,1881.06607,2006,1,1.5,22.6,SL,SL2006S22 -SL22,1881.06611,2006,1,1.59,24.3,SL,SL2006S22 -SL22,1881.06609,2006,1,1.34,24.3,SL,SL2006S22 -SL22,1881.06608,2006,1,1.41,26,SL,SL2006S22 -SL22,1881.06610,2006,1,1.31,24,SL,SL2006S22 -SL23,1881.06712,2006,1,1.58,15.9,SL,SL2006S23 -SL23,1881.06708,2006,1,1.16,17.7,SL,SL2006S23 -SL23,1881.06710,2006,1,1.47,16.5,SL,SL2006S23 -SL23,1881.06709,2006,1,1.86,19.3,SL,SL2006S23 -SL23,1881.06711,2006,1,1.51,17.3,SL,SL2006S23 -SL24,2181.58455,2006,1,1.67,23.2,SL,SL2006S24 -SL24,2181.58457,2006,1,1.52,24.2,SL,SL2006S24 -SL24,2181.58456,2006,1,1.53,23,SL,SL2006S24 -SL24,2181.58459,2006,1,1.87,23.6,SL,SL2006S24 -SL24,2181.58458,2006,1,1.67,25.2,SL,SL2006S24 -SL25,2181.58460,2006,1,1.7,24.1,SL,SL2006S25 -SL25,2181.58462,2006,1,1.67,22.4,SL,SL2006S25 -SL25,2181.58461,2006,1,1.49,25.3,SL,SL2006S25 -SL25,2181.58463,2006,1,1.83,24.1,SL,SL2006S25 -SL26,1881.06785,2006,1,2.26,24.8,SL,SL2006S26 -SL26,1881.06787,2006,1,1.71,25.5,SL,SL2006S26 -SL26,1881.06786,2006,1,2.35,26.5,SL,SL2006S26 -SL27,NA,2006,1,NA,NA,SL,SL2006S27 -SL28,2181.58422,2006,1,1.52,21.8,SL,SL2006S28 -SL28,2181.58418,2006,1,1.47,21.7,SL,SL2006S28 -SL28,2181.58421,2006,1,1.46,22.5,SL,SL2006S28 -SL28,2181.58420,2006,1,1.5,21.6,SL,SL2006S28 -SL28,2181.58419,2006,1,1.38,22.1,SL,SL2006S28 -SL28,NA,2006,1,1.44,NA,SL,SL2006S28 -SL29,1881.06752,2006,1,1.46,19.1,SL,SL2006S29 -SL29,1881.06751,2006,1,1.75,20.6,SL,SL2006S29 -SL29,1881.06747,2006,1,2.09,24.3,SL,SL2006S29 -SL29,1881.06749,2006,1,1.58,23.5,SL,SL2006S29 -SL29,1881.06748,2006,1,1.88,23.3,SL,SL2006S29 -SL29,1881.06750,2006,1,1.58,21.6,SL,SL2006S29 -SL30,2181.58445,2006,1,1.27,23.6,SL,SL2006S30 -SL30,2181.58449,2006,1,1.75,24.4,SL,SL2006S30 -SL30,2181.58447,2006,1,1.86,24.7,SL,SL2006S30 -SL30,2181.58450,2006,1,1.53,23.2,SL,SL2006S30 -SL30,2181.58446,2006,1,1.47,24.1,SL,SL2006S30 -SL30,2181.58448,2006,1,1.44,25.3,SL,SL2006S30 -SL31,2181.58444,2006,1,1.53,23.4,SL,SL2006S31 -SL31,2181.58443,2006,1,1.51,23.2,SL,SL2006S31 -SL31,2181.58440,2006,1,1.62,26.9,SL,SL2006S31 -SL31,2181.58442,2006,1,1.64,25.4,SL,SL2006S31 -SL31,2181.58441,2006,1,1.97,24.4,SL,SL2006S31 -SL33,NA,2006,1,NA,NA,SL,SL2006S33 -SL34,2181.58432,2006,1,1.39,25.8,SL,SL2006S34 -SL34,2181.58434,2006,1,2.07,23.9,SL,SL2006S34 -SL34,2181.58433,2006,1,2.55,23.6,SL,SL2006S34 -SL34,2181.58435,2006,1,2.16,25.4,SL,SL2006S34 -SL35,1881.06605,2006,1,1.38,23.1,SL,SL2006S35 -SL35,1881.06606,2006,1,1.37,23.4,SL,SL2006S35 -SL35,1881.06604,2006,1,1.26,23.1,SL,SL2006S35 -SL35,1881.06601,2006,1,1.33,24,SL,SL2006S35 -SL35,1881.06603,2006,1,1.21,22.9,SL,SL2006S35 -SL35,1881.06602,2006,1,1.59,23,SL,SL2006S35 -SL38,1881.06706,2006,1,1.46,21.9,SL,SL2006S38 -SL38,1881.06704,2006,1,1.54,21.9,SL,SL2006S38 -SL38,1881.06707,2006,1,1.31,21,SL,SL2006S38 -SL38,1881.06703,2006,1,1.54,21.2,SL,SL2006S38 -SL38,1881.06705,2006,1,1.42,22.9,SL,SL2006S38 -SL38,1881.06702,2006,1,1.69,21.8,SL,SL2006S38 -SL39,2181.58469,2006,1,2.06,20.2,SL,SL2006S39 -SL39,2181.58464,2006,1,1.37,22.6,SL,SL2006S39 -SL39,2181.58468,2006,1,1.71,20,SL,SL2006S39 -SL39,2181.58466,2006,1,1.52,22.3,SL,SL2006S39 -SL39,2181.58465,2006,1,1.37,22.2,SL,SL2006S39 -SL39,2181.58467,2006,1,1.28,22.5,SL,SL2006S39 -SL40,2181.58407,2006,1,1.52,21.4,SL,SL2006S40 -SL40,2181.58409,2006,1,1.45,23.4,SL,SL2006S40 -SL40,2181.58410,2006,1,1.46,23.7,SL,SL2006S40 -SL40,2181.58411,2006,1,1.31,21.9,SL,SL2006S40 -SL40,2181.58408,2006,1,1.35,23.2,SL,SL2006S40 -SL40,2181.58412,2006,1,1.34,24.6,SL,SL2006S40 -SL41,2181.58495,2006,1,1.79,24.6,SL,SL2006S41 -SL41,2181.58499,2006,1,1.83,25,SL,SL2006S41 -SL41,2181.58497,2006,1,1.89,25.8,SL,SL2006S41 -SL41,2181.58496,2006,1,1.75,23.4,SL,SL2006S41 -SL41,2181.58498,2006,1,1.77,26.5,SL,SL2006S41 -SL42,2181.58470,2006,1,1.7,23.8,SL,SL2006S42 -SL42,2181.58474,2006,1,1.39,23.3,SL,SL2006S42 -SL42,2181.58472,2006,1,1.29,22.7,SL,SL2006S42 -SL42,2181.58471,2006,1,1.31,22.4,SL,SL2006S42 -SL42,2181.58473,2006,1,1.42,22.8,SL,SL2006S42 -SL43,NA,2006,1,1.74,NA,SL,SL2006S43 -SL43,1881.06723,2006,1,1.72,11.8,SL,SL2006S43 -SL43,1881.06722,2006,1,1.78,17.5,SL,SL2006S43 -SL43,1881.06719,2006,1,1.75,17.2,SL,SL2006S43 -SL43,1881.06721,2006,1,1.94,22.4,SL,SL2006S43 -SL43,1881.06720,2006,1,1.93,15.4,SL,SL2006S43 -SL44,1881.06714,2006,1,1.4,22.6,SL,SL2006S44 -SL44,1881.06718,2006,1,1.29,19.9,SL,SL2006S44 -SL44,1881.06716,2006,1,1.24,22.1,SL,SL2006S44 -SL44,1881.06715,2006,1,1.43,23.6,SL,SL2006S44 -SL44,1881.06717,2006,1,1.92,22,SL,SL2006S44 -SL45,2181.58484,2006,1,1.57,20,SL,SL2006S45 -SL45,2181.58485,2006,1,1.74,22.4,SL,SL2006S45 -SL45,2181.58483,2006,1,1.48,21.6,SL,SL2006S45 -SL45,2181.58480,2006,1,1.54,22.6,SL,SL2006S45 -SL45,2181.58482,2006,1,1.61,21.8,SL,SL2006S45 -SL45,2181.58481,2006,1,1.63,20.4,SL,SL2006S45 -SL45,NA,2006,1,0.86,NA,SL,SL2006S45 -SL46,1881.06629,2006,1,NA,NA,SL,SL2006S46 -SL46,1881.06624,2006,1,NA,NA,SL,SL2006S46 -SL46,1881.06628,2006,1,NA,NA,SL,SL2006S46 -SL46,1881.06626,2006,1,NA,NA,SL,SL2006S46 -SL46,1881.06625,2006,1,NA,NA,SL,SL2006S46 -SL46,1881.06627,2006,1,NA,NA,SL,SL2006S46 -SL47,2181.58475,2006,1,1.84,23.2,SL,SL2006S47 -SL47,2181.58479,2006,1,1.46,23,SL,SL2006S47 -SL47,2181.58477,2006,1,1.74,22.6,SL,SL2006S47 -SL47,2181.58476,2006,1,1.89,22.5,SL,SL2006S47 -SL47,2181.58478,2006,1,1.56,22.9,SL,SL2006S47 -SL48,2181.58436,2006,1,1.39,24.7,SL,SL2006S48 -SL48,2181.58438,2006,1,1.49,22.6,SL,SL2006S48 -SL48,2181.58437,2006,1,1.46,24.2,SL,SL2006S48 -SL48,2181.58439,2006,1,1.43,23.9,SL,SL2006S48 -SL49,1881.06729,2006,1,1.58,21.9,SL,SL2006S49 -SL49,1881.06728,2006,1,2.01,22.5,SL,SL2006S49 -SL49,1881.06726,2006,1,1.39,22.4,SL,SL2006S49 -SL49,1881.06725,2006,1,1.53,20.7,SL,SL2006S49 -SL49,1881.06727,2006,1,1.48,21.9,SL,SL2006S49 -SL49,1881.06724,2006,1,1.52,19.7,SL,SL2006S49 -SL50,3121.23798,2006,1,2.12,22.2,SL,SL2006S50 -SL50,3121.23799,2006,1,1.59,23,SL,SL2006S50 -SL50,3121.23800,2006,1,2.09,22.2,SL,SL2006S50 -SL51,1881.06754,2006,1,1.26,25.3,SL,SL2006S51 -SL51,1881.06753,2006,1,1.65,25.6,SL,SL2006S51 -SL52,2181.58405,2006,1,1.2,22,SL,SL2006S52 -SL52,2181.58406,2006,1,1.37,22.2,SL,SL2006S52 -SL52,2181.58401,2006,1,1.27,22.7,SL,SL2006S52 -SL52,2181.58403,2006,1,1.28,21.4,SL,SL2006S52 -SL52,2181.58402,2006,1,1.24,24.5,SL,SL2006S52 -SL52,2181.58404,2006,1,1.14,21.6,SL,SL2006S52 -SL53,1881.06660,2006,1,1.52,21.8,SL,SL2006S53 -SL54,1881.06740,2006,1,1.83,20.5,SL,SL2006S54 -SL54,1881.06738,2006,1,1.42,21.5,SL,SL2006S54 -SL54,1881.06737,2006,1,1.62,22.9,SL,SL2006S54 -SL54,1881.06739,2006,1,1.27,21,SL,SL2006S54 -SL54,1881.06736,2006,1,1.31,22.6,SL,SL2006S54 -SL55,1881.06692,2006,1,1.63,24.3,SL,SL2006S55 -SL55,1881.06696,2006,1,1.37,22,SL,SL2006S55 -SL55,1881.06694,2006,1,1.67,26.4,SL,SL2006S55 -SL55,1881.06697,2006,1,1.78,23.4,SL,SL2006S55 -SL55,1881.06693,2006,1,1.67,24,SL,SL2006S55 -SL55,1881.06695,2006,1,1.54,21.8,SL,SL2006S55 -SL56,1881.06698,2006,1,1.71,24.8,SL,SL2006S56 -SL56,1881.06700,2006,1,1.59,23.6,SL,SL2006S56 -SL56,1881.06699,2006,1,1.56,22.6,SL,SL2006S56 -SL56,1881.06701,2006,1,1.44,24.1,SL,SL2006S56 -SL57,1881.06649,2006,1,1.16,20.6,SL,SL2006S57 -SL57,1881.06644,2006,1,1.08,21.6,SL,SL2006S57 -SL57,1881.06648,2006,1,1.4,21.8,SL,SL2006S57 -SL57,1881.06646,2006,1,1.33,19.4,SL,SL2006S57 -SL57,1881.06645,2006,1,1.46,21.3,SL,SL2006S57 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-SL21,2221.31693,2007,1,1.32,17.7,SL,SL2007S21 -SL21,2221.31691,2007,1,1.43,17.1,SL,SL2007S21 -SL21,2221.31690,2007,1,1.4,20.7,SL,SL2007S21 -SL21,2221.31692,2007,1,1.4,18.3,SL,SL2007S21 -SL21,2221.31695,2007,1,1.76,12.8,SL,SL2007S21 -SL21,2221.31694,2007,1,1.73,17.5,SL,SL2007S21 -SL22,2221.31620,2007,1,1.37,NA,SL,SL2007S22 -SL22,2221.31621,2007,1,2.27,NA,SL,SL2007S22 -SL22,2221.31900,2007,1,1.88,NA,SL,SL2007S22 -SL22,2221.31619,2007,1,1.49,NA,SL,SL2007S22 -SL22,2221.31618,2007,1,1.79,NA,SL,SL2007S22 -SL23,NA,2007,1,NA,NA,SL,SL2007S23 -SL24,2221.31855,2007,1,1.65,NA,SL,SL2007S24 -SL24,2221.31859,2007,1,2,NA,SL,SL2007S24 -SL24,2221.31857,2007,1,2.22,NA,SL,SL2007S24 -SL24,2221.31856,2007,1,2.1,NA,SL,SL2007S24 -SL24,2221.31858,2007,1,1.91,NA,SL,SL2007S24 -SL25,NA,2007,1,2.13,NA,SL,SL2007S25 -SL25,NA,2007,1,1.4,NA,SL,SL2007S25 -SL25,NA,2007,1,2.13,NA,SL,SL2007S25 -SL25,NA,2007,1,1.4,NA,SL,SL2007S25 -SL26,2221.31815,2007,1,1.2,23.7,SL,SL2007S26 -SL26,2221.31813,2007,1,1.37,22.8,SL,SL2007S26 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on 2021-03-03 by Jonathan Diamond - - -GENERAL INFORMATION - -1. Title of Dataset: TRES_LP_NESTBOX_1977.2014 - -2. Author Information - A. Principal Investigator Contact Information - Name: Jonathan Diamond - Institution: Department of Biology, McGill - Address: 1205 Dr Penfield Ave, Montreal, Quebec H3A 1B1 - Email: Jonathan.diamond@mail.mcgill.ca - - B. Associate or Co-investigator Contact Information - Name: David Bradley - Institution: Birds Canada - Address: P.O. Box 160, 115 Front Road, Port Rowan, ON, N0E 1M0 - Email: dbradley@birdscanada.org - - C. Associate or Co-investigator Contact Information - Name: Joseph Burant - Institution: CIEE, Living Data Project. Department of Biology, McGill - Address: 1205 Dr Penfield Ave, Montreal, Quebec H3A 1B1 - Email: jburant@uoguelph.ca - -3. Date of data collection (single date, range, approximate date): 1977 - 2014 - -4. Geographic location of data collection : Long Point Bird Observatory, Ontario, Canada. (42.582890, -80.398603) - -5. Information about funding sources that supported the collection of the data: -Birds Canada is the main funding source of the collection. - -SHARING/ACCESS INFORMATION - -1. Licenses/restrictions placed on the data: CC by 4.0 - -2. Links to publications that cite or use the data: None - -3. Links to other publicly accessible locations of the data: None - -4. Links/relationships to ancillary data sets: None - -5. Was data derived from another source? No - - -6. Recommended citation for this dataset: -Diamond, Jonathan. Bradley, David. Burant, Joseph(2021): Tree Swallow Nest Box Productivity Dataset from Long-Point, Ontario, Canada (1977-2014).figshare. 10.6084/m9.figshare.14156801 - - -DATA & FILE OVERVIEW - -1. File List: -Dataset: -Tres.banding.csv - contains all the banding information collected at long point. -Tres.egg.csv - contains all the egg data, including weight, hatch date, etc.. -Tres.nest.checks.csv - contains all observed data in the nests by field volunteers. Includes number of eggs per date, number of nestlings per date, and relevant comments. -tres.nest.csv - contains information about the nests, such as first egg date, clutch sizes, etc.. -Tres.nestlings.csv - contains all data on the actual nestlings at the various nest boxes. Includes information such as day 1 weights, day 1 primary length, day 12 weights, etc. - -Metadata: -Tree Swallow Manual 2014.docx - volunteer manuals, with instructions and information on data collection and various important codes. -Tree Swallow Manual 2012.docx - volunteer manuals, with instructions and information on data collection and various important codes. This manual includes certain codes that have changed since and are important for some of the older data. -TRES codes.csv - includes a table of all codes used for nest checks and observations by volunteers. Each code is associated to the year in which they were used. -TRES egg codes.docx - includes important codes used through various years that are related to different measures, indices, and studies. - -Templates: -Each category has an empty .csv file to help encourage consistent data entry in the future. -templates_readme.txt - contains the instructions and informations helpful for using the templates provided. -TRES_pivot_long_nestcheck_V1.R - an R script used to guide the pivoting process of the nest check data at the end of the field season. - - -2. Relationship between files, if important: -All data is related to the TRES nest box productivity project. -All data files in dataset are connected via primary keys "nest_box" - -3. Additional related data collected that was not included in the current data package: - -4. Are there multiple versions of the dataset? No - A. If yes, name of file(s) that was updated: - i. Why was the file updated? - ii. When was the file updated? - - -METHODOLOGICAL INFORMATION - -1. Description of methods used for collection/generation of data: -The protocol for data collection is detailed in the metadata folder in this database, under the "Tree Swallow Manual 2014" and "Tree Swallow Manual 2012" files. - -2. Methods for processing the data: -Raw data was collected and compiled into FileMaker Pro and Excel files for many years. Most recently, the field manager and research assistants marked down field observations and recordings into excel. - -3. Instrument- or software-specific information needed to interpret the data: -All data files are .csv, and can be read into R (version R 4.0.3) directly. Useful R packages for the associated r scripts and reading these files are: Tidyverse(version 1.3.0), Janitor(version 2.1.0), Lubridate(version 1.7.9.2). - - -5. Environmental/experimental conditions: None - -6. Describe any quality-assurance procedures performed on the data: Each field season the data is verified and checked over by the manager/research assistant in charge. This is done before adding it to the database. - - -DATA-SPECIFIC INFORMATION FOR: Tres.banding.csv - -1. Number of variables: 24 - -2. Number of cases/rows: 1857 - -3. Variable List: -band_or_recapture: b = band, r = recapture -band_number: band number, separated with a "." after the first 4 digits. -age: 1 = hatch year, 5= after hatch year, 6 = after second year -age_code: HY= hatch year, AHY= after hatch year, ASY = after second year -sex: M= male , F= female -how: CP= cloacal protuberance , BP= brood patch -colour: BLU = blue, BRN = brown, INT = intermediate -wing_chord: measured in mm -wing_flat:measured in mm -tail:measured in mm -p_9: length of 9th primary - measured in mm -weight: measured in grams (g) -date: recorded as yyyy-mm-dd -time_capture: 24 hour clock; hh:mm -time_release: 24 hour clock; hh:mm -nest_box: nest box labeled by site and box number with no spaces -bander: 3 letter initials of the bander -comments: -logger: logger id -date_20: recorded as yyyy-mm-dd -weight_after_logger: measured in grams (g) -year: -site: refer to manual for site codes -bp: brood path; Y= yes, N= no - - -4. Missing data codes: -Codes are found in the file titled TRES_codes - - -DATA-SPECIFIC INFORMATION FOR: Tres.egg.csv - -1. Number of variables: 23 - -2. Number of cases/rows: 79757 - -3. Variable List: -year: -nest_box: nest box labeled by site and box number with no spaces -clutch_number: -band_number: band number, separated with a "." after the first 4 digits. -egg_number: -egg_weight: measured in grams (g) -egg_weight_day: recorded as yyyy-mm-dd -day_1_weight: measured in grams (g) -day_12_weight: measured in grams (g) -day_12_primary: measured in mm -day_16_primary: measured in mm -comments: -egg_length: measured in mm -egg_width: measured in mm -site: refer to manual for site codes -unique_id: site, year, box number (some were left in the old box number formats; where S = SL, P=PT, M=MC) with no spaces. Equivalent to nest_code in other files. -age: 1 = hatch year, 5= after hatch year, 6 = after second year -age_code: HY= hatch year, AHY= after hatch year, ASY = after second year -sex: 4 = male, 5= female -clutch_size: -nb_sequence: label missing or unknown - refer to manuals. -code: reference metadata file "TRES_egg_codes" for code meanings -no_of_new_eggs: - - -DATA-SPECIFIC INFORMATION FOR: Tres.nest.csv - -1. Number of variables: 25 - -2. Number of cases/rows: 16970 - -3. Variable List: -site:refer to manual for site codes -year: -site_section:refer to manual for site section codes -female: band number, separated with a "." after the first 4 digits. -male: band number, separated with a "." after the first 4 digits. -nest_box:nest box labeled by site and box number with no spaces -first_egg_date: recorded as yyyy-mm-dd -clutch_size: -number_fledged: -nest_code:site, year, box number (some were left in the old box number formats; where S = SL, P=PT, M=MC) with no spaces. Equivalent to unique_id in other files. -hatch_date: exclusive to 2011 data. Collected as the day number(dd) +12 + clutch size. -2011-01-01: calculated as "first_egg_date" - "2011-01-01" + "hatch_date". (Previous header was 40544) -comments: -brood_size: -proportion_fledge: number_fledged/clutch_size -geolocator_band_number: band number, separated with a "." after the first 4 digits. -tagged: 1= yes tagged with a geolocator -clutch_number: -age: 1 = hatch year, 5= after hatch year, 6 = after second year -age_code: HY= hatch year, AHY= after hatch year, ASY = after second year -band_number: band number, separated with a "." after the first 4 digits. -no_of_young_fledged: -number_hatch: -sex: 4 = male, 5= female -code: reference "TRES_egg_codes" - for years 1977-2012 codes may be inconsistent or unknown - -DATA-SPECIFIC INFORMATION FOR: Tres.nest.check.csv - -1. Number of variables: 5 - -2. Number of cases/rows: 111108 - -3. Variable List: -date: date of box check, recorded as yyyy-mm-dd -nest_box: nest box labeled by site and box number with no spaces -count: observation noted by field volunteer - codes referenced from TRES_codes file -comments: -band_number: band number, separated with a "." after the first 4 digits. - -4. Missing data codes: -Codes are found in the file titled TRES_codes - - -DATA-SPECIFIC INFORMATION FOR: Tres.nestling.csv - -1. Number of variables: 25 - -2. Number of cases/rows: 32536 - -3. Variable List: - -nest_box: nest box labeled by site and box number with no spaces -band_number: band number, separated with a "." after the first 4 digits -day_1_date: recorded as yyyy-mm-dd -age: 1 = hatch year, 5= after hatch year, 6 = after second year -age_code: HY= hatch year, AHY= after hatch year, ASY = after second year -time_nestling_found -bander: 3 letter initials of the bander -comments: -year: -clutch_number: -day_1_weight: measured in grams (g) -day_12_weight: measured in grams (g) -day_12_primary: measured in mm -day_16_primary: measured in mm -marking: See "Tres codes" - tells you which hatchling it is. -condition: -mean_hatch_date: (see manual 2012) recorded as yyyy-mm-dd -day_15_primary: measured in mm -site: refer to manuals for site codes -clutch_no: -original_egg_number: refer to manual -hours_since_hatch: -est_hatch_date: -nest_code: site, year, box number (some were left in the old box number formats; where S = SL, P=PT, M=MC) with no spaces. Equivalent to unique_id in other files. -mark: same as marking column - depended on the year. 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a/docs/lessons/2022-04-07-tree-swallow-dataset/tree-swallow-dataset_files/figure-html5/unnamed-chunk-12-1.png b/docs/lessons/2022-04-07-tree-swallow-dataset/tree-swallow-dataset_files/figure-html5/unnamed-chunk-12-1.png deleted file mode 100644 index d8ceee1..0000000 Binary files a/docs/lessons/2022-04-07-tree-swallow-dataset/tree-swallow-dataset_files/figure-html5/unnamed-chunk-12-1.png and /dev/null differ diff --git a/docs/lessons/2022-04-07-tree-swallow-dataset/tree-swallow-dataset_files/figure-html5/unnamed-chunk-13-1.png b/docs/lessons/2022-04-07-tree-swallow-dataset/tree-swallow-dataset_files/figure-html5/unnamed-chunk-13-1.png deleted file mode 100644 index 6f5f3c8..0000000 Binary files a/docs/lessons/2022-04-07-tree-swallow-dataset/tree-swallow-dataset_files/figure-html5/unnamed-chunk-13-1.png and /dev/null differ diff --git a/docs/lessons/2022-04-07-tree-swallow-dataset/tree-swallow-dataset_files/figure-html5/unnamed-chunk-14-1.png 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differ diff --git a/docs/lessons/2022-06-03-chronic-wasting-disease/index.html b/docs/lessons/2022-06-03-chronic-wasting-disease/index.html index a484908..d2d7397 100644 --- a/docs/lessons/2022-06-03-chronic-wasting-disease/index.html +++ b/docs/lessons/2022-06-03-chronic-wasting-disease/index.html @@ -797,6 +797,7 @@

      ${suggestion.title}

      d-article table.gt_table td, d-article table.gt_table th { border-bottom: none; + font-size: 100%; } .html-widget { @@ -1869,15 +1870,21 @@

      ${suggestion.title}

      // hoverable references $('span.citation[data-cites]').each(function() { - if ($(this).children()[0].nodeName == "D-FOOTNOTE") { - var fn = $(this).children()[0] + const citeChild = $(this).children()[0] + // Do not process if @xyz has been used without escaping and without bibliography activated + // https://github.com/rstudio/distill/issues/466 + if (citeChild === undefined) return true + + if (citeChild.nodeName == "D-FOOTNOTE") { + var fn = citeChild $(this).html(fn.shadowRoot.querySelector("sup")) $(this).id = fn.id fn.remove() } var refs = $(this).attr('data-cites').split(" "); var refHtml = refs.map(function(ref) { - return "

      " + $('#ref-' + ref).html() + "

      "; + // Could use CSS.escape too here, we insure backward compatibility in navigator + return "

      " + $('div[id="ref-' + ref + '"]').html() + "

      "; }).join("\n"); window.tippy(this, { allowHTML: true, @@ -2438,7 +2445,7 @@

      ${suggestion.title}

      diff --git a/docs/lessons/2022-08-26-species-richness-rank-abundance-curves/distill-preview.png b/docs/lessons/2022-08-26-species-richness-rank-abundance-curves/distill-preview.png index 33de5aa..04a67e9 100644 Binary files a/docs/lessons/2022-08-26-species-richness-rank-abundance-curves/distill-preview.png and b/docs/lessons/2022-08-26-species-richness-rank-abundance-curves/distill-preview.png differ diff --git a/docs/lessons/2022-08-26-species-richness-rank-abundance-curves/index.html b/docs/lessons/2022-08-26-species-richness-rank-abundance-curves/index.html index 61ae5f6..1320961 100644 --- a/docs/lessons/2022-08-26-species-richness-rank-abundance-curves/index.html +++ b/docs/lessons/2022-08-26-species-richness-rank-abundance-curves/index.html @@ -797,6 +797,7 @@

      ${suggestion.title}

      d-article table.gt_table td, d-article table.gt_table th { border-bottom: none; + font-size: 100%; } .html-widget { @@ -1040,10 +1041,6 @@

      ${suggestion.title}

      margin-top: 1.5em; } -.figure img { - width: 100%; -} - .figure .caption { color: rgba(0, 0, 0, 0.6); font-size: 12px; @@ -1873,9 +1870,21 @@

      ${suggestion.title}

      // hoverable references $('span.citation[data-cites]').each(function() { + const citeChild = $(this).children()[0] + // Do not process if @xyz has been used without escaping and without bibliography activated + // https://github.com/rstudio/distill/issues/466 + if (citeChild === undefined) return true + + if (citeChild.nodeName == "D-FOOTNOTE") { + var fn = citeChild + $(this).html(fn.shadowRoot.querySelector("sup")) + $(this).id = fn.id + fn.remove() + } var refs = $(this).attr('data-cites').split(" "); var refHtml = refs.map(function(ref) { - return "

      " + $('#ref-' + ref).html() + "

      "; + // Could use CSS.escape too here, we insure backward compatibility in navigator + return "

      " + $('div[id="ref-' + ref + '"]').html() + "

      "; }).join("\n"); window.tippy(this, { allowHTML: true, @@ -1888,6 +1897,31 @@

      ${suggestion.title}

      }); }); + // fix footnotes in tables (#411) + // replacing broken distill.pub feature + $('table d-footnote').each(function() { + // we replace internal showAtNode methode which is triggered when hovering a footnote + this.hoverBox.showAtNode = function(node) { + // ported from https://github.com/distillpub/template/pull/105/files + calcOffset = function(elem) { + let x = elem.offsetLeft; + let y = elem.offsetTop; + // Traverse upwards until an `absolute` element is found or `elem` + // becomes null. + while (elem = elem.offsetParent && elem.style.position != 'absolute') { + x += elem.offsetLeft; + y += elem.offsetTop; + } + + return { left: x, top: y }; + } + // https://developer.mozilla.org/en-US/docs/Web/API/HTMLElement/offsetTop + const bbox = node.getBoundingClientRect(); + const offset = calcOffset(node); + this.show([offset.left + bbox.width, offset.top + bbox.height]); + } + }) + // clear polling timer clearInterval(tid); @@ -1986,6 +2020,8 @@

      ${suggestion.title}

      // mark non-body figures created by knitr chunks as 100% width $('.layout-chunk').each(function(i, val) { var figures = $(this).find('img, .html-widget'); + // ignore leaflet img layers (#106) + figures = figures.filter(':not(img[class*="leaflet"])') if ($(this).attr('data-layout') !== "l-body") { figures.css('width', '100%'); } else { @@ -2008,7 +2044,7 @@

      ${suggestion.title}

      // get rid of index.html references in header if (window.location.protocol !== "file:") { $('.distill-site-header a[href]').each(function(i,val) { - $(this).attr('href', $(this).attr('href').replace("index.html", "./")); + $(this).attr('href', $(this).attr('href').replace(/^index[.]html/, "./")); }); } @@ -2388,6099 +2424,192 @@

      ${suggestion.title}

      color: var(--hover-color, white); } - - - + + + + + + + + + + + + + + + + + + + + + + + - // initialize panels - Array.from(document.querySelectorAll('.panelset')).map(initPanelSet) - if (typeof slideshow !== 'undefined') { - const getVisibleActivePanelInfo = () => { - const slidePanels = document.querySelectorAll('.remark-visible .panel-tab-active') + - if (!slidePanels.length) return null + - return slidePanels.map(panel => { - return { - panel, - panelId: panel.children[0].getAttribute('aria-controls'), - panelSetId: panel.parentNode.parentNode.id - } - }) - } + - slideshow.on('hideSlide', slide => { - // clear focus if we had a panel-tab selected - document.activeElement.blur() - - // clear search query for panelsets in current slide - const params = [...document.querySelectorAll('.remark-visible .panelset')] - .reduce(function (params, panelset) { - return updateSearchParams(panelset.id, null, params) - }, new URLSearchParams(window.location.search)) - - updateUrl(params) - }) - - slideshow.on('afterShowSlide', slide => { - const slidePanels = getVisibleActivePanelInfo() - - if (slidePanels) { - // only first panel gets focus - slidePanels[0].panel.focus() - // but still update the url to reflect all active panels - const params = slidePanels.reduce( - function (params, { panelId, panelSetId }) { - return updateSearchParams(panelSetId, panelId, params) - }, - new URLSearchParams(window.location.search) - ) - updateUrl(params) - } - }) - } - }) -})() -======= - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
      -

      So Many Species, So Little Time: Calculating and visualising biodiversity

      - - -

      We present a number of common metrics for quantifying -biodiversity, their meaning, and how they can be visualized with the -help of a Rank-Abundance curves

      -
      - - - -
      - -

      Ecologists are often interested in the effects of perturbations -(e.g. fires, logging, flooding or pollution) on biodiversity. However, -boiling biodiversity down to a single metric can be difficult. With the -help of the Turkey lake dataset of benthic invertebrates, we will -present you with a number of common metrics, their meaning, and how they -can be visualized with the help of a Rank-Abundance curves. You will -then have the option to learn to do it yourself using an R package -called codyn.

      -

      Why biodiversity matters

      -

      In an ever-changing world, we are often concerned with how organisms -will be able to cope with disturbances and increasingly, global climate -change. Biodiversity is the variety of life at all levels, from genes to -ecosystems. Not only is biodiversity important for ecosystems to -function properly, it is also an important buffer to withstanding -changing environments. When there is high biodiversity, there is a -higher chance of some organisms surviving in ecosystems that are -changing due to disturbance or climate change. Biodiversity therefore -increases the resiliency of these ecosystems and the likelihood that -they will be able to persist beyond this change.

      -

      Types of data typically -collected

      -

      Biodiversity is a broad term, and can be difficult to quantify. -Biologists have created several standard measures of biodiversity that -convey different information about ecosystems and the species living -there. Often times, biologists interested in collecting biodiversity -data collect a standard set of responses. These often include:

      -
        -
      1. The different kinds of species in a given area or environment
      2. -
      3. The number of individuals of each species (abundance)
      4. -
      5. Information about the area itself (i.e. habitat type, weather -conditions, etc.)
      6. -
      7. If the work involves an setting up an experiment, collecting the -control vs. experimental groups as well as metrics for repeatability and -statistical power (replicates)
      8. -
      9. The time frame over which the data were collected
      10. -
      -

      We should include a figure here where show schematics or -pictures of each of these responses people collect

      -
      - -
      -

      Ways to calculate -diversity

      -

      Once we have collected our biodiversity data, there are several -different ways to analyse and understand changes in community -composition, or the relative abundances of all taxa in a community. Each -of these metrics allow us to look at different aspects of the -biodiversity data we collect.

      -

      To explore these different diversity metrics and how they are -calculated, we have simulated a biodiversity dataset with 10 unique -species and random abundances across 3 years. This will allow us to look -at how diversity changes over time.

      -======= -
      - -

      Ecologists are often interested in the effects of perturbations (e.g. fires, logging, flooding or pollution) on biodiversity, which can yield information and context for ecosystem health. However, boiling biodiversity down to a single metric can be difficult and incomplete depending on the goal. With the help of the Turkey lake dataset of benthic invertebrates, we will present you with a number of common metrics to assess biodiversity, their meaning, and how they can be visualized with the help of a Rank-Abundance curves. You will then have the option to learn to do it yourself using an R package called codyn.

      -

      Why biodiversity matters

      -

      In an ever-changing world, we are often concerned with how organisms will be able to cope with disturbances and increasingly, global climate change. Biodiversity is the variety of life at all levels, from genes to ecosystems (insert citation). Not only is biodiversity important for ecosystems to function properly, it is also an important buffer to withstanding changing environments. When there is high biodiversity, there is a higher chance of some organisms surviving ecosystems that are changing due to disturbance or climate change. Biodiversity therefore increases the resiliency of these ecosystems and the likelihood that they will be able to persist beyond this change.

      -

      Types of data typically collected

      -

      Biodiversity is a broad term, and can be difficult to quantify. Biologists have created several standard measures of biodiversity that convey different information about the ecosystem and the species living there.

      -

      Often times, biologists interested in collecting biodiversity data collect a standard set of responses. These often include:

      -
        -
      1. The different kinds of species in a given area or environment
      2. -
      3. The number of each of these species (abundance)
      4. -
      5. Information about the area itself (i.e. habitat type, weather conditions, etc.)
      6. -
      7. If the work involves an setting up an experiment, collecting the control vs. experimental groups as well as metrics for replication + statistical power
      8. -
      9. The time frame over which the data were collected
      10. -
      -

      We should include a figure here we where show schematics or pictures of each of these responses people collect

      -
      +

      In an ever-changing world, we are often concerned with how organisms +will be able to cope with disturbances and increasingly, global climate +change. Biodiversity is the variety of life at all levels, from genes to +ecosystems. Not only is biodiversity important for ecosystems to +function properly, it is also an important buffer to withstanding +changing environments. When there is high biodiversity, there is a +higher chance of some organisms surviving in ecosystems that are +changing due to disturbance or climate change. Biodiversity therefore +increases the resiliency of these ecosystems and the likelihood that +they will be able to persist beyond this change.

      +

      Types of data typically +collected

      +

      Biodiversity is a broad term, and can be difficult to quantify. +Biologists have created several standard measures of biodiversity that +convey different information about ecosystems and the species living +there. Often times, biologists interested in collecting biodiversity +data collect a standard set of responses. These often include:

      +
        +
      1. The different kinds of species in a given area or environment
      2. +
      3. The number of individuals of each species (abundance)
      4. +
      5. Information about the area itself (i.e. habitat type, weather +conditions, etc.)
      6. +
      7. If the work involves an setting up an experiment, collecting the +control vs. experimental groups as well as metrics for repeatability and +statistical power (replicates)
      8. +======= +

        In an ever-changing world, we are often concerned with how organisms will be able to cope with disturbances and increasingly, global climate change. Biodiversity is the variety of life at all levels, from genes to ecosystems (insert citation). Not only is biodiversity important for ecosystems to function properly, it is also an important buffer to withstanding changing environments. When there is high biodiversity, there is a higher chance of some organisms surviving ecosystems that are changing due to disturbance or climate change. Biodiversity therefore increases the resiliency of these ecosystems and the likelihood that they will be able to persist beyond this change.

        +

        Types of data typically collected

        +

        Biodiversity is a broad term, and can be difficult to quantify. Biologists have created several standard measures of biodiversity that convey different information about the ecosystem and the species living there.

        +

        Often times, biologists interested in collecting biodiversity data collect a standard set of responses. These often include:

        +
          +
        1. The different kinds of species in a given area or environment
        2. +
        3. The number of each of these species (abundance)
        4. +
        5. Information about the area itself (i.e. habitat type, weather conditions, etc.)
        6. +
        7. If the work involves an setting up an experiment, collecting the control vs. experimental groups as well as metrics for replication + statistical power
        8. +>>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf +
        9. The time frame over which the data were collected
        10. +
        +

        We should include a figure here we where show schematics or pictures of each of these responses people collect

        +

        Ways to calculate diversity

        Once we have collected our biodiversity data, there are several different ways to analyse and understand changes in community composition, or the relative abundances of all taxa in a community. Each of these metrics allow us to look at different aspects of the biodiversity data we collect.

        To explore these different diversity metrics and how they are calculated, we have simulated a biodiversity dataset with 10 unique species and random abundances across 3 years. This will allow us to look at how diversity changes over time.

        ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf

        The Data

        Here is a look at the simulated data.

        -<<<<<<< HEAD -
          species abundance time
        -1       2       149 2001
        -2       7       104 2001
        -3       8        42 2001
        -4       6         8 2001
        -5      10       191 2001
        -6       4       196 2001
        -
        -
        -
        -

        Species richness

        -

        Perhaps the simplest measure of biodiversity is species richness -(\(S\)).

        -

        \(S = \sum_{i=1}^{S}p_i^o\)

        -

        (Describe what the variables mean).

        -

        You can calculate the species richness for each year by counting the -number of unique species recorded in that year. Then you can look at how -the number of different species in a community changes over time.

        -=======

        We can see that this data is quite messy and hard to find clear patterns in changes across species, abundance, and years. Below are metrics we can use to better define and clarify these patterns.

        @@ -8491,7 +2620,6 @@

        Species richness

        \(S = \sum_{i=1}^{S}p_i^o\)

        (Describe what the variables mean).

        You can calculate the species richness for each year by counting the number of unique species recorded in that year. Then you can look at how the number of different species in a community changes over time.

        ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf
        @@ -8532,13 +2660,11 @@

        Species richness

        -<<<<<<< HEAD -

        We can see in this table that across years, the number of species in -the same area fluctuated, some years with more species, other years with -less.

        +

        We can see in this table that across years, the number of species in the same area fluctuated, some years with more species, other years with less.

        Shannon-Wiener Index (H)

        +<<<<<<< HEAD

        Another metric we can use to analyze biodiversity is the Shannon-Wiener Index (\(H\)), which indexes across the sum of all relative proportions of species richness’s @@ -8548,32 +2674,15 @@

        Shannon-Wiener Index (H)

        First you calculate \(p_i\), which is the proportion of \(i\)th individuals in the community.

        -

        \(p_i = n_i/N\)

        -

        Where \(n_i\) is the number of -individuals in the ith species and and \(N\) is the total number of individuals in -the community.

        -

        Then, for each species, multiply the proportion by the logarithm of -the proportion, sum all the numbers from step 2, and multiply the sum by --1.

        -

        \(H = - \sum_{i=1}^{S}p_ilnp_i\)

        -

        The minimum value of the Shannon’s diversity index is 0, which means -that there is no diversity (i.e. only one species is found in that -habitat). The values increase as the number of species increase, and is -maximized at a given number of species when is an equal abundance of -each species.

        ======= -

        We can see in this table that across years, the number of species in the same area fluctuated, some years with more species, other years with less.

        -
        -
        -

        Shannon-Wiener Index (H)

        Another metric we can use to analyze biodiversity is the Shannon-Wiener Index (\(H\)), which indexes across the sum of all relative proportions of species richness’s with an additional logarithmic transformation. This equation uses both the number of species in a specific area (richness) and relative abundance (evenness).

        First you calculate \(p_i\), which is the proportion of ith individuals in the community.

        +>>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf

        \(p_i = n_i/N\)

        Where \(n_i\) is the number of individuals in the ith species and and \(N\) is the total number of individuals in the community.

        Then, for each species, multiply the proportion by the logarithm of the proportion, sum all the numbers from step 2, and multiply the sum by -1.

        \(H = - \sum_{i=1}^{S}p_ilnp_i\)

        The minimum value of the Shannon’s diversity index is 0, which means that there is no diversity (i.e. only one species is found in that habitat). The values increase as the number of species increase, and is maximized at a given number of species when is an equal abundance of each species.

        ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf
        @@ -8614,29 +2723,6 @@

        Shannon-Wiener Index (H)

        -<<<<<<< HEAD -

        From our simulated dataset, we can see that the Shannon diversity -increases over time.

        -
        -
        -

        Simpson’s Index (D)

        -

        Another metric we can use to analyse biodiversity in the Simpson’s -index (\(D\)) which indexes across the -sum of all relative proportions of species’s richness with an additional -square power transformation. Though very similar to the calculation in -the Shannon-Wiener Index, the Simpson index is more focused on dominance -of species as it highlights the proportion of species in a sample.

        -

        The equation for Simpson’s diversity is:

        -

        \(D = 1-(\sum -n_i(n_i-1))/N(N-1))\)

        -

        Where \(n\) is the number of -individuals of the ith species and \(N\) is the total number of individuals in -the community.

        -

        The higher the value of \(D\), the -greater the diversity in the community. An index close to 1 means that -there are several species in the community, and the population -proportion of species is even.

        -=======

        From our simulated dataset, we can see that the Shannon diversity increases over time.

        @@ -8646,7 +2732,6 @@

        Simpson’s Index (D)

        \(D = 1-(\sum n_i(n_i-1))/N(N-1))\)

        Where \(n\) is the number of individuals of the ith species and \(N\) is the total number of individuals in the community.

        The higher the value of \(D\), the greater the diversity in the community. An index close to 1 means that there are several species in the community, and the population proportion of species is even.

        ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf
        @@ -8687,23 +2772,6 @@

        Simpson’s Index (D)

        -<<<<<<< HEAD -

        The Simpson index increases over time, which tells us that by this -measure, biodiversity is increasing.

        -
        -
        -

        Evenness Index (E)

        -

        Additionally, we can think about the evenness of species across a -given area. Evenness is a metric for assessing species dominance. If -evenness is high, it means most species are of equal dominance. If -evenness if low, it means some species are more dominant (i.e. have -higher abundance) than others

        -

        You can calculate evenness by dividing the Shannon’s Diversity index -(\(H\)) by the natural logarithm of -species index (\(S\)). \(E = H / ln(S)\)

        -

        Values closer to one signify more evenness and values closer to 0 -signify lower evenness.

        -=======

        The Simpson index increases over time, which tells us that by this measure, biodiversity is increasing.

        @@ -8711,7 +2779,6 @@

        Evenness Index (E)

        Additionally, we can think about the evenness of species across a given area. Evenness is a metric for assessing species dominance. If evenness is high, it means most species are of equal dominance. If evenness if low, it means some species are more dominant (i.e. have higher abundance) than others

        You can calculate evenness by dividing the Shannon’s Diversity index (\(H\)) by the natural logarithm of species index (\(S\)). \(E = H / ln(S)\)

        Values closer to one signify more evenness and values closer to 0 signify lower evenness.

        ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf
        @@ -8752,47 +2819,13 @@

        Evenness Index (E)

        -<<<<<<< HEAD -

        In our simulated dataset, we can see that evenness is low from the -start and increase over time, suggesting that species abundances are -becoming more even.

        -=======

        In our simulated dataset, we can see that evenness is low from the start and increase over time, suggesting that species abundances are becoming more even.

        ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf
      -

      Visualizing species -diversity

      -

      Rank abundance curves -with simulated data

      -

      One way to visualize biodiversity data is to make a Rank Abundance -Curve (RAC). On the y-axis we have the abundance of each species, and -species, ranked by abundance on the x-axis. Using RACs, we can visualize -relative abundances, changes in species dominance, and overall changes -in community composition with species loss and gain.

      +

      Visualizing species diversity

      +

      Rank abundance curves with simulated data

      +

      One way to visualize biodiversity data is to make a Rank Abundance Curve (RAC). On the y-axis we have the abundance of each species, and species, ranked by abundance on the x-axis. Using RACs, we can visualize relative abundances, changes in species dominance, and overall changes in community composition with species loss and gain.

      -<<<<<<< HEAD -

      -
      -

      We can see here between 2007 and 2018 in our simulated community, -there were differences in absolute abundance as well as which species -were dominant, which species disappeared, and which species were new. -For instance, in 2007, species 2 was the most abundant species, but it -2018, it was the 3rd most abundant species. However, species 3 is lost -by 2018, while species 6 is gained in 2018.

      -

      This where I couldn’t seem to get the second panel set to -show up

      -

      Rank -abundance curves with Turkey lakes invertebrate data

      -

      ::::: {.panelset}

      -
      -

      [Raw]

      -

      In contrast, RACs in nature are rarely as evenly distributed as the -simulated data. There is often few highly abundant species and many very -rare species. Below, you can see the rank-abundance distribution from -one of the catchments in our Turkey Lakes benthic invertebrate dataset -from the year following logging treatments (1998).

      -=======

      We can see here between 2007 and 2018 in our simulated community, there were differences in absolute abundance as well as which species were dominant, which species disappeared, and which species were new. For instance, in 2007, species 2 was the most abundant species, but it 2018, it was the 3rd most abundant species. However, species 3 is lost by 2018, while species 6 is gained in 2018.

      @@ -8803,18 +2836,10 @@

      The Data

      Fig. 1: Various benthic macroinvertebrates under a stereo microscope. Source: G. Carter via NOAA/GLERL
      ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf
      -<<<<<<< HEAD - -
      -

      Log

      -

      To better visualize the distribution, the y-axis is typically -log-transformed

      -=======

      Figure 2. Interactive map of the Turkey Lakes study site

      Load Data

      These data are from the Turkey Lakes watershed experiment. This dataset contains the abundances of benthic invertebrate species measured in the May and June from 1995 to 2001. They recorded the type and number of invertebrates in an area of the stream, with 10 replicates per sampling event. These forests next to these streams were logged in 1997 with varying harvest intensities, with low, medium, and high intensity harvest and a control stream with no forest harvest. We will using the codyn package to analyze the diversity of these benthic invertebrates over time.

      @@ -8834,37 +2859,16 @@

      Raw

      Log

      To better visualize the distribution, the y-axis is typically log-transformed

      ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf

      -<<<<<<< HEAD - -
      -

      Rank

      -

      Because most classic metrics of biodiversity do not take the species -identity into account, we can drop species names from the x-axis, and -simply refer to it’s rank in the community. This is where the term -rank-abundance comes from.

      -=======

      Rank

      Because most classic metrics of biodiversity do not take the species identity into account, we can drop species names from the x-axis, and simply refer to it’s rank in the community. This is where the term rank-abundance comes from.

      ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf

      -<<<<<<< HEAD -
      -
      -

      Curve

      -

      Finally, instead of using bars to represent abundances, we can simply -use a lines to trace the distribution. This allows us to compare -multiple distributions, in this case, from different three different -sites with three levels of logging intensity.

      -=======

      Curve

      Finally, instead of using bars to represent abundances, we can simply use a lines to trace the distribution. This allows us to compare multiple distributions, in this case, from different three different sites with three levels of logging intensity.

      ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf

      @@ -8873,179 +2877,34 @@

      Species Richness

      -<<<<<<< HEAD -
      -
      -

      Eveness

      -

      The biodiversity metrics described (Shannon, Simpson, etc.) also -incorporate community evenness, which can be thought of as the slope of -rank-abundance curve. For example, a community with one very dominant -species and a rapid drop-off in species abundance will have a lower -evenness than a community where more species are common. In the plot -below, the community at the site of “medium” logging (organge) is less -even than the other two since it has a steeper average slope.

      -=======

      Eveness

      The biodiversity metrics described (Shannon, Simpson, etc.) also incorporate community evenness, which can be thought of as the slope of rank-abundance curve. For example, a community with one very dominant species and a rapid drop-off in species abundance will have a lower evenness than a community where more species are common. In the plot below, the community at the site of “medium” logging (organge) is less even than the other two since it has a steeper average slope.

      ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf

      -<<<<<<< HEAD -
      -

      ::: {.panel}

      -

      Eveness

      -

      The biodiversity metrics described (Shannon, Simpson, etc.) also -incorporate community evenness, which can be thought of as the slope of -rank-abundance curve. For example, a community with one very dominant -species and a rapid drop-off in species abundance will have a lower -evenness than a community where more species are common. In the plot -below, the community at the site of “medium” logging (organge) is less -even than the other two since it has a steeper average slope.

      -=======

      Eveness

      The biodiversity metrics described (Shannon, Simpson, etc.) also incorporate community evenness, which can be thought of as the slope of rank-abundance curve. For example, a community with one very dominant species and a rapid drop-off in species abundance will have a lower evenness than a community where more species are common. In the plot below, the community at the site of “medium” logging (organge) is less even than the other two since it has a steeper average slope.

      ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf

      -<<<<<<< HEAD -
      -

      For many functions, the codyn package can only look at -data from one stream at a time. So first we will separate each stream -into it’s own data frame.

      +

      For many functions, the codyn package can only look at data from one stream at a time. So first we will separate each stream into it’s own data frame.

      # high intensity logging treatment
       subset_codyn_high <- data %>%
         filter(treatment == "high")
      -<<<<<<< HEAD
      -
      -
      -
      Error in `h()`:
      -! Problem with `filter()` input `..1`.
      -ℹ Input `..1` is `treatment == "high"`.
      -✖ object 'treatment' not found
      -ℹ The error occurred in group 1: species = 1.
      -
      -
      # medium intensity logging treatment
      -subset_codyn_med <- data %>%
      -  filter(treatment == "medium")
      -
      -
      -
      Error in `h()`:
      -! Problem with `filter()` input `..1`.
      -ℹ Input `..1` is `treatment == "medium"`.
      -✖ object 'treatment' not found
      -ℹ The error occurred in group 1: species = 1.
      -
      -
      # low intensity logging treatment
      -subset_codyn_low <- data %>%
      -  filter(treatment == "low") 
      -
      -
      -
      Error in `h()`:
      -! Problem with `filter()` input `..1`.
      -ℹ Input `..1` is `treatment == "low"`.
      -✖ object 'treatment' not found
      -ℹ The error occurred in group 1: species = 1.
      -
      -
      # control stream (no logging)
      -=======
       # medium intensity logging treatment
       subset_codyn_med <- data %>%
         filter(treatment == "medium")
      @@ -9053,46 +2912,18 @@ 

      Load Data

      subset_codyn_low <- data %>% filter(treatment == "low") # control stream (no logging) ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf subset_codyn_ctrl <- data %>% filter(treatment=="control")
      -<<<<<<< HEAD -
      Error in `h()`:
      -! Problem with `filter()` input `..1`.
      -ℹ Input `..1` is `treatment == "control"`.
      -✖ object 'treatment' not found
      -ℹ The error occurred in group 1: species = 1.
      -======= ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf
      -

      Using -the codyn package to analyze diversity data over time

      -

      Ecologists are often interested in how diversity changes over time in -one place. This is particularly interesting when you are looking at how -species diversity responds to environmental change. This environmental -change can be a single disturbance event such as a forest fire or more -long-term change such as temperature increases due to climate change. -The Turkey Lakes dataset provides us with an opportunity to look at how -the diversity of benthic invertebrates changes over time and in response -to logging. We can compare the diversity of different streams with -different logging intensities and we can also compare the diversity of -streams.

      -

      The codyn package allows us to analyze the change in -biodiversity over time using different metrics.

      -

      Using -community_structure()

      -

      community_structure() is a function in the package -codyn that calculates species richness and evenness.

      -

      Species Richness and -Evenness

      -

      For example, we can use community_structure() to look at -the change in species richness and evenness over time in one of the -Turkey Lake streams. We will choose the stream with high logging -intensity as an example. This function can only look at one stream at a -time so make sure to subset out the stream that you are interested -in.

      +

      Using the codyn package to analyze diversity data over time

      +

      Ecologists are often interested in how diversity changes over time in one place. This is particularly interesting when you are looking at how species diversity responds to environmental change. This environmental change can be a single disturbance event such as a forest fire or more long-term change such as temperature increases due to climate change. The Turkey Lakes dataset provides us with an opportunity to look at how the diversity of benthic invertebrates changes over time and in response to logging. We can compare the diversity of different streams with different logging intensities and we can also compare the diversity of streams.

      +

      The codyn package allows us to analyze the change in biodiversity over time using different metrics.

      +

      Using community_structure()

      +

      community_structure() is a function in the package codyn that calculates species richness and evenness.

      +

      Species Richness and Evenness

      +

      For example, we can use community_structure() to look at the change in species richness and evenness over time in one of the Turkey Lake streams. We will choose the stream with high logging intensity as an example. This function can only look at one stream at a time so make sure to subset out the stream that you are interested in.

      Let’s take a look at the high intensity logging stream data.

      @@ -9107,22 +2938,8 @@

      Species Richness and 5 1995 Amphinemura high 5 59 6 1995 Amphinemura high 6 37

      -

      As you can see, there is a column for year, species, replicate, and -abundance.

      -

      The community structure function has five arguments. The first is -df where you put in the data frame of interest, in our case -subset_codyn_high. The time.var argument is -where you put in your time variable (year), the -abundance.var argument is where you put the column that holds the -abundance variable (abundance) and the -replicate.var argument holds the column with the replicates -(replicate). In the metric argument, you can -specify the metric of evenness that you want the function to calculate. -There are three possible metrics: Evar, -SimpsonEvenness, and EQ, which all calculate -evenness in different ways. We will use Simpson’s Evenness in this -tutorial. Remember, if you ever need a refresher on the syntax you can -type ?community_structure into the R script.

      +

      As you can see, there is a column for year, species, replicate, and abundance.

      +

      The community structure function has five arguments. The first is df where you put in the data frame of interest, in our case subset_codyn_high. The time.var argument is where you put in your time variable (year), the abundance.var argument is where you put the column that holds the abundance variable (abundance) and the replicate.var argument holds the column with the replicates (replicate). In the metric argument, you can specify the metric of evenness that you want the function to calculate. There are three possible metrics: Evar, SimpsonEvenness, and EQ, which all calculate evenness in different ways. We will use Simpson’s Evenness in this tutorial. Remember, if you ever need a refresher on the syntax you can type ?community_structure into the R script.

      richness_high<-community_structure(df=subset_codyn_high, time.var="year", abundance.var="abundance", replicate.var="replicate", metric="SimpsonEvenness")
      @@ -9143,11 +2960,7 @@ 

      Species Richness and 5 1999 1 15 0.3540228 6 2001 1 23 0.2661854

      -

      As you can see, this returns a data frame with the year, replicate, -richness calculation, and evenness measure. It calculates richness and -evenness separately for each replicate sample in the stream, so we have -a measure of variability within samples as well as variability across -years.

      +

      As you can see, this returns a data frame with the year, replicate, richness calculation, and evenness measure. It calculates richness and evenness separately for each replicate sample in the stream, so we have a measure of variability within samples as well as variability across years.

      Plot species richness

      We can plot this data frame to see the changes over time.

      @@ -9161,11 +2974,7 @@

      Plot species richness

      -

      Here is a plot of species richness, with a different value for each -replicate. The red line is the year that the streams were logged. Do you -see any change? Do you think there are any significant patterns? How -does the variability between replicates compare to the variability -between years?

      +

      Here is a plot of species richness, with a different value for each replicate. The red line is the year that the streams were logged. Do you see any change? Do you think there are any significant patterns? How does the variability between replicates compare to the variability between years?

      Plot species evenness

      We can also plot species evenness over time.

      @@ -9180,27 +2989,10 @@

      Plot species evenness

      Do you see any patterns in the evenness between years?

      -

      Using -community_diversity()

      +

      Using community_diversity()

      Shannon’s diversity

      -

      Species richness and evenness are very simple ways to look at species -diversity. However, as you learned from the rank abundance curves, -species have different abundances within the community, with some -species having very high abundance and most species having low -abundance. Species richness does not take into account the relative -abundances of each species, which limits the inferences we can make. The -Shannon-Weiner diversity metric does take into account these relative -abundances when calculating the diversity of a community and allows us -to make more meaningful inferences about how biodiversity is changing -over time.

      -

      The codyn package allows you to calculate the Shannon -diversity index for a single site over time using the -community_diversity() function. We will again use the data -from the stream with the high logging intensity. Luckily, this function -has the exact same syntax as the community_structure() -function! The only difference is that the options for the -metric argument are Shannon and -InverseSimpson. We will first use Shannon.

      +

      Species richness and evenness are very simple ways to look at species diversity. However, as you learned from the rank abundance curves, species have different abundances within the community, with some species having very high abundance and most species having low abundance. Species richness does not take into account the relative abundances of each species, which limits the inferences we can make. The Shannon-Weiner diversity metric does take into account these relative abundances when calculating the diversity of a community and allows us to make more meaningful inferences about how biodiversity is changing over time.

      +

      The codyn package allows you to calculate the Shannon diversity index for a single site over time using the community_diversity() function. We will again use the data from the stream with the high logging intensity. Luckily, this function has the exact same syntax as the community_structure() function! The only difference is that the options for the metric argument are Shannon and InverseSimpson. We will first use Shannon.

      shannon_div_high<-community_diversity(df=subset_codyn_high, time.var="year", abundance.var="abundance", replicate.var="replicate", metric="Shannon")
      @@ -9221,9 +3013,7 @@ 

      Shannon’s diversity

      5 1999 1 1.948510 6 2001 1 2.297970
      -

      You can see it gives us a data frame of year, -replicate, and Shannon, which is our measure -of Shannon diversity.

      +

      You can see it gives us a data frame of year, replicate, and Shannon, which is our measure of Shannon diversity.

      Plot Shannon’s diversity

      We can plot these to see change over time.

      @@ -9238,9 +3028,7 @@

      Plot Shannon’s diversity

      Simpson’s diversity

      -

      We can also use the same function to calculate Simpson’s diversity by -simply changing the metric argument to -InverseSimpson.

      +

      We can also use the same function to calculate Simpson’s diversity by simply changing the metric argument to InverseSimpson.

      simpson_div_high<-community_diversity(df=subset_codyn_high, time.var="year", abundance.var="abundance", replicate.var="replicate", metric="InverseSimpson")
      @@ -9274,23 +3062,12 @@ 

      Plot Simpson’s diversity

      -

      How do these patterns compare to the patterns of Shannon’s diversity -over time? How do the values compare?

      +

      How do these patterns compare to the patterns of Shannon’s diversity over time? How do the values compare?

      Activity

      -

      Calculate richness, evenness, and diversity using both the Shannon -and Simpson indices for the streams with low intensity logging, high -intensity logging, and no logging. The data for these streams are -subset_codyn_low, subset_codyn_high, and -subset_codyn_ctrl. Plot these indices. Do you see any -patterns across years? How do these compare to the patterns in the high -intensity logging stream?

      +

      Calculate richness, evenness, and diversity using both the Shannon and Simpson indices for the streams with low intensity logging, high intensity logging, and no logging. The data for these streams are subset_codyn_low, subset_codyn_high, and subset_codyn_ctrl. Plot these indices. Do you see any patterns across years? How do these compare to the patterns in the high intensity logging stream?

      References

      I got the equations from this paper: DOI:10.1007/s10531-016-1261-0

      -<<<<<<< HEAD -
      -=======
      ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf
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a/docs/lessons/lessons.json +++ b/docs/lessons/lessons.json @@ -19,16 +19,10 @@ ], "date": "2022-08-26", "categories": [], -<<<<<<< HEAD - "contents": "\n\nContents\nWhy biodiversity matters\nTypes of data typically\ncollected\nWays to calculate\ndiversity\nVisualizing species diversity\nRank abundance curves\nwith simulated data\nRank\nabundance curves with Turkey lakes invertebrate data\n[Raw]\nLog\nRank\nCurve\nSpecies\nRichness\nEveness\nEveness\n\n\ncodyn\ntutorial\nLoad\nPackages\n\nThe Data\nLoad Data\nUsing\nthe codyn package to analyze diversity data over\ntime\nUsing\ncommunity_structure()\nSpecies Richness and\nEvenness\n\nUsing\ncommunity_diversity()\nShannon’s\ndiversity\nSimpson’s\ndiversity\n\nActivity\n\nReferences\n\nEcologists are often interested in the effects of perturbations\n(e.g. fires, logging, flooding or pollution) on biodiversity. However,\nboiling biodiversity down to a single metric can be difficult. With the\nhelp of the Turkey lake dataset of benthic invertebrates, we will\npresent you with a number of common metrics, their meaning, and how they\ncan be visualized with the help of a Rank-Abundance curves. You will\nthen have the option to learn to do it yourself using an R package\ncalled codyn.\nWhy biodiversity matters\nIn an ever-changing world, we are often concerned with how organisms\nwill be able to cope with disturbances and increasingly, global climate\nchange. Biodiversity is the variety of life at all levels, from genes to\necosystems. Not only is biodiversity important for ecosystems to\nfunction properly, it is also an important buffer to withstanding\nchanging environments. When there is high biodiversity, there is a\nhigher chance of some organisms surviving in ecosystems that are\nchanging due to disturbance or climate change. Biodiversity therefore\nincreases the resiliency of these ecosystems and the likelihood that\nthey will be able to persist beyond this change.\nTypes of data typically\ncollected\nBiodiversity is a broad term, and can be difficult to quantify.\nBiologists have created several standard measures of biodiversity that\nconvey different information about ecosystems and the species living\nthere. Often times, biologists interested in collecting biodiversity\ndata collect a standard set of responses. These often include:\nThe different kinds of species in a given area or environment\nThe number of individuals of each species (abundance)\nInformation about the area itself (i.e. habitat type, weather\nconditions, etc.)\nIf the work involves an setting up an experiment, collecting the\ncontrol vs. experimental groups as well as metrics for repeatability and\nstatistical power (replicates)\nThe time frame over which the data were collected\nWe should include a figure here where show schematics or\npictures of each of these responses people collect\n\n\n\nWays to calculate\ndiversity\nOnce we have collected our biodiversity data, there are several\ndifferent ways to analyse and understand changes in community\ncomposition, or the relative abundances of all taxa in a community. Each\nof these metrics allow us to look at different aspects of the\nbiodiversity data we collect.\nTo explore these different diversity metrics and how they are\ncalculated, we have simulated a biodiversity dataset with 10 unique\nspecies and random abundances across 3 years. This will allow us to look\nat how diversity changes over time.\n\nThe Data\nHere is a look at the simulated data.\n\n species abundance time\n1 2 149 2001\n2 7 104 2001\n3 8 42 2001\n4 6 8 2001\n5 10 191 2001\n6 4 196 2001\n\nSpecies richness\nPerhaps the simplest measure of biodiversity is species richness\n(\\(S\\)).\n\\(S = \\sum_{i=1}^{S}p_i^o\\)\n(Describe what the variables mean).\nYou can calculate the species richness for each year by counting the\nnumber of unique species recorded in that year. Then you can look at how\nthe number of different species in a community changes over time.\n\n\nYear\n\n\nRichness\n\n\n2001\n\n\n9\n\n\n2009\n\n\n9\n\n\n2020\n\n\n7\n\n\nWe can see in this table that across years, the number of species in\nthe same area fluctuated, some years with more species, other years with\nless.\nShannon-Wiener Index (H)\nAnother metric we can use to analyze biodiversity is the\nShannon-Wiener Index (\\(H\\)), which\nindexes across the sum of all relative proportions of species richness’s\nwith an additional logarithmic transformation. This equation uses both\nthe number of species in a specific area (richness) and relative\nabundance (evenness).\nFirst you calculate \\(p_i\\), which\nis the proportion of \\(i\\)th\nindividuals in the community.\n\\(p_i = n_i/N\\)\nWhere \\(n_i\\) is the number of\nindividuals in the ith species and and \\(N\\) is the total number of individuals in\nthe community.\nThen, for each species, multiply the proportion by the logarithm of\nthe proportion, sum all the numbers from step 2, and multiply the sum by\n-1.\n\\(H = - \\sum_{i=1}^{S}p_ilnp_i\\)\nThe minimum value of the Shannon’s diversity index is 0, which means\nthat there is no diversity (i.e. only one species is found in that\nhabitat). The values increase as the number of species increase, and is\nmaximized at a given number of species when is an equal abundance of\neach species.\n\n\nYear\n\n\nShannon’s Index\n\n\n2001\n\n\n-0.4990620\n\n\n2009\n\n\n-0.5188309\n\n\n2020\n\n\n-0.5458555\n\n\nFrom our simulated dataset, we can see that the Shannon diversity\nincreases over time.\nSimpson’s Index (D)\nAnother metric we can use to analyse biodiversity in the Simpson’s\nindex (\\(D\\)) which indexes across the\nsum of all relative proportions of species’s richness with an additional\nsquare power transformation. Though very similar to the calculation in\nthe Shannon-Wiener Index, the Simpson index is more focused on dominance\nof species as it highlights the proportion of species in a sample.\nThe equation for Simpson’s diversity is:\n\\(D = 1-(\\sum\nn_i(n_i-1))/N(N-1))\\)\nWhere \\(n\\) is the number of\nindividuals of the ith species and \\(N\\) is the total number of individuals in\nthe community.\nThe higher the value of \\(D\\), the\ngreater the diversity in the community. An index close to 1 means that\nthere are several species in the community, and the population\nproportion of species is even.\n\n\nYear\n\n\nSimpson’s Index\n\n\n2001\n\n\n0.135\n\n\n2009\n\n\n0.145\n\n\n2020\n\n\n0.160\n\n\nThe Simpson index increases over time, which tells us that by this\nmeasure, biodiversity is increasing.\nEvenness Index (E)\nAdditionally, we can think about the evenness of species across a\ngiven area. Evenness is a metric for assessing species dominance. If\nevenness is high, it means most species are of equal dominance. If\nevenness if low, it means some species are more dominant (i.e. have\nhigher abundance) than others\nYou can calculate evenness by dividing the Shannon’s Diversity index\n(\\(H\\)) by the natural logarithm of\nspecies index (\\(S\\)). \\(E = H / ln(S)\\)\nValues closer to one signify more evenness and values closer to 0\nsignify lower evenness.\n\n\nYear\n\n\nEvenness\n\n\n2001\n\n\n-0.2271329\n\n\n2009\n\n\n-0.2361301\n\n\n2020\n\n\n-0.2805142\n\n\nIn our simulated dataset, we can see that evenness is low from the\nstart and increase over time, suggesting that species abundances are\nbecoming more even.\n\nVisualizing species\ndiversity\nRank abundance curves\nwith simulated data\nOne way to visualize biodiversity data is to make a Rank Abundance\nCurve (RAC). On the y-axis we have the abundance of each species, and\nspecies, ranked by abundance on the x-axis. Using RACs, we can visualize\nrelative abundances, changes in species dominance, and overall changes\nin community composition with species loss and gain.\n\n\n\nWe can see here between 2007 and 2018 in our simulated community,\nthere were differences in absolute abundance as well as which species\nwere dominant, which species disappeared, and which species were new.\nFor instance, in 2007, species 2 was the most abundant species, but it\n2018, it was the 3rd most abundant species. However, species 3 is lost\nby 2018, while species 6 is gained in 2018.\nThis where I couldn’t seem to get the second panel set to\nshow up\nRank\nabundance curves with Turkey lakes invertebrate data\n::::: {.panelset}\n[Raw]\nIn contrast, RACs in nature are rarely as evenly distributed as the\nsimulated data. There is often few highly abundant species and many very\nrare species. Below, you can see the rank-abundance distribution from\none of the catchments in our Turkey Lakes benthic invertebrate dataset\nfrom the year following logging treatments (1998).\n\nError in file(filename, \"r\", encoding = encoding): cannot open the connection\nError in plotRankAbundance(log = F, select_catchment = c(\"34M\", \"34U\", : could not find function \"plotRankAbundance\"\n\nLog\nTo better visualize the distribution, the y-axis is typically\nlog-transformed\n\nError in plotRankAbundance(log = T, select_catchment = c(\"34M\", \"34U\", : could not find function \"plotRankAbundance\"\n\nRank\nBecause most classic metrics of biodiversity do not take the species\nidentity into account, we can drop species names from the x-axis, and\nsimply refer to it’s rank in the community. This is where the term\nrank-abundance comes from.\n\nError in plotRankAbundance(log = T, select_catchment = c(\"34M\", \"34U\", : could not find function \"plotRankAbundance\"\n\nCurve\nFinally, instead of using bars to represent abundances, we can simply\nuse a lines to trace the distribution. This allows us to compare\nmultiple distributions, in this case, from different three different\nsites with three levels of logging intensity.\n\nError in file(filename, \"r\", encoding = encoding): cannot open the connection\nError in rankSpecies(): could not find function \"rankSpecies\"\nError in plotRAC(., facets = F): could not find function \"plotRAC\"\nError in eval(expr, envir, enclos): object 'ComparisonPlot' not found\n\nSpecies Richness\nWe can compare species richness by comparing the maximum rank.\n\nError in UseMethod(\"filter\"): no applicable method for 'filter' applied to an object of class \"function\"\nError in summarise(., maxRank = max(Rank)): object 'dfRank' not found\nError in annotations$xend = c(40, 31, 34): object 'annotations' not found\nError in annotations$yend = rep(1, 3): object 'annotations' not found\nError in eval(expr, envir, enclos): object 'annotations' not found\nError in annotations$y = rep(5, 3): object 'annotations' not found\nError in eval(expr, envir, enclos): object 'ComparisonPlot' not found\n\nEveness\nThe biodiversity metrics described (Shannon, Simpson, etc.) also\nincorporate community evenness, which can be thought of as the slope of\nrank-abundance curve. For example, a community with one very dominant\nspecies and a rapid drop-off in species abundance will have a lower\nevenness than a community where more species are common. In the plot\nbelow, the community at the site of “medium” logging (organge) is less\neven than the other two since it has a steeper average slope.\n\nError in ggplot_build(.): object 'ComparisonPlot' not found\nError in `*tmp*`$data: object of type 'closure' is not subsettable\nError in UseMethod(\"ggplot_gtable\"): no applicable method for 'ggplot_gtable' applied to an object of class \"function\"\n\n::: {.panel}\nEveness\nThe biodiversity metrics described (Shannon, Simpson, etc.) also\nincorporate community evenness, which can be thought of as the slope of\nrank-abundance curve. For example, a community with one very dominant\nspecies and a rapid drop-off in species abundance will have a lower\nevenness than a community where more species are common. In the plot\nbelow, the community at the site of “medium” logging (organge) is less\neven than the other two since it has a steeper average slope.\n\nError in ggplot_build(.): object 'ComparisonPlot' not found\nError in `*tmp*`$data: object of type 'closure' is not subsettable\nError in UseMethod(\"ggplot_gtable\"): no applicable method for 'ggplot_gtable' applied to an object of class \"function\"\n\nSeveral models have been developed to understand rank-abundance\ncurves (e.g. log-normal, broken stick model). The radfit\nfunction from the vegan R package allows\nfitting of these different curve models (see https://search.r-project.org/CRAN/refmans/vegan/html/radfit.html)\n:::\n:::::\ncodyn tutorial\nLoad Packages\nWe will be using the codyn package for this tutorial. We\nwill also use ggplot2 and dplyr for plotting\nand cleaning.\n\n\nlibrary(ggplot2)\nlibrary(codyn)\nlibrary(dplyr)\n\n\n\nThe Data\nThe Turkey Lakes Watershed Study (see map) is an initiative by\nseveral agencies of the government of Canada, initially designed to\nstudy the effects of acid rain on forest ecosystems. From 1995 to 2009,\nscientists collected, identified and counted benthic invertebrates from\nvarious stream beds around the Turkey Lakes catchment. Benthic\ninvertebrates are small, often microscopic organisms (see Fig. 1), but\nform an important link between aquatic and terrestrial habitats . They\ncan decompose terrestrial matter such as leaves, or consume periphyton\ngrowing on rocks within their streams. Benthic invertebrates can be a\nfood source for aquatic animals, like small fish, or terrestrial animals\nsuch as fish. An experiment was conducted in 1997, where certain\nsampling sites experienced different levels of logging intensity. Due to\ntheir interaction with the terrestrial realm, we can hypothesize that\nthe biodiversity of benthic invertebrate communities might be affected\nby logging.\nFig. 1: Various benthic\nmacroinvertebrates under a stereo microscope. Source: G. Carter via\nNOAA/GLERL\n\npacman::p_load(leaflet)\n\nleaflet() %>%\n addTiles() %>% # Add default OpenStreetMap map tiles\n addMarkers(lng=-84.4110, lat=47.0515, popup=\"Turkey Lakes\") %>%\n setView(lng=-84.4110, lat=47.0515, zoom=2)\n\n\n\n{\"x\":{\"options\":{\"crs\":{\"crsClass\":\"L.CRS.EPSG3857\",\"code\":null,\"proj4def\":null,\"projectedBounds\":null,\"options\":{}}},\"calls\":[{\"method\":\"addTiles\",\"args\":[\"https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png\",null,null,{\"minZoom\":0,\"maxZoom\":18,\"tileSize\":256,\"subdomains\":\"abc\",\"errorTileUrl\":\"\",\"tms\":false,\"noWrap\":false,\"zoomOffset\":0,\"zoomReverse\":false,\"opacity\":1,\"zIndex\":1,\"detectRetina\":false,\"attribution\":\"© OpenStreetMap<\\/a> contributors, CC-BY-SA<\\/a>\"}]},{\"method\":\"addMarkers\",\"args\":[47.0515,-84.411,null,null,null,{\"interactive\":true,\"draggable\":false,\"keyboard\":true,\"title\":\"\",\"alt\":\"\",\"zIndexOffset\":0,\"opacity\":1,\"riseOnHover\":false,\"riseOffset\":250},\"Turkey Lakes\",null,null,null,null,{\"interactive\":false,\"permanent\":false,\"direction\":\"auto\",\"opacity\":1,\"offset\":[0,0],\"textsize\":\"10px\",\"textOnly\":false,\"className\":\"\",\"sticky\":true},null]}],\"limits\":{\"lat\":[47.0515,47.0515],\"lng\":[-84.411,-84.411]},\"setView\":[[47.0515,-84.411],2,[]]},\"evals\":[],\"jsHooks\":[]}\nFigure 2. Interactive map of the Turkey Lakes study site\nLoad Data\nThese data are from the Turkey Lakes watershed experiment. This\ndataset contains the abundances of benthic invertebrate species measured\nin the May and June from 1995 to 2001. They recorded the type and number\nof invertebrates in an area of the stream, with 10 replicates per\nsampling event. These forests next to these streams were logged in 1997\nwith varying harvest intensities, with low, medium, and high intensity\nharvest and a control stream with no forest harvest. We will using the\ncodyn package to analyze the diversity of these benthic\ninvertebrates over time.\n\n\ndata<-read.csv(\"stream_invertebrates.csv\")\n\n\nError in file(file, \"rt\"): cannot open the connection\n\nhead(data)\n\n\n# A tibble: 6 × 3\n# Groups: species [3]\n species time abundance\n \n1 1 2007 77\n2 1 2018 47\n3 2 2007 109\n4 2 2018 79\n5 3 2007 24\n6 3 2018 2\n\nFor many functions, the codyn package can only look at\ndata from one stream at a time. So first we will separate each stream\ninto it’s own data frame.\n\n\n# high intensity logging treatment\nsubset_codyn_high <- data %>%\n filter(treatment == \"high\")\n\n\nError in `h()`:\n! Problem with `filter()` input `..1`.\nℹ Input `..1` is `treatment == \"high\"`.\n✖ object 'treatment' not found\nℹ The error occurred in group 1: species = 1.\n\n# medium intensity logging treatment\nsubset_codyn_med <- data %>%\n filter(treatment == \"medium\")\n\n\nError in `h()`:\n! Problem with `filter()` input `..1`.\nℹ Input `..1` is `treatment == \"medium\"`.\n✖ object 'treatment' not found\nℹ The error occurred in group 1: species = 1.\n\n# low intensity logging treatment\nsubset_codyn_low <- data %>%\n filter(treatment == \"low\") \n\n\nError in `h()`:\n! Problem with `filter()` input `..1`.\nℹ Input `..1` is `treatment == \"low\"`.\n✖ object 'treatment' not found\nℹ The error occurred in group 1: species = 1.\n\n# control stream (no logging)\nsubset_codyn_ctrl <- data %>%\n filter(treatment==\"control\")\n\n\nError in `h()`:\n! Problem with `filter()` input `..1`.\nℹ Input `..1` is `treatment == \"control\"`.\n✖ object 'treatment' not found\nℹ The error occurred in group 1: species = 1.\n\nUsing\nthe codyn package to analyze diversity data over time\nEcologists are often interested in how diversity changes over time in\none place. This is particularly interesting when you are looking at how\nspecies diversity responds to environmental change. This environmental\nchange can be a single disturbance event such as a forest fire or more\nlong-term change such as temperature increases due to climate change.\nThe Turkey Lakes dataset provides us with an opportunity to look at how\nthe diversity of benthic invertebrates changes over time and in response\nto logging. We can compare the diversity of different streams with\ndifferent logging intensities and we can also compare the diversity of\nstreams.\nThe codyn package allows us to analyze the change in\nbiodiversity over time using different metrics.\nUsing\ncommunity_structure()\ncommunity_structure() is a function in the package\ncodyn that calculates species richness and evenness.\nSpecies Richness and\nEvenness\nFor example, we can use community_structure() to look at\nthe change in species richness and evenness over time in one of the\nTurkey Lake streams. We will choose the stream with high logging\nintensity as an example. This function can only look at one stream at a\ntime so make sure to subset out the stream that you are interested\nin.\nLet’s take a look at the high intensity logging stream data.\n\n\nhead(subset_codyn_high)\n\n\nError in head(subset_codyn_high): object 'subset_codyn_high' not found\n\nAs you can see, there is a column for year, species, replicate, and\nabundance.\nThe community structure function has five arguments. The first is\ndf where you put in the data frame of interest, in our case\nsubset_codyn_high. The time.var argument is\nwhere you put in your time variable (year), the\nabundance.var argument is where you put the column that holds the\nabundance variable (abundance) and the\nreplicate.var argument holds the column with the replicates\n(replicate). In the metric argument, you can\nspecify the metric of evenness that you want the function to calculate.\nThere are three possible metrics: Evar,\nSimpsonEvenness, and EQ, which all calculate\nevenness in different ways. We will use Simpson’s Evenness in this\ntutorial. Remember, if you ever need a refresher on the syntax you can\ntype ?community_structure into the R script.\n\n\nrichness_high<-community_structure(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\", replicate.var=\"replicate\", metric=\"SimpsonEvenness\")\n\n\nError in community_structure(df = subset_codyn_high, time.var = \"year\", : object 'subset_codyn_high' not found\n\nWe can take a look at the output.\n\n\nhead(richness_high)\n\n\nError in head(richness_high): object 'richness_high' not found\n\nAs you can see, this returns a data frame with the year, replicate,\nrichness calculation, and evenness measure. It calculates richness and\nevenness separately for each replicate sample in the stream, so we have\na measure of variability within samples as well as variability across\nyears.\nPlot species richness\nWe can plot this data frame to see the changes over time.\n\n\nggplot()+\n geom_point(richness_high, mapping=aes(x=year, y=richness))+\n theme_classic()+\n labs(y=\"Species Richness\", x=\"Year\")+\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\n\n\nError in fortify(data): object 'richness_high' not found\n\nHere is a plot of species richness, with a different value for each\nreplicate. The red line is the year that the streams were logged. Do you\nsee any change? Do you think there are any significant patterns? How\ndoes the variability between replicates compare to the variability\nbetween years?\nPlot species evenness\nWe can also plot species evenness over time.\n\n\nggplot()+\n geom_point(richness_high, mapping=aes(x=year, y=SimpsonEvenness))+\n theme_classic()+\n labs(y=\"Simpson's Evenness\", x=\"Year\")+\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\n\n\nError in fortify(data): object 'richness_high' not found\n\nDo you see any patterns in the evenness between years?\nUsing\ncommunity_diversity()\nShannon’s diversity\nSpecies richness and evenness are very simple ways to look at species\ndiversity. However, as you learned from the rank abundance curves,\nspecies have different abundances within the community, with some\nspecies having very high abundance and most species having low\nabundance. Species richness does not take into account the relative\nabundances of each species, which limits the inferences we can make. The\nShannon-Weiner diversity metric does take into account these relative\nabundances when calculating the diversity of a community and allows us\nto make more meaningful inferences about how biodiversity is changing\nover time.\nThe codyn package allows you to calculate the Shannon\ndiversity index for a single site over time using the\ncommunity_diversity() function. We will again use the data\nfrom the stream with the high logging intensity. Luckily, this function\nhas the exact same syntax as the community_structure()\nfunction! The only difference is that the options for the\nmetric argument are Shannon and\nInverseSimpson. We will first use Shannon.\n\n\nshannon_div_high<-community_diversity(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\", replicate.var=\"replicate\", metric=\"Shannon\")\n\n\nError in community_diversity(df = subset_codyn_high, time.var = \"year\", : object 'subset_codyn_high' not found\n\nLet’s take a look at the output for this function.\n\n\nhead(shannon_div_high)\n\n\nError in head(shannon_div_high): object 'shannon_div_high' not found\n\nYou can see it gives us a data frame of year,\nreplicate, and Shannon, which is our measure\nof Shannon diversity.\nPlot Shannon’s diversity\nWe can plot these to see change over time.\n\n\nggplot()+\n geom_point(shannon_div_high, mapping=aes(x=year, y=Shannon))+\n theme_classic()+\n labs(y=\"Shannon Diversity\", x=\"Year\")+\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\n\n\nError in fortify(data): object 'shannon_div_high' not found\n\nSimpson’s diversity\nWe can also use the same function to calculate Simpson’s diversity by\nsimply changing the metric argument to\nInverseSimpson.\n\n\nsimpson_div_high<-community_diversity(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\", replicate.var=\"replicate\", metric=\"InverseSimpson\")\n\n\nError in community_diversity(df = subset_codyn_high, time.var = \"year\", : object 'subset_codyn_high' not found\n\nWe can look at the output.\n\n\nhead(simpson_div_high)\n\n\nError in head(simpson_div_high): object 'simpson_div_high' not found\n\nPlot Simpson’s diversity\nAnd then plot.\n\n\nggplot()+\n geom_point(simpson_div_high, mapping=aes(x=year, y=InverseSimpson))+\n theme_classic()+\n labs(y=\"Simpson Diversity\", x=\"Year\")+\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\n\n\nError in fortify(data): object 'simpson_div_high' not found\n\nHow do these patterns compare to the patterns of Shannon’s diversity\nover time? How do the values compare?\nActivity\nCalculate richness, evenness, and diversity using both the Shannon\nand Simpson indices for the streams with low intensity logging, high\nintensity logging, and no logging. The data for these streams are\nsubset_codyn_low, subset_codyn_high, and\nsubset_codyn_ctrl. Plot these indices. Do you see any\npatterns across years? How do these compare to the patterns in the high\nintensity logging stream?\nReferences\nI got the equations from this paper: DOI:10.1007/s10531-016-1261-0\n\n\n\n", + "contents": "\n\nContents\nWhy biodiversity matters\nTypes of data typically collected\nWays to calculate diversity\nVisualizing species diversity\nRank abundance curves with simulated data\nRank abundance curves with Turkey lakes invertebrate data\nThe Data\nLoad Data\nRaw\nLog\nRank\nCurve\nSpecies Richness\nEveness\nEveness\n\n\ncodyn tutorial\nLoad Packages\nUsing the codyn package to analyze diversity data over time\nUsing community_structure()\nSpecies Richness and Evenness\n\nUsing community_diversity()\nShannon’s diversity\nSimpson’s diversity\n\nActivity\n\nReferences\n\nEcologists are often interested in the effects of perturbations (e.g. fires, logging, flooding or pollution) on biodiversity, which can yield information and context for ecosystem health. However, boiling biodiversity down to a single metric can be difficult and incomplete depending on the goal. With the help of the Turkey lake dataset of benthic invertebrates, we will present you with a number of common metrics to assess biodiversity, their meaning, and how they can be visualized with the help of a Rank-Abundance curves. You will then have the option to learn to do it yourself using an R package called codyn.\nWhy biodiversity matters\n<<<<<<< HEAD\nIn an ever-changing world, we are often concerned with how organisms\nwill be able to cope with disturbances and increasingly, global climate\nchange. Biodiversity is the variety of life at all levels, from genes to\necosystems. Not only is biodiversity important for ecosystems to\nfunction properly, it is also an important buffer to withstanding\nchanging environments. When there is high biodiversity, there is a\nhigher chance of some organisms surviving in ecosystems that are\nchanging due to disturbance or climate change. Biodiversity therefore\nincreases the resiliency of these ecosystems and the likelihood that\nthey will be able to persist beyond this change.\nTypes of data typically\ncollected\nBiodiversity is a broad term, and can be difficult to quantify.\nBiologists have created several standard measures of biodiversity that\nconvey different information about ecosystems and the species living\nthere. Often times, biologists interested in collecting biodiversity\ndata collect a standard set of responses. These often include:\nThe different kinds of species in a given area or environment\nThe number of individuals of each species (abundance)\nInformation about the area itself (i.e. habitat type, weather\nconditions, etc.)\nIf the work involves an setting up an experiment, collecting the\ncontrol vs. experimental groups as well as metrics for repeatability and\nstatistical power (replicates)\n=======\nIn an ever-changing world, we are often concerned with how organisms will be able to cope with disturbances and increasingly, global climate change. Biodiversity is the variety of life at all levels, from genes to ecosystems (insert citation). Not only is biodiversity important for ecosystems to function properly, it is also an important buffer to withstanding changing environments. When there is high biodiversity, there is a higher chance of some organisms surviving ecosystems that are changing due to disturbance or climate change. Biodiversity therefore increases the resiliency of these ecosystems and the likelihood that they will be able to persist beyond this change.\nTypes of data typically collected\nBiodiversity is a broad term, and can be difficult to quantify. Biologists have created several standard measures of biodiversity that convey different information about the ecosystem and the species living there.\nOften times, biologists interested in collecting biodiversity data collect a standard set of responses. These often include:\nThe different kinds of species in a given area or environment\nThe number of each of these species (abundance)\nInformation about the area itself (i.e. habitat type, weather conditions, etc.)\nIf the work involves an setting up an experiment, collecting the control vs. experimental groups as well as metrics for replication + statistical power\n>>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf\nThe time frame over which the data were collected\nWe should include a figure here we where show schematics or pictures of each of these responses people collect\n\n\n\nWays to calculate diversity\nOnce we have collected our biodiversity data, there are several different ways to analyse and understand changes in community composition, or the relative abundances of all taxa in a community. Each of these metrics allow us to look at different aspects of the biodiversity data we collect.\nTo explore these different diversity metrics and how they are calculated, we have simulated a biodiversity dataset with 10 unique species and random abundances across 3 years. This will allow us to look at how diversity changes over time.\n\nThe Data\nHere is a look at the simulated data.\n\n\n\nWe can see that this data is quite messy and hard to find clear patterns in changes across species, abundance, and years. Below are metrics we can use to better define and clarify these patterns.\nSpecies richness\nPerhaps the simplest measure of biodiversity is species richness (\\(S\\)).\n\\(S = \\sum_{i=1}^{S}p_i^o\\)\n(Describe what the variables mean).\nYou can calculate the species richness for each year by counting the number of unique species recorded in that year. Then you can look at how the number of different species in a community changes over time.\n\n\nYear\n\n\nRichness\n\n\n2001\n\n\n9\n\n\n2009\n\n\n9\n\n\n2020\n\n\n7\n\n\nWe can see in this table that across years, the number of species in the same area fluctuated, some years with more species, other years with less.\nShannon-Wiener Index (H)\n<<<<<<< HEAD\nAnother metric we can use to analyze biodiversity is the\nShannon-Wiener Index (\\(H\\)), which\nindexes across the sum of all relative proportions of species richness’s\nwith an additional logarithmic transformation. This equation uses both\nthe number of species in a specific area (richness) and relative\nabundance (evenness).\nFirst you calculate \\(p_i\\), which\nis the proportion of \\(i\\)th\nindividuals in the community.\n=======\nAnother metric we can use to analyze biodiversity is the Shannon-Wiener Index (\\(H\\)), which indexes across the sum of all relative proportions of species richness’s with an additional logarithmic transformation. This equation uses both the number of species in a specific area (richness) and relative abundance (evenness).\nFirst you calculate \\(p_i\\), which is the proportion of ith individuals in the community.\n>>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf\n\\(p_i = n_i/N\\)\nWhere \\(n_i\\) is the number of individuals in the ith species and and \\(N\\) is the total number of individuals in the community.\nThen, for each species, multiply the proportion by the logarithm of the proportion, sum all the numbers from step 2, and multiply the sum by -1.\n\\(H = - \\sum_{i=1}^{S}p_ilnp_i\\)\nThe minimum value of the Shannon’s diversity index is 0, which means that there is no diversity (i.e. only one species is found in that habitat). The values increase as the number of species increase, and is maximized at a given number of species when is an equal abundance of each species.\n\n\nYear\n\n\nShannon’s Index\n\n\n2001\n\n\n-0.4990620\n\n\n2009\n\n\n-0.5188309\n\n\n2020\n\n\n-0.5458555\n\n\nFrom our simulated dataset, we can see that the Shannon diversity increases over time.\nSimpson’s Index (D)\nAnother metric we can use to analyse biodiversity in the Simpson’s index (\\(D\\)) which indexes across the sum of all relative proportions of species’s richness with an additional square power transformation. Though very similar to the calculation in the Shannon-Wiener Index, the Simpson index is more focused on dominance of species as it highlights the proportion of species in a sample.\nThe equation for Simpson’s diversity is:\n\\(D = 1-(\\sum n_i(n_i-1))/N(N-1))\\)\nWhere \\(n\\) is the number of individuals of the ith species and \\(N\\) is the total number of individuals in the community.\nThe higher the value of \\(D\\), the greater the diversity in the community. An index close to 1 means that there are several species in the community, and the population proportion of species is even.\n\n\nYear\n\n\nSimpson’s Index\n\n\n2001\n\n\n0.135\n\n\n2009\n\n\n0.145\n\n\n2020\n\n\n0.160\n\n\nThe Simpson index increases over time, which tells us that by this measure, biodiversity is increasing.\nEvenness Index (E)\nAdditionally, we can think about the evenness of species across a given area. Evenness is a metric for assessing species dominance. If evenness is high, it means most species are of equal dominance. If evenness if low, it means some species are more dominant (i.e. have higher abundance) than others\nYou can calculate evenness by dividing the Shannon’s Diversity index (\\(H\\)) by the natural logarithm of species index (\\(S\\)). \\(E = H / ln(S)\\)\nValues closer to one signify more evenness and values closer to 0 signify lower evenness.\n\n\nYear\n\n\nEvenness\n\n\n2001\n\n\n-0.2271329\n\n\n2009\n\n\n-0.2361301\n\n\n2020\n\n\n-0.2805142\n\n\nIn our simulated dataset, we can see that evenness is low from the start and increase over time, suggesting that species abundances are becoming more even.\n\nVisualizing species diversity\nRank abundance curves with simulated data\nOne way to visualize biodiversity data is to make a Rank Abundance Curve (RAC). On the y-axis we have the abundance of each species, and species, ranked by abundance on the x-axis. Using RACs, we can visualize relative abundances, changes in species dominance, and overall changes in community composition with species loss and gain.\n\n\n\nWe can see here between 2007 and 2018 in our simulated community, there were differences in absolute abundance as well as which species were dominant, which species disappeared, and which species were new. For instance, in 2007, species 2 was the most abundant species, but it 2018, it was the 3rd most abundant species. However, species 3 is lost by 2018, while species 6 is gained in 2018.\nThis where I couldn’t seem to get the second panel set to show up\nRank abundance curves with Turkey lakes invertebrate data\nThe Data\nThe Turkey Lakes Watershed Study (see map) is an initiative by several agencies of the government of Canada, initially designed to study the effects of acid rain on forest ecosystems. From 1995 to 2009, scientists collected, identified and counted benthic invertebrates from various stream beds around the Turkey Lakes catchment. Benthic invertebrates are small, often microscopic organisms (see Fig. 1), but form an important link between aquatic and terrestrial habitats . They can decompose terrestrial matter such as leaves, or consume periphyton growing on rocks within their streams. Benthic invertebrates can be a food source for aquatic animals, like small fish, or terrestrial animals such as fish. An experiment was conducted in 1997, where certain sampling sites experienced different levels of logging intensity. Due to their interaction with the terrestrial realm, we can hypothesize that the biodiversity of benthic invertebrate communities might be affected by logging.\nFig. 1: Various benthic macroinvertebrates under a stereo microscope. Source: G. Carter via NOAA/GLERL\n\n\nFigure 2. Interactive map of the Turkey Lakes study site\nLoad Data\nThese data are from the Turkey Lakes watershed experiment. This dataset contains the abundances of benthic invertebrate species measured in the May and June from 1995 to 2001. They recorded the type and number of invertebrates in an area of the stream, with 10 replicates per sampling event. These forests next to these streams were logged in 1997 with varying harvest intensities, with low, medium, and high intensity harvest and a control stream with no forest harvest. We will using the codyn package to analyze the diversity of these benthic invertebrates over time.\n\n year species treatment replicate abundance\n1 1995 Alloperla control 1 0\n2 1995 Alloperla control 2 0\n3 1995 Alloperla control 3 4\n4 1995 Alloperla control 4 3\n5 1995 Alloperla control 5 3\n6 1995 Alloperla control 6 3\n\nRaw\nRACs in nature are rarely as evenly distributed as the simulated data. There is often few highly abundant species and many very rare species. Below, you can see the rank-abundance distribution from one of the catchments in our Turkey Lakes benthic invertebrate dataset from the year following logging treatments (1998).\n\n\n\nLog\nTo better visualize the distribution, the y-axis is typically log-transformed\n\n\n\nRank\nBecause most classic metrics of biodiversity do not take the species identity into account, we can drop species names from the x-axis, and simply refer to it’s rank in the community. This is where the term rank-abundance comes from.\n\n\n\nCurve\nFinally, instead of using bars to represent abundances, we can simply use a lines to trace the distribution. This allows us to compare multiple distributions, in this case, from different three different sites with three levels of logging intensity.\n\n\n\nSpecies Richness\nWe can compare species richness by comparing the maximum rank.\n\n\n\nEveness\nThe biodiversity metrics described (Shannon, Simpson, etc.) also incorporate community evenness, which can be thought of as the slope of rank-abundance curve. For example, a community with one very dominant species and a rapid drop-off in species abundance will have a lower evenness than a community where more species are common. In the plot below, the community at the site of “medium” logging (organge) is less even than the other two since it has a steeper average slope.\n\n\n\nEveness\nThe biodiversity metrics described (Shannon, Simpson, etc.) also incorporate community evenness, which can be thought of as the slope of rank-abundance curve. For example, a community with one very dominant species and a rapid drop-off in species abundance will have a lower evenness than a community where more species are common. In the plot below, the community at the site of “medium” logging (organge) is less even than the other two since it has a steeper average slope.\n\n\n\nSeveral models have been developed to understand rank-abundance curves (e.g. log-normal, broken stick model). The radfit function from the vegan R package allows fitting of these different curve models (see https://search.r-project.org/CRAN/refmans/vegan/html/radfit.html)\ncodyn tutorial\nLoad Packages\nWe will be using the codyn package for this tutorial. We will also use ggplot2 and dplyr for plotting and cleaning.\n\n\nlibrary(ggplot2)\nlibrary(codyn)\nlibrary(dplyr)\n\n\n\nFor many functions, the codyn package can only look at data from one stream at a time. So first we will separate each stream into it’s own data frame.\n\n\n# high intensity logging treatment\nsubset_codyn_high <- data %>%\n filter(treatment == \"high\")\n# medium intensity logging treatment\nsubset_codyn_med <- data %>%\n filter(treatment == \"medium\")\n# low intensity logging treatment\nsubset_codyn_low <- data %>%\n filter(treatment == \"low\") \n# control stream (no logging)\nsubset_codyn_ctrl <- data %>%\n filter(treatment==\"control\")\n\n\n\nUsing the codyn package to analyze diversity data over time\nEcologists are often interested in how diversity changes over time in one place. This is particularly interesting when you are looking at how species diversity responds to environmental change. This environmental change can be a single disturbance event such as a forest fire or more long-term change such as temperature increases due to climate change. The Turkey Lakes dataset provides us with an opportunity to look at how the diversity of benthic invertebrates changes over time and in response to logging. We can compare the diversity of different streams with different logging intensities and we can also compare the diversity of streams.\nThe codyn package allows us to analyze the change in biodiversity over time using different metrics.\nUsing community_structure()\ncommunity_structure() is a function in the package codyn that calculates species richness and evenness.\nSpecies Richness and Evenness\nFor example, we can use community_structure() to look at the change in species richness and evenness over time in one of the Turkey Lake streams. We will choose the stream with high logging intensity as an example. This function can only look at one stream at a time so make sure to subset out the stream that you are interested in.\nLet’s take a look at the high intensity logging stream data.\n\n\nhead(subset_codyn_high)\n\n\n year species treatment replicate abundance\n1 1995 Amphinemura high 1 9\n2 1995 Amphinemura high 2 24\n3 1995 Amphinemura high 3 53\n4 1995 Amphinemura high 4 15\n5 1995 Amphinemura high 5 59\n6 1995 Amphinemura high 6 37\n\nAs you can see, there is a column for year, species, replicate, and abundance.\nThe community structure function has five arguments. The first is df where you put in the data frame of interest, in our case subset_codyn_high. The time.var argument is where you put in your time variable (year), the abundance.var argument is where you put the column that holds the abundance variable (abundance) and the replicate.var argument holds the column with the replicates (replicate). In the metric argument, you can specify the metric of evenness that you want the function to calculate. There are three possible metrics: Evar, SimpsonEvenness, and EQ, which all calculate evenness in different ways. We will use Simpson’s Evenness in this tutorial. Remember, if you ever need a refresher on the syntax you can type ?community_structure into the R script.\n\n\nrichness_high<-community_structure(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\", replicate.var=\"replicate\", metric=\"SimpsonEvenness\")\n\n\n\nWe can take a look at the output.\n\n\nhead(richness_high)\n\n\n year replicate richness SimpsonEvenness\n1 1995 1 17 0.2210248\n2 1996 1 11 0.5785671\n3 1997 1 16 0.3436584\n4 1998 1 18 0.2786702\n5 1999 1 15 0.3540228\n6 2001 1 23 0.2661854\n\nAs you can see, this returns a data frame with the year, replicate, richness calculation, and evenness measure. It calculates richness and evenness separately for each replicate sample in the stream, so we have a measure of variability within samples as well as variability across years.\nPlot species richness\nWe can plot this data frame to see the changes over time.\n\n\nggplot()+\n geom_point(richness_high, mapping=aes(x=year, y=richness))+\n theme_classic()+\n labs(y=\"Species Richness\", x=\"Year\")+\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\n\n\n\n\nHere is a plot of species richness, with a different value for each replicate. The red line is the year that the streams were logged. Do you see any change? Do you think there are any significant patterns? How does the variability between replicates compare to the variability between years?\nPlot species evenness\nWe can also plot species evenness over time.\n\n\nggplot()+\n geom_point(richness_high, mapping=aes(x=year, y=SimpsonEvenness))+\n theme_classic()+\n labs(y=\"Simpson's Evenness\", x=\"Year\")+\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\n\n\n\n\nDo you see any patterns in the evenness between years?\nUsing community_diversity()\nShannon’s diversity\nSpecies richness and evenness are very simple ways to look at species diversity. However, as you learned from the rank abundance curves, species have different abundances within the community, with some species having very high abundance and most species having low abundance. Species richness does not take into account the relative abundances of each species, which limits the inferences we can make. The Shannon-Weiner diversity metric does take into account these relative abundances when calculating the diversity of a community and allows us to make more meaningful inferences about how biodiversity is changing over time.\nThe codyn package allows you to calculate the Shannon diversity index for a single site over time using the community_diversity() function. We will again use the data from the stream with the high logging intensity. Luckily, this function has the exact same syntax as the community_structure() function! The only difference is that the options for the metric argument are Shannon and InverseSimpson. We will first use Shannon.\n\n\nshannon_div_high<-community_diversity(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\", replicate.var=\"replicate\", metric=\"Shannon\")\n\n\n\nLet’s take a look at the output for this function.\n\n\nhead(shannon_div_high)\n\n\n year replicate Shannon\n1 1995 1 1.836002\n2 1996 1 2.044210\n3 1997 1 2.107977\n4 1998 1 2.016146\n5 1999 1 1.948510\n6 2001 1 2.297970\n\nYou can see it gives us a data frame of year, replicate, and Shannon, which is our measure of Shannon diversity.\nPlot Shannon’s diversity\nWe can plot these to see change over time.\n\n\nggplot()+\n geom_point(shannon_div_high, mapping=aes(x=year, y=Shannon))+\n theme_classic()+\n labs(y=\"Shannon Diversity\", x=\"Year\")+\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\n\n\n\n\nSimpson’s diversity\nWe can also use the same function to calculate Simpson’s diversity by simply changing the metric argument to InverseSimpson.\n\n\nsimpson_div_high<-community_diversity(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\", replicate.var=\"replicate\", metric=\"InverseSimpson\")\n\n\n\nWe can look at the output.\n\n\nhead(simpson_div_high)\n\n\n year replicate InverseSimpson\n1 1995 1 3.757421\n2 1996 1 6.364238\n3 1997 1 5.498534\n4 1998 1 5.016063\n5 1999 1 5.310341\n6 2001 1 6.122265\n\nPlot Simpson’s diversity\nAnd then plot.\n\n\nggplot()+\n geom_point(simpson_div_high, mapping=aes(x=year, y=InverseSimpson))+\n theme_classic()+\n labs(y=\"Simpson Diversity\", x=\"Year\")+\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\n\n\n\n\nHow do these patterns compare to the patterns of Shannon’s diversity over time? How do the values compare?\nActivity\nCalculate richness, evenness, and diversity using both the Shannon and Simpson indices for the streams with low intensity logging, high intensity logging, and no logging. The data for these streams are subset_codyn_low, subset_codyn_high, and subset_codyn_ctrl. Plot these indices. Do you see any patterns across years? How do these compare to the patterns in the high intensity logging stream?\nReferences\nI got the equations from this paper: DOI:10.1007/s10531-016-1261-0\n\n\n\n", "preview": "lessons/2022-08-26-species-richness-rank-abundance-curves/distill-preview.png", - "last_modified": "2022-09-09T14:34:03-04:00", -======= - "contents": "\r\n\r\nContents\r\nWhy biodiversity matters\r\nTypes of data typically collected\r\nWays to calculate diversity\r\nVisualizing species diversity\r\nRank abundance curves with simulated data\r\nRank abundance curves with Turkey lakes invertebrate data\r\nThe Data\r\nLoad Data\r\nRaw\r\nLog\r\nRank\r\nCurve\r\nSpecies Richness\r\nEveness\r\nEveness\r\n\r\n\r\ncodyn tutorial\r\nLoad Packages\r\nUsing the codyn package to analyze diversity data over time\r\nUsing community_structure()\r\nSpecies Richness and Evenness\r\n\r\nUsing community_diversity()\r\nShannon’s diversity\r\nSimpson’s diversity\r\n\r\nActivity\r\n\r\nReferences\r\n\r\nEcologists are often interested in the effects of perturbations (e.g. fires, logging, flooding or pollution) on biodiversity, which can yield information and context for ecosystem health. However, boiling biodiversity down to a single metric can be difficult and incomplete depending on the goal. With the help of the Turkey lake dataset of benthic invertebrates, we will present you with a number of common metrics to assess biodiversity, their meaning, and how they can be visualized with the help of a Rank-Abundance curves. You will then have the option to learn to do it yourself using an R package called codyn.\r\nWhy biodiversity matters\r\nIn an ever-changing world, we are often concerned with how organisms will be able to cope with disturbances and increasingly, global climate change. Biodiversity is the variety of life at all levels, from genes to ecosystems (insert citation). Not only is biodiversity important for ecosystems to function properly, it is also an important buffer to withstanding changing environments. When there is high biodiversity, there is a higher chance of some organisms surviving ecosystems that are changing due to disturbance or climate change. Biodiversity therefore increases the resiliency of these ecosystems and the likelihood that they will be able to persist beyond this change.\r\nTypes of data typically collected\r\nBiodiversity is a broad term, and can be difficult to quantify. Biologists have created several standard measures of biodiversity that convey different information about the ecosystem and the species living there.\r\nOften times, biologists interested in collecting biodiversity data collect a standard set of responses. These often include:\r\nThe different kinds of species in a given area or environment\r\nThe number of each of these species (abundance)\r\nInformation about the area itself (i.e. habitat type, weather conditions, etc.)\r\nIf the work involves an setting up an experiment, collecting the control vs. experimental groups as well as metrics for replication + statistical power\r\nThe time frame over which the data were collected\r\nWe should include a figure here we where show schematics or pictures of each of these responses people collect\r\n\r\n\r\n\r\nWays to calculate diversity\r\nOnce we have collected our biodiversity data, there are several different ways to analyse and understand changes in community composition, or the relative abundances of all taxa in a community. Each of these metrics allow us to look at different aspects of the biodiversity data we collect.\r\nTo explore these different diversity metrics and how they are calculated, we have simulated a biodiversity dataset with 10 unique species and random abundances across 3 years. This will allow us to look at how diversity changes over time.\r\n\r\nThe Data\r\nHere is a look at the simulated data.\r\n\r\n\r\n\r\nWe can see that this data is quite messy and hard to find clear patterns in changes across species, abundance, and years. Below are metrics we can use to better define and clarify these patterns.\r\nSpecies richness\r\nPerhaps the simplest measure of biodiversity is species richness (\\(S\\)).\r\n\\(S = \\sum_{i=1}^{S}p_i^o\\)\r\n(Describe what the variables mean).\r\nYou can calculate the species richness for each year by counting the number of unique species recorded in that year. Then you can look at how the number of different species in a community changes over time.\r\n\r\n\r\nYear\r\n\r\n\r\nRichness\r\n\r\n\r\n2001\r\n\r\n\r\n9\r\n\r\n\r\n2009\r\n\r\n\r\n9\r\n\r\n\r\n2020\r\n\r\n\r\n7\r\n\r\n\r\nWe can see in this table that across years, the number of species in the same area fluctuated, some years with more species, other years with less.\r\nShannon-Wiener Index (H)\r\nAnother metric we can use to analyze biodiversity is the Shannon-Wiener Index (\\(H\\)), which indexes across the sum of all relative proportions of species richness’s with an additional logarithmic transformation. This equation uses both the number of species in a specific area (richness) and relative abundance (evenness).\r\nFirst you calculate \\(p_i\\), which is the proportion of ith individuals in the community.\r\n\\(p_i = n_i/N\\)\r\nWhere \\(n_i\\) is the number of individuals in the ith species and and \\(N\\) is the total number of individuals in the community.\r\nThen, for each species, multiply the proportion by the logarithm of the proportion, sum all the numbers from step 2, and multiply the sum by -1.\r\n\\(H = - \\sum_{i=1}^{S}p_ilnp_i\\)\r\nThe minimum value of the Shannon’s diversity index is 0, which means that there is no diversity (i.e. only one species is found in that habitat). The values increase as the number of species increase, and is maximized at a given number of species when is an equal abundance of each species.\r\n\r\n\r\nYear\r\n\r\n\r\nShannon’s Index\r\n\r\n\r\n2001\r\n\r\n\r\n-0.4990620\r\n\r\n\r\n2009\r\n\r\n\r\n-0.5188309\r\n\r\n\r\n2020\r\n\r\n\r\n-0.5458555\r\n\r\n\r\nFrom our simulated dataset, we can see that the Shannon diversity increases over time.\r\nSimpson’s Index (D)\r\nAnother metric we can use to analyse biodiversity in the Simpson’s index (\\(D\\)) which indexes across the sum of all relative proportions of species’s richness with an additional square power transformation. Though very similar to the calculation in the Shannon-Wiener Index, the Simpson index is more focused on dominance of species as it highlights the proportion of species in a sample.\r\nThe equation for Simpson’s diversity is:\r\n\\(D = 1-(\\sum n_i(n_i-1))/N(N-1))\\)\r\nWhere \\(n\\) is the number of individuals of the ith species and \\(N\\) is the total number of individuals in the community.\r\nThe higher the value of \\(D\\), the greater the diversity in the community. An index close to 1 means that there are several species in the community, and the population proportion of species is even.\r\n\r\n\r\nYear\r\n\r\n\r\nSimpson’s Index\r\n\r\n\r\n2001\r\n\r\n\r\n0.135\r\n\r\n\r\n2009\r\n\r\n\r\n0.145\r\n\r\n\r\n2020\r\n\r\n\r\n0.160\r\n\r\n\r\nThe Simpson index increases over time, which tells us that by this measure, biodiversity is increasing.\r\nEvenness Index (E)\r\nAdditionally, we can think about the evenness of species across a given area. Evenness is a metric for assessing species dominance. If evenness is high, it means most species are of equal dominance. If evenness if low, it means some species are more dominant (i.e. have higher abundance) than others\r\nYou can calculate evenness by dividing the Shannon’s Diversity index (\\(H\\)) by the natural logarithm of species index (\\(S\\)). \\(E = H / ln(S)\\)\r\nValues closer to one signify more evenness and values closer to 0 signify lower evenness.\r\n\r\n\r\nYear\r\n\r\n\r\nEvenness\r\n\r\n\r\n2001\r\n\r\n\r\n-0.2271329\r\n\r\n\r\n2009\r\n\r\n\r\n-0.2361301\r\n\r\n\r\n2020\r\n\r\n\r\n-0.2805142\r\n\r\n\r\nIn our simulated dataset, we can see that evenness is low from the start and increase over time, suggesting that species abundances are becoming more even.\r\n\r\nVisualizing species diversity\r\nRank abundance curves with simulated data\r\nOne way to visualize biodiversity data is to make a Rank Abundance Curve (RAC). On the y-axis we have the abundance of each species, and species, ranked by abundance on the x-axis. Using RACs, we can visualize relative abundances, changes in species dominance, and overall changes in community composition with species loss and gain.\r\n\r\n\r\n\r\nWe can see here between 2007 and 2018 in our simulated community, there were differences in absolute abundance as well as which species were dominant, which species disappeared, and which species were new. For instance, in 2007, species 2 was the most abundant species, but it 2018, it was the 3rd most abundant species. However, species 3 is lost by 2018, while species 6 is gained in 2018.\r\nThis where I couldn’t seem to get the second panel set to show up\r\nRank abundance curves with Turkey lakes invertebrate data\r\nThe Data\r\nThe Turkey Lakes Watershed Study (see map) is an initiative by several agencies of the government of Canada, initially designed to study the effects of acid rain on forest ecosystems. From 1995 to 2009, scientists collected, identified and counted benthic invertebrates from various stream beds around the Turkey Lakes catchment. Benthic invertebrates are small, often microscopic organisms (see Fig. 1), but form an important link between aquatic and terrestrial habitats . They can decompose terrestrial matter such as leaves, or consume periphyton growing on rocks within their streams. Benthic invertebrates can be a food source for aquatic animals, like small fish, or terrestrial animals such as fish. An experiment was conducted in 1997, where certain sampling sites experienced different levels of logging intensity. Due to their interaction with the terrestrial realm, we can hypothesize that the biodiversity of benthic invertebrate communities might be affected by logging.\r\nFig. 1: Various benthic macroinvertebrates under a stereo microscope. Source: G. Carter via NOAA/GLERL\r\n\r\n{\"x\":{\"options\":{\"crs\":{\"crsClass\":\"L.CRS.EPSG3857\",\"code\":null,\"proj4def\":null,\"projectedBounds\":null,\"options\":{}}},\"calls\":[{\"method\":\"addTiles\",\"args\":[\"https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png\",null,null,{\"minZoom\":0,\"maxZoom\":18,\"tileSize\":256,\"subdomains\":\"abc\",\"errorTileUrl\":\"\",\"tms\":false,\"noWrap\":false,\"zoomOffset\":0,\"zoomReverse\":false,\"opacity\":1,\"zIndex\":1,\"detectRetina\":false,\"attribution\":\"© OpenStreetMap<\\/a> contributors, CC-BY-SA<\\/a>\"}]},{\"method\":\"addMarkers\",\"args\":[47.0515,-84.411,null,null,null,{\"interactive\":true,\"draggable\":false,\"keyboard\":true,\"title\":\"\",\"alt\":\"\",\"zIndexOffset\":0,\"opacity\":1,\"riseOnHover\":false,\"riseOffset\":250},\"Turkey Lakes\",null,null,null,null,{\"interactive\":false,\"permanent\":false,\"direction\":\"auto\",\"opacity\":1,\"offset\":[0,0],\"textsize\":\"10px\",\"textOnly\":false,\"className\":\"\",\"sticky\":true},null]}],\"limits\":{\"lat\":[47.0515,47.0515],\"lng\":[-84.411,-84.411]},\"setView\":[[47.0515,-84.411],2,[]]},\"evals\":[],\"jsHooks\":[]}\r\nFigure 2. Interactive map of the Turkey Lakes study site\r\nLoad Data\r\nThese data are from the Turkey Lakes watershed experiment. This dataset contains the abundances of benthic invertebrate species measured in the May and June from 1995 to 2001. They recorded the type and number of invertebrates in an area of the stream, with 10 replicates per sampling event. These forests next to these streams were logged in 1997 with varying harvest intensities, with low, medium, and high intensity harvest and a control stream with no forest harvest. We will using the codyn package to analyze the diversity of these benthic invertebrates over time.\r\n\r\n year species treatment replicate abundance\r\n1 1995 Alloperla control 1 0\r\n2 1995 Alloperla control 2 0\r\n3 1995 Alloperla control 3 4\r\n4 1995 Alloperla control 4 3\r\n5 1995 Alloperla control 5 3\r\n6 1995 Alloperla control 6 3\r\n\r\nRaw\r\nRACs in nature are rarely as evenly distributed as the simulated data. There is often few highly abundant species and many very rare species. Below, you can see the rank-abundance distribution from one of the catchments in our Turkey Lakes benthic invertebrate dataset from the year following logging treatments (1998).\r\n\r\n\r\n\r\nLog\r\nTo better visualize the distribution, the y-axis is typically log-transformed\r\n\r\n\r\n\r\nRank\r\nBecause most classic metrics of biodiversity do not take the species identity into account, we can drop species names from the x-axis, and simply refer to it’s rank in the community. This is where the term rank-abundance comes from.\r\n\r\n\r\n\r\nCurve\r\nFinally, instead of using bars to represent abundances, we can simply use a lines to trace the distribution. This allows us to compare multiple distributions, in this case, from different three different sites with three levels of logging intensity.\r\n\r\n\r\n\r\nSpecies Richness\r\nWe can compare species richness by comparing the maximum rank.\r\n\r\n\r\n\r\nEveness\r\nThe biodiversity metrics described (Shannon, Simpson, etc.) also incorporate community evenness, which can be thought of as the slope of rank-abundance curve. For example, a community with one very dominant species and a rapid drop-off in species abundance will have a lower evenness than a community where more species are common. In the plot below, the community at the site of “medium” logging (organge) is less even than the other two since it has a steeper average slope.\r\n\r\n\r\n\r\nEveness\r\nThe biodiversity metrics described (Shannon, Simpson, etc.) also incorporate community evenness, which can be thought of as the slope of rank-abundance curve. For example, a community with one very dominant species and a rapid drop-off in species abundance will have a lower evenness than a community where more species are common. In the plot below, the community at the site of “medium” logging (organge) is less even than the other two since it has a steeper average slope.\r\n\r\n\r\n\r\nSeveral models have been developed to understand rank-abundance curves (e.g. log-normal, broken stick model). The radfit function from the vegan R package allows fitting of these different curve models (see https://search.r-project.org/CRAN/refmans/vegan/html/radfit.html)\r\ncodyn tutorial\r\nLoad Packages\r\nWe will be using the codyn package for this tutorial. We will also use ggplot2 and dplyr for plotting and cleaning.\r\n\r\n\r\nlibrary(ggplot2)\r\nlibrary(codyn)\r\nlibrary(dplyr)\r\n\r\n\r\n\r\nFor many functions, the codyn package can only look at data from one stream at a time. So first we will separate each stream into it’s own data frame.\r\n\r\n\r\n# high intensity logging treatment\r\nsubset_codyn_high <- data %>%\r\n filter(treatment == \"high\")\r\n# medium intensity logging treatment\r\nsubset_codyn_med <- data %>%\r\n filter(treatment == \"medium\")\r\n# low intensity logging treatment\r\nsubset_codyn_low <- data %>%\r\n filter(treatment == \"low\") \r\n# control stream (no logging)\r\nsubset_codyn_ctrl <- data %>%\r\n filter(treatment==\"control\")\r\n\r\n\r\n\r\nUsing the codyn package to analyze diversity data over time\r\nEcologists are often interested in how diversity changes over time in one place. This is particularly interesting when you are looking at how species diversity responds to environmental change. This environmental change can be a single disturbance event such as a forest fire or more long-term change such as temperature increases due to climate change. The Turkey Lakes dataset provides us with an opportunity to look at how the diversity of benthic invertebrates changes over time and in response to logging. We can compare the diversity of different streams with different logging intensities and we can also compare the diversity of streams.\r\nThe codyn package allows us to analyze the change in biodiversity over time using different metrics.\r\nUsing community_structure()\r\ncommunity_structure() is a function in the package codyn that calculates species richness and evenness.\r\nSpecies Richness and Evenness\r\nFor example, we can use community_structure() to look at the change in species richness and evenness over time in one of the Turkey Lake streams. We will choose the stream with high logging intensity as an example. This function can only look at one stream at a time so make sure to subset out the stream that you are interested in.\r\nLet’s take a look at the high intensity logging stream data.\r\n\r\n\r\nhead(subset_codyn_high)\r\n\r\n\r\n year species treatment replicate abundance\r\n1 1995 Amphinemura high 1 9\r\n2 1995 Amphinemura high 2 24\r\n3 1995 Amphinemura high 3 53\r\n4 1995 Amphinemura high 4 15\r\n5 1995 Amphinemura high 5 59\r\n6 1995 Amphinemura high 6 37\r\n\r\nAs you can see, there is a column for year, species, replicate, and abundance.\r\nThe community structure function has five arguments. The first is df where you put in the data frame of interest, in our case subset_codyn_high. The time.var argument is where you put in your time variable (year), the abundance.var argument is where you put the column that holds the abundance variable (abundance) and the replicate.var argument holds the column with the replicates (replicate). In the metric argument, you can specify the metric of evenness that you want the function to calculate. There are three possible metrics: Evar, SimpsonEvenness, and EQ, which all calculate evenness in different ways. We will use Simpson’s Evenness in this tutorial. Remember, if you ever need a refresher on the syntax you can type ?community_structure into the R script.\r\n\r\n\r\nrichness_high<-community_structure(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\", replicate.var=\"replicate\", metric=\"SimpsonEvenness\")\r\n\r\n\r\n\r\nWe can take a look at the output.\r\n\r\n\r\nhead(richness_high)\r\n\r\n\r\n year replicate richness SimpsonEvenness\r\n1 1995 1 17 0.2210248\r\n2 1996 1 11 0.5785671\r\n3 1997 1 16 0.3436584\r\n4 1998 1 18 0.2786702\r\n5 1999 1 15 0.3540228\r\n6 2001 1 23 0.2661854\r\n\r\nAs you can see, this returns a data frame with the year, replicate, richness calculation, and evenness measure. It calculates richness and evenness separately for each replicate sample in the stream, so we have a measure of variability within samples as well as variability across years.\r\nPlot species richness\r\nWe can plot this data frame to see the changes over time.\r\n\r\n\r\nggplot()+\r\n geom_point(richness_high, mapping=aes(x=year, y=richness))+\r\n theme_classic()+\r\n labs(y=\"Species Richness\", x=\"Year\")+\r\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\r\n\r\n\r\n\r\n\r\nHere is a plot of species richness, with a different value for each replicate. The red line is the year that the streams were logged. Do you see any change? Do you think there are any significant patterns? How does the variability between replicates compare to the variability between years?\r\nPlot species evenness\r\nWe can also plot species evenness over time.\r\n\r\n\r\nggplot()+\r\n geom_point(richness_high, mapping=aes(x=year, y=SimpsonEvenness))+\r\n theme_classic()+\r\n labs(y=\"Simpson's Evenness\", x=\"Year\")+\r\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\r\n\r\n\r\n\r\n\r\nDo you see any patterns in the evenness between years?\r\nUsing community_diversity()\r\nShannon’s diversity\r\nSpecies richness and evenness are very simple ways to look at species diversity. However, as you learned from the rank abundance curves, species have different abundances within the community, with some species having very high abundance and most species having low abundance. Species richness does not take into account the relative abundances of each species, which limits the inferences we can make. The Shannon-Weiner diversity metric does take into account these relative abundances when calculating the diversity of a community and allows us to make more meaningful inferences about how biodiversity is changing over time.\r\nThe codyn package allows you to calculate the Shannon diversity index for a single site over time using the community_diversity() function. We will again use the data from the stream with the high logging intensity. Luckily, this function has the exact same syntax as the community_structure() function! The only difference is that the options for the metric argument are Shannon and InverseSimpson. We will first use Shannon.\r\n\r\n\r\nshannon_div_high<-community_diversity(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\", replicate.var=\"replicate\", metric=\"Shannon\")\r\n\r\n\r\n\r\nLet’s take a look at the output for this function.\r\n\r\n\r\nhead(shannon_div_high)\r\n\r\n\r\n year replicate Shannon\r\n1 1995 1 1.836002\r\n2 1996 1 2.044210\r\n3 1997 1 2.107977\r\n4 1998 1 2.016146\r\n5 1999 1 1.948510\r\n6 2001 1 2.297970\r\n\r\nYou can see it gives us a data frame of year, replicate, and Shannon, which is our measure of Shannon diversity.\r\nPlot Shannon’s diversity\r\nWe can plot these to see change over time.\r\n\r\n\r\nggplot()+\r\n geom_point(shannon_div_high, mapping=aes(x=year, y=Shannon))+\r\n theme_classic()+\r\n labs(y=\"Shannon Diversity\", x=\"Year\")+\r\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\r\n\r\n\r\n\r\n\r\nSimpson’s diversity\r\nWe can also use the same function to calculate Simpson’s diversity by simply changing the metric argument to InverseSimpson.\r\n\r\n\r\nsimpson_div_high<-community_diversity(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\", replicate.var=\"replicate\", metric=\"InverseSimpson\")\r\n\r\n\r\n\r\nWe can look at the output.\r\n\r\n\r\nhead(simpson_div_high)\r\n\r\n\r\n year replicate InverseSimpson\r\n1 1995 1 3.757421\r\n2 1996 1 6.364238\r\n3 1997 1 5.498534\r\n4 1998 1 5.016063\r\n5 1999 1 5.310341\r\n6 2001 1 6.122265\r\n\r\nPlot Simpson’s diversity\r\nAnd then plot.\r\n\r\n\r\nggplot()+\r\n geom_point(simpson_div_high, mapping=aes(x=year, y=InverseSimpson))+\r\n theme_classic()+\r\n labs(y=\"Simpson Diversity\", x=\"Year\")+\r\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\r\n\r\n\r\n\r\n\r\nHow do these patterns compare to the patterns of Shannon’s diversity over time? How do the values compare?\r\nActivity\r\nCalculate richness, evenness, and diversity using both the Shannon and Simpson indices for the streams with low intensity logging, high intensity logging, and no logging. The data for these streams are subset_codyn_low, subset_codyn_high, and subset_codyn_ctrl. Plot these indices. Do you see any patterns across years? How do these compare to the patterns in the high intensity logging stream?\r\nReferences\r\nI got the equations from this paper: DOI:10.1007/s10531-016-1261-0\r\n\r\n\r\n\r\n", - "preview": "lessons/2022-08-26-species-richness-rank-abundance-curves/distill-preview.png", - "last_modified": "2022-09-09T14:45:33-04:00", ->>>>>>> 77306f16a7ab308ffc670e18f1e396adc3b949bf - "input_file": "species-richness-rank-abundance-curves.knit.md" + "last_modified": "2022-09-24T21:24:18-04:00", + "input_file": {} }, { "path": "lessons/2022-06-03-chronic-wasting-disease/", @@ -48,32 +42,32 @@ "categories": [], "contents": "\n\n\n\n\n\n\n", "preview": {}, - "last_modified": "2022-08-31T20:30:15-06:00", + "last_modified": "2022-09-24T21:24:18-04:00", "input_file": {} }, { "path": "lessons/2022-04-07-alberta-trees-tutorial/", "title": "Alberta Trees Tutorial", - "description": "A short description of the post.", + "description": "Seasonal and annual dynamics of western Canadian boreal forest plant communities: a legacy dataset spanning four decades", "author": [ { - "name": "Jhoan Chavez", - "url": {} + "name": "Zihaohan Sang", + "url": "zihaohan@ualberta.ca" }, { - "name": "Zihaohan Sang", - "url": {} + "name": "Rolando Trejo", + "url": "rolando.trejo.perez@umontreal.ca" }, { - "name": "Rolando Trejo Pérez", - "url": {} + "name": "Jhoan Chavez", + "url": "chavez@unbc.ca" } ], "date": "2022-04-07", "categories": [], - "contents": "\n\n\n\n\n\n\n", + "contents": "\nWelcome to the Alberta trees tutorial. This tutorial was built using rescued data by Amelia Hesketh, Jenna Loesberg, Ellen Bledsoe, Justine Karst, and Ellen Macdonald in 2021 from an Alberta legacy dataset spanning four decades (1980-2015). Dataset is available in Borealis.\nThe tutorial is divided into two ecological topics. The first topic corresponds to vascular diversity, and the second topic is related to tree rings. More precisely, the Alberta trees tutorial focuses on i) the vascular plant diversity variation along space and environment and ii) the tree ring dynamics over time.\nThis tutorial was created with the open-source software R using learnr package and deployed using Shiny. The entire code to reproduce the results and graphics provided in this tutorial is available in the Living Data Working Group project through this GitHub repository. Other packages used in this tutorial were htmlwidgets,vembedr, tidyverse, readr, ggplot2, multcompView, MuMIn, rpart, rpart.plot, plotly, dplyr, jtools, and interactions.\n\n\n\n\n\n\n", "preview": {}, - "last_modified": "2022-08-31T20:30:15-06:00", + "last_modified": "2022-09-25T16:36:45-04:00", "input_file": {} }, { @@ -94,7 +88,7 @@ "categories": [], "contents": "\nThis tutorial uses a tree damage dataset from Anticosti Island during\na hemlock looper outbreak in 1973. The dataset can be found on the\ngovernment of Canada’s official data\nportal. We would like to thank Anne Cotton-Gagnon, MSc, and\nChristian Hébert, PhD, from Natural Resources Canada and the Laurentian\nForestry Centre for their insights on the original datasets and access\nto the reports and maps associated with such.\nThe tutorial was built with the free and open-source software\nenvironment R using the leanr package and and\ndeployed using Shiny. You can\nfind the project folders and files in this GitHub\nrepository.\nThe present tutorial was developed by Victoria Marie Glynn who is a\nPhD student at McGill University in Montréal, Québec, and Maxime Fraser\nFranco who is a PhD student at the Université du Québec à Montréal\n(UQAM) in Montréal, Québec. Please feel free to contact us if you have\nany question (you can do that by clicking on our names on this page\nheader).\n\n\n\n\n\n\n", "preview": {}, - "last_modified": "2022-08-31T20:30:15-06:00", + "last_modified": "2022-09-24T21:24:18-04:00", "input_file": {} }, { @@ -119,49 +113,7 @@ "categories": [], "contents": "\n\nContents\nLoad Packages\nLoad Data\nUsing\nthe codyn package to analyze diversity data over\ntime\nUsing\ncommunity_structure()\nSpecies Richness and\nEvenness\nPlot species richness\nPlot species evenness\n\n\nUsing\ncommunity_diversity()\nShannon’s diversity\nPlot Shannon’s diversity\n\nSimpson’s diversity\nPlot Simpson’s diversity\n\n\nActivity\n\nLoad Packages\nWe will be using the codyn package for this tutorial. We\nwill also use ggplot2 and dplyr for plotting\nand cleaning.\n\n\nlibrary(ggplot2)\nlibrary(codyn)\nlibrary(dplyr)\n\n\n\nLoad Data\nThese data are from the Turkey Lakes watershed experiment. This\ndataset contains the abundances of benthic invertebrate species measured\nin the May and June from 1995 to 2001. They recorded the type and number\nof invertebrates in an area of the stream, with 10 replicates per\nsampling event. These forests next to these streams were logged in 1997\nwith varying harvest intensities, with low, medium, and high intensity\nharvest and a control stream with no forest harvest. We will using the\ncodyn package to analyze the diversity of these benthic\ninvertebrates over time.\n\n\ndata<-read.csv(\"stream_invertebrates.csv\")\nhead(data)\n\n\n year species treatment replicate abundance\n1 1995 Alloperla control 1 0\n2 1995 Alloperla control 2 0\n3 1995 Alloperla control 3 4\n4 1995 Alloperla control 4 3\n5 1995 Alloperla control 5 3\n6 1995 Alloperla control 6 3\n\nFor many functions, the codyn package can only look at\ndata from one stream at a time. So first we will separate each stream\ninto it’s own data frame.\n\n\n# high intensity logging treatment\nsubset_codyn_high <- data %>%\n filter(treatment == \"high\")\n# medium intensity logging treatment\nsubset_codyn_med <- data %>%\n filter(treatment == \"medium\")\n# low intensity logging treatment\nsubset_codyn_low <- data %>%\n filter(treatment == \"low\") \n# control stream (no logging)\nsubset_codyn_ctrl <- data %>%\n filter(treatment==\"control\")\n\n\n\nUsing\nthe codyn package to analyze diversity data over time\nEcologists are often interested in how diversity changes over time in\none place. This is particularly interesting when you are looking at how\nspecies diversity responds to environmental change. This environmental\nchange can be a single disturbance event such as a forest fire or more\nlong-term change such as temperature increases due to climate change.\nThe Turkey Lakes dataset provides us with an opportunity to look at how\nthe diversity of benthic invertebrates changes over time and in response\nto logging. We can compare the diversity of different streams with\ndifferent logging intensities and we can also compare the diversity of\nstreams.\nThe codyn package allows us to analyze the change in\nbiodiversity over time using different metrics.\nUsing\ncommunity_structure()\ncommunity_structure() is a function in the package\ncodyn that calculates species richness and evenness.\nSpecies Richness and\nEvenness\nFor example, we can use community_structure() to look at\nthe change in species richness and evenness over time in one of the\nTurkey Lake streams. We will choose the stream with high logging\nintensity as an example. This function can only look at one stream at a\ntime so make sure to subset out the stream that you are interested\nin.\nLet’s take a look at the high intensity logging stream data.\n\n\nhead(subset_codyn_high)\n\n\n year species treatment replicate abundance\n1 1995 Amphinemura high 1 9\n2 1995 Amphinemura high 2 24\n3 1995 Amphinemura high 3 53\n4 1995 Amphinemura high 4 15\n5 1995 Amphinemura high 5 59\n6 1995 Amphinemura high 6 37\n\nAs you can see, there is a column for year, species, replicate, and\nabundance.\nThe community structure function has five arguments. The first is\ndf where you put in the data frame of interest, in our case\nsubset_codyn_high. The time.var argument is\nwhere you put in your time variable (year), the\nabundance.var argument is where you put the column that holds the\nabundance variable (abundance) and the\nreplicate.var argument holds the column with the replicates\n(replicate). In the metric argument, you can\nspecify the metric of evenness that you want the function to calculate.\nThere are three possible metrics: Evar,\nSimpsonEvenness, and EQ, which all calculate\nevenness in different ways. We will use Simpson’s Evenness in this\ntutorial. Remember, if you ever need a refresher on the syntax you can\ntype ?community_structure into the R script.\n\n\nrichness_high<-community_structure(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\",\n replicate.var=\"replicate\", metric=\"SimpsonEvenness\")\n\n\n\nWe can take a look at the output.\n\n\nhead(richness_high)\n\n\n year replicate richness SimpsonEvenness\n1 1995 1 17 0.2210248\n2 1996 1 11 0.5785671\n3 1997 1 16 0.3436584\n4 1998 1 18 0.2786702\n5 1999 1 15 0.3540228\n6 2001 1 23 0.2661854\n\nAs you can see, this returns a data frame with the year, replicate,\nrichness calculation, and evenness measure. It calculates richness and\nevenness separately for each replicate sample in the stream, so we have\na measure of variability within samples as well as variability across\nyears.\nPlot species richness\nWe can plot this data frame to see the changes over time.\n\n\n\nHere is a plot of species richness, with a different value for each\nreplicate. The red line is the year that the streams were logged. Do you\nsee any change? Do you think there are any significant patterns? How\ndoes the variability between replicates compare to the variability\nbetween years?\nPlot species evenness\nWe can also plot species evenness over time.\n\n\n\nDo you see any patterns in the evenness between years?\nUsing\ncommunity_diversity()\nShannon’s diversity\nSpecies richness and evenness are very simple ways to look at species\ndiversity. However, as you learned from the rank abundance curves,\nspecies have different abundances within the community, with some\nspecies having very high abundance and most species having low\nabundance. Species richness does not take into account the relative\nabundances of each species, which limits the inferences we can make. The\nShannon-Weiner diversity metric does take into account these relative\nabundances when calculating the diversity of a community and allows us\nto make more meaningful inferences about how biodiversity is changing\nover time.\nThe codyn package allows you to calculate the Shannon\ndiversity index for a single site over time using the\ncommunity_diversity() function. We will again use the data\nfrom the stream with the high logging intensity. Luckily, this function\nhas the exact same syntax as the community_structure()\nfunction! The only difference is that the options for the\nmetric argument are Shannon and\nInverseSimpson. We will first use Shannon.\n\n\nshannon_div_high<-community_diversity(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\",\n replicate.var=\"replicate\", metric=\"Shannon\")\n\n\n\nLet’s take a look at the output for this function.\n\n\nhead(shannon_div_high)\n\n\n year replicate Shannon\n1 1995 1 1.836002\n2 1996 1 2.044210\n3 1997 1 2.107977\n4 1998 1 2.016146\n5 1999 1 1.948510\n6 2001 1 2.297970\n\nYou can see it gives us a data frame of year,\nreplicate, and Shannon, which is our measure\nof Shannon diversity.\nPlot Shannon’s diversity\nWe can plot these to see change over time.\n\n\nggplot()+\n geom_point(shannon_div_high, mapping=aes(x=year, y=Shannon))+\n theme_classic()+\n labs(y=\"Shannon Diversity\", x=\"Year\")+\n geom_vline(xintercept=1997, linetype=2, color=\"red\")\n\n\n\n\nSimpson’s diversity\nWe can also use the same function to calculate Simpson’s diversity by\nsimply changing the metric argument to\nInverseSimpson.\n\n\nsimpson_div_high<-community_diversity(df=subset_codyn_high, time.var=\"year\", abundance.var=\"abundance\",\n replicate.var=\"replicate\", metric=\"InverseSimpson\")\n\n\n\nWe can look at the output.\n\n\nhead(simpson_div_high)\n\n\n year replicate InverseSimpson\n1 1995 1 3.757421\n2 1996 1 6.364238\n3 1997 1 5.498534\n4 1998 1 5.016063\n5 1999 1 5.310341\n6 2001 1 6.122265\n\nPlot Simpson’s diversity\nAnd then plot.\n\n\n\nHow do these patterns compare to the patterns of Shannon’s diversity\nover time? How do the values compare?\nActivity\nCalculate richness, evenness, and diversity using both the Shannon\nand Simpson indices for the streams with low intensity logging, high\nintensity logging, and no logging. The data for these streams are\nsubset_codyn_low, subset_codyn_high, and\nsubset_codyn_ctrl. Plot these indices. Do you see any\npatterns across years? How do these compare to the patterns in the high\nintensity logging stream?\n\n\n\n", "preview": "lessons/2022-04-07-codyn-tutorial/codyn-tutorial_files/figure-html5/unnamed-chunk-7-1.png", - "last_modified": "2022-08-31T20:30:15-06:00", - "input_file": {} - }, - { - "path": "lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/", - "title": "Sexual Dimorphism and Sexual Selection in Tree Swallows", - "description": "This is a tutorial to get you familiar with R and explore ecological concepts through a Tree Swallow nest productivity dataset. Please download the accompanying RMarkdown file and data to follow along with this tutorial in R.", - "author": [ - { - "name": "Elizabeth Houghton", - "url": {} - }, - { - "name": "Kirsten Palmier", - "url": {} - } - ], - "date": "2022-04-07", - "categories": [], - "contents": "\n\nDownload required RMarkdown file\n\n\nDownload required data\n\nTutorial learning objectives\nIn this tutorial you will explore:\nWhether sexual dimorphism is present in a population of Tree Swallows found in Long Point, Ontario\nLife history traits of Tree Swallow\nTrade offs between the number of clutches a bird may have and the number of eggs in each clutch\nHow the sampled population of Tree Swallow’s birth rates have changed over time\nBackground of datasets\nBefore we jump into the weeds, let’s get to know our dataset!\nThe Tree Swallow (Tachycineta bicolor) is one of the most common birds in eastern North America that normally nests in tree cavities excavated by other species like woodpeckers, but also readily accepts human made nest’ boxes. Based on this quality and their abundance, Birds Canada has monitored nest boxes of tree swallows around the Long Point Biosphere Reserve, Ontario, from 1974 to 2014. Each year, May through June, volunteer research assistants check nest box contents daily, and band the adults and their young. Nest-box records are available from about 300 boxes from 3-4 sites during this period. Data collected includes nest box observations, clutch initiation dates, clutch size and egg weight, nest success, weather, insect abundance, and banding data. This data set includes all data entry related to eggs, nests, nestlings, nest check observations, and banding data from 1977 to 2014. More information on this dataset can be found here.\nAdditionally, in 2021, this dataset was quality checked and made open access by Jonathan Diamond through a Data Rescue internship with the Living Data Project, an initiative through the Canadian Institute of Ecology and Evolution that rescues legacy datasets.\n\nThrough Bird Studies Canada, Long Point Bird Observatory monitored three nest box “colonies” of Tree Swallows at Long Point, two on the “mainland” near Port Rowan (at the Port Rowan sewage lagoons and adjacent to agricultural land at Mud Creek) and the third at the tip of the Point.\n\nThe Point\nThis colony was established in its present location in 1969. The nest boxes are located about 1 km west of the Tip of the point and are arranged 24.4m apart in a grid of numbered (north-south) rows and lettered (east-west) columns. Each box is designated by its position, so box 10G is in row 10 and column G. At the present time the rows in use are 1-19 and the letters are D-K, but many positions are unfilled and there are a total of 64 boxes.\nThe Point colony area. Location of bird boxes outlined in black.The Sewage Lagoon\nThis colony was first established in 1977 and has since been expanded to a total of 77 boxes. The boxes are in two rows around the lagoon embankment, as well as across the street in a small cluster of 5 boxes.\nSewage Lagoon colony area. Location of bird boxes outlined in black.Mud Creek\nEstablished in 1987, the Mud Creek site is located 3.25 km north-northeast of Sewage Lagoon and contains 80 nest boxes. The habitat is an open, uncultivated field adjacent to a small woodlot.\nMud Creek colony area. Location of bird boxes outlined in black.For this tutorial we will be looking at the banding dataset which adults were trapped sometime between the first young hatch and when they were 12 days old. All adult birds are banded, unless previously banded. It was also recorded if the bird had a brood patch (BP) or cloacal protuberance (CP). Plumage color was recorded as blue (BLU), Brown (BRN), or Intermediate (INT). Furthermore, plumage categories and age/sex designations were assigned and a variety of size measurements were taken:\nPlumage Categories\nBLU birds (ASY) – More than 90% of the upper parts iridescent blue-green\nINT birds (AHY) – More than 50% up to 90% of upper parts iridescent blue-green (remainder dull brown or brown tinged with green)\nBRN birds (SY) – Up to 50% of upper parts iridescent blue-green (remainder > 50% dull brown or brown tinged with green)\nSex Categories\nMale = M\nFemale = F\nMeasurements of Size and Weight\nWing chord length (mm) = wing_chord\nWing chord flat (mm) = wing_flat\nTail length (mm) = tail\np_9 = primary feather length\n\nAdults are blue-green above with white below with blacking flight feathers. Photo courtesy of Max Nootbaar from the Macaulay Library.\n\nFirst year females may be brownish above with hints of blue-green; adult females can be nearly blue-green as males. Photo courtesy of Matt Davis from the Macaulay Library.\nImporting data and packages\nIn this tutorial, we will be working with Tree Swallow data collected by Bird Studies Canada, Long Point Bird Observatory as well as a few additional packages. Run the following code to import the required packages and pull in the dataset that we will be working with throughout this tutorial.\n\nShow code\nlibrary(dplyr)\nlibrary(ggplot2)\nlibrary(tidyr)\nlibrary(lubridate)\nlibrary(reshape)\nlibrary(readr)\nlibrary(ggpubr)\n# Here we are pulling the actual datasets into R\nbanding <- read.csv(\"TRES/banding_final.csv\")\nbanding_nest <- read.csv(\"TRES/banding_nest_final.csv\")\nnest <- read.csv(\"TRES/nest_final.csv\")\n\n\n\n\nShow code\n# Now, we want to make sure the class of our data is correct before we move forward:\nstr(banding)\n\n\n'data.frame': 1602 obs. of 13 variables:\n $ band_or_recapture: chr \"R\" \"R\" \"R\" \"R\" ...\n $ band_number : num 1831 1881 2171 1881 2351 ...\n $ sex : chr \"F\" \"F\" \"F\" \"M\" ...\n $ colour : chr \"BLU\" \"BLU\" \"BLU\" \"BLU\" ...\n $ wing_chord : num 116 115 112 123 118 123 110 111 112 117 ...\n $ wing_flat : num 119 119 114 124 119 125 112 113 114 118 ...\n $ tail : num 58 54 55 60 58 56 55 52 55 54 ...\n $ p_9 : int 89 90 88 96 92 97 89 87 90 92 ...\n $ weight : num 22 19.6 21.5 21.1 22.1 20.5 20 21.6 19.8 20.5 ...\n $ date : chr \"2010-06-01\" \"2010-06-01\" \"2010-06-01\" \"2010-06-01\" ...\n $ nest_box : chr \"PT4G\" \"PT2F\" \"PT15G\" \"PT4G\" ...\n $ age_code : chr \"ASY\" \"ASY\" \"ASY\" \"AHY\" ...\n $ year : int 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 ...\nShow code\n# lets go ahead and convert the sex and nest_box column class into factors:\nbanding$sex <- as.factor(banding$sex)\nbanding$nest_box <- as.factor(banding$nest_box)\nstr(banding_nest)\n\n\n'data.frame': 1002 obs. of 16 variables:\n $ band_number : num 1671 1672 1672 1771 1771 ...\n $ year : int 2010 2010 2010 2010 2010 2011 2011 2012 2010 2011 ...\n $ sex : chr \"M\" \"F\" \"F\" \"F\" ...\n $ colour : chr \"BLU\" \"BLU\" \"BLU\" \"BLU\" ...\n $ wing_chord : num 116 120 118 120 116 115 114 109 112 115 ...\n $ wing_flat : num 117 121 119 121 118 117 116 111 114 119 ...\n $ tail : num 55 47 53 52 54 55 58 60 46 56 ...\n $ p_9 : int 89 92 93 95 91 95 88 88 92 91 ...\n $ weight : num 20 22.5 23.8 19.7 19.5 ...\n $ date : chr \"2015-06-01\" \"2015-06-01\" \"2017-06-01\" \"2017-06-01\" ...\n $ nest_box : chr \"PT16I\" \"PT16I\" \"PT19F\" \"PT09F\" ...\n $ clutch_size : int 6 6 5 6 4 3 6 6 4 5 ...\n $ clutch_number : int 1 1 1 1 1 1 1 1 1 1 ...\n $ no_of_young_fledged: int 6 6 4 4 4 1 4 6 4 5 ...\n $ number_hatch : int 6 6 4 4 4 2 6 6 4 5 ...\n $ location : chr \"PT\" \"PT\" \"PT\" \"PT\" ...\nShow code\n# fix class\nbanding_nest$sex <- as.factor(banding_nest$sex)\nbanding_nest$nest_box <- as.factor(banding_nest$nest_box)\nbanding_nest$location <- as.factor(banding_nest$location)\nstr(banding_nest)\n\n\n'data.frame': 1002 obs. of 16 variables:\n $ band_number : num 1671 1672 1672 1771 1771 ...\n $ year : int 2010 2010 2010 2010 2010 2011 2011 2012 2010 2011 ...\n $ sex : Factor w/ 2 levels \"F\",\"M\": 2 1 1 1 1 1 1 1 1 1 ...\n $ colour : chr \"BLU\" \"BLU\" \"BLU\" \"BLU\" ...\n $ wing_chord : num 116 120 118 120 116 115 114 109 112 115 ...\n $ wing_flat : num 117 121 119 121 118 117 116 111 114 119 ...\n $ tail : num 55 47 53 52 54 55 58 60 46 56 ...\n $ p_9 : int 89 92 93 95 91 95 88 88 92 91 ...\n $ weight : num 20 22.5 23.8 19.7 19.5 ...\n $ date : chr \"2015-06-01\" \"2015-06-01\" \"2017-06-01\" \"2017-06-01\" ...\n $ nest_box : Factor w/ 218 levels \"MC01\",\"MC02\",..: 134 134 142 99 214 214 143 202 33 26 ...\n $ clutch_size : int 6 6 5 6 4 3 6 6 4 5 ...\n $ clutch_number : int 1 1 1 1 1 1 1 1 1 1 ...\n $ no_of_young_fledged: int 6 6 4 4 4 1 4 6 4 5 ...\n $ number_hatch : int 6 6 4 4 4 2 6 6 4 5 ...\n $ location : Factor w/ 3 levels \"MC\",\"PT\",\"SL\": 2 2 2 2 3 3 3 3 1 1 ...\nShow code\n# fix class\nnest$nest_code <- as.factor(nest$nest_code)\nnest$location <- as.factor(nest$location)\n\n\n\nSexual dimorphism in Tree Swallows\nSexual dimorphism is defined as the phenotypic variations within different sexes of the same species ( Andersson and Iwasa 1998). Differences can include size, weight, plumage (in birds). These differences are thought to arise through species that are part of a social mating system, in which there may be varying degrees of parental care ( Darwin 1871; Wallace 1889; Andersson and Iwasa 1998 ). This phenomenon is often seen in birds, where males are the larger sex and have more ornate plummage than females.\n\nImage from ThoughtCo.\nQuestions\nWhy do you think this phenomenon happens?\nWhy are females generally more drab?\nIn which instance to you think females would be more ornate than males? Can you think of some examples?\nTo determine if sexual dimorphism exists in this tree swallow data were will get you to explore the average size measurements taken for each bird. Since birds were tracked using a band number, and birds may have been captured multiple times throughout their life, so we will observe the differences in average size measurement taken for each bird.\n\nShow code\n# look at the following variable to see how they differ by gender : wing_chord, tail, and weight\n# will will take the mean of these measurements by band_number and gender\nwing_chord <- aggregate(wing_chord ~ band_number + sex, banding, mean)\n# Boxplot of these trends based on sex\nggplot(wing_chord, aes(factor(sex), wing_chord, fill=sex)) + \n geom_boxplot() +\n scale_fill_manual(\"\", values=c(\"M\"= \"lightskyblue\", \"F\"= \"plum3\")) + \n xlab('') +\n ylab('Wing Chord Length (mm)') +\n ggtitle(\"Wing Chord Length vs. Sex\")\n\n\n\n\nNice job! It looks like there is a difference between males and females in terms of wing chord measurements. Before moving forward, try measuring tail length and weight on your own. You’ll see we have included what your graphs should look like below for both tail and weight means by sex.\nHint Look at the example we just ran using the aggregate function first, then plot with ggplot.\n\nShow code\n# Lets go ahead and try calculating the mean tail length and weight by sex and band number and graph boxplots of these values:\n#### these are the answers ###\ntail <- aggregate(tail ~ band_number + sex, banding, mean)\nweight <- aggregate(weight ~ band_number + sex, banding, mean)\nggplot(tail, aes(factor(sex), tail, fill=sex)) + \n geom_boxplot() +\n scale_fill_manual(\"\", values=c(\"M\"= \"lightskyblue\", \"F\"= \"plum3\")) + \n xlab('') +\n ylab('Tail Length (mm)') +\n ggtitle(\"Tail Length vs. Sex\")\n\n\nShow code\nggplot(weight, aes(factor(sex), weight, fill=sex)) + \n geom_boxplot() +\n scale_fill_manual(\"\", values=c(\"M\"= \"lightskyblue\", \"F\"= \"plum3\")) + \n xlab('') +\n ylab('Weight (g)') +\n ggtitle(\"Bird Weight vs. Sex\")\n\n\n\n\nNow, to get a sense of how much the wind chord length, tail length, and weight differs between male and female tree swallows lets find the mean value for each.\n\nShow code\n# can calculate the mean female and male wing flat length like this (using aggregate()) or could subset by sex and then calculate\nwing_chord.avg <- aggregate(wing_chord ~ sex, wing_chord, mean)\nwing_chord.avg\n\n\n sex wing_chord\n1 F 113.5396\n2 M 117.9625\n\nCalculate the tail and weight average on your own. Cross reference your calculations with the ones below.\n\nShow code\ntail.avg <- aggregate(tail ~ sex, tail, mean)\nweight.avg <- aggregate(weight ~ sex, weight, mean)\ntail.avg\n\n\n sex tail\n1 F 54.26951\n2 M 55.69233\nShow code\nweight.avg\n\n\n sex weight\n1 F 20.46923\n2 M 20.72255\n\nBefore we head to our next section, check out this ornate mating dance between males and female birds of paradise. Note the sexual dimorphism between the males and females!\n\n\n\n\n\n\n\nQuestions\nWhat is the average wing chord length, tail length, and weight of the male tree swallows?\nWhat is the average wing chord length, tail length, and weight of the female tree swallows?\nDo these findings suggest that there is some level of sexual dimorphism in tree swallows?\nWhat type of pressures could lead to sexual dimorphism in tree swallows?\nAspects of Tree Swallow Life History\nHow and why do organisms evolve over time? How does natural selection, and other evolutionary forces, shape organisms over time so that they are more likely to survive and reproduce? These are some pretty big questions that Life History Theory tries to answer. Although we won’t dive into all aspects of life history with our Tree Swallow datasets, we will explore some possible connections including: trade-offs between clutch size and clutch number, whether or not bigger birds produce larger clutches, and if clutch sizes have changed over time.\nTrade-offs\nTrade-offs exist when “an increase in one life history trait (improving fitness) is coupled to a decrease in another life history trait (reducing fitness), so that the fitness benefit through increasing trait 1 is balanced against a fitness cost through decreasing trait 2” Fabian and Flatt, 2012. Traits can either be described as negative phenotypic, or genetic correlations between fitness components of individuals in a given population. Trade-offs are generally caused by limited resources, and competition for these resources, to one life history trait verses the other within an individual. For example, an organism might have a relatively short lifespan–but produce many offspring, or vice versa (think about mayflies vs. elephants for example).\n\n(Image from Fabian and Flatt 2012)\nLife history trade-offs\nA negative genetic (or phenotypic) correlation, i.e. a trade-off, between reproduction (e.g., # of eggs produced) and adult survival, one of the most commonly found negative relationships between life history traits.\nThe so-called Y model of resource allocation trade-offs. In this example, a limited resource (e.g., a nutrient) is aquired and differentially (competitively) allocated (invtested) into physiological processes that affect survival at the expense of investment into reproductive functions (e.g., egg production, fecundity).\nA useful way of thinking about resource allocation trade-offs is to imagine the life history as being a finite pie.\n\nShow code\n# to visualize whether there may be a trade off between clutch size and the number of clutches in a nest lets visualize these factors in a box plot\n# the 'nest' dataset contains records of the clutch numbers found in nest boxes across Long Point dating back to 1987!\n# lets take a quick look at the dataset first to figure out what we need to plot\nhead(nest)\n\n\n year nest_box clutch_number location nest_code clutch_size\n1 1987 MC02 2 MC MC1987M02 3\n2 1987 MC03 1 MC MC1987M03 5\n3 1987 MC04 1 MC MC1987M04 4\n4 1987 MC07 1 MC MC1987M07 5\n5 1987 MC08 1 MC MC1987M08 6\n6 1987 MC10 1 MC MC1987M10 5\nShow code\n# we want to look at how clutch size (clutch_size) may vary between the first and second clutch (clutch_number)\nggplot(nest, aes(factor(clutch_number), clutch_size)) + \n geom_boxplot(outlier.colour=\"black\", outlier.size=0.5, position = position_dodge(preserve = \"single\")) +\n xlab('Clutch Number') +\n ylab('Clutch Size') +\n ggtitle(\"Clutch Size vs. Clutch Number\") +\n scale_y_continuous(breaks = seq(0, 13, by = 1)) +\n theme(plot.title = element_text(hjust = 0.5))\n\n\nShow code\n# example on how to calculate the average clutch size for clutch number 1 and 2\naggregate(clutch_size ~ clutch_number, nest, mean )\n\n\n clutch_number clutch_size\n1 1 5.613377\n2 2 4.796196\n\nQuestion\nWhat is the average clutch size for the first and second clutches?\nYou may have noticed that the second clutches are slightly smaller than the first clutches! However, in order to confirm that there is a statistically significant difference between the two clutch sizes you would need to complete some sort of statistical analysis (e.g a t-test).\nDo larger birds have bigger clutches?\nIs the size and weight of the bird at maturity related to the clutch size? Lets look at wing chord length, tail length, and bird weight to investigate this and lets separate our analysis my male and female birds\n\nShow code\n# First, lets find the mean wing chord length when grouped by year, nest_box, sex, clutch_number, clutch_size and band number\n# wing_chord\nbanding_nest.wing_chord <- aggregate(wing_chord ~ year + sex + nest_box + clutch_number + band_number + clutch_size, banding_nest, mean)\nhead(banding_nest.wing_chord)\n\n\n year sex nest_box clutch_number band_number clutch_size wing_chord\n1 2010 F PT11K 1 1831.384 2 121\n2 2010 M PT11K 1 1881.064 2 125\n3 2012 M MC01 2 2401.772 2 116\n4 2012 F MC14 1 2401.772 2 118\n5 2012 F MC59 1 2401.772 2 118\n6 2012 M MC14 1 2401.779 2 119\nShow code\n# lets see if we see any patterns between the number of eggs there are per clutch (clutch_size) and the weight or size of the parent tree swallow\nplot(clutch_size ~ wing_chord, banding_nest.wing_chord,\n main=\"Clutch Size vs Parent Wing Chord Length\",\n pch=20,\n col=sex,\n xlab=\"Wing Chord Length (mm)\", \n ylab=\"Clutch Size\")\nlegend(\"topright\", legend= levels(banding_nest.wing_chord$sex),\n col= 1:2, pch = 20, cex=0.9)\n\n\n\n\nNow, you look at tail and weight variables. Compare your results to the results below.\nHint Use similar code to the code above, but change the variables to reflect what you are intersted in looking at.\n\nShow code\n# tail\nbanding_nest.tail <- aggregate(tail ~ year + sex + nest_box + clutch_number + band_number + clutch_size, banding_nest, mean)\n# weight\nbanding_nest.weight <- aggregate(weight ~ year + sex + nest_box + clutch_number + band_number + clutch_size, banding_nest, mean)\nplot(clutch_size ~ tail, banding_nest.tail,\n main=\"Clutch Size vs Parent Tail Length\",\n pch=20,\n col=sex,\n xlab=\"Tail Length (mm)\", \n ylab=\"Clutch Size\")\nlegend(\"topright\", legend= levels(banding_nest.tail$sex),\n col= 1:2, pch = 20, cex=0.9)\n\n\nShow code\nplot(clutch_size ~ weight,banding_nest.weight,\n main=\"Clutch size vs Parent Bird Weight\",\n pch=20,\n col=sex,\n xlab=\"Weight (g)\", \n ylab=\"Clutch Size\")\nlegend(\"topright\", legend= levels(banding_nest.weight$sex),\n col= 1:2, pch = 20, cex=0.9)\n\n\n\n\nChanges through time\nCould bird communities be changing over time as a result of climate change or other environmental shifts? Lets observe if the average clutch size over time is changing.\n\nShow code\n# first we want to take the average clutch size that was sampled from all of the nest boxes each year\nnest.average <- aggregate(clutch_size ~ year, nest, mean)\n#Then, we'll run a linear regression to test the relationship between clutch size and year. \nlm_clutch_size <- summary(lm(clutch_size ~ year, data= nest.average))\nr2_0 <- lm_clutch_size$r.squared # for R-squared labels\nrlabel_0 <- bquote(italic(R)^2 == .(format(r2_0, digits = 3)))\nplot(clutch_size ~ year, data=nest.average,\n main=\"Yearly Average Clutch Size over Time\",\n pch=16,\n xlab=\"Year\", \n ylab=\"Yearly Average Clutch Size\",\n cex.main=1.25, \n cex.lab=1)\nabline(lm(clutch_size ~ year, data=nest.average))\ntext(2010, 6.2, rlabel_0)\n\n\n\n\nIt may appear that the average clutch size is declining overtime however when looking at the R^2 value of this linear regression we can see that this relationship is not a strong one.\nTake-homes\nAfter going through these data you have now had the opportunity to learn a bit about tree swallows, and more specifically look at a ‘community’ of tree swallows found in Long Point, ON. This population appeared to show signs of sexual dimorphism, where the male swallows had longer wing chords and tails and were heavier. As well, we noticed that there appeared t be a trade off between clutch size and the number of clutched in a nest. An important thing to not is that these relationships were speculative and statistical analyses will be required to support these findings in this population.\nLastly, these data did not show trends of larger birds having more eggs and we observed no conclusive temporal trends of changes in birth rates over time. It is not uncommon that data is collected with certain hypotheses in mind and trend or relationships are ultimately not found to support these hypotheses!\n\n\n\n", - "preview": "lessons/2022-04-07-sexual-dimorphism-and-sexual-selection/sexual-dimorphism-and-sexual-selection_files/figure-html5/unnamed-chunk-5-1.png", - "last_modified": "2022-08-31T20:30:15-06:00", - "input_file": {} - }, - { - "path": "lessons/2022-04-07-tree-swallow-dataset/", - "title": "Getting familiar with R and the Tree Swallow Dataset", - "description": "This is a tutorial to get you familiar with R and explore ecological concepts through a Tree Swallow nest productivity dataset. Please download the accompanying RMarkdown file and data to follow along with this tutorial in R.", - "author": [ - { - "name": "Elizabeth Houghton", - "url": {} - }, - { - "name": "Kirsten Palmier", - "url": {} - } - ], - "date": "2022-04-07", - "categories": [], - "contents": "\n\nDownload required RMarkdown file\n\n\nDownload required data\n\nTutorial Learning Objectives\nIn this tutorial you will learn how to:\nLearn to work with data within R studio\nUse simple commands in R (e.g., subsetting, changing class, aggregating data)\nGraph a simple bar chart\nGraph a time series\n\nObserve trends in figures\nTree Swallow Nest Productivity\nBefore we jump into the weeds, let’s get to know our dataset!\nThe Tree Swallow (Tachycineta bicolor) is one of the most common birds in eastern North America that normally nests in tree cavities excavated by other species like woodpeckers, but also readily accepts human made nest’ boxes. Based on this quality and their abundance, Birds Canada has monitored nest boxes of tree swallows around the Long Point Biosphere Reserve, Ontario, from 1974 to 2014. Each year, May through June, volunteer research assistants check nest box contents daily, and band the adults and their young. Nest-box records are available from about 300 boxes from 3-4 sites during this period. Data collected includes nest box observations, clutch initiation dates, clutch size and egg weight, nest success, weather, insect abundance, and banding data. This data set includes all data entry related to eggs, nests, nestlings, nest check observations, and banding data from 1977 to 2014. More information on this dataset can be found here.\nAdditionally, in 2021, this dataset was quality checked and made open access by Jonathan Diamond through a Data Rescue internship with the Living Data Project, an initiative through the Canadian Institute of Ecology and Evolution that rescues legacy datasets.\n\nThrough Bird Studies Canada, Long Point Bird Observatory monitored three nest box “colonies” of Tree Swallows at Long Point, two on the “mainland” near Port Rowan (at the Port Rowan sewage lagoons and adjacent to agricultural land at mudd creek) and the third at the tip of the Point.\n\nThe Point\nThis colony was established in its present location in 1969. The nest boxes are located about 1 km west of the Tip of the point and are arranged 24.4m apart in a grid of numbered (north-south) rows and lettered (east-west) columns. Each box is designated by its position, so box 10G is in row 10 and column G. At the present time the rows in use are 1-19 and the letters are D-K, but many positions are unfilled and there are a total of 64 boxes.\nThe Point colony area. Location of bird boxes outlined in black.The Sewage Lagoon\nThis colony was first established in 1977 and has since been expanded to a total of 77 boxes. The boxes are in two rows around the lagoon embankment, as well as across the street in a small cluster of 5 boxes.\nSewage Lagoon colony area. Location of bird boxes outlined in black.Mud Creek\nEstablished in 1987, the Mud Creek site is located 3.25 km north-northeast of Sewage Lagoon and contains 80 nest boxes. The habitat is an open, uncultivated field adjacent to a small woodlot.\nMud Creek colony area. Location of bird boxes outlined in black.Installing R\nTo navigate and complete the following tutorials you will be required to install R and we encourage you to install R Studio.\nR is a freely available software and the most recent version of R can be downloaded from: https://cran.r-project.org. After you have installed R, we encourage you to download R Studio as it provides a more user friendly interface to interact with R. R Studio Desktop is freely available from https://rstudio.com/products/rstudio/download/.\nThe final piece of software that is required for completing the practicals is rmarkdown. R Markdown documents weave together narrative text and code to produce formatted, fully reproducible outputs. If you are unfamiliar with R Markdown, a short tutorial is available from https://rmarkdown.rstudio.com/articles_intro.html.\nOverview of R concepts\nIn this next section we are going to walk you through a few of the concepts you need to understand in order to work with data in R.\nImporting data and packages\nIn order to work with certain set of data in R, you must first pull them into the program.\n\nShow code\n# Before we can pull packages into R, you will first have to install them onto your computer. Run the following code to download the required packages (without the #s, you only need to install them once):\n\n# install.packages(\"dplyr\")\n# install.packages(\"ggplot2\")\n# install.packages(\"tidyr\")\n# install.packages(\"lubridate\")\n# install.packages(\"reshape\")\n# install.packages(\"readr\")\n\n# Now we can start running those packages by calling on them using the following code:\nlibrary(dplyr)\nlibrary(ggplot2)\nlibrary(tidyr)\nlibrary(lubridate)\nlibrary(reshape)\nlibrary(readr)\n\n# And lastly, we need to pull the actual datasets into R\nbanding <- read.csv(\"TRES/banding_final.csv\") #this dataset set contains banding information\nnest <- read.csv(\"TRES/nest_final.csv\") #this dataset contains nest information\nnestling <- read.csv(\"TRES/nestling_final.csv\") #this dataset contains nestling information\n\n\n\nData Exploration\nLet’s do some data exploring! First, let’s see what is in the banding dataset. This will help give us a better idea of what we can look at.\n\nShow code\n# look into the first few rows of the banding dataset. You can do this using the head() function\nhead(banding) #where head() is the function and banding is the dataset\n\n\n band_or_recapture band_number sex colour wing_chord wing_flat tail\n1 R 1831.386 F BLU 116 119 58\n2 R 1881.065 F BLU 115 119 54\n3 R 2171.200 F BLU 112 114 55\n4 R 1881.064 M BLU 123 124 60\n5 B 2351.397 M BLU 118 119 58\n6 R 1881.042 M BLU 123 125 56\n p_9 weight date nest_box age_code year\n1 89 22.0 2010-06-01 PT4G ASY 2010\n2 90 19.6 2010-06-01 PT2F ASY 2010\n3 88 21.5 2010-06-01 PT15G ASY 2010\n4 96 21.1 2010-06-01 PT4G AHY 2010\n5 92 22.1 2010-06-01 PT15G AHY 2010\n6 97 20.5 2010-06-01 PT2F AHY 2010\n\nYou can dig in deeper by using the summary() and str() functions\n\nShow code\n# summarise the banding dataset\nsummary(banding) \n\n\n band_or_recapture band_number sex \n Length:1602 Min. :1381 Length:1602 \n Class :character 1st Qu.:2312 Class :character \n Mode :character Median :2351 Mode :character \n Mean :2310 \n 3rd Qu.:2402 \n Max. :5212 \n colour wing_chord wing_flat tail \n Length:1602 Min. :100.0 Min. :102.0 Min. :44.00 \n Class :character 1st Qu.:113.0 1st Qu.:115.0 1st Qu.:53.00 \n Mode :character Median :116.0 Median :118.0 Median :55.00 \n Mean :115.7 Mean :117.9 Mean :54.98 \n 3rd Qu.:118.0 3rd Qu.:121.0 3rd Qu.:57.00 \n Max. :129.0 Max. :130.0 Max. :69.00 \n p_9 weight date \n Min. : 78.00 Min. :16.50 Length:1602 \n 1st Qu.: 90.00 1st Qu.:19.80 Class :character \n Median : 92.00 Median :20.50 Mode :character \n Mean : 92.39 Mean :20.58 \n 3rd Qu.: 95.00 3rd Qu.:21.40 \n Max. :109.00 Max. :25.90 \n nest_box age_code year \n Length:1602 Length:1602 Min. :2010 \n Class :character Class :character 1st Qu.:2011 \n Mode :character Mode :character Median :2012 \n Mean :2012 \n 3rd Qu.:2013 \n Max. :2014 \nShow code\n# check the structure of the banding dataset\nstr(banding) #This is important, because the variables need to match what they are being used for (i.e., to calculate mean, the variable must be numeric, not a character type)\n\n\n'data.frame': 1602 obs. of 13 variables:\n $ band_or_recapture: chr \"R\" \"R\" \"R\" \"R\" ...\n $ band_number : num 1831 1881 2171 1881 2351 ...\n $ sex : chr \"F\" \"F\" \"F\" \"M\" ...\n $ colour : chr \"BLU\" \"BLU\" \"BLU\" \"BLU\" ...\n $ wing_chord : num 116 115 112 123 118 123 110 111 112 117 ...\n $ wing_flat : num 119 119 114 124 119 125 112 113 114 118 ...\n $ tail : num 58 54 55 60 58 56 55 52 55 54 ...\n $ p_9 : int 89 90 88 96 92 97 89 87 90 92 ...\n $ weight : num 22 19.6 21.5 21.1 22.1 20.5 20 21.6 19.8 20.5 ...\n $ date : chr \"2010-06-01\" \"2010-06-01\" \"2010-06-01\" \"2010-06-01\" ...\n $ nest_box : chr \"PT4G\" \"PT2F\" \"PT15G\" \"PT4G\" ...\n $ age_code : chr \"ASY\" \"ASY\" \"ASY\" \"AHY\" ...\n $ year : int 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 ...\n\nSubsetting and conditional subsetting elements\nThe [ operator can be used to select multiple elements of an object: The [ operator can be used to extract specific rows or columns from a data set where DATA[row, column]\nThe $ operator can be used to extract elements by the element’s name\nLet’s try pulling the first row from the banding dataset\n\nShow code\nbanding[c(1),] #notice how there is a comma after c(1)? This specifies we want to subset the first row!\n\n\n band_or_recapture band_number sex colour wing_chord wing_flat tail\n1 R 1831.386 F BLU 116 119 58\n p_9 weight date nest_box age_code year\n1 89 22 2010-06-01 PT4G ASY 2010\n\nLet’s make a mini version of our banding dataset, and call it banding2, by subsetting rows 1 through 50 and columns 2, and 5 through 13\n\nShow code\nbanding2 <- banding[c(1:50), c(2,5:13)] #where banding2 is our new dataframe containing data from rows 1:50 and columns 1 and 5:13 from the banding dataset. \n\n\n\nAppplying different functions to data\nYou can also run functions on different variables of your datasets which you can select by using $. You can wrap these in different functions to calculate various things. For example, let’s try calculating the mean weight from our banding2 dataset and assign it to a new variable called mean_weight.\n\nShow code\n# This line of code creates a column in banding2 called mean_weight and assigns the mean of the column weight from banding2 to it\nbanding2$mean_weight <- mean(banding2$weight)\n\n# Let's take a quick look at banding2 now\nhead(banding2)\n\n\n band_number wing_chord wing_flat tail p_9 weight date\n1 1831.386 116 119 58 89 22.0 2010-06-01\n2 1881.065 115 119 54 90 19.6 2010-06-01\n3 2171.200 112 114 55 88 21.5 2010-06-01\n4 1881.064 123 124 60 96 21.1 2010-06-01\n5 2351.397 118 119 58 92 22.1 2010-06-01\n6 1881.042 123 125 56 97 20.5 2010-06-01\n nest_box age_code year mean_weight\n1 PT4G ASY 2010 20.815\n2 PT2F ASY 2010 20.815\n3 PT15G ASY 2010 20.815\n4 PT4G AHY 2010 20.815\n5 PT15G AHY 2010 20.815\n6 PT2F AHY 2010 20.815\n\nWhat if we wanted to calculate the mean weight of the Tree Swallows as recorded in the banding dataset based on their sex? We could do that by grouping how we calculate the mean by using the aggregate() function. The aggregate function can work to group data as follows:\naggregate(y ~ a + b + c + …, df, mean)\nWhere y is the variable you want to take the mean of, a, b, c… are variables that you are interested in grouping these means by, df is the dataframe that you are pulling these data from, and mean is instructing the command that the summary statistic you want to complete is the mean. Lets try it out!\n\nShow code\n# If we wanted to look at the average weight of female and male birds in the banding dataset we would use aggregate() like this\nbanding3 <- aggregate(weight ~ sex, banding, mean) # banding3 is where these values will be stored\nbanding3\n\n\n sex weight\n1 F 20.41623\n2 M 20.75646\n\nTry coding\n\n\n# Try looking at the mean weight of Tree Swallows grouped by sex and year, call this new data frame 'banding4'\n\n\n\nNow that you have a good handle on basic subsetting, let’s dig a little deeper and use logical operators to further subset your data.\nWhat if you want to focus in on looking at just one sex? How would you extract only data related to female birds from these data? One way to do this would be to use the subset() function and logical operators to separate out the data of interests from your data set.\n< (less than)\n<= (less than or equal to)\n> (greater than)\n>= (greater than or equal to)\n== (exactly equal to)\n!= (not equal to)\nx | y (x OR y)\nx & y (x AND y)\nIt is important to note that certain logical operators only work on certain classes of data. For example, if we looked at sex (class of factor) we can’t subset values that are less than or equal to Female (this would make no sense since Female is not a number or integer!).\n\nShow code\n# pull out female birds from your banding dataset \nhead(subset(banding, sex == \"F\")) #the head function limits the amount of rows displayed\n\n\n band_or_recapture band_number sex colour wing_chord wing_flat tail\n1 R 1831.386 F BLU 116 119 58\n2 R 1881.065 F BLU 115 119 54\n3 R 2171.200 F BLU 112 114 55\n7 B 2351.397 F BLU 110 112 55\n8 R 2321.083 F BLU 111 113 52\n9 B 2351.397 F INT 112 114 55\n p_9 weight date nest_box age_code year\n1 89 22.0 2010-06-01 PT4G ASY 2010\n2 90 19.6 2010-06-01 PT2F ASY 2010\n3 88 21.5 2010-06-01 PT15G ASY 2010\n7 89 20.0 2012-06-01 PT1J ASY 2010\n8 87 21.6 2012-06-01 PT4J ASY 2010\n9 90 19.8 2012-06-01 PT8K AHY 2010\nShow code\n# Remember, if you want to store this in a df to look at later I would have to assign it to a vector called \"female_birds\"\nfemale_birds <- subset(banding, sex == \"F\")\nhead(female_birds)\n\n\n band_or_recapture band_number sex colour wing_chord wing_flat tail\n1 R 1831.386 F BLU 116 119 58\n2 R 1881.065 F BLU 115 119 54\n3 R 2171.200 F BLU 112 114 55\n7 B 2351.397 F BLU 110 112 55\n8 R 2321.083 F BLU 111 113 52\n9 B 2351.397 F INT 112 114 55\n p_9 weight date nest_box age_code year\n1 89 22.0 2010-06-01 PT4G ASY 2010\n2 90 19.6 2010-06-01 PT2F ASY 2010\n3 88 21.5 2010-06-01 PT15G ASY 2010\n7 89 20.0 2012-06-01 PT1J ASY 2010\n8 87 21.6 2012-06-01 PT4J ASY 2010\n9 90 19.8 2012-06-01 PT8K AHY 2010\nShow code\n# what if you wanted to look at female birds that weighed over 20g?\nfemale_birds <- subset(banding, sex == \"F\" & weight > 20)\nhead(female_birds)\n\n\n band_or_recapture band_number sex colour wing_chord wing_flat tail\n1 R 1831.386 F BLU 116 119 58\n3 R 2171.200 F BLU 112 114 55\n8 R 2321.083 F BLU 111 113 52\n12 R 1771.437 F BLU 111 114 53\n13 R 2311.936 F BRO 115 117 54\n19 R 2311.933 F INT 116 119 57\n p_9 weight date nest_box age_code year\n1 89 22.0 2010-06-01 PT4G ASY 2010\n3 88 21.5 2010-06-01 PT15G ASY 2010\n8 87 21.6 2012-06-01 PT4J ASY 2010\n12 87 20.2 2012-06-01 PT11I ASY 2010\n13 91 20.2 2012-06-01 PT10G AHY 2010\n19 93 20.4 2012-06-01 PT13G AHY 2010\nShow code\n# Notice how the vector female_birds changed from 853 observations to 495 observations?\n\n\n\nTry coding\n\n\n# Try to subset a dataframe called 'male_birds' that consists of male birds with the chord_length less than or equal to 150\n\n\n\nQuestion\nHow many male birds have a chord_length less than or equal to 150?\nHaving fun yet? I know I am! Let’s look at the basics of a plot. This image was pulled from here.\n\nNow that we are refreshed in the elements of a graph, let’s graph a relatively simple bar plot with our banding data frame.\nLet’s look at the number of banded and recaptured birds there were each year. We will use ggplot to visualize the data.\n\nShow code\n# First, we will create a table base on the band_or_recapture column and the year column\ntbl1 <- with(banding, table(band_or_recapture, year)) \ntbl1\n\n\n year\nband_or_recapture 2010 2011 2012 2013 2014\n B 62 125 118 68 101\n R 179 264 292 139 254\nShow code\n# Next, we can plot our table \nggplot(as.data.frame(tbl1), aes(x =factor(year), y = Freq, fill = band_or_recapture))+ #we've changed the format of our table to a dataframe so we can plot it. \n geom_col(position = 'dodge') #geom_column is the type of graph, and position='dodge' allows us to visualize the barplots side by side.\n\n\n\n\nCongrats! You’ve made your first graph. We can change elements of the graph by adding labels and titles, changing the theme and colours of our bars.\n\nShow code\n# Add labels and change colours\nggplot(as.data.frame(tbl1), aes(x =factor(year), y = Freq, fill = band_or_recapture))+ \n geom_col(position = 'dodge') +\n xlab('Year') +\n ylab('Number of birds') +\n scale_fill_manual(name= \"Banded or Recaptured\", values=c(\"B\" = 'lightskyblue', \"R\" = 'plum3'))+\n ggtitle(\"Birds banded or recaptured from 2010-2014\") +\n theme_classic() #gets rid of grey background\n\n\n\n\nQuestion\nWhat trends do you see?\nWhy do you think there are more recaptured birds compared to banded birds every year?\n(If you’d like to learn more about ggplot, this tutorial is great!)\nMore data exploration\nNext, let’s change gears and take a quick look at the egg nestling dataset.\n\nShow code\n# Lets get a sense of what columns are present in our dataset\nhead(nestling)\n\n\n nest_box band_number year clutch_number day_1_weight day_12_weight\n1 PT7F 2351.39972 2014 NA \n2 PT7F 2351.39973 2014 NA \n3 PT7F 2351.39974 2014 NA \n4 PT14G 2351.39975 2014 NA \n5 PT14G 2351.39976 2014 NA \n6 PT14G 2351.39977 2014 NA \n site nest_code\n1 \n2 \n3 \n4 \n5 \n6 \nShow code\n# Lets look at the structure of our new dataframe, nestling:\n\nstr(nestling)\n\n\n'data.frame': 32536 obs. of 8 variables:\n $ nest_box : chr \"PT7F\" \"PT7F\" \"PT7F\" \"PT14G\" ...\n $ band_number : chr \"2351.39972\" \"2351.39973\" \"2351.39974\" \"2351.39975\" ...\n $ year : int 2014 2014 2014 2014 2014 2014 2014 2014 2014 2014 ...\n $ clutch_number: int NA NA NA NA NA NA NA NA NA NA ...\n $ day_1_weight : chr NA NA NA NA ...\n $ day_12_weight: chr NA NA NA NA ...\n $ site : chr NA NA NA NA ...\n $ nest_code : chr NA NA NA NA ...\nShow code\n#We don't have entries for all rows of our dataframe. They will appear as **NA**s. We see the weight #is a character vector. Let's change that to numeric using the as.numeric() function. Let's start #with the **day_1_weight** column:\n\nnestling$day_1_weight <- as.numeric(nestling$day_1_weight)\n\n# Now the **day_12_weight** column:\n\nnestling$day_12_weight <- as.numeric(nestling$day_12_weight)\n\n\n\nWe want to summarize our data so we can calculate the mean of each weight by year\n\nShow code\nnestling_weight <- nestling %>%\n group_by(year) %>% #groups weights by year\n filter(is.na(day_1_weight) == F, #gets rid of NAs\n is.na(day_12_weight) == F) %>%\n summarise(mean_day_1 = mean(day_1_weight), #calculates the mean of each year \n mean_day_12 = mean(day_12_weight)) \n\n# We can convert the mean weights to long format, which gives us a weight column,\n# with both weight variables, and a total column which contains the weights\n\nnestling_weight2 <- gather(nestling_weight, weight, total, mean_day_1:mean_day_12)\n\n#Look at the structure of our new dataframe, nestling_weight2\n\nstr(nestling_weight2)\n\n\ntibble [74 × 3] (S3: tbl_df/tbl/data.frame)\n $ year : int [1:74] 1977 1978 1979 1980 1981 1982 1983 1984 1985 1986 ...\n $ weight: chr [1:74] \"mean_day_1\" \"mean_day_1\" \"mean_day_1\" \"mean_day_1\" ...\n $ total : num [1:74] 21.83 1.76 1.69 2.18 2.03 ...\n\nOk, now we can plot it using ggplot.\n\nShow code\nggplot(data = nestling_weight2,\n aes(x = year, y = total, group = weight)) + #Year goes on the x axis, weight(totals) on the y axis, and we group by each the means of each day\n geom_line(aes(linetype = weight, color = weight)) + #aes changes the aesthetics of the lines so that linetype and colors are different from each other\n theme_classic()\n\n\n\n\nHmm, looks like something is not quite right in our plot. There seems to be an outlier within the data. If we assume this is a data entry error, we can get rid of it. Since it looks like an earlier date, let’s just look at the first few rows (n = 10) and see if we can find the outlier.\n\nShow code\nhead(nestling_weight2, n = 10)\n\n\n# A tibble: 10 × 3\n year weight total\n \n 1 1977 mean_day_1 21.8 \n 2 1978 mean_day_1 1.76\n 3 1979 mean_day_1 1.69\n 4 1980 mean_day_1 2.18\n 5 1981 mean_day_1 2.03\n 6 1982 mean_day_1 2.54\n 7 1983 mean_day_1 1.90\n 8 1984 mean_day_1 1.57\n 9 1985 mean_day_1 1.68\n10 1986 mean_day_1 1.59\n\nAh ha! The first row contains a mean_day_1 weight of 21.828571. This is likely an error. Let’s get rid of it and then re-plot it.\n\nShow code\nnestling_weight2 <- nestling_weight2[-1,]\nggplot(data = nestling_weight2,\n aes(x = year, y = total, group = weight)) + #Year goes on the x axis, weight(totals) on the y axis, and we group by each the means of each day\n geom_line(aes(linetype = weight, color = weight)) + #aes changes the aesthetics of the lines so that linetype and colors are different from each other\n theme_classic()\n\n\n\n\nMuch better!\nQuestions\nDo you see any trends within this datasets over time?\nWhat other variables could you look at within the nestling dataset?\nCheck out this cool video on nesting Tree Swallows!\n\n\n\n\n\n\n\n\n\n\n", - "preview": "lessons/2022-04-07-tree-swallow-dataset/tree-swallow-dataset_files/figure-html5/unnamed-chunk-13-1.png", - "last_modified": "2022-08-31T20:30:15-06:00", + "last_modified": "2022-09-24T21:24:18-04:00", "input_file": {} } ] diff --git a/docs/search.json b/docs/search.json index 131db27..a9f78d6 100644 --- a/docs/search.json +++ b/docs/search.json @@ -4,13 +4,8 @@ "path": "about.html", "title": "Meet our team!", "author": [], -<<<<<<< HEAD - "contents": "\nThis series of tutorials were produced during a working group hosted by the Living Data Project, lead by Jennifer Sunday and Joey Bernhardt.\nThey are based on Canadian open datasets with accompanying R code that can be used to teach/illustrate ecological and evolution concepts, and are designed to illustrate and support exploration on a variety of core concepts aimed for undergraduate courses in ecology and evolution.\nThese are the amazing folks who are working on this project:\n\n\nJoey Bernhardt\n\n\nMaxime Fraser Franco\n \n\nGracielle Higino\nOpen Science mentor and consultant, science communicator, specialist in ecology and evolution.\n \n\nEgor Katkov\n \n\nMaggie Slein\n\n\nJenn Sunday\n\n\nBryn Wiley\n\n\nAmy Forsythe\n\n\nElizabeth Houghton\n\n\n### Kirsten Palmier\n\n\n\n\n", - "last_modified": "2022-08-29T11:52:44-07:00" -======= "contents": "\nThis series of tutorials were produced during a working group hosted by the Living Data Project, lead by Jennifer Sunday and Joey Bernhardt.\nThey are based on Canadian open datasets with accompanying R code that can be used to teach/illustrate ecological and evolution concepts, and are designed to illustrate and support exploration on a variety of core concepts aimed for undergraduate courses in ecology and evolution.\nThese are the amazing folks who are working on this project:\n\n\nJoey Bernhardt\n\n\nMaxime Fraser Franco\n \n\nGracielle Higino\nOpen Science mentor and consultant, science communicator, specialist in ecology and evolution.\n \n\nEgor Katkov\n \n\nMaggie Slein\n\n\nJenn Sunday\n\n\nBryn Wiley\n\n\nAmy Forsythe\n\n\nElizabeth Houghton\n\n\nKirsten Palmier\n\n\n\n\n", - "last_modified": "2022-09-01T11:18:45-06:00" ->>>>>>> 636c3d50dd002c2d909f3aa61d848d7071474a3e + "last_modified": "2022-09-24T21:24:18-04:00" }, { "path": "index.html", @@ -18,11 +13,7 @@ "description": "Open educational resources from the Living Data Project.\n", "author": [], "contents": "\nWe are a group of early career researchers from Canada creating a series of curated datasets with accompanying R-based tutorials that can be used to teach/illustrate ecological and evolution concepts, based on Canadian-generated data sources.\n\n\n\n", -<<<<<<< HEAD - "last_modified": "2022-08-29T11:52:45-07:00" -======= - "last_modified": "2022-09-01T11:18:47-06:00" ->>>>>>> 636c3d50dd002c2d909f3aa61d848d7071474a3e + "last_modified": "2022-09-25T16:44:14-04:00" } ], "collections": ["lessons/lessons.json"] diff --git a/docs/site_libs/anchor-4.2.2/anchor.min.js b/docs/site_libs/anchor-4.2.2/anchor.min.js index 26908ec..1342f5f 100644 --- a/docs/site_libs/anchor-4.2.2/anchor.min.js +++ b/docs/site_libs/anchor-4.2.2/anchor.min.js @@ -1,9 +1,9 @@ -// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat -// -// AnchorJS - v4.2.2 - 2019-11-14 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e={selectionMethod:"enterKey"};c?(this._select(c,e),b.preventDefault()):this.autoselect&&d&&(this._select(d,e),b.preventDefault())},_onTabKeyed:function(a,b){if(!this.tabAutocomplete)return void this.dropdown.close();var c,d={selectionMethod:"tabKey"};(c=this.dropdown.getDatumForCursor())?(this._select(c,d),b.preventDefault()):this._autocomplete(!0)},_onEscKeyed:function(){this.dropdown.close(),this.input.resetInputValue()},_onUpKeyed:function(){var a=this.input.getQuery();this.dropdown.isEmpty&&a.length>=this.minLength?this.dropdown.update(a):this.dropdown.moveCursorUp(),this.dropdown.open()},_onDownKeyed:function(){var 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a=this.input.getInputValue();a.length>=this.minLength?this.dropdown.update(a):this.dropdown.empty()}this.dropdown.open()},close:function(){this.dropdown.close()},setVal:function(a){a=i.toStr(a),this.isActivated?this.input.setInputValue(a):(this.input.setQuery(a),this.input.setInputValue(a,!0)),this._setLanguageDirection()},getVal:function(){return this.input.getQuery()},destroy:function(){this.input.destroy(),this.dropdown.destroy(),g(this.$node,this.cssClasses),this.$node=null},getWrapper:function(){return this.dropdown.$container[0]}}),d.Dropdown=m,d.Input=l,d.sources=c(20),a.exports=d},function(a,b,c){"use strict";function d(a){a&&a.el||e.error("EventBus initialized without el"),this.$el=f.element(a.el)}var e=c(4),f=c(3);e.mixin(d.prototype,{trigger:function(a,b,c,d){var f=e.Event("autocomplete:"+a);return this.$el.trigger(f,[b,c,d]),f}}),a.exports=d},function(a,b,c){"use strict";function d(a){var b,c,d,f,g=this;a=a||{},a.input||i.error("input is 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b=h[a.which||a.keyCode];this._managePreventDefault(b,a),b&&this._shouldTrigger(b,a)&&this.trigger(b+"Keyed",a)},_onInput:function(){this._checkInputValue()},_managePreventDefault:function(a,b){var c,d,e;switch(a){case"tab":d=this.getHint(),e=this.getInputValue(),c=d&&d!==e&&!g(b);break;case"up":case"down":c=!g(b);break;default:c=!1}c&&b.preventDefault()},_shouldTrigger:function(a,b){var c;switch(a){case"tab":c=!g(b);break;default:c=!0}return c},_checkInputValue:function(){var a,b,c;a=this.getInputValue(),b=f(a,this.query),c=!(!b||!this.query)&&this.query.length!==a.length,this.query=a,b?c&&this.trigger("whitespaceChanged",this.query):this.trigger("queryChanged",this.query)},focus:function(){this.$input.focus()},blur:function(){this.$input.blur()},getQuery:function(){return this.query},setQuery:function(a){this.query=a},getInputValue:function(){return this.$input.val()},setInputValue:function(a,b){void 0===a&&(a=this.query),this.$input.val(a),b?this.clearHint():this._checkInputValue()},expand:function(){this.$input.attr("aria-expanded","true")},collapse:function(){this.$input.attr("aria-expanded","false")},setActiveDescendant:function(a){this.$input.attr("aria-activedescendant",a)},removeActiveDescendant:function(){this.$input.removeAttr("aria-activedescendant")},resetInputValue:function(){this.setInputValue(this.query,!0)},getHint:function(){return this.$hint.val()},setHint:function(a){this.$hint.val(a)},clearHint:function(){this.setHint("")},clearHintIfInvalid:function(){var a,b,c,d;a=this.getInputValue(),b=this.getHint(),c=a!==b&&0===b.indexOf(a),(d=""!==a&&c&&!this.hasOverflow())||this.clearHint()},getLanguageDirection:function(){return(this.$input.css("direction")||"ltr").toLowerCase()},hasOverflow:function(){var a=this.$input.width()-2;return this.$overflowHelper.text(this.getInputValue()),this.$overflowHelper.width()>=a},isCursorAtEnd:function(){var a,b,c;return a=this.$input.val().length,b=this.$input[0].selectionStart,i.isNumber(b)?b===a:!document.selection||(c=document.selection.createRange(),c.moveStart("character",-a),a===c.text.length)},destroy:function(){this.$hint.off(".aa"),this.$input.off(".aa"),this.$hint=this.$input=this.$overflowHelper=null}}),a.exports=d},function(a,b,c){"use strict";function d(a,b,c,d){var e;if(!c)return this;for(b=b.split(l),c=d?j(c,d):c,this._callbacks=this._callbacks||{};e=b.shift();)this._callbacks[e]=this._callbacks[e]||{sync:[],async:[]},this._callbacks[e][a].push(c);return this}function e(a,b,c){return d.call(this,"async",a,b,c)}function f(a,b,c){return d.call(this,"sync",a,b,c)}function g(a){var b;if(!this._callbacks)return this;for(a=a.split(l);b=a.shift();)delete this._callbacks[b];return this}function h(a){var b,c,d,e,f;if(!this._callbacks)return 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      "+b(a)+"

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d=c(4),e={wrapper:{position:"relative",display:"inline-block"},hint:{position:"absolute",top:"0",left:"0",borderColor:"transparent",boxShadow:"none",opacity:"1"},input:{position:"relative",verticalAlign:"top",backgroundColor:"transparent"},inputWithNoHint:{position:"relative",verticalAlign:"top"},dropdown:{position:"absolute",top:"100%",left:"0",zIndex:"100",display:"none"},suggestions:{display:"block"},suggestion:{whiteSpace:"nowrap",cursor:"pointer"},suggestionChild:{whiteSpace:"normal"},ltr:{left:"0",right:"auto"},rtl:{left:"auto",right:"0"},defaultClasses:{root:"algolia-autocomplete",prefix:"aa",noPrefix:!1,dropdownMenu:"dropdown-menu",input:"input",hint:"hint",suggestions:"suggestions",suggestion:"suggestion",cursor:"cursor",dataset:"dataset",empty:"empty"},appendTo:{wrapper:{position:"absolute",zIndex:"100",display:"none"},input:{},inputWithNoHint:{},dropdown:{display:"block"}}};d.isMsie()&&d.mixin(e.input,{backgroundImage:"url(data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)"}),d.isMsie()&&d.isMsie()<=7&&d.mixin(e.input,{marginTop:"-1px"}),a.exports=e},function(a,b,c){"use 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*\n * Licensed under the Apache License, Version 2.0 (the "License");\n * you may not use this file except in compliance with the License.\n * You may obtain a copy of the License at\n *\n * http://www.apache.org/licenses/LICENSE-2.0\n *\n * Unless required by applicable law or agreed to in writing, software\n * distributed under the License is distributed on an "AS IS" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n */\n\nd-title {\n padding: 2rem 0 1.5rem;\n contain: layout style;\n overflow-x: hidden;\n}\n\n@media(min-width: 768px) {\n d-title {\n padding: 4rem 0 1.5rem;\n }\n}\n\nd-title h1 {\n grid-column: text;\n font-size: 40px;\n font-weight: 700;\n line-height: 1.1em;\n margin: 0 0 0.5rem;\n}\n\n@media(min-width: 768px) {\n d-title h1 {\n font-size: 50px;\n }\n}\n\nd-title p {\n font-weight: 300;\n font-size: 1.2rem;\n line-height: 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*\n * Licensed under the Apache License, Version 2.0 (the "License");\n * you may not use this file except in compliance with the License.\n * You may obtain a copy of the License at\n *\n * http://www.apache.org/licenses/LICENSE-2.0\n *\n * Unless required by applicable law or agreed to in writing, software\n * distributed under the License is distributed on an "AS IS" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n */\n\nd-title {\n padding: 2rem 0 1.5rem;\n contain: layout style;\n overflow-x: hidden;\n}\n\n@media(min-width: 768px) {\n d-title {\n padding: 4rem 0 1.5rem;\n }\n}\n\nd-title h1 {\n grid-column: text;\n font-size: 40px;\n font-weight: 700;\n line-height: 1.1em;\n margin: 0 0 0.5rem;\n}\n\n@media(min-width: 768px) {\n d-title h1 {\n font-size: 50px;\n }\n}\n\nd-title p {\n font-weight: 300;\n font-size: 1.2rem;\n line-height: 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          +
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