From fb53f4f44a5349db8a83c11690bdc5e7c7dfd109 Mon Sep 17 00:00:00 2001 From: Michelle Wang Date: Sun, 15 Mar 2026 15:27:16 -0400 Subject: [PATCH 01/12] Completed assignment 1 --- 02_activities/assignments/assignment_1.html | 1120 +++++++++++++++++++ 02_activities/assignments/assignment_1.qmd | 248 +++- 2 files changed, 1342 insertions(+), 26 deletions(-) create mode 100644 02_activities/assignments/assignment_1.html diff --git a/02_activities/assignments/assignment_1.html b/02_activities/assignments/assignment_1.html new file mode 100644 index 0000000..349efbf --- /dev/null +++ b/02_activities/assignments/assignment_1.html @@ -0,0 +1,1120 @@ + + + + + + + + + +Assignment #1 + + + + + + + + + + + + + + + + + + + + + +
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Assignment #1

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+

Assignment 1

+

You only need to write lines of code for each question. When answering questions that ask you to identify or interpret something, the length of your response doesn’t matter. For example, if the answer is just ‘yes,’ ‘no,’ or a number, you can just give that answer without adding anything else.

+

We will go through comparable code and concepts in the live learning session. If you run into trouble, start by using the help help() function in R, to get information about the datasets and function in question. The internet is also a great resource when coding (though note that no outside searches are required by the assignment!). If you do incorporate code from the internet, please cite the source within your code (providing a URL is sufficient).

+

Please bring questions that you cannot work out on your own to office hours, work periods or share with your peers on Slack. We will work with you through the issue.

+

You will need to install PLINK and run the analyses. Please follow the OS-specific setup guide in SETUP.md. PLINK is a free, open-source whole genome association analysis toolset, designed to perform a range of basic, large-scale analyses in a computationally efficient manner.

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+

Question 1: Data inspection

+

Before fitting any models, it is essential to understand the data. Use R or bash code to answer the following questions about the gwa.qc.A1.fam, gwa.qc.A1.bim, and gwa.qc.A1.bed files, available at the following Google Drive link: https://drive.google.com/drive/folders/11meVqGCY5yAyI1fh-fAlMEXQt0VmRGuz?usp=drive_link. Please download all three files from this link and place them in 02_activities/data/.

+
    +
  1. Read the .fam file. How many samples does the dataset contain?
    2. +
+
+
#Read the .fam file
+head ./02_activities/data/gwa.qc.A1.fam
+
+#The dataset contains 10 samples.
+
+
0   A2001   0   0   1   -0.694438129641973
+1   A2002   0   0   1   1.85384536141856
+2   A2003   0   0   1   2.08263677761584
+3   A2004   0   0   1   2.73871473943968
+4   A2005   0   0   1   1.34114035564636
+5   A2006   0   0   1   0.416778586749647
+6   A2007   0   0   1   2.38297123290054
+7   A2008   0   0   1   1.51429928826958
+8   A2009   0   0   1   0.718686390529039
+9   A2010   0   0   1   2.08904136245205
+
+
+
    +
  1. What is the ‘variable type’ of the response variable (i.e.Continuous or binary)?
    2. +
+
+
head ./02_activities/data/gwa.qc.A1.fam
+
+#The response variable is continuous.
+
+
0   A2001   0   0   1   -0.694438129641973
+1   A2002   0   0   1   1.85384536141856
+2   A2003   0   0   1   2.08263677761584
+3   A2004   0   0   1   2.73871473943968
+4   A2005   0   0   1   1.34114035564636
+5   A2006   0   0   1   0.416778586749647
+6   A2007   0   0   1   2.38297123290054
+7   A2008   0   0   1   1.51429928826958
+8   A2009   0   0   1   0.718686390529039
+9   A2010   0   0   1   2.08904136245205
+
+
+
    +
  1. Read the .bim file. How many SNPs does the dataset contain?
    2. +
+
+
head ./02_activities/data/gwa.qc.A1.bim
+
+#There are 10 SNPs in the dataset.
+
+
1   rs3737728   0   1011278 A   G
+1   rs1320565   0   1109721 T   C
+1   rs3813199   0   1148140 A   G
+1   rs11804831  0   1184667 C   T
+1   rs3766178   0   1468043 C   T
+1   rs3128342   0   1476697 A   C
+1   rs880051    0   1483590 A   G
+1   rs2296716   0   1487687 T   C
+1   rs2474460   0   1833906 C   T
+1   rs3820011   0   1878053 A   C
+
+
+
+
+

Question 2: Allele Frequency Estimation

+
    +
  1. Load the genotype matrix for SNPs rs1861, rs3813199, rs3128342, and rs11804831 using additive coding. What are the allele frequencies (AFs) for these four SNPs?
    2. +
+
+
#Create SNP list file with 4 SNPs: rs1861, rs3813199, rs3128342, and rs11804831
+printf "%s\n" rs1861 rs3813199 rs3128342 rs11804831 > ./02_activities/data/A1snplist.txt
+
+#Subset SNPs and output allele frequencies
+plink2 --bfile ./02_activities/data/gwa.qc.A1 \
+      --extract ./02_activities/data/A1snplist.txt \
+      --recode A\
+      --freq \
+      --out ./02_activities/data/gwa_qc_A1_freq
+
+
PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa_qc_A1_freq.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A1
+  --export A
+  --extract ./02_activities/data/A1snplist.txt
+  --freq
+  --out ./02_activities/data/gwa_qc_A1_freq
+
+Start time: Sun Mar 15 15:25:49 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A1.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A1.bim.
+1 quantitative phenotype loaded (4000 values).
+--extract: 4 variants remaining.
+Calculating allele frequencies... 0%0%done.
+--freq: 0%0%25%50%75%
+--freq: Allele frequencies (founders only) written to
+./02_activities/data/gwa_qc_A1_freq.afreq .
+4 variants remaining after main filters.
+
+--export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done.
+--export A: ./02_activities/data/gwa_qc_A1_freq.raw written.
+End time: Sun Mar 15 15:25:49 2026
+
+
+
+
#View allele frequencies
+A1freq <- fread("./02_activities/data/gwa_qc_A1_freq.afreq")
+head(A1freq)
+
+
   #CHROM         ID    REF    ALT PROVISIONAL_REF? ALT_FREQS OBS_CT
+    <int>     <char> <char> <char>           <char>     <num>  <int>
+1:      1  rs3813199      G      A                Y 0.0569126   7942
+2:      1 rs11804831      T      C                Y 0.1543410   7924
+3:      1  rs3128342      C      A                Y 0.3051210   7928
+4:      1     rs1861      C      A                Y 0.0539859   7928
+
+
#The allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.
+
+
    +
  1. What are the minor allele frequencies (MAFs) for these four SNPs?
    2. +
+
+
A1freq$MAF <- pmin(A1freq$ALT_FREQS, 1 - A1freq$ALT_FREQS)
+
+A1freq[, .(ID, AF = ALT_FREQS, MAF)]
+
+
           ID        AF       MAF
+       <char>     <num>     <num>
+1:  rs3813199 0.0569126 0.0569126
+2: rs11804831 0.1543410 0.1543410
+3:  rs3128342 0.3051210 0.3051210
+4:     rs1861 0.0539859 0.0539859
+
+
#The minor allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.
+
+
+
+

Question 3: Hardy–Weinberg Equilibrium (HWE) Test

+
    +
  1. Conduct the Hardy–Weinberg Equilibrium (HWE) test for all SNPs in the .bim file. Then, load the file containing the HWE p-value results and display the first few rows of the resulting data frame.
    2. +
+
+
plink2 --bfile ./02_activities/data/gwa.qc.A1 --hardy --out ./02_activities/data/gwa_qc_A1_hwe
+
+
PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa_qc_A1_hwe.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A1
+  --hardy
+  --out ./02_activities/data/gwa_qc_A1_hwe
+
+Start time: Sun Mar 15 15:25:49 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A1.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A1.bim.
+1 quantitative phenotype loaded (4000 values).
+Calculating allele frequencies... 0%64%done.
+--hardy: 0%0%1%1%2%2%3%3%4%4%5%5%6%6%7%7%8%8%9%9%10%10%11%11%12%12%13%13%14%14%15%15%16%16%17%17%18%18%19%19%20%20%21%21%22%22%23%23%24%24%25%25%26%26%27%27%28%28%29%29%30%30%31%31%32%32%33%33%34%34%35%35%36%36%37%37%38%38%39%39%40%40%41%41%42%42%43%43%44%44%45%45%46%46%47%47%48%48%49%49%50%50%51%51%52%52%53%53%54%54%55%55%56%56%57%57%58%58%59%59%60%60%61%61%62%62%63%63%64%64%65%65%66%66%67%67%68%68%69%69%70%70%71%71%72%72%73%73%74%74%75%75%76%76%77%77%78%78%79%79%80%80%81%81%82%82%83%83%84%84%85%85%86%86%87%87%88%88%89%89%90%90%91%91%92%92%93%93%94%94%95%95%96%96%97%97%98%98%99%
+--hardy: Autosomal Hardy-Weinberg report (founders only) written to
+./02_activities/data/gwa_qc_A1_hwe.hardy .
+End time: Sun Mar 15 15:25:49 2026
+
+
+
+
A1hwe <- fread("./02_activities/data/gwa_qc_A1_hwe.hardy")
+head(A1hwe)
+
+
   #CHROM         ID     A1     AX HOM_A1_CT HET_A1_CT TWO_AX_CT O(HET_A1)
+    <int>     <char> <char> <char>     <int>     <int>     <int>     <num>
+1:      1  rs3737728      G      A      1713      1841       428  0.462330
+2:      1  rs1320565      C      T      3368       589        19  0.148139
+3:      1  rs3813199      G      A      3531       428        12  0.107781
+4:      1 rs11804831      T      C      2820      1061        81  0.267794
+5:      1  rs3766178      T      C      2391      1378       214  0.345970
+6:      1  rs3128342      C      A      1927      1655       382  0.417508
+   E(HET_A1)         P
+       <num>     <num>
+1:  0.447932 0.0437892
+2:  0.145262 0.2734290
+3:  0.107347 1.0000000
+4:  0.261040 0.1133540
+5:  0.350629 0.4158770
+6:  0.424044 0.3302730
+
+
+
    +
  1. What are the HWE p-values for SNPs rs1861, rs3813199, rs3128342, and rs11804831?
    2. +
+
+
#Subset SNPs and output allele frequencies
+plink2 --bfile ./02_activities/data/gwa.qc.A1 \
+      --extract ./02_activities/data/A1snplist.txt \
+      --hardy \
+      --out ./02_activities/data/gwa_qc_A1_hwe_snplist
+
+
PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa_qc_A1_hwe_snplist.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A1
+  --extract ./02_activities/data/A1snplist.txt
+  --hardy
+  --out ./02_activities/data/gwa_qc_A1_hwe_snplist
+
+Start time: Sun Mar 15 15:25:49 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A1.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A1.bim.
+1 quantitative phenotype loaded (4000 values).
+--extract: 4 variants remaining.
+Calculating allele frequencies... 0%0%done.
+--hardy: 0%0%25%50%75%
+--hardy: Autosomal Hardy-Weinberg report (founders only) written to
+./02_activities/data/gwa_qc_A1_hwe_snplist.hardy .
+End time: Sun Mar 15 15:25:49 2026
+
+
+
+
#View allele frequencies
+A1hwesnplist <- fread("./02_activities/data/gwa_qc_A1_hwe_snplist.hardy")
+head(A1hwesnplist)
+
+
   #CHROM         ID     A1     AX HOM_A1_CT HET_A1_CT TWO_AX_CT O(HET_A1)
+    <int>     <char> <char> <char>     <int>     <int>     <int>     <num>
+1:      1  rs3813199      G      A      3531       428        12  0.107781
+2:      1 rs11804831      T      C      2820      1061        81  0.267794
+3:      1  rs3128342      C      A      1927      1655       382  0.417508
+4:      1     rs1861      C      A      3551       398        15  0.100404
+   E(HET_A1)        P
+       <num>    <num>
+1:  0.107347 1.000000
+2:  0.261040 0.113354
+3:  0.424044 0.330273
+4:  0.102143 0.274719
+
+
#The HWE p-values for rs1861, rs3813199, rs3128342, and rs11804831 are the following: 0.274719, 1.000000, 0.330273, and 0.113354.
+
+
+
+

Question 4: Genetic Association Test

+
    +
  1. Conduct a linear regression to test the association between SNP rs1861 and the phenotype. What is the p-value?
    2. +
+
+
plink2 --bfile ./02_activities/data/gwa.qc.A1 \
+      --extract ./02_activities/data/A1snplist.txt \
+      --recode A \
+      --out ./02_activities/data/geno.A1.additive
+
+
PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/geno.A1.additive.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A1
+  --export A
+  --extract ./02_activities/data/A1snplist.txt
+  --out ./02_activities/data/geno.A1.additive
+
+Start time: Sun Mar 15 15:25:49 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A1.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A1.bim.
+1 quantitative phenotype loaded (4000 values).
+--extract: 4 variants remaining.
+4 variants remaining after main filters.
+
+--export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done.
+--export A: ./02_activities/data/geno.A1.additive.raw written.
+End time: Sun Mar 15 15:25:49 2026
+
+
+
+
# Load genotype data
+geno_A1_subset <- fread("./02_activities/data/geno.A1.additive.raw")
+geno_A1_subset=na.omit(geno_A1_subset)
+geno_A1_subset$PHENOTYPE=geno_A1_subset$PHENOTYPE-1
+head(geno_A1_subset)
+
+
     FID    IID   PAT   MAT   SEX PHENOTYPE rs3813199_G rs11804831_T
+   <int> <char> <int> <int> <int>     <num>       <int>        <int>
+1:     1  A2002     0     0     1   0.85385           2            2
+2:     2  A2003     0     0     1   1.08264           2            1
+3:     3  A2004     0     0     1   1.73871           2            2
+4:     4  A2005     0     0     1   0.34114           2            1
+5:     6  A2007     0     0     1   1.38297           2            2
+6:     7  A2008     0     0     1   0.51430           2            2
+   rs3128342_C rs1861_C
+         <int>    <int>
+1:           2        2
+2:           2        2
+3:           1        2
+4:           1        2
+5:           2        2
+6:           1        2
+
+
#Subset to just rs1861
+geno_rs1861 <- geno_A1_subset %>%
+  select(FID, IID, PHENOTYPE, rs1861_C) %>%
+  na.omit()
+
+#Conduct a linear regression model between rs1861 and the phenotype
+lm_rs1861 <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861)
+summary(lm_rs1861)
+
+

+Call:
+lm(formula = PHENOTYPE ~ rs1861_C, data = geno_rs1861)
+
+Residuals:
+    Min      1Q  Median      3Q     Max 
+-3.5389 -0.6846  0.0017  0.6971  3.3318 
+
+Coefficients:
+            Estimate Std. Error t value Pr(>|t|)    
+(Intercept) -0.93891    0.09626  -9.753   <2e-16 ***
+rs1861_C     0.96698    0.05016  19.279   <2e-16 ***
+---
+Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+
+Residual standard error: 1.003 on 3860 degrees of freedom
+Multiple R-squared:  0.08783,   Adjusted R-squared:  0.08759 
+F-statistic: 371.7 on 1 and 3860 DF,  p-value: < 2.2e-16
+
+
#The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
+
+
    +
  1. How would you interpret the beta coefficient from this regression?
    2. +
+
# We performed a linear regression to test the association between genotype rs1861 and the continuous phenotype. The beta-coefficient is 0.96698. This means that for every additional C allele an individual has for rs1861, their phenotype increases by 0.96698 units.
+
    +
  1. Plot the scatterplot of phenotype versus the genotype of SNP rs1861. Add the regression line to the plot.
    2. +
+
+
# Create a new data frame containing a sequence of genotype values
+ geno_range <- data.frame(
+   rs1861_C = seq(0, 2, length.out = 100)
+ )
+# Use the fitted linear regression model to predict phenotype probability
+# for each genotype value in geno_range
+ geno_range$predicted_prob <- predict(lm_rs1861, newdata = geno_range, type = "response")
+
+# Start from the observed genotype dataset
+count_data <- geno_A1_subset %>%
+# Remove rows with missing genotype or missing phenotype
+  filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>%
+ # Group data by genotype value and phenotype category 
+  group_by(rs1861_C, PHENOTYPE) %>%
+# Count how many observations fall into each genotype-phenotype combination
+  summarise(count = n(), .groups = "drop")
+
+# Start building the plot
+p1=ggplot() +
+# Add points showing observed genotype-phenotype combinations
+  geom_point(
+    # Use the summarized count_data for the points
+    data = count_data,
+    # Map genotype to x-axis, phenotype to y-axis, and count to point size
+    aes(x = rs1861_C, y = PHENOTYPE, size = count),
+    color = "blue"
+  ) +
+  # Add a regression line showing predicted probability across genotype values
+  geom_line(# Use the prediction data frame for the line
+    data = geno_range,
+    aes(x = rs1861_C, y = predicted_prob),
+    color = "red",
+    # Set line thickness
+    size = 1.2
+  ) +
+  # Control the size range of the points
+  scale_size_continuous(range = c(2, 10)) +
+  labs(
+    title = "Linear Regression: PHENOTYPE ~ Genotype",
+    x = "Genotype (0/1/2)",
+    y = "Phenotype ",
+    size = "Count"
+  ) +
+  # Restrict the visible x- and y-axis range
+  coord_cartesian(xlim = c(-0.5, 2.5), ylim = c(-0.1, 1.1)) +
+   # Apply a minimal theme for a clean appearance
+  theme_minimal()
+
+
Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
+ℹ Please use `linewidth` instead.
+
+
print(p1)
+
+
+
+

+
+
+
+
+
    +
  1. Convert the genotype coding for rs1861 to recessive coding.
    2. +
+
+
geno_A1_subset_rec <- geno_A1_subset # make a copy
+
+#change into recessive coding
+geno_A1_subset_rec[, 7:ncol(geno_A1_subset_rec)] <- as.data.frame(
+  lapply(geno_A1_subset[, 7:ncol(geno_A1_subset)], function(x) ifelse(x == 2, 1, 0))
+)
+
+#Subset to just rs1861
+geno_rs1861_rec <- geno_A1_subset_rec %>%
+  select(FID, IID, PHENOTYPE, rs1861_C) %>%
+  na.omit()
+
+
    +
  1. Conduct a linear regression to test the association between the recessive-coded rs1861 and the phenotype. What is the p-value?
    2. +
+
+
#Conduct a linear regression model between rs1861 and the phenotype under recessive coding
+lm_rs1861_rec <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861_rec)
+summary(lm_rs1861_rec)
+
+

+Call:
+lm(formula = PHENOTYPE ~ rs1861_C, data = geno_rs1861_rec)
+
+Residuals:
+    Min      1Q  Median      3Q     Max 
+-3.5390 -0.6955 -0.0002  0.6982  3.3317 
+
+Coefficients:
+             Estimate Std. Error t value Pr(>|t|)    
+(Intercept) -0.006248   0.050047  -0.125    0.901    
+rs1861_C     1.001393   0.052882  18.936   <2e-16 ***
+---
+Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+
+Residual standard error: 1.005 on 3860 degrees of freedom
+Multiple R-squared:  0.085, Adjusted R-squared:  0.08476 
+F-statistic: 358.6 on 1 and 3860 DF,  p-value: < 2.2e-16
+
+
#The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
+
+
    +
  1. Plot the scatterplot of phenotype versus the recessive-coded genotype of rs1861. Add the regression line to the plot.
    2. +
+
+
# Create a new data frame containing a sequence of genotype values
+ geno_range_rec <- data.frame(
+   rs1861_C = seq(0, 2, length.out = 100)
+ )
+# Use the fitted linear regression model to predict phenotype probability
+# for each genotype value in geno_range
+ geno_range_rec$predicted_prob <- predict(lm_rs1861_rec, newdata = geno_range_rec, type = "response")
+
+# Start from the observed genotype dataset
+count_data_rec <- geno_A1_subset_rec %>%
+# Remove rows with missing genotype or missing phenotype
+  filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>%
+ # Group data by genotype value and phenotype category 
+  group_by(rs1861_C, PHENOTYPE) %>%
+# Count how many observations fall into each genotype-phenotype combination
+  summarise(count = n(), .groups = "drop")
+
+# Start building the plot
+p2=ggplot() +
+# Add points showing observed genotype-phenotype combinations
+  geom_point(
+    # Use the summarized count_data for the points
+    data = count_data_rec,
+    # Map genotype to x-axis, phenotype to y-axis, and count to point size
+    aes(x = rs1861_C, y = PHENOTYPE, size = count),
+    color = "blue"
+  ) +
+  # Add a regression line showing predicted probability across genotype values
+  geom_line(# Use the prediction data frame for the line
+    data = geno_range_rec,
+    aes(x = rs1861_C, y = predicted_prob),
+    color = "red",
+    # Set line thickness
+    size = 1.2
+  ) +
+  # Control the size range of the points
+  scale_size_continuous(range = c(2, 10)) +
+  labs(
+    title = "Linear Regression: PHENOTYPE ~ Genotype",
+    x = "Genotype (0/1)",
+    y = "Phenotype ",
+    size = "Count"
+  ) +
+  # Restrict the visible x- and y-axis range
+  coord_cartesian(xlim = c(-0.5,1.5), ylim = c(-0.1, 1.1)) +
+  scale_x_continuous(breaks = c(0, 1))+
+   # Apply a minimal theme for a clean appearance
+  theme_minimal()
+
+print(p2)
+
+
+
+

+
+
+
+
+
    +
  1. Which model fits better? Justify your answer.
    2. +
+
+
AIC(lm_rs1861, lm_rs1861_rec)
+
+
              df      AIC
+lm_rs1861      3 10988.06
+lm_rs1861_rec  3 11000.02
+
+
+
# The AIC is higher in the recessive model (AIC=11000.02), indicating that the additive model (AIC=10988.06) may fit better slightly better overall by capturing a more gradual allele-phenotype effect.
+
+# However, it is also important to note that there are not a lot of individuals with the homozygous variant genotype in this dataset. As a result, that may be why the recessive model and additive models fit similarly.
+
+
+

Criteria

+ +++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
CriteriaCompleteIncomplete
Data InspectionCorrect sample/SNP counts and variable type identified.Missing or incorrect counts or variable type.
Allele Frequency EstimationCorrect allele and minor allele frequencies computed.Frequencies missing or wrong.
Hardy–Weinberg Equilibrium TestCorrect PLINK command and p-value extraction in R.PLINK command or extraction incorrect/missing.
Genetic Association TestCorrect regressions, plots, coding, and interpretation.Regression, plots, or interpretation missing/incomplete.
+
+
+

Submission Information

+

📌 Please review our Assignment Submission Guide for detailed instructions on how to format, branch, and submit your work. Following these guidelines is crucial for your submissions to be evaluated correctly.

+
+

Note:

+

If you like, you may collaborate with others in the cohort. If you choose to do so, please indicate with whom you have worked with in your pull request by tagging their GitHub username. Separate submissions are required.

+
+
+
+

Submission Parameters

+
    +

  • Submission Due Date: 11:59 PM – 16/03/2026

    • +

  • Branch name for your repo should be: assignment-1

    • +

  • What to submit for this assignment:

    +
      +
    • Populate this Quarto document (assignment_1.qmd).
      • +
    • Render the document with Quarto: quarto render assignment_1.qmd.
      • +
    • Submit both assignment_1.qmd and the rendered HTML file assignment_1.html in your pull request.
      • +
    • +

  • What the pull request link should look like for this assignment: https://github.com/<your_github_username>/gen_data/pull/<pr_id>

    +
      +
    • Open a private window in your browser. Copy and paste the link to your pull request into the address bar. Make sure you can see your pull request properly. This helps the technical facilitator and learning support team review your submission easily.
      • +
    • +
+
+

Checklist:

+
    +
  • Created a branch with the correct naming convention.
    • +
  • Ensured that the repository is public.
    • +
  • Reviewed the PR description guidelines and adhered to them.
    • +
  • Verified that the link is accessible in a private browser window.
    • +
  • Confirmed that both assignment_1.qmd and assignment_1.html are included in the pull request.
    • +
+

If you encounter any difficulties or have questions, please don’t hesitate to reach out to our team via our Slack help channel. Our technical facilitators and learning support team are here to help you navigate any challenges.

+
+
+
+ +
+ + +
+ + + + + \ No newline at end of file diff --git a/02_activities/assignments/assignment_1.qmd b/02_activities/assignments/assignment_1.qmd index 550af3d..e2812b6 100644 --- a/02_activities/assignments/assignment_1.qmd +++ b/02_activities/assignments/assignment_1.qmd @@ -13,98 +13,294 @@ Please bring questions that you cannot work out on your own to office hours, wor You will need to install PLINK and run the analyses. Please follow the OS-specific setup guide in [`SETUP.md`](../../SETUP.md). PLINK is a free, open-source whole genome association analysis toolset, designed to perform a range of basic, large-scale analyses in a computationally efficient manner. +```{r setup, include=FALSE} +# Set up a consistent path for all chunks of code +knitr::opts_knit$set(root.dir = normalizePath("../../")) + +library(data.table) +library(ggplot2) +library(seqminer) +library(HardyWeinberg) +library(dplyr) +``` + + #### Question 1: Data inspection Before fitting any models, it is essential to understand the data. Use R or bash code to answer the following questions about the `gwa.qc.A1.fam`, `gwa.qc.A1.bim`, and `gwa.qc.A1.bed` files, available at the following Google Drive link: . Please download all three files from this link and place them in `02_activities/data/`. (i) Read the .fam file. How many samples does the dataset contain? -``` -# Your answer here... +```{bash} +#Read the .fam file +head ./02_activities/data/gwa.qc.A1.fam + +#The dataset contains 10 samples. ``` (ii) What is the 'variable type' of the response variable (i.e.Continuous or binary)? -``` -# Your answer here... +```{bash} +head ./02_activities/data/gwa.qc.A1.fam + +#The response variable is continuous. ``` (iii) Read the .bim file. How many SNPs does the dataset contain? -``` -# Your answer here... +```{bash} +head ./02_activities/data/gwa.qc.A1.bim + +#There are 10 SNPs in the dataset. ``` #### Question 2: Allele Frequency Estimation (i) Load the genotype matrix for SNPs rs1861, rs3813199, rs3128342, and rs11804831 using additive coding. What are the allele frequencies (AFs) for these four SNPs? -``` -# Your code here... +```{bash} +#Create SNP list file with 4 SNPs: rs1861, rs3813199, rs3128342, and rs11804831 +printf "%s\n" rs1861 rs3813199 rs3128342 rs11804831 > ./02_activities/data/A1snplist.txt + +#Subset SNPs and output allele frequencies +plink2 --bfile ./02_activities/data/gwa.qc.A1 \ + --extract ./02_activities/data/A1snplist.txt \ + --recode A\ + --freq \ + --out ./02_activities/data/gwa_qc_A1_freq +``` +```{r} +#View allele frequencies +A1freq <- fread("./02_activities/data/gwa_qc_A1_freq.afreq") +head(A1freq) + +#The allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410. ``` (ii) What are the minor allele frequencies (MAFs) for these four SNPs? -``` -# Your code here... +```{r} +A1freq$MAF <- pmin(A1freq$ALT_FREQS, 1 - A1freq$ALT_FREQS) + +A1freq[, .(ID, AF = ALT_FREQS, MAF)] + +#The minor allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410. ``` + #### Question 3: Hardy–Weinberg Equilibrium (HWE) Test (i) Conduct the Hardy–Weinberg Equilibrium (HWE) test for all SNPs in the .bim file. Then, load the file containing the HWE p-value results and display the first few rows of the resulting data frame. -``` -# Your code here... +```{bash} +plink2 --bfile ./02_activities/data/gwa.qc.A1 --hardy --out ./02_activities/data/gwa_qc_A1_hwe +``` + +```{r} +A1hwe <- fread("./02_activities/data/gwa_qc_A1_hwe.hardy") +head(A1hwe) ``` (ii) What are the HWE p-values for SNPs rs1861, rs3813199, rs3128342, and rs11804831? -``` -# Your code here... +```{bash} +#Subset SNPs and output allele frequencies +plink2 --bfile ./02_activities/data/gwa.qc.A1 \ + --extract ./02_activities/data/A1snplist.txt \ + --hardy \ + --out ./02_activities/data/gwa_qc_A1_hwe_snplist +``` + +```{r} +#View allele frequencies +A1hwesnplist <- fread("./02_activities/data/gwa_qc_A1_hwe_snplist.hardy") +head(A1hwesnplist) + +#The HWE p-values for rs1861, rs3813199, rs3128342, and rs11804831 are the following: 0.274719, 1.000000, 0.330273, and 0.113354. ``` #### Question 4: Genetic Association Test (i) Conduct a linear regression to test the association between SNP rs1861 and the phenotype. What is the p-value? -``` -# Your code here... +```{bash} +plink2 --bfile ./02_activities/data/gwa.qc.A1 \ + --extract ./02_activities/data/A1snplist.txt \ + --recode A \ + --out ./02_activities/data/geno.A1.additive +``` + +```{r} +# Load genotype data +geno_A1_subset <- fread("./02_activities/data/geno.A1.additive.raw") +geno_A1_subset=na.omit(geno_A1_subset) +geno_A1_subset$PHENOTYPE=geno_A1_subset$PHENOTYPE-1 +head(geno_A1_subset) + +#Subset to just rs1861 +geno_rs1861 <- geno_A1_subset %>% + select(FID, IID, PHENOTYPE, rs1861_C) %>% + na.omit() + +#Conduct a linear regression model between rs1861 and the phenotype +lm_rs1861 <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861) +summary(lm_rs1861) + +#The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype. ``` (ii) How would you interpret the beta coefficient from this regression? ``` -# Your answer here... +# We performed a linear regression to test the association between genotype rs1861 and the continuous phenotype. The beta-coefficient is 0.96698. This means that for every additional C allele an individual has for rs1861, their phenotype increases by 0.96698 units. ``` (iii) Plot the scatterplot of phenotype versus the genotype of SNP rs1861. Add the regression line to the plot. -``` -# Your code here... +```{r} +# Create a new data frame containing a sequence of genotype values + geno_range <- data.frame( + rs1861_C = seq(0, 2, length.out = 100) + ) +# Use the fitted linear regression model to predict phenotype probability +# for each genotype value in geno_range + geno_range$predicted_prob <- predict(lm_rs1861, newdata = geno_range, type = "response") + +# Start from the observed genotype dataset +count_data <- geno_A1_subset %>% +# Remove rows with missing genotype or missing phenotype + filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>% + # Group data by genotype value and phenotype category + group_by(rs1861_C, PHENOTYPE) %>% +# Count how many observations fall into each genotype-phenotype combination + summarise(count = n(), .groups = "drop") + +# Start building the plot +p1=ggplot() + +# Add points showing observed genotype-phenotype combinations + geom_point( + # Use the summarized count_data for the points + data = count_data, + # Map genotype to x-axis, phenotype to y-axis, and count to point size + aes(x = rs1861_C, y = PHENOTYPE, size = count), + color = "blue" + ) + + # Add a regression line showing predicted probability across genotype values + geom_line(# Use the prediction data frame for the line + data = geno_range, + aes(x = rs1861_C, y = predicted_prob), + color = "red", + # Set line thickness + size = 1.2 + ) + + # Control the size range of the points + scale_size_continuous(range = c(2, 10)) + + labs( + title = "Linear Regression: PHENOTYPE ~ Genotype", + x = "Genotype (0/1/2)", + y = "Phenotype ", + size = "Count" + ) + + # Restrict the visible x- and y-axis range + coord_cartesian(xlim = c(-0.5, 2.5), ylim = c(-0.1, 1.1)) + + # Apply a minimal theme for a clean appearance + theme_minimal() + +print(p1) ``` (iv) Convert the genotype coding for rs1861 to recessive coding. -``` -# Your code here... +``` {r} +geno_A1_subset_rec <- geno_A1_subset # make a copy + +#change into recessive coding +geno_A1_subset_rec[, 7:ncol(geno_A1_subset_rec)] <- as.data.frame( + lapply(geno_A1_subset[, 7:ncol(geno_A1_subset)], function(x) ifelse(x == 2, 1, 0)) +) + +#Subset to just rs1861 +geno_rs1861_rec <- geno_A1_subset_rec %>% + select(FID, IID, PHENOTYPE, rs1861_C) %>% + na.omit() + ``` (v) Conduct a linear regression to test the association between the recessive-coded rs1861 and the phenotype. What is the p-value? -``` -# Your code here... +``` {r} +#Conduct a linear regression model between rs1861 and the phenotype under recessive coding +lm_rs1861_rec <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861_rec) +summary(lm_rs1861_rec) + +#The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype. ``` (vi) Plot the scatterplot of phenotype versus the recessive-coded genotype of rs1861. Add the regression line to the plot. -``` -# Your code here... +```{r} +# Create a new data frame containing a sequence of genotype values + geno_range_rec <- data.frame( + rs1861_C = seq(0, 2, length.out = 100) + ) +# Use the fitted linear regression model to predict phenotype probability +# for each genotype value in geno_range + geno_range_rec$predicted_prob <- predict(lm_rs1861_rec, newdata = geno_range_rec, type = "response") + +# Start from the observed genotype dataset +count_data_rec <- geno_A1_subset_rec %>% +# Remove rows with missing genotype or missing phenotype + filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>% + # Group data by genotype value and phenotype category + group_by(rs1861_C, PHENOTYPE) %>% +# Count how many observations fall into each genotype-phenotype combination + summarise(count = n(), .groups = "drop") + +# Start building the plot +p2=ggplot() + +# Add points showing observed genotype-phenotype combinations + geom_point( + # Use the summarized count_data for the points + data = count_data_rec, + # Map genotype to x-axis, phenotype to y-axis, and count to point size + aes(x = rs1861_C, y = PHENOTYPE, size = count), + color = "blue" + ) + + # Add a regression line showing predicted probability across genotype values + geom_line(# Use the prediction data frame for the line + data = geno_range_rec, + aes(x = rs1861_C, y = predicted_prob), + color = "red", + # Set line thickness + size = 1.2 + ) + + # Control the size range of the points + scale_size_continuous(range = c(2, 10)) + + labs( + title = "Linear Regression: PHENOTYPE ~ Genotype", + x = "Genotype (0/1)", + y = "Phenotype ", + size = "Count" + ) + + # Restrict the visible x- and y-axis range + coord_cartesian(xlim = c(-0.5,1.5), ylim = c(-0.1, 1.1)) + + scale_x_continuous(breaks = c(0, 1))+ + # Apply a minimal theme for a clean appearance + theme_minimal() + +print(p2) ``` (vii) Which model fits better? Justify your answer. +```{r} +AIC(lm_rs1861, lm_rs1861_rec) +``` + ``` -# Your answer here... +# The AIC is higher in the recessive model (AIC=11000.02), indicating that the additive model (AIC=10988.06) may fit better slightly better overall by capturing a more gradual allele-phenotype effect. + +# However, it is also important to note that there are not a lot of individuals with the homozygous variant genotype in this dataset. As a result, that may be why the recessive model and additive models fit similarly. ``` ### Criteria From a100594b6f7fd962d8c59151897ba37b564ff0ed Mon Sep 17 00:00:00 2001 From: Michelle Wang Date: Mon, 16 Mar 2026 18:25:37 -0400 Subject: [PATCH 02/12] Completed Assignment 1 --- 02_activities/assignments/assignment_1.html | 421 +++++++++++--------- 02_activities/assignments/assignment_1.qmd | 6 +- 2 files changed, 245 insertions(+), 182 deletions(-) diff --git a/02_activities/assignments/assignment_1.html b/02_activities/assignments/assignment_1.html index 349efbf..b1a744e 100644 --- a/02_activities/assignments/assignment_1.html +++ b/02_activities/assignments/assignment_1.html @@ -105,6 +105,69 @@

Assignment 1

We will go through comparable code and concepts in the live learning session. If you run into trouble, start by using the help help() function in R, to get information about the datasets and function in question. The internet is also a great resource when coding (though note that no outside searches are required by the assignment!). If you do incorporate code from the internet, please cite the source within your code (providing a URL is sufficient).

Please bring questions that you cannot work out on your own to office hours, work periods or share with your peers on Slack. We will work with you through the issue.

You will need to install PLINK and run the analyses. Please follow the OS-specific setup guide in SETUP.md. PLINK is a free, open-source whole genome association analysis toolset, designed to perform a range of basic, large-scale analyses in a computationally efficient manner.

+
+
# Set up a consistent path for all chunks of code
+knitr::opts_knit$set(root.dir = normalizePath("../../"))
+
+library(data.table)
+library(ggplot2)
+library(seqminer)
+library(HardyWeinberg)
+
+
Loading required package: mice
+
+
+
Warning: package 'mice' was built under R version 4.5.2
+
+
+

+Attaching package: 'mice'
+
+
+
The following object is masked from 'package:stats':
+
+    filter
+
+
+
The following objects are masked from 'package:base':
+
+    cbind, rbind
+
+
+
Loading required package: nnet
+
+
+
Loading required package: Rsolnp
+
+
+
Loading required package: shape
+
+
library(dplyr)
+
+

+Attaching package: 'dplyr'
+
+
+
The following object is masked from 'package:HardyWeinberg':
+
+    recode
+
+
+
The following objects are masked from 'package:data.table':
+
+    between, first, last
+
+
+
The following objects are masked from 'package:stats':
+
+    filter, lag
+
+
+
The following objects are masked from 'package:base':
+
+    intersect, setdiff, setequal, union
+
+

Question 1: Data inspection

Before fitting any models, it is essential to understand the data. Use R or bash code to answer the following questions about the gwa.qc.A1.fam, gwa.qc.A1.bim, and gwa.qc.A1.bed files, available at the following Google Drive link: https://drive.google.com/drive/folders/11meVqGCY5yAyI1fh-fAlMEXQt0VmRGuz?usp=drive_link. Please download all three files from this link and place them in 02_activities/data/.

@@ -112,10 +175,10 @@

Question 1: Dat
  • Read the .fam file. How many samples does the dataset contain?
    • -
    #Read the .fam file
-head ./02_activities/data/gwa.qc.A1.fam
-
-#The dataset contains 10 samples.
    +
    #Read the .fam file
+head ./02_activities/data/gwa.qc.A1.fam
+
+#The dataset contains 10 samples.
    0   A2001   0   0   1   -0.694438129641973
 1   A2002   0   0   1   1.85384536141856
@@ -133,9 +196,9 @@ 
    Question 1: Dat
 
  • What is the ‘variable type’ of the response variable (i.e.Continuous or binary)?
    • 
 
 
    
-
    head ./02_activities/data/gwa.qc.A1.fam
-
-#The response variable is continuous.
    
+
    head ./02_activities/data/gwa.qc.A1.fam
+
+#The response variable is continuous.
    
 
    
 
    0   A2001   0   0   1   -0.694438129641973
 1   A2002   0   0   1   1.85384536141856
@@ -153,9 +216,9 @@ 
    Question 1: Dat
 
  • Read the .bim file. How many SNPs does the dataset contain?
    • 
 
 
    
-
    head ./02_activities/data/gwa.qc.A1.bim
-
-#There are 10 SNPs in the dataset.
    
+
    head ./02_activities/data/gwa.qc.A1.bim
+
+#There are 10 SNPs in the dataset.
    
 
    
 
    1   rs3737728   0   1011278 A   G
 1   rs1320565   0   1109721 T   C
@@ -176,15 +239,15 @@ 
    Que
 
  • Load the genotype matrix for SNPs rs1861, rs3813199, rs3128342, and rs11804831 using additive coding. What are the allele frequencies (AFs) for these four SNPs?
    • 
 
 
    
-
    #Create SNP list file with 4 SNPs: rs1861, rs3813199, rs3128342, and rs11804831
-printf "%s\n" rs1861 rs3813199 rs3128342 rs11804831 > ./02_activities/data/A1snplist.txt
-
-#Subset SNPs and output allele frequencies
-plink2 --bfile ./02_activities/data/gwa.qc.A1 \
-      --extract ./02_activities/data/A1snplist.txt \
-      --recode A\
-      --freq \
-      --out ./02_activities/data/gwa_qc_A1_freq
    
+
    #Create SNP list file with 4 SNPs: rs1861, rs3813199, rs3128342, and rs11804831
+printf "%s\n" rs1861 rs3813199 rs3128342 rs11804831 > ./02_activities/data/A1snplist.txt
+
+#Subset SNPs and output allele frequencies
+plink2 --bfile ./02_activities/data/gwa.qc.A1 \
+      --extract ./02_activities/data/A1snplist.txt \
+      --recode A\
+      --freq \
+      --out ./02_activities/data/gwa_qc_A1_freq
    
 
    
 
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
 (C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
@@ -196,7 +259,7 @@ 
    Que
   --freq
   --out ./02_activities/data/gwa_qc_A1_freq
 
-Start time: Sun Mar 15 15:25:49 2026
+Start time: Mon Mar 16 18:24:17 2026
 16384 MiB RAM detected; reserving 8192 MiB for main workspace.
 Using up to 10 threads (change this with --threads).
 4000 samples (2000 females, 2000 males; 4000 founders) loaded from
@@ -212,13 +275,13 @@ 
    Que
 
 --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done.
 --export A: ./02_activities/data/gwa_qc_A1_freq.raw written.
-End time: Sun Mar 15 15:25:49 2026
    
+End time: Mon Mar 16 18:24:17 2026
    
 
    
 
    
 
    
-
    #View allele frequencies
-A1freq <- fread("./02_activities/data/gwa_qc_A1_freq.afreq")
-head(A1freq)
    
+
    #View allele frequencies
+A1freq <- fread("./02_activities/data/gwa_qc_A1_freq.afreq")
+head(A1freq)
    
 
    
 
       #CHROM         ID    REF    ALT PROVISIONAL_REF? ALT_FREQS OBS_CT
     <int>     <char> <char> <char>           <char>     <num>  <int>
@@ -227,15 +290,15 @@ 
    Que
 3:      1  rs3128342      C      A                Y 0.3051210   7928
 4:      1     rs1861      C      A                Y 0.0539859   7928
    
 
    
-
    #The allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.
    
+
    #The allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.
    
 
    
 
      
 
    1. What are the minor allele frequencies (MAFs) for these four SNPs?
      2. 
 
    
 
    
-
    A1freq$MAF <- pmin(A1freq$ALT_FREQS, 1 - A1freq$ALT_FREQS)
-
-A1freq[, .(ID, AF = ALT_FREQS, MAF)]
    
+
    A1freq$MAF <- pmin(A1freq$ALT_FREQS, 1 - A1freq$ALT_FREQS)
+
+A1freq[, .(ID, AF = ALT_FREQS, MAF)]
    
 
    
 
               ID        AF       MAF
        <char>     <num>     <num>
@@ -244,7 +307,7 @@ 
    Que
 3:  rs3128342 0.3051210 0.3051210
 4:     rs1861 0.0539859 0.0539859
    
 
    
-
    #The minor allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.
    
+
    #The minor allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.

    @@ -253,7 +316,7 @@

    -
    plink2 --bfile ./02_activities/data/gwa.qc.A1 --hardy --out ./02_activities/data/gwa_qc_A1_hwe
    +
    plink2 --bfile ./02_activities/data/gwa.qc.A1 --hardy --out ./02_activities/data/gwa_qc_A1_hwe
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
 (C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
@@ -263,7 +326,7 @@ 
    
-
    A1hwe <- fread("./02_activities/data/gwa_qc_A1_hwe.hardy")
-head(A1hwe)
    
+
    A1hwe <- fread("./02_activities/data/gwa_qc_A1_hwe.hardy")
+head(A1hwe)
    
 
    
 
       #CHROM         ID     A1     AX HOM_A1_CT HET_A1_CT TWO_AX_CT O(HET_A1)
     <int>     <char> <char> <char>     <int>     <int>     <int>     <num>
@@ -303,11 +366,11 @@ 
    
-
    #Subset SNPs and output allele frequencies
-plink2 --bfile ./02_activities/data/gwa.qc.A1 \
-      --extract ./02_activities/data/A1snplist.txt \
-      --hardy \
-      --out ./02_activities/data/gwa_qc_A1_hwe_snplist
    
+
    #Subset SNPs and output allele frequencies
+plink2 --bfile ./02_activities/data/gwa.qc.A1 \
+      --extract ./02_activities/data/A1snplist.txt \
+      --hardy \
+      --out ./02_activities/data/gwa_qc_A1_hwe_snplist
    
 
    
 
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
 (C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
@@ -318,7 +381,7 @@ 
    
-
    #View allele frequencies
-A1hwesnplist <- fread("./02_activities/data/gwa_qc_A1_hwe_snplist.hardy")
-head(A1hwesnplist)
    
+
    #View allele frequencies
+A1hwesnplist <- fread("./02_activities/data/gwa_qc_A1_hwe_snplist.hardy")
+head(A1hwesnplist)
    
 
    
 
       #CHROM         ID     A1     AX HOM_A1_CT HET_A1_CT TWO_AX_CT O(HET_A1)
     <int>     <char> <char> <char>     <int>     <int>     <int>     <num>
@@ -351,7 +414,7 @@ 
    #The HWE p-values for rs1861, rs3813199, rs3128342, and rs11804831 are the following: 0.274719, 1.000000, 0.330273, and 0.113354.
    
+
    #The HWE p-values for rs1861, rs3813199, rs3128342, and rs11804831 are the following: 0.274719, 1.000000, 0.330273, and 0.113354.

    @@ -360,10 +423,10 @@

    Questi
  • Conduct a linear regression to test the association between SNP rs1861 and the phenotype. What is the p-value?
    • -
    plink2 --bfile ./02_activities/data/gwa.qc.A1 \
-      --extract ./02_activities/data/A1snplist.txt \
-      --recode A \
-      --out ./02_activities/data/geno.A1.additive
    +
    plink2 --bfile ./02_activities/data/gwa.qc.A1 \
+      --extract ./02_activities/data/A1snplist.txt \
+      --recode A \
+      --out ./02_activities/data/geno.A1.additive
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
 (C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
@@ -374,7 +437,7 @@ 
    Questi
   --extract ./02_activities/data/A1snplist.txt
   --out ./02_activities/data/geno.A1.additive
 
-Start time: Sun Mar 15 15:25:49 2026
+Start time: Mon Mar 16 18:24:17 2026
 16384 MiB RAM detected; reserving 8192 MiB for main workspace.
 Using up to 10 threads (change this with --threads).
 4000 samples (2000 females, 2000 males; 4000 founders) loaded from
@@ -386,15 +449,15 @@ 
    Questi
 
 --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done.
 --export A: ./02_activities/data/geno.A1.additive.raw written.
-End time: Sun Mar 15 15:25:49 2026
    +End time: Mon Mar 16 18:24:17 2026
    -
    # Load genotype data
-geno_A1_subset <- fread("./02_activities/data/geno.A1.additive.raw")
-geno_A1_subset=na.omit(geno_A1_subset)
-geno_A1_subset$PHENOTYPE=geno_A1_subset$PHENOTYPE-1
-head(geno_A1_subset)
    +
    # Load genotype data
+geno_A1_subset <- fread("./02_activities/data/geno.A1.additive.raw")
+geno_A1_subset=na.omit(geno_A1_subset)
+geno_A1_subset$PHENOTYPE=geno_A1_subset$PHENOTYPE-1
+head(geno_A1_subset)
         FID    IID   PAT   MAT   SEX PHENOTYPE rs3813199_G rs11804831_T
    <int> <char> <int> <int> <int>     <num>       <int>        <int>
@@ -413,14 +476,14 @@ 
    Questi
 5:           2        2
 6:           1        2
    -
    #Subset to just rs1861
-geno_rs1861 <- geno_A1_subset %>%
-  select(FID, IID, PHENOTYPE, rs1861_C) %>%
-  na.omit()
-
-#Conduct a linear regression model between rs1861 and the phenotype
-lm_rs1861 <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861)
-summary(lm_rs1861)
    +
    #Subset to just rs1861
+geno_rs1861 <- geno_A1_subset %>%
+  select(FID, IID, PHENOTYPE, rs1861_C) %>%
+  na.omit()
+
+#Conduct a linear regression model between rs1861 and the phenotype
+lm_rs1861 <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861)
+summary(lm_rs1861)
    
 Call:
@@ -441,7 +504,7 @@ 
    Questi
 Multiple R-squared:  0.08783,   Adjusted R-squared:  0.08759 
 F-statistic: 371.7 on 1 and 3860 DF,  p-value: < 2.2e-16
    -
    #The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
    +
    #The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
    1. How would you interpret the beta coefficient from this regression?
      2. @@ -451,58 +514,58 @@

      Questi
    2. Plot the scatterplot of phenotype versus the genotype of SNP rs1861. Add the regression line to the plot.

    -
    # Create a new data frame containing a sequence of genotype values
- geno_range <- data.frame(
-   rs1861_C = seq(0, 2, length.out = 100)
- )
-# Use the fitted linear regression model to predict phenotype probability
-# for each genotype value in geno_range
- geno_range$predicted_prob <- predict(lm_rs1861, newdata = geno_range, type = "response")
-
-# Start from the observed genotype dataset
-count_data <- geno_A1_subset %>%
-# Remove rows with missing genotype or missing phenotype
-  filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>%
- # Group data by genotype value and phenotype category 
-  group_by(rs1861_C, PHENOTYPE) %>%
-# Count how many observations fall into each genotype-phenotype combination
-  summarise(count = n(), .groups = "drop")
-
-# Start building the plot
-p1=ggplot() +
-# Add points showing observed genotype-phenotype combinations
-  geom_point(
-    # Use the summarized count_data for the points
-    data = count_data,
-    # Map genotype to x-axis, phenotype to y-axis, and count to point size
-    aes(x = rs1861_C, y = PHENOTYPE, size = count),
-    color = "blue"
-  ) +
-  # Add a regression line showing predicted probability across genotype values
-  geom_line(# Use the prediction data frame for the line
-    data = geno_range,
-    aes(x = rs1861_C, y = predicted_prob),
-    color = "red",
-    # Set line thickness
-    size = 1.2
-  ) +
-  # Control the size range of the points
-  scale_size_continuous(range = c(2, 10)) +
-  labs(
-    title = "Linear Regression: PHENOTYPE ~ Genotype",
-    x = "Genotype (0/1/2)",
-    y = "Phenotype ",
-    size = "Count"
-  ) +
-  # Restrict the visible x- and y-axis range
-  coord_cartesian(xlim = c(-0.5, 2.5), ylim = c(-0.1, 1.1)) +
-   # Apply a minimal theme for a clean appearance
-  theme_minimal()
    +
    # Create a new data frame containing a sequence of genotype values
+ geno_range <- data.frame(
+   rs1861_C = seq(0, 2, length.out = 100)
+ )
+# Use the fitted linear regression model to predict phenotype probability
+# for each genotype value in geno_range
+ geno_range$predicted_prob <- predict(lm_rs1861, newdata = geno_range, type = "response")
+
+# Start from the observed genotype dataset
+count_data <- geno_A1_subset %>%
+# Remove rows with missing genotype or missing phenotype
+  filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>%
+ # Group data by genotype value and phenotype category 
+  group_by(rs1861_C, PHENOTYPE) %>%
+# Count how many observations fall into each genotype-phenotype combination
+  summarise(count = n(), .groups = "drop")
+
+# Start building the plot
+p1=ggplot() +
+# Add points showing observed genotype-phenotype combinations
+  geom_point(
+    # Use the summarized count_data for the points
+    data = count_data,
+    # Map genotype to x-axis, phenotype to y-axis, and count to point size
+    aes(x = rs1861_C, y = PHENOTYPE, size = count),
+    color = "blue"
+  ) +
+  # Add a regression line showing predicted probability across genotype values
+  geom_line(# Use the prediction data frame for the line
+    data = geno_range,
+    aes(x = rs1861_C, y = predicted_prob),
+    color = "red",
+    # Set line thickness
+    size = 1.2
+  ) +
+  # Control the size range of the points
+  scale_size_continuous(range = c(2, 10)) +
+  labs(
+    title = "Linear Regression: PHENOTYPE ~ Genotype",
+    x = "Genotype (0/1/2)",
+    y = "Phenotype ",
+    size = "Count"
+  ) +
+  # Restrict the visible x- and y-axis range
+  coord_cartesian(xlim = c(-0.5, 2.5)) +
+   # Apply a minimal theme for a clean appearance
+  theme_minimal()
    Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
 ℹ Please use `linewidth` instead.
    -
    print(p1)
    +
    print(p1)
    @@ -515,25 +578,25 @@

    Questi
  • Convert the genotype coding for rs1861 to recessive coding.
    • -
    geno_A1_subset_rec <- geno_A1_subset # make a copy
-
-#change into recessive coding
-geno_A1_subset_rec[, 7:ncol(geno_A1_subset_rec)] <- as.data.frame(
-  lapply(geno_A1_subset[, 7:ncol(geno_A1_subset)], function(x) ifelse(x == 2, 1, 0))
-)
-
-#Subset to just rs1861
-geno_rs1861_rec <- geno_A1_subset_rec %>%
-  select(FID, IID, PHENOTYPE, rs1861_C) %>%
-  na.omit()
    +
    geno_A1_subset_rec <- geno_A1_subset # make a copy
+
+#change into recessive coding
+geno_A1_subset_rec[, 7:ncol(geno_A1_subset_rec)] <- as.data.frame(
+  lapply(geno_A1_subset[, 7:ncol(geno_A1_subset)], function(x) ifelse(x == 2, 1, 0))
+)
+
+#Subset to just rs1861
+geno_rs1861_rec <- geno_A1_subset_rec %>%
+  select(FID, IID, PHENOTYPE, rs1861_C) %>%
+  na.omit()
    1. Conduct a linear regression to test the association between the recessive-coded rs1861 and the phenotype. What is the p-value?
    -
    #Conduct a linear regression model between rs1861 and the phenotype under recessive coding
-lm_rs1861_rec <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861_rec)
-summary(lm_rs1861_rec)
    +
    #Conduct a linear regression model between rs1861 and the phenotype under recessive coding
+lm_rs1861_rec <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861_rec)
+summary(lm_rs1861_rec)
    
 Call:
@@ -554,62 +617,62 @@ 
    Questi
 Multiple R-squared:  0.085, Adjusted R-squared:  0.08476 
 F-statistic: 358.6 on 1 and 3860 DF,  p-value: < 2.2e-16
    -
    #The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
    +
    #The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
    1. Plot the scatterplot of phenotype versus the recessive-coded genotype of rs1861. Add the regression line to the plot.
    -
    # Create a new data frame containing a sequence of genotype values
- geno_range_rec <- data.frame(
-   rs1861_C = seq(0, 2, length.out = 100)
- )
-# Use the fitted linear regression model to predict phenotype probability
-# for each genotype value in geno_range
- geno_range_rec$predicted_prob <- predict(lm_rs1861_rec, newdata = geno_range_rec, type = "response")
-
-# Start from the observed genotype dataset
-count_data_rec <- geno_A1_subset_rec %>%
-# Remove rows with missing genotype or missing phenotype
-  filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>%
- # Group data by genotype value and phenotype category 
-  group_by(rs1861_C, PHENOTYPE) %>%
-# Count how many observations fall into each genotype-phenotype combination
-  summarise(count = n(), .groups = "drop")
-
-# Start building the plot
-p2=ggplot() +
-# Add points showing observed genotype-phenotype combinations
-  geom_point(
-    # Use the summarized count_data for the points
-    data = count_data_rec,
-    # Map genotype to x-axis, phenotype to y-axis, and count to point size
-    aes(x = rs1861_C, y = PHENOTYPE, size = count),
-    color = "blue"
-  ) +
-  # Add a regression line showing predicted probability across genotype values
-  geom_line(# Use the prediction data frame for the line
-    data = geno_range_rec,
-    aes(x = rs1861_C, y = predicted_prob),
-    color = "red",
-    # Set line thickness
-    size = 1.2
-  ) +
-  # Control the size range of the points
-  scale_size_continuous(range = c(2, 10)) +
-  labs(
-    title = "Linear Regression: PHENOTYPE ~ Genotype",
-    x = "Genotype (0/1)",
-    y = "Phenotype ",
-    size = "Count"
-  ) +
-  # Restrict the visible x- and y-axis range
-  coord_cartesian(xlim = c(-0.5,1.5), ylim = c(-0.1, 1.1)) +
-  scale_x_continuous(breaks = c(0, 1))+
-   # Apply a minimal theme for a clean appearance
-  theme_minimal()
-
-print(p2)
    +
    # Create a new data frame containing a sequence of genotype values
+ geno_range_rec <- data.frame(
+   rs1861_C = seq(0, 2, length.out = 100)
+ )
+# Use the fitted linear regression model to predict phenotype probability
+# for each genotype value in geno_range
+ geno_range_rec$predicted_prob <- predict(lm_rs1861_rec, newdata = geno_range_rec, type = "response")
+
+# Start from the observed genotype dataset
+count_data_rec <- geno_A1_subset_rec %>%
+# Remove rows with missing genotype or missing phenotype
+  filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>%
+ # Group data by genotype value and phenotype category 
+  group_by(rs1861_C, PHENOTYPE) %>%
+# Count how many observations fall into each genotype-phenotype combination
+  summarise(count = n(), .groups = "drop")
+
+# Start building the plot
+p2=ggplot() +
+# Add points showing observed genotype-phenotype combinations
+  geom_point(
+    # Use the summarized count_data for the points
+    data = count_data_rec,
+    # Map genotype to x-axis, phenotype to y-axis, and count to point size
+    aes(x = rs1861_C, y = PHENOTYPE, size = count),
+    color = "blue"
+  ) +
+  # Add a regression line showing predicted probability across genotype values
+  geom_line(# Use the prediction data frame for the line
+    data = geno_range_rec,
+    aes(x = rs1861_C, y = predicted_prob),
+    color = "red",
+    # Set line thickness
+    size = 1.2
+  ) +
+  # Control the size range of the points
+  scale_size_continuous(range = c(2, 10)) +
+  labs(
+    title = "Linear Regression: PHENOTYPE ~ Genotype",
+    x = "Genotype (0/1)",
+    y = "Phenotype ",
+    size = "Count"
+  ) +
+  # Restrict the visible x- and y-axis range
+  coord_cartesian(xlim = c(-0.5,1.5)) +
+  scale_x_continuous(breaks = c(0, 1))+
+   # Apply a minimal theme for a clean appearance
+  theme_minimal()
+
+print(p2)
    @@ -622,7 +685,7 @@

    Questi
  • Which model fits better? Justify your answer.
    • -
    AIC(lm_rs1861, lm_rs1861_rec)
    +
    AIC(lm_rs1861, lm_rs1861_rec)
                  df      AIC
 lm_rs1861      3 10988.06
diff --git a/02_activities/assignments/assignment_1.qmd b/02_activities/assignments/assignment_1.qmd
index e2812b6..286f0d0 100644
--- a/02_activities/assignments/assignment_1.qmd
+++ b/02_activities/assignments/assignment_1.qmd
@@ -13,7 +13,7 @@ Please bring questions that you cannot work out on your own to office hours, wor
 
 You will need to install PLINK and run the analyses. Please follow the OS-specific setup guide in [`SETUP.md`](../../SETUP.md). PLINK is a free, open-source whole genome association analysis toolset, designed to perform a range of basic, large-scale analyses in a computationally efficient manner.
 
-```{r setup, include=FALSE}
+```{r setup}
 # Set up a consistent path for all chunks of code
 knitr::opts_knit$set(root.dir = normalizePath("../../"))
 
@@ -202,7 +202,7 @@ p1=ggplot() +
     size = "Count"
   ) +
   # Restrict the visible x- and y-axis range
-  coord_cartesian(xlim = c(-0.5, 2.5), ylim = c(-0.1, 1.1)) +
+  coord_cartesian(xlim = c(-0.5, 2.5)) +
    # Apply a minimal theme for a clean appearance
   theme_minimal()
 
@@ -283,7 +283,7 @@ p2=ggplot() +
     size = "Count"
   ) +
   # Restrict the visible x- and y-axis range
-  coord_cartesian(xlim = c(-0.5,1.5), ylim = c(-0.1, 1.1)) +
+  coord_cartesian(xlim = c(-0.5,1.5)) +
   scale_x_continuous(breaks = c(0, 1))+
    # Apply a minimal theme for a clean appearance
   theme_minimal()

From 537ac3eb88c17dd3d0d34f61183cb68e0950669f Mon Sep 17 00:00:00 2001
From: Michelle Wang 
Date: Mon, 16 Mar 2026 19:02:26 -0400
Subject: [PATCH 03/12] Completed assignment 1

---
 02_activities/assignments/assignment_1.html | 31 ++++++++-------------
 02_activities/assignments/assignment_1.qmd  |  6 ++--
 2 files changed, 14 insertions(+), 23 deletions(-)

diff --git a/02_activities/assignments/assignment_1.html b/02_activities/assignments/assignment_1.html
index b1a744e..eb0c804 100644
--- a/02_activities/assignments/assignment_1.html
+++ b/02_activities/assignments/assignment_1.html
@@ -176,20 +176,11 @@ 
    Question 1: Dat
 
 
    
 
    #Read the .fam file
-head ./02_activities/data/gwa.qc.A1.fam
+wc -l ./02_activities/data/gwa.qc.A1.fam
 
-#The dataset contains 10 samples.
    
+#The dataset contains 4000 samples.
    -
    0   A2001   0   0   1   -0.694438129641973
-1   A2002   0   0   1   1.85384536141856
-2   A2003   0   0   1   2.08263677761584
-3   A2004   0   0   1   2.73871473943968
-4   A2005   0   0   1   1.34114035564636
-5   A2006   0   0   1   0.416778586749647
-6   A2007   0   0   1   2.38297123290054
-7   A2008   0   0   1   1.51429928826958
-8   A2009   0   0   1   0.718686390529039
-9   A2010   0   0   1   2.08904136245205
    +
        4000 ./02_activities/data/gwa.qc.A1.fam

      @@ -259,7 +250,7 @@

      Que --freq --out ./02_activities/data/gwa_qc_A1_freq -Start time: Mon Mar 16 18:24:17 2026 +Start time: Mon Mar 16 19:00:45 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -275,7 +266,7 @@

      Que --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done. --export A: ./02_activities/data/gwa_qc_A1_freq.raw written. -End time: Mon Mar 16 18:24:17 2026 +End time: Mon Mar 16 19:00:45 2026

    @@ -326,7 +317,7 @@

    @@ -381,7 +372,7 @@

    @@ -437,7 +428,7 @@

    Questi --extract ./02_activities/data/A1snplist.txt --out ./02_activities/data/geno.A1.additive -Start time: Mon Mar 16 18:24:17 2026 +Start time: Mon Mar 16 19:00:45 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -449,7 +440,7 @@

    Questi --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done. --export A: ./02_activities/data/geno.A1.additive.raw written. -End time: Mon Mar 16 18:24:17 2026 +End time: Mon Mar 16 19:00:45 2026

    diff --git a/02_activities/assignments/assignment_1.qmd b/02_activities/assignments/assignment_1.qmd index 286f0d0..73aad38 100644 --- a/02_activities/assignments/assignment_1.qmd +++ b/02_activities/assignments/assignment_1.qmd @@ -31,11 +31,11 @@ Before fitting any models, it is essential to understand the data. Use R or bash (i) Read the .fam file. How many samples does the dataset contain? -```{bash} +```{bash} #Read the .fam file -head ./02_activities/data/gwa.qc.A1.fam +wc -l ./02_activities/data/gwa.qc.A1.fam -#The dataset contains 10 samples. +#The dataset contains 4000 samples. ``` (ii) What is the 'variable type' of the response variable (i.e.Continuous or binary)? From 7718ab6d8b20c50495a0d192c61171b4f514b9e9 Mon Sep 17 00:00:00 2001 From: Michelle Wang Date: Mon, 16 Mar 2026 19:06:47 -0400 Subject: [PATCH 04/12] Complete assignment 1 --- 02_activities/assignments/assignment_1.html | 31 ++++++++------------- 02_activities/assignments/assignment_1.qmd | 4 +-- 2 files changed, 13 insertions(+), 22 deletions(-) diff --git a/02_activities/assignments/assignment_1.html b/02_activities/assignments/assignment_1.html index eb0c804..c855962 100644 --- a/02_activities/assignments/assignment_1.html +++ b/02_activities/assignments/assignment_1.html @@ -207,20 +207,11 @@

    Question 1: Dat
  • Read the .bim file. How many SNPs does the dataset contain?
    • -
    head ./02_activities/data/gwa.qc.A1.bim
+
    wc -l ./02_activities/data/gwa.qc.A1.bim
 
-#There are 10 SNPs in the dataset.
    
+#There are 101083 SNPs in the dataset.
    -
    1   rs3737728   0   1011278 A   G
-1   rs1320565   0   1109721 T   C
-1   rs3813199   0   1148140 A   G
-1   rs11804831  0   1184667 C   T
-1   rs3766178   0   1468043 C   T
-1   rs3128342   0   1476697 A   C
-1   rs880051    0   1483590 A   G
-1   rs2296716   0   1487687 T   C
-1   rs2474460   0   1833906 C   T
-1   rs3820011   0   1878053 A   C
    +
      101083 ./02_activities/data/gwa.qc.A1.bim

    @@ -250,7 +241,7 @@

    Que --freq --out ./02_activities/data/gwa_qc_A1_freq -Start time: Mon Mar 16 19:00:45 2026 +Start time: Mon Mar 16 19:06:13 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -266,7 +257,7 @@

    Que --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done. --export A: ./02_activities/data/gwa_qc_A1_freq.raw written. -End time: Mon Mar 16 19:00:45 2026 +End time: Mon Mar 16 19:06:13 2026
    @@ -317,7 +308,7 @@

    @@ -372,7 +363,7 @@

    @@ -428,7 +419,7 @@

    Questi --extract ./02_activities/data/A1snplist.txt --out ./02_activities/data/geno.A1.additive -Start time: Mon Mar 16 19:00:45 2026 +Start time: Mon Mar 16 19:06:14 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -440,7 +431,7 @@

    Questi --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done. --export A: ./02_activities/data/geno.A1.additive.raw written. -End time: Mon Mar 16 19:00:45 2026 +End time: Mon Mar 16 19:06:14 2026

    diff --git a/02_activities/assignments/assignment_1.qmd b/02_activities/assignments/assignment_1.qmd index 73aad38..a226473 100644 --- a/02_activities/assignments/assignment_1.qmd +++ b/02_activities/assignments/assignment_1.qmd @@ -49,9 +49,9 @@ head ./02_activities/data/gwa.qc.A1.fam (iii) Read the .bim file. How many SNPs does the dataset contain? ```{bash} -head ./02_activities/data/gwa.qc.A1.bim +wc -l ./02_activities/data/gwa.qc.A1.bim -#There are 10 SNPs in the dataset. +#There are 101083 SNPs in the dataset. ``` #### Question 2: Allele Frequency Estimation From 4cfbcb283c4d032534254e0d60b1c6365aa3f0a9 Mon Sep 17 00:00:00 2001 From: Michelle Wang Date: Tue, 17 Mar 2026 15:24:38 -0400 Subject: [PATCH 05/12] Completed assignment 1 and fixed some errors with allele frequencies --- 02_activities/assignments/assignment_1.html | 347 ++++++++++---------- 02_activities/assignments/assignment_1.qmd | 13 +- 2 files changed, 189 insertions(+), 171 deletions(-) diff --git a/02_activities/assignments/assignment_1.html b/02_activities/assignments/assignment_1.html index c855962..a3ec5ab 100644 --- a/02_activities/assignments/assignment_1.html +++ b/02_activities/assignments/assignment_1.html @@ -222,16 +222,18 @@

    Que 
    #Create SNP list file with 4 SNPs: rs1861, rs3813199, rs3128342, and rs11804831
-printf "%s\n" rs1861 rs3813199 rs3128342 rs11804831 > ./02_activities/data/A1snplist.txt
-
-#Subset SNPs and output allele frequencies
-plink2 --bfile ./02_activities/data/gwa.qc.A1 \
-      --extract ./02_activities/data/A1snplist.txt \
-      --recode A\
-      --freq \
-      --out ./02_activities/data/gwa_qc_A1_freq
    +setopt interactivecomments +printf "%s\n" rs1861 rs3813199 rs3128342 rs11804831 > ./02_activities/data/A1snplist.txt + +#Subset SNPs and output allele frequencies +plink2 --bfile ./02_activities/data/gwa.qc.A1 \ + --extract ./02_activities/data/A1snplist.txt \ + --recode A\ + --freq \ + --out ./02_activities/data/gwa_qc_A1_freq

    -
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+
    bash: line 1: setopt: command not found
+PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
 (C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
 Logging to ./02_activities/data/gwa_qc_A1_freq.log.
 Options in effect:
@@ -241,7 +243,7 @@ 
    Que
   --freq
   --out ./02_activities/data/gwa_qc_A1_freq
 
-Start time: Mon Mar 16 19:06:13 2026
+Start time: Tue Mar 17 15:23:11 2026
 16384 MiB RAM detected; reserving 8192 MiB for main workspace.
 Using up to 10 threads (change this with --threads).
 4000 samples (2000 females, 2000 males; 4000 founders) loaded from
@@ -257,7 +259,7 @@ 
    Que
 
 --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done.
 --export A: ./02_activities/data/gwa_qc_A1_freq.raw written.
-End time: Mon Mar 16 19:06:13 2026
    
+End time: Tue Mar 17 15:23:11 2026
    @@ -272,15 +274,27 @@

    Que 3: 1 rs3128342 C A Y 0.3051210 7928 4: 1 rs1861 C A Y 0.0539859 7928

    -
    #The allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.
    +
    #The allele frequencies for the alternative allele of rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.
+
+A1freq$REF_FREQ <- 1 - A1freq$ALT_FREQS
+A1freq
    +
    +
       #CHROM         ID    REF    ALT PROVISIONAL_REF? ALT_FREQS OBS_CT  REF_FREQ
+    <int>     <char> <char> <char>           <char>     <num>  <int>     <num>
+1:      1  rs3813199      G      A                Y 0.0569126   7942 0.9430874
+2:      1 rs11804831      T      C                Y 0.1543410   7924 0.8456590
+3:      1  rs3128342      C      A                Y 0.3051210   7928 0.6948790
+4:      1     rs1861      C      A                Y 0.0539859   7928 0.9460141
    +
    +
    #The allele frequencies for the reference allele of rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.9460141, 0.9430874, 0.6948790, and 0.8456590.
    1. What are the minor allele frequencies (MAFs) for these four SNPs?
    -
    A1freq$MAF <- pmin(A1freq$ALT_FREQS, 1 - A1freq$ALT_FREQS)
-
-A1freq[, .(ID, AF = ALT_FREQS, MAF)]
    +
    A1freq$MAF <- pmin(A1freq$ALT_FREQS, 1 - A1freq$ALT_FREQS)
+
+A1freq[, .(ID, AF = ALT_FREQS, MAF)]
               ID        AF       MAF
        <char>     <num>     <num>
@@ -289,7 +303,7 @@ 
    Que
 3:  rs3128342 0.3051210 0.3051210
 4:     rs1861 0.0539859 0.0539859
    -
    #The minor allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.
    +
    #The minor allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.
    @@ -298,7 +312,7 @@

    -
    plink2 --bfile ./02_activities/data/gwa.qc.A1 --hardy --out ./02_activities/data/gwa_qc_A1_hwe
    +
    plink2 --bfile ./02_activities/data/gwa.qc.A1 --hardy --out ./02_activities/data/gwa_qc_A1_hwe
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
 (C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
@@ -308,7 +322,7 @@ 
    
-
    A1hwe <- fread("./02_activities/data/gwa_qc_A1_hwe.hardy")
-head(A1hwe)
    
+
    A1hwe <- fread("./02_activities/data/gwa_qc_A1_hwe.hardy")
+head(A1hwe)
    
 
    
 
       #CHROM         ID     A1     AX HOM_A1_CT HET_A1_CT TWO_AX_CT O(HET_A1)
     <int>     <char> <char> <char>     <int>     <int>     <int>     <num>
@@ -348,11 +362,11 @@ 
    
-
    #Subset SNPs and output allele frequencies
-plink2 --bfile ./02_activities/data/gwa.qc.A1 \
-      --extract ./02_activities/data/A1snplist.txt \
-      --hardy \
-      --out ./02_activities/data/gwa_qc_A1_hwe_snplist
    
+
    #Subset SNPs and output allele frequencies
+plink2 --bfile ./02_activities/data/gwa.qc.A1 \
+      --extract ./02_activities/data/A1snplist.txt \
+      --hardy \
+      --out ./02_activities/data/gwa_qc_A1_hwe_snplist
    
 
    
 
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
 (C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
@@ -363,7 +377,7 @@ 
    
-
    #View allele frequencies
-A1hwesnplist <- fread("./02_activities/data/gwa_qc_A1_hwe_snplist.hardy")
-head(A1hwesnplist)
    
+
    #View allele frequencies
+A1hwesnplist <- fread("./02_activities/data/gwa_qc_A1_hwe_snplist.hardy")
+head(A1hwesnplist)
    
 
    
 
       #CHROM         ID     A1     AX HOM_A1_CT HET_A1_CT TWO_AX_CT O(HET_A1)
     <int>     <char> <char> <char>     <int>     <int>     <int>     <num>
@@ -396,7 +410,7 @@ 
    #The HWE p-values for rs1861, rs3813199, rs3128342, and rs11804831 are the following: 0.274719, 1.000000, 0.330273, and 0.113354.
    
+
    #The HWE p-values for rs1861, rs3813199, rs3128342, and rs11804831 are the following: 0.274719, 1.000000, 0.330273, and 0.113354.

    @@ -405,10 +419,10 @@

    Questi
  • Conduct a linear regression to test the association between SNP rs1861 and the phenotype. What is the p-value?
    • -
    plink2 --bfile ./02_activities/data/gwa.qc.A1 \
-      --extract ./02_activities/data/A1snplist.txt \
-      --recode A \
-      --out ./02_activities/data/geno.A1.additive
    +
    plink2 --bfile ./02_activities/data/gwa.qc.A1 \
+      --extract ./02_activities/data/A1snplist.txt \
+      --recode A \
+      --out ./02_activities/data/geno.A1.additive
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
 (C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
@@ -419,7 +433,7 @@ 
    Questi
   --extract ./02_activities/data/A1snplist.txt
   --out ./02_activities/data/geno.A1.additive
 
-Start time: Mon Mar 16 19:06:14 2026
+Start time: Tue Mar 17 15:23:11 2026
 16384 MiB RAM detected; reserving 8192 MiB for main workspace.
 Using up to 10 threads (change this with --threads).
 4000 samples (2000 females, 2000 males; 4000 founders) loaded from
@@ -431,15 +445,15 @@ 
    Questi
 
 --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done.
 --export A: ./02_activities/data/geno.A1.additive.raw written.
-End time: Mon Mar 16 19:06:14 2026
    +End time: Tue Mar 17 15:23:11 2026
    -
    # Load genotype data
-geno_A1_subset <- fread("./02_activities/data/geno.A1.additive.raw")
-geno_A1_subset=na.omit(geno_A1_subset)
-geno_A1_subset$PHENOTYPE=geno_A1_subset$PHENOTYPE-1
-head(geno_A1_subset)
    +
    # Load genotype data
+geno_A1_subset <- fread("./02_activities/data/geno.A1.additive.raw")
+geno_A1_subset=na.omit(geno_A1_subset)
+geno_A1_subset$PHENOTYPE=geno_A1_subset$PHENOTYPE-1
+head(geno_A1_subset)
         FID    IID   PAT   MAT   SEX PHENOTYPE rs3813199_G rs11804831_T
    <int> <char> <int> <int> <int>     <num>       <int>        <int>
@@ -458,14 +472,14 @@ 
    Questi
 5:           2        2
 6:           1        2
    -
    #Subset to just rs1861
-geno_rs1861 <- geno_A1_subset %>%
-  select(FID, IID, PHENOTYPE, rs1861_C) %>%
-  na.omit()
-
-#Conduct a linear regression model between rs1861 and the phenotype
-lm_rs1861 <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861)
-summary(lm_rs1861)
    +
    #Subset to just rs1861
+geno_rs1861 <- geno_A1_subset %>%
+  select(FID, IID, PHENOTYPE, rs1861_C) %>%
+  na.omit()
+
+#Conduct a linear regression model between rs1861 and the phenotype
+lm_rs1861 <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861)
+summary(lm_rs1861)
    
 Call:
@@ -486,68 +500,68 @@ 
    Questi
 Multiple R-squared:  0.08783,   Adjusted R-squared:  0.08759 
 F-statistic: 371.7 on 1 and 3860 DF,  p-value: < 2.2e-16
    -
    #The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
    +
    #The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
    1. How would you interpret the beta coefficient from this regression?
    -
    # We performed a linear regression to test the association between genotype rs1861 and the continuous phenotype. The beta-coefficient is 0.96698. This means that for every additional C allele an individual has for rs1861, their phenotype increases by 0.96698 units.
    +
    We performed a linear regression to test the association between genotype rs1861 and the continuous phenotype. The beta-coefficient is 0.96698. This means that for every additional C allele an individual has for rs1861, their phenotype increases by 0.96698 units.
    1. Plot the scatterplot of phenotype versus the genotype of SNP rs1861. Add the regression line to the plot.
    -
    # Create a new data frame containing a sequence of genotype values
- geno_range <- data.frame(
-   rs1861_C = seq(0, 2, length.out = 100)
- )
-# Use the fitted linear regression model to predict phenotype probability
-# for each genotype value in geno_range
- geno_range$predicted_prob <- predict(lm_rs1861, newdata = geno_range, type = "response")
-
-# Start from the observed genotype dataset
-count_data <- geno_A1_subset %>%
-# Remove rows with missing genotype or missing phenotype
-  filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>%
- # Group data by genotype value and phenotype category 
-  group_by(rs1861_C, PHENOTYPE) %>%
-# Count how many observations fall into each genotype-phenotype combination
-  summarise(count = n(), .groups = "drop")
-
-# Start building the plot
-p1=ggplot() +
-# Add points showing observed genotype-phenotype combinations
-  geom_point(
-    # Use the summarized count_data for the points
-    data = count_data,
-    # Map genotype to x-axis, phenotype to y-axis, and count to point size
-    aes(x = rs1861_C, y = PHENOTYPE, size = count),
-    color = "blue"
-  ) +
-  # Add a regression line showing predicted probability across genotype values
-  geom_line(# Use the prediction data frame for the line
-    data = geno_range,
-    aes(x = rs1861_C, y = predicted_prob),
-    color = "red",
-    # Set line thickness
-    size = 1.2
-  ) +
-  # Control the size range of the points
-  scale_size_continuous(range = c(2, 10)) +
-  labs(
-    title = "Linear Regression: PHENOTYPE ~ Genotype",
-    x = "Genotype (0/1/2)",
-    y = "Phenotype ",
-    size = "Count"
-  ) +
-  # Restrict the visible x- and y-axis range
-  coord_cartesian(xlim = c(-0.5, 2.5)) +
-   # Apply a minimal theme for a clean appearance
-  theme_minimal()
    +
    # Create a new data frame containing a sequence of genotype values
+ geno_range <- data.frame(
+   rs1861_C = seq(0, 2, length.out = 100)
+ )
+# Use the fitted linear regression model to predict phenotype probability
+# for each genotype value in geno_range
+ geno_range$predicted_prob <- predict(lm_rs1861, newdata = geno_range, type = "response")
+
+# Start from the observed genotype dataset
+count_data <- geno_A1_subset %>%
+# Remove rows with missing genotype or missing phenotype
+  filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>%
+ # Group data by genotype value and phenotype category 
+  group_by(rs1861_C, PHENOTYPE) %>%
+# Count how many observations fall into each genotype-phenotype combination
+  summarise(count = n(), .groups = "drop")
+
+# Start building the plot
+p1=ggplot() +
+# Add points showing observed genotype-phenotype combinations
+  geom_point(
+    # Use the summarized count_data for the points
+    data = count_data,
+    # Map genotype to x-axis, phenotype to y-axis, and count to point size
+    aes(x = rs1861_C, y = PHENOTYPE, size = count),
+    color = "blue"
+  ) +
+  # Add a regression line showing predicted probability across genotype values
+  geom_line(# Use the prediction data frame for the line
+    data = geno_range,
+    aes(x = rs1861_C, y = predicted_prob),
+    color = "red",
+    # Set line thickness
+    size = 1.2
+  ) +
+  # Control the size range of the points
+  scale_size_continuous(range = c(2, 10)) +
+  labs(
+    title = "Linear Regression: PHENOTYPE ~ Genotype",
+    x = "Genotype (0/1/2)",
+    y = "Phenotype ",
+    size = "Count"
+  ) +
+  # Restrict the visible x- and y-axis range
+  coord_cartesian(xlim = c(-0.5, 2.5)) +
+   # Apply a minimal theme for a clean appearance
+  theme_minimal()
    Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
 ℹ Please use `linewidth` instead.
    -
    print(p1)
    +
    print(p1)
    @@ -560,25 +574,25 @@

    Questi
  • Convert the genotype coding for rs1861 to recessive coding.
    • -
    geno_A1_subset_rec <- geno_A1_subset # make a copy
-
-#change into recessive coding
-geno_A1_subset_rec[, 7:ncol(geno_A1_subset_rec)] <- as.data.frame(
-  lapply(geno_A1_subset[, 7:ncol(geno_A1_subset)], function(x) ifelse(x == 2, 1, 0))
-)
-
-#Subset to just rs1861
-geno_rs1861_rec <- geno_A1_subset_rec %>%
-  select(FID, IID, PHENOTYPE, rs1861_C) %>%
-  na.omit()
    +
    geno_A1_subset_rec <- geno_A1_subset # make a copy
+
+#change into recessive coding
+geno_A1_subset_rec[, 7:ncol(geno_A1_subset_rec)] <- as.data.frame(
+  lapply(geno_A1_subset[, 7:ncol(geno_A1_subset)], function(x) ifelse(x == 2, 1, 0))
+)
+
+#Subset to just rs1861
+geno_rs1861_rec <- geno_A1_subset_rec %>%
+  select(FID, IID, PHENOTYPE, rs1861_C) %>%
+  na.omit()
    1. Conduct a linear regression to test the association between the recessive-coded rs1861 and the phenotype. What is the p-value?
    -
    #Conduct a linear regression model between rs1861 and the phenotype under recessive coding
-lm_rs1861_rec <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861_rec)
-summary(lm_rs1861_rec)
    +
    #Conduct a linear regression model between rs1861 and the phenotype under recessive coding
+lm_rs1861_rec <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861_rec)
+summary(lm_rs1861_rec)
    
 Call:
@@ -599,62 +613,61 @@ 
    Questi
 Multiple R-squared:  0.085, Adjusted R-squared:  0.08476 
 F-statistic: 358.6 on 1 and 3860 DF,  p-value: < 2.2e-16
    -
    #The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
    +
    #The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
    1. Plot the scatterplot of phenotype versus the recessive-coded genotype of rs1861. Add the regression line to the plot.
    -
    # Create a new data frame containing a sequence of genotype values
- geno_range_rec <- data.frame(
-   rs1861_C = seq(0, 2, length.out = 100)
- )
-# Use the fitted linear regression model to predict phenotype probability
-# for each genotype value in geno_range
- geno_range_rec$predicted_prob <- predict(lm_rs1861_rec, newdata = geno_range_rec, type = "response")
-
-# Start from the observed genotype dataset
-count_data_rec <- geno_A1_subset_rec %>%
-# Remove rows with missing genotype or missing phenotype
-  filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>%
- # Group data by genotype value and phenotype category 
-  group_by(rs1861_C, PHENOTYPE) %>%
-# Count how many observations fall into each genotype-phenotype combination
-  summarise(count = n(), .groups = "drop")
-
-# Start building the plot
-p2=ggplot() +
-# Add points showing observed genotype-phenotype combinations
-  geom_point(
-    # Use the summarized count_data for the points
-    data = count_data_rec,
-    # Map genotype to x-axis, phenotype to y-axis, and count to point size
-    aes(x = rs1861_C, y = PHENOTYPE, size = count),
-    color = "blue"
-  ) +
-  # Add a regression line showing predicted probability across genotype values
-  geom_line(# Use the prediction data frame for the line
-    data = geno_range_rec,
-    aes(x = rs1861_C, y = predicted_prob),
-    color = "red",
-    # Set line thickness
-    size = 1.2
-  ) +
-  # Control the size range of the points
-  scale_size_continuous(range = c(2, 10)) +
-  labs(
-    title = "Linear Regression: PHENOTYPE ~ Genotype",
-    x = "Genotype (0/1)",
-    y = "Phenotype ",
-    size = "Count"
-  ) +
-  # Restrict the visible x- and y-axis range
-  coord_cartesian(xlim = c(-0.5,1.5)) +
-  scale_x_continuous(breaks = c(0, 1))+
-   # Apply a minimal theme for a clean appearance
-  theme_minimal()
-
-print(p2)
    +
    # Create a new data frame containing a sequence of genotype values
+ geno_range_rec <- data.frame(
+   rs1861_C = seq(0, 2, length.out = 100)
+ )
+# Use the fitted linear regression model to predict phenotype probability
+# for each genotype value in geno_range
+ geno_range_rec$predicted_prob <- predict(lm_rs1861_rec, newdata = geno_range_rec, type = "response")
+
+# Start from the observed genotype dataset
+count_data_rec <- geno_A1_subset_rec %>%
+# Remove rows with missing genotype or missing phenotype
+  filter(!is.na(rs1861_C), !is.na(PHENOTYPE)) %>%
+ # Group data by genotype value and phenotype category 
+  group_by(rs1861_C, PHENOTYPE) %>%
+# Count how many observations fall into each genotype-phenotype combination
+  summarise(count = n(), .groups = "drop")
+
+# Start building the plot
+p2=ggplot() +
+# Add points showing observed genotype-phenotype combinations
+  geom_point(
+    # Use the summarized count_data for the points
+    data = count_data_rec,
+    # Map genotype to x-axis, phenotype to y-axis, and count to point size
+    aes(x = rs1861_C, y = PHENOTYPE, size = count),
+    color = "blue"
+  ) +
+  # Add a regression line showing predicted probability across genotype values
+  geom_line(# Use the prediction data frame for the line
+    data = geno_range_rec,
+    aes(x = rs1861_C, y = predicted_prob),
+    color = "red",
+    # Set line thickness
+    size = 1.2
+  ) +
+  # Control the size range of the points
+  scale_size_continuous(range = c(2, 10)) +
+  labs(
+    title = "Linear Regression: PHENOTYPE ~ Genotype",
+    x = "Genotype (0/1)",
+    y = "Phenotype ",
+    size = "Count") +
+  # Restrict the visible x- and y-axis range
+  coord_cartesian(xlim = c(-0.5,1.5)) +
+  scale_x_continuous(breaks = c(0, 1))+
+   # Apply a minimal theme for a clean appearance
+  theme_minimal()
+
+print(p2)
    @@ -667,7 +680,7 @@

    Questi
  • Which model fits better? Justify your answer.
    • -
    AIC(lm_rs1861, lm_rs1861_rec)
    +
    AIC(lm_rs1861, lm_rs1861_rec)
                  df      AIC
 lm_rs1861      3 10988.06
diff --git a/02_activities/assignments/assignment_1.qmd b/02_activities/assignments/assignment_1.qmd
index a226473..9b34b16 100644
--- a/02_activities/assignments/assignment_1.qmd
+++ b/02_activities/assignments/assignment_1.qmd
@@ -60,6 +60,7 @@ wc -l ./02_activities/data/gwa.qc.A1.bim
 
 ```{bash}         
 #Create SNP list file with 4 SNPs: rs1861, rs3813199, rs3128342, and rs11804831
+setopt interactivecomments
 printf "%s\n" rs1861 rs3813199 rs3128342 rs11804831 > ./02_activities/data/A1snplist.txt
 
 #Subset SNPs and output allele frequencies
@@ -74,7 +75,12 @@ plink2 --bfile ./02_activities/data/gwa.qc.A1 \
 A1freq <- fread("./02_activities/data/gwa_qc_A1_freq.afreq")
 head(A1freq)
 
-#The allele frequencies for rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.
+#The allele frequencies for the alternative allele of rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.0539859, 0.0569126, 0.3051210, and 0.1543410.
+
+A1freq$REF_FREQ <- 1 - A1freq$ALT_FREQS
+A1freq
+
+#The allele frequencies for the reference allele of rs1861, rs3813199, rs3128342, and rs11804831 are as follows: 0.9460141, 0.9430874, 0.6948790, and 0.8456590.
 ```
 
 (ii) What are the minor allele frequencies (MAFs) for these four SNPs?
@@ -152,7 +158,7 @@ summary(lm_rs1861)
 (ii) How would you interpret the beta coefficient from this regression?
 
 ```         
-# We performed a linear regression to test the association between genotype rs1861 and the continuous phenotype. The beta-coefficient is 0.96698. This means that for every additional C allele an individual has for rs1861, their phenotype increases by 0.96698 units.
+We performed a linear regression to test the association between genotype rs1861 and the continuous phenotype. The beta-coefficient is 0.96698. This means that for every additional C allele an individual has for rs1861, their phenotype increases by 0.96698 units.
 ```
 
 (iii) Plot the scatterplot of phenotype versus the genotype of SNP rs1861. Add the regression line to the plot.
@@ -280,8 +286,7 @@ p2=ggplot() +
     title = "Linear Regression: PHENOTYPE ~ Genotype",
     x = "Genotype (0/1)",
     y = "Phenotype ",
-    size = "Count"
-  ) +
+    size = "Count") +
   # Restrict the visible x- and y-axis range
   coord_cartesian(xlim = c(-0.5,1.5)) +
   scale_x_continuous(breaks = c(0, 1))+

From 83b3aa5a11fe1315d3a692756d178bf5a89b5340 Mon Sep 17 00:00:00 2001
From: Michelle Wang 
Date: Wed, 18 Mar 2026 12:18:27 -0400
Subject: [PATCH 06/12] Completed assignment 1, fixed answer to 4(i) to only
 remove samples with missing values in SNP of interest

---
 02_activities/assignments/assignment_1.html | 63 ++++++++++-----------
 02_activities/assignments/assignment_1.qmd  |  5 +-
 2 files changed, 33 insertions(+), 35 deletions(-)

diff --git a/02_activities/assignments/assignment_1.html b/02_activities/assignments/assignment_1.html
index a3ec5ab..eabe78d 100644
--- a/02_activities/assignments/assignment_1.html
+++ b/02_activities/assignments/assignment_1.html
@@ -243,7 +243,7 @@ 
    Que
   --freq
   --out ./02_activities/data/gwa_qc_A1_freq
 
-Start time: Tue Mar 17 15:23:11 2026
+Start time: Wed Mar 18 12:16:33 2026
 16384 MiB RAM detected; reserving 8192 MiB for main workspace.
 Using up to 10 threads (change this with --threads).
 4000 samples (2000 females, 2000 males; 4000 founders) loaded from
@@ -259,7 +259,7 @@ 
    Que
 
 --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done.
 --export A: ./02_activities/data/gwa_qc_A1_freq.raw written.
-End time: Tue Mar 17 15:23:11 2026
    +End time: Wed Mar 18 12:16:34 2026
    @@ -322,7 +322,7 @@

    @@ -377,7 +377,7 @@

    @@ -433,7 +433,7 @@

    Questi --extract ./02_activities/data/A1snplist.txt --out ./02_activities/data/geno.A1.additive -Start time: Tue Mar 17 15:23:11 2026 +Start time: Wed Mar 18 12:16:34 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -445,13 +445,13 @@

    Questi --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done. --export A: ./02_activities/data/geno.A1.additive.raw written. -End time: Tue Mar 17 15:23:11 2026 +End time: Wed Mar 18 12:16:34 2026 

    # Load genotype data
 geno_A1_subset <- fread("./02_activities/data/geno.A1.additive.raw")
-geno_A1_subset=na.omit(geno_A1_subset)
+geno_A1_subset=geno_A1_subset[!is.na(rs1861_C), ]
 geno_A1_subset$PHENOTYPE=geno_A1_subset$PHENOTYPE-1
 head(geno_A1_subset)
    @@ -472,14 +472,13 @@

    Questi 5: 2 2 6: 1 2

    -
    #Subset to just rs1861
-geno_rs1861 <- geno_A1_subset %>%
-  select(FID, IID, PHENOTYPE, rs1861_C) %>%
-  na.omit()
-
-#Conduct a linear regression model between rs1861 and the phenotype
-lm_rs1861 <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861)
-summary(lm_rs1861)
    +
    geno_rs1861 <- geno_A1_subset %>%
+  select(FID, IID, PHENOTYPE, rs1861_C) %>%
+  na.omit()
+
+#Conduct a linear regression model between rs1861 and the phenotype
+lm_rs1861 <- lm(PHENOTYPE ~ rs1861_C, data = geno_rs1861)
+summary(lm_rs1861)
    
 Call:
@@ -487,25 +486,25 @@ 
    Questi
 
 Residuals:
     Min      1Q  Median      3Q     Max 
--3.5389 -0.6846  0.0017  0.6971  3.3318 
+-3.5439 -0.6850  0.0021  0.6993  3.3268 
 
 Coefficients:
             Estimate Std. Error t value Pr(>|t|)    
-(Intercept) -0.93891    0.09626  -9.753   <2e-16 ***
-rs1861_C     0.96698    0.05016  19.279   <2e-16 ***
+(Intercept) -0.94762    0.09486  -9.989   <2e-16 ***
+rs1861_C     0.97382    0.04943  19.703   <2e-16 ***
 ---
 Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
 
-Residual standard error: 1.003 on 3860 degrees of freedom
-Multiple R-squared:  0.08783,   Adjusted R-squared:  0.08759 
-F-statistic: 371.7 on 1 and 3860 DF,  p-value: < 2.2e-16
    +Residual standard error: 1.003 on 3962 degrees of freedom +Multiple R-squared: 0.08924, Adjusted R-squared: 0.08901 +F-statistic: 388.2 on 1 and 3962 DF, p-value: < 2.2e-16 
    #The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
    1. How would you interpret the beta coefficient from this regression?
    -
    We performed a linear regression to test the association between genotype rs1861 and the continuous phenotype. The beta-coefficient is 0.96698. This means that for every additional C allele an individual has for rs1861, their phenotype increases by 0.96698 units.
    +
    We performed a linear regression to test the association between genotype rs1861 and the continuous phenotype. The beta-coefficient is 0.97382. This means that for every additional C allele an individual has for rs1861, their phenotype increases by 0.97382 units.
    1. Plot the scatterplot of phenotype versus the genotype of SNP rs1861. Add the regression line to the plot.
    @@ -600,18 +599,18 @@

    Questi Residuals: Min 1Q Median 3Q Max --3.5390 -0.6955 -0.0002 0.6982 3.3317 +-3.5437 -0.6892 0.0015 0.7016 3.3270 Coefficients: Estimate Std. Error t value Pr(>|t|) -(Intercept) -0.006248 0.050047 -0.125 0.901 -rs1861_C 1.001393 0.052882 18.936 <2e-16 *** +(Intercept) -0.007686 0.049446 -0.155 0.876 +rs1861_C 1.007543 0.052242 19.286 <2e-16 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 -Residual standard error: 1.005 on 3860 degrees of freedom -Multiple R-squared: 0.085, Adjusted R-squared: 0.08476 -F-statistic: 358.6 on 1 and 3860 DF, p-value: < 2.2e-16 +Residual standard error: 1.005 on 3962 degrees of freedom +Multiple R-squared: 0.08582, Adjusted R-squared: 0.08559 +F-statistic: 372 on 1 and 3962 DF, p-value: < 2.2e-16 

    #The p-value is less than 2 × 10⁻¹⁶. There is a statistically significant relationship between rs1861 and the phenotype.
    @@ -683,8 +682,8 @@

    Questi 
    AIC(lm_rs1861, lm_rs1861_rec)
                  df      AIC
-lm_rs1861      3 10988.06
-lm_rs1861_rec  3 11000.02
    +lm_rs1861 3 11276.91 +lm_rs1861_rec 3 11291.74 

    # The AIC is higher in the recessive model (AIC=11000.02), indicating that the additive model (AIC=10988.06) may fit better slightly better overall by capturing a more gradual allele-phenotype effect.
diff --git a/02_activities/assignments/assignment_1.qmd b/02_activities/assignments/assignment_1.qmd
index 9b34b16..03fc7e9 100644
--- a/02_activities/assignments/assignment_1.qmd
+++ b/02_activities/assignments/assignment_1.qmd
@@ -139,11 +139,10 @@ plink2 --bfile ./02_activities/data/gwa.qc.A1 \
 ```{r}
 # Load genotype data
 geno_A1_subset <- fread("./02_activities/data/geno.A1.additive.raw")
-geno_A1_subset=na.omit(geno_A1_subset)
+geno_A1_subset=geno_A1_subset[!is.na(rs1861_C), ]
 geno_A1_subset$PHENOTYPE=geno_A1_subset$PHENOTYPE-1
 head(geno_A1_subset)
 
-#Subset to just rs1861
 geno_rs1861 <- geno_A1_subset %>%
   select(FID, IID, PHENOTYPE, rs1861_C) %>%
   na.omit()
@@ -158,7 +157,7 @@ summary(lm_rs1861)
 (ii) How would you interpret the beta coefficient from this regression?
 
 ```         
-We performed a linear regression to test the association between genotype rs1861 and the continuous phenotype. The beta-coefficient is 0.96698. This means that for every additional C allele an individual has for rs1861, their phenotype increases by 0.96698 units.
+We performed a linear regression to test the association between genotype rs1861 and the continuous phenotype. The beta-coefficient is 0.97382. This means that for every additional C allele an individual has for rs1861, their phenotype increases by 0.97382 units.
 ```
 
 (iii) Plot the scatterplot of phenotype versus the genotype of SNP rs1861. Add the regression line to the plot.

From 744cf1597cfa3220e3cd187ecfb90c0e505ff18a Mon Sep 17 00:00:00 2001
From: Michelle Wang 
Date: Wed, 18 Mar 2026 12:26:46 -0400
Subject: [PATCH 07/12] Completed assignment, updated question 4 answers

---
 02_activities/assignments/assignment_1.html | 18 +++++++++---------
 02_activities/assignments/assignment_1.qmd  |  2 +-
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/02_activities/assignments/assignment_1.html b/02_activities/assignments/assignment_1.html
index eabe78d..afff0c1 100644
--- a/02_activities/assignments/assignment_1.html
+++ b/02_activities/assignments/assignment_1.html
@@ -243,7 +243,7 @@ 
    Que
   --freq
   --out ./02_activities/data/gwa_qc_A1_freq
 
-Start time: Wed Mar 18 12:16:33 2026
+Start time: Wed Mar 18 12:26:12 2026
 16384 MiB RAM detected; reserving 8192 MiB for main workspace.
 Using up to 10 threads (change this with --threads).
 4000 samples (2000 females, 2000 males; 4000 founders) loaded from
@@ -259,7 +259,7 @@ 
    Que
 
 --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done.
 --export A: ./02_activities/data/gwa_qc_A1_freq.raw written.
-End time: Wed Mar 18 12:16:34 2026
    +End time: Wed Mar 18 12:26:12 2026
    @@ -322,7 +322,7 @@

    @@ -377,7 +377,7 @@

    @@ -433,7 +433,7 @@

    Questi --extract ./02_activities/data/A1snplist.txt --out ./02_activities/data/geno.A1.additive -Start time: Wed Mar 18 12:16:34 2026 +Start time: Wed Mar 18 12:26:12 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -445,7 +445,7 @@

    Questi --export A pass 1/1: loading... 0%0%writing... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99% done. --export A: ./02_activities/data/geno.A1.additive.raw written. -End time: Wed Mar 18 12:16:34 2026 +End time: Wed Mar 18 12:26:12 2026

    @@ -686,7 +686,7 @@

    Questi lm_rs1861_rec 3 11291.74

    -
    # The AIC is higher in the recessive model (AIC=11000.02), indicating that the additive model (AIC=10988.06) may fit better slightly better overall by capturing a more gradual allele-phenotype effect.
+
    # The AIC is higher in the recessive model (AIC=11291.74), indicating that the additive model (AIC=11276.91) may fit better slightly better overall by capturing a more gradual allele-phenotype effect.
 
 # However, it is also important to note that there are not a lot of individuals with the homozygous variant genotype in this dataset. As a result, that may be why the recessive model and additive models fit similarly.

    diff --git a/02_activities/assignments/assignment_1.qmd b/02_activities/assignments/assignment_1.qmd index 03fc7e9..064ee7e 100644 --- a/02_activities/assignments/assignment_1.qmd +++ b/02_activities/assignments/assignment_1.qmd @@ -302,7 +302,7 @@ AIC(lm_rs1861, lm_rs1861_rec) ``` ``` -# The AIC is higher in the recessive model (AIC=11000.02), indicating that the additive model (AIC=10988.06) may fit better slightly better overall by capturing a more gradual allele-phenotype effect. +# The AIC is higher in the recessive model (AIC=11291.74), indicating that the additive model (AIC=11276.91) may fit better slightly better overall by capturing a more gradual allele-phenotype effect. # However, it is also important to note that there are not a lot of individuals with the homozygous variant genotype in this dataset. As a result, that may be why the recessive model and additive models fit similarly. ``` From 17370bf9bd5247afeb81c4e785d24e3e2854187f Mon Sep 17 00:00:00 2001 From: Michelle Wang Date: Mon, 30 Mar 2026 12:46:41 -0400 Subject: [PATCH 08/12] Completed assignment #2 --- 02_activities/assignments/assignment_2.html | 1020 +++++++++++++++++++ 02_activities/assignments/assignment_2.qmd | 87 +- 2 files changed, 1096 insertions(+), 11 deletions(-) create mode 100644 02_activities/assignments/assignment_2.html diff --git a/02_activities/assignments/assignment_2.html b/02_activities/assignments/assignment_2.html new file mode 100644 index 0000000..19409b7 --- /dev/null +++ b/02_activities/assignments/assignment_2.html @@ -0,0 +1,1020 @@ + + + + + + + + + +Assignment #2 + + + + + + + + + + + + + + + + + + + + + +
    + +
    + +
    +
    +

    Assignment #2

    +
    + + + +
    + + + + +
    + + + +
    + + +

    You will need PLINK2 installed and available in your PATH. Please follow the OS-specific setup guide in SETUP.md. The dataset for this assignment consists of the following binary PLINK files: gwa.A2.bed, gwa.A2.bim, gwa.A2.fam , available at the following Google Drive link: https://drive.google.com/drive/folders/1rHoy3z52Yyj985ukjjtLhfIBxchpyYtZ?usp=drive_link. Please download all three files and save them in 02_activities/data/.

    +
    +

    Question 1: Data inspection

    +

    Before you run any models, first get familiar with the dataset. You may find data.table::fread() in R helpful for reading .bim and .fam files.

    +
      +
    1. Read the .fam file. How many samples does the dataset contain?
      2. +
    +
    +
    #Read the .fam file
+
+fam <- fread("./02_activities/data/gwa.A2.fam", header = FALSE)
+nrow(fam)
    +
    +
    [1] 4000
    +
    +
    #The dataset contains 4000 samples.
    +
    +
      +
    1. Read the .bim file. How many SNPs does the dataset contain?
      2. +
    +
    +
    #Read the .bim file
+bim <- fread("./02_activities/data/gwa.A2.bim", header = FALSE)
+nrow(bim)
    +
    +
    [1] 306102
    +
    +
    #The dataset contains 306102 SNPs.
    +
    +
      +
    1. Make a histogram (or density plot) of the phenotype. Does it look roughly Gaussian?
      2. +
    +
    +
    #Check the header
+head(fam)
    +
    +
          V1     V2    V3    V4    V5         V6
+   <int> <char> <int> <int> <int>      <num>
+1:     0  A2001     0     0     1 -0.2754205
+2:     1  A2002     0     0     1 -1.9958434
+3:     2  A2003     0     0     1 -0.7587786
+4:     3  A2004     0     0     1  0.5372893
+5:     4  A2005     0     0     1  1.1367670
+6:     5  A2006     0     0     1 -0.2051836
    +
    +
    #Name the columns
+colnames(fam) <- c("FID","IID","PID","MID","SEX","PHENOTYPE")
+
+#Double check that worked and it corresponds
+names(fam)
    +
    +
    [1] "FID"       "IID"       "PID"       "MID"       "SEX"       "PHENOTYPE"
    +
    +
    head(fam)
    +
    +
         FID    IID   PID   MID   SEX  PHENOTYPE
+   <int> <char> <int> <int> <int>      <num>
+1:     0  A2001     0     0     1 -0.2754205
+2:     1  A2002     0     0     1 -1.9958434
+3:     2  A2003     0     0     1 -0.7587786
+4:     3  A2004     0     0     1  0.5372893
+5:     4  A2005     0     0     1  1.1367670
+6:     5  A2006     0     0     1 -0.2051836
    +
    +
    #Create a histogram
+hist(fam$PHENOTYPE,
+     main = "Histogram of Phenotype",
+     xlab = "PHENOTYPE",
+     breaks = 30)
    +
    +
    +
    +

    +
    +
    +
    +
    #Yes, the distribution of the phenotype looks roughly Gaussian.
    +
    +
    +
    +

    Question 2: Quality control (QC)

    +

    Now we will perform QC using PLINK2 for the genotype files in gwa.A2.

    +
      +
    1. Using PLINK2 from the command line (bash), perform basic QC with the following filters: MAF ≥ 0.05, SNP missingness (--geno) ≤ 0.01, individual missingness (--mind) ≤ 0.10, and HWE p-value ≥ 0.00005, and output the QC’ed dataset as gwa.qc.A2.
      2. +
    +
    +
    plink2 --bfile ./02_activities/data/gwa.A2 --maf 0.05 --geno 0.01 --mind 0.1 --hwe 0.00005 --make-bed --out ./02_activities/data/gwa.qc.A2
    +
    +
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc.A2.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.A2
+  --geno 0.01
+  --hwe 0.00005
+  --maf 0.05
+  --make-bed
+  --mind 0.1
+  --out ./02_activities/data/gwa.qc.A2
+
+Start time: Mon Mar 30 12:43:37 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.A2.fam.
+306102 variants loaded from ./02_activities/data/gwa.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+Calculating sample missingness rates... 0%21%42%64%85%done.
+0 samples removed due to missing genotype data (--mind).
+4000 samples (2000 females, 2000 males; 4000 founders) remaining after main
+filters.
+4000 quantitative phenotype values remaining after main filters.
+Calculating allele frequencies... 0%21%42%64%85%done.
+--geno: 196578 variants removed due to missing genotype data.
+--hwe: 6 variants removed due to Hardy-Weinberg exact test (founders only).
+8435 variants removed due to allele frequency threshold(s)
+(--maf/--max-maf/--mac/--max-mac).
+101083 variants remaining after main filters.
+Writing ./02_activities/data/gwa.qc.A2.fam ... done.
+Writing ./02_activities/data/gwa.qc.A2.bim ... done.
+Writing ./02_activities/data/gwa.qc.A2.bed ... 0%21%43%65%87%done.
+End time: Mon Mar 30 12:43:38 2026
    +
    +
    +
    +
    +

    Question 3: Relatedness

    +

    In this question, you will use PLINK2’s built-in KING-robust kinship (--king-cutoff) detect and remove related individuals.

    +
      +
    1. Perform LD pruning on gwa.qc.A2 using PLINK2 with the following parameters: --indep-pairwise 500 50 0.05, and then generate a new dataset containing only the pruned SNPs.
      2. +
    +
    +
    #Create a subset of approximately independent SNPs
+plink2 --bfile ./02_activities/data/gwa.qc.A2 --indep-pairwise 500 50 0.05 --out ./02_activities/data/gwa.qc.A2_pruned
+
+#Build a new dataset using only pruned SNPs
+plink2 --bfile ./02_activities/data/gwa.qc.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc.A2_pruned
    +
    +
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc.A2_pruned.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A2
+  --indep-pairwise 500 50 0.05
+  --out ./02_activities/data/gwa.qc.A2_pruned
+
+Start time: Mon Mar 30 12:43:38 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A2.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+Calculating allele frequencies... 0%64%done.
+--indep-pairwise (9 compute threads): 0%50%79169/101083 variants removed.
+Writing...
+Variant lists written to ./02_activities/data/gwa.qc.A2_pruned.prune.in and
+./02_activities/data/gwa.qc.A2_pruned.prune.out .
+End time: Mon Mar 30 12:43:38 2026
+PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc.A2_pruned.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A2
+  --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in
+  --make-bed
+  --out ./02_activities/data/gwa.qc.A2_pruned
+
+Start time: Mon Mar 30 12:43:38 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A2.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+--extract: 21914 variants remaining.
+21914 variants remaining after main filters.
+Writing ./02_activities/data/gwa.qc.A2_pruned.fam ... done.
+Writing ./02_activities/data/gwa.qc.A2_pruned.bim ... done.
+Writing ./02_activities/data/gwa.qc.A2_pruned.bed ... 0%61%done.
+End time: Mon Mar 30 12:43:38 2026
    +
    +
    +
      +
    1. Use PLINK2 on the LD-pruned dataset to identify a set of unrelated individuals up to (approximately) 2nd-degree relatives (use a kinship cutoff of 0.0884).
      2. +
    +
    +
    
+plink2 --bfile ./02_activities/data/gwa.qc.A2_pruned --king-cutoff 0.0884 --out ./02_activities/data/gwa.A2_king
    +
    +
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.A2_king.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A2_pruned
+  --king-cutoff 0.0884
+  --out ./02_activities/data/gwa.A2_king
+
+Start time: Mon Mar 30 12:43:38 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A2_pruned.fam.
+21914 variants loaded from ./02_activities/data/gwa.qc.A2_pruned.bim.
+1 quantitative phenotype loaded (4000 values).
+--king-cutoff pass 1/1: Scanning for rare variants... 0%done.
+0 variants handled by initial scan (21914 remaining).
+
+--king-cutoff pass 1/1: 0 variants complete.
+--king-cutoff pass 1/1: 1536 variants complete.
+--king-cutoff pass 1/1: 3072 variants complete.
+--king-cutoff pass 1/1: 4608 variants complete.
+--king-cutoff pass 1/1: 6144 variants complete.
+--king-cutoff pass 1/1: 7680 variants complete.
+--king-cutoff pass 1/1: 9216 variants complete.
+--king-cutoff pass 1/1: 10752 variants complete.
+--king-cutoff pass 1/1: 12288 variants complete.
+--king-cutoff pass 1/1: 13824 variants complete.
+--king-cutoff pass 1/1: 15360 variants complete.
+--king-cutoff pass 1/1: 16896 variants complete.
+--king-cutoff pass 1/1: 18432 variants complete.
+--king-cutoff pass 1/1: 19968 variants complete.
+--king-cutoff pass 1/1: 21504 variants complete.
+--king-cutoff pass 1/1: Condensing...                 done.
+--king-cutoff: 21914 variants processed.
+--king-cutoff: Excluded sample IDs written to
+./02_activities/data/gwa.A2_king.king.cutoff.out.id , and 4000 remaining sample
+IDs written to ./02_activities/data/gwa.A2_king.king.cutoff.in.id .
+End time: Mon Mar 30 12:43:39 2026
    +
    +
    +
      +
    1. Using the unrelated individual list from part (ii), create a dataset containing only unrelated individuals and name it gwa.qc_unrelated.A2.
      2. +
    +
    +
    plink2 --bfile ./02_activities/data/gwa.qc.A2 --keep ./02_activities/data/gwa.A2_king.king.cutoff.in.id --make-bed --out ./02_activities/data/gwa.qc_unrelated.A2
    +
    +
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc_unrelated.A2.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A2
+  --keep ./02_activities/data/gwa.A2_king.king.cutoff.in.id
+  --make-bed
+  --out ./02_activities/data/gwa.qc_unrelated.A2
+
+Start time: Mon Mar 30 12:43:39 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A2.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+--keep: 4000 samples remaining.
+4000 samples (2000 females, 2000 males; 4000 founders) remaining after main
+filters.
+4000 quantitative phenotype values remaining after main filters.
+Writing ./02_activities/data/gwa.qc_unrelated.A2.fam ... done.
+Writing ./02_activities/data/gwa.qc_unrelated.A2.bim ... done.
+Writing ./02_activities/data/gwa.qc_unrelated.A2.bed ... 0%64%done.
+End time: Mon Mar 30 12:43:39 2026
    +
    +
    +
    +
    +

    Question 4: principal component analysis (PCA)

    +
      +

    1. Using PLINK2, perform PCA on the unrelated, LD-pruned dataset to obtain principal components.

      +

      (Hint: Refer to the PCA section in the GWAS Tutorial II. You should use a *.prune.in file to select a set of independent SNPs before performing PCA.)

      2. +
    +
    +
    plink2 --bfile ./02_activities/data/gwa.qc_unrelated.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc_unrelated_pruned.A2
+
+plink2 --bfile ./02_activities/data/gwa.qc_unrelated_pruned.A2 --pca 20 --out ./02_activities/data/gwa_unrel_PCA.A2
    +
    +
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc_unrelated_pruned.A2.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc_unrelated.A2
+  --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in
+  --make-bed
+  --out ./02_activities/data/gwa.qc_unrelated_pruned.A2
+
+Start time: Mon Mar 30 12:43:39 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc_unrelated.A2.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc_unrelated.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+--extract: 21914 variants remaining.
+21914 variants remaining after main filters.
+Writing ./02_activities/data/gwa.qc_unrelated_pruned.A2.fam ... done.
+Writing ./02_activities/data/gwa.qc_unrelated_pruned.A2.bim ... done.
+Writing ./02_activities/data/gwa.qc_unrelated_pruned.A2.bed ... 0%61%done.
+End time: Mon Mar 30 12:43:39 2026
+PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa_unrel_PCA.A2.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc_unrelated_pruned.A2
+  --out ./02_activities/data/gwa_unrel_PCA.A2
+  --pca 20
+
+Start time: Mon Mar 30 12:43:39 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc_unrelated_pruned.A2.fam.
+21914 variants loaded from ./02_activities/data/gwa.qc_unrelated_pruned.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+Calculating allele frequencies... 0%done.
+Constructing GRM: 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%91%92%93%94%95%96%97%98%99%done.
+Correcting for missingness... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99%done.
+Extracting eigenvalues and eigenvectors... done.
+--pca: Eigenvectors written to ./02_activities/data/gwa_unrel_PCA.A2.eigenvec ,
+and eigenvalues written to ./02_activities/data/gwa_unrel_PCA.A2.eigenval .
+End time: Mon Mar 30 12:43:44 2026
    +
    +
    +
    +
    +

    Question 5: GWAS analyses

    +

    We now test for association between each SNP and the continuous phenotype, adjusting for population structure using the top 3 PCs.

    +

    Assume that:

    +
      +

    • You will run GWAS on the unrelated, QC’ed dataset gwa.qc_unrelated.A2.

      • +

    • You have a covariate file (e.g., the *.eigenvec output from the PCA analysis) containing PC1–PC3 for each individual.

      • +
    +
      +
    1. Using PLINK2, run a linear regression GWAS using gwa.qc_unrelated.A2 as the input dataset. Adjust for PCs 1–3 as covariates.
      2. +
    +
    +
    plink2 --bfile ./02_activities/data/gwa.qc.A2 --ci 0.95 --logistic --covar ./02_activities/data/gwa_unrel_PCA.A2.eigenvec --covar-name PC1,PC2,PC3 --adjust --out ./02_activities/data/gwa.qc_assoc.A2
    +
    +
    PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc_assoc.A2.log.
+Options in effect:
+  --adjust
+  --bfile ./02_activities/data/gwa.qc.A2
+  --ci 0.95
+  --covar ./02_activities/data/gwa_unrel_PCA.A2.eigenvec
+  --covar-name PC1,PC2,PC3
+  --glm
+  --out ./02_activities/data/gwa.qc_assoc.A2
+
+Start time: Mon Mar 30 12:43:44 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A2.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+3 covariates loaded from ./02_activities/data/gwa_unrel_PCA.A2.eigenvec.
+Calculating allele frequencies... 0%64%done.
+--glm linear regression on phenotype 'PHENO1': 0%64%done.
+Results written to ./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear .
+--adjust: Genomic inflation est. lambda (based on median chisq) = 1.01779.
+--adjust values (101083 tests) written to
+./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear.adjusted .
+End time: Mon Mar 30 12:43:45 2026
    +
    +
    +
      +
    1. Create a Manhattan plot of the GWAS results.
      2. +
    +
    +
    # Load PLINK2 logistic results
+assocA2 <- data.table::fread("./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear")
+
+head(assocA2)
    +
    +
       #CHROM     POS        ID    REF    ALT PROVISIONAL_REF?     A1 OMITTED
+    <int>   <int>    <char> <char> <char>           <char> <char>  <char>
+1:      1 1011278 rs3737728      G      A                Y      A       G
+2:      1 1011278 rs3737728      G      A                Y      A       G
+3:      1 1011278 rs3737728      G      A                Y      A       G
+4:      1 1011278 rs3737728      G      A                Y      A       G
+5:      1 1109721 rs1320565      C      T                Y      T       C
+6:      1 1109721 rs1320565      C      T                Y      T       C
+     A1_FREQ   TEST OBS_CT       BETA        SE        L95       U95    T_STAT
+       <num> <char>  <int>      <num>     <num>      <num>     <num>     <num>
+1: 0.3386490    ADD   3982  0.0182086 0.0240795 -0.0289864 0.0654035  0.756187
+2: 0.3386490    PC1   3982 -0.3779240 1.0015500 -2.3409200 1.5850800 -0.377340
+3: 0.3386490    PC2   3982  0.9818050 1.0015100 -0.9811150 2.9447300  0.980326
+4: 0.3386490    PC3   3982  0.4832040 1.0015300 -1.4797500 2.4461600  0.482467
+5: 0.0788481    ADD   3976 -0.0153297 0.0420641 -0.0977739 0.0671145 -0.364436
+6: 0.0788481    PC1   3976 -0.4762890 1.0037500 -2.4436000 1.4910200 -0.474511
+          P ERRCODE
+      <num>  <char>
+1: 0.449582       .
+2: 0.705941       .
+3: 0.326985       .
+4: 0.629501       .
+5: 0.715552       .
+6: 0.635162       .
    +
    +
    # Keep only the additive test (one row per SNP)
+assoc_addA2 <- assocA2[TEST == "ADD"]
+
+# qqman expects columns named CHR, BP, SNP, and P.
+# In PLINK2 output they are #CHROM, POS, ID, and P.
+setnames(assoc_addA2, c("#CHROM","POS","ID"), c("CHR","BP","SNP"))
+
+# Manhattan plot
+manhattan(assoc_addA2,
+          chr = "CHR",
+          bp  = "BP",
+          snp = "SNP",
+          p   = "P",
+          xlab = "",
+          ylab = "",
+          suggestiveline = FALSE,
+          cex.axis = 1.5,
+          col = c("lightblue", "lightslateblue"))
    +
    +
    +
    +

    +
    +
    +
    +
    +
      +
    1. Create a QQ plot of the GWAS p-values.
      2. +
    +
    +
    # Q-Q plot
+qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values")
    +
    +
    +
    +

    +
    +
    +
    +
    +
    +
    +

    Criteria

    + +++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    CriteriaCompleteIncomplete
    Data inspectionCorrect sample and SNP counts; phenotype plot with a brief comment on Gaussianity.Counts or phenotype description/plot missing or incorrect.
    QC & LD pruningCorrect PLINK2 QC command and thresholds.QC/pruning commands, thresholds, or output datasets missing or incorrect.
    Relatedness & PCACorrect use of PLINK2 command to obtain unrelated samples and PCA run on pruned SNPs.Relatedness step, unrelated dataset, or PCA analysis missing or incorrect.
    GWAS & visualisationLinear regression GWAS with PCs as covariates; Manhattan and QQ plots produced.GWAS command, or Manhattan/QQ plots missing or clearly incorrect.
    +
    +
    +

    Submission Information

    +

    🚨 Please review our Assignment Submission Guide 🚨 for detailed instructions on how to format, branch, and submit your work. Following these guidelines is crucial for your submissions to be evaluated correctly.

    +
    +
    +

    Submission Parameters

    +
      +

    • Submission Due Date: 11:59 PM – 01/04/2026

      • +

    • The branch name for your repo should be: assignment-2

      • +

    • What to submit for this assignment:

      +
        +
      • Populate this Quarto document (assignment_2.qmd).
        • +
      • Render the document with Quarto: quarto render assignment_2.qmd.
        • +
      • Submit both assignment_2.qmd and the rendered HTML file assignment_2.html in your pull request.
        • +
      • +

    • What the pull request link should look like for this assignment: https://github.com/<your_github_username>/gen_data/pull/<pr_id>

      +
        +
      • Open a private window in your browser. Copy and paste the link to your pull request into the address bar. Make sure you can see your pull request properly. This helps the technical facilitator and learning support team review your submission easily.
        • +
      • +
    +
    +

    Checklist:

    +
      +
    • Create a branch called assignment-2.
      • +
    • Ensure that your repository is public.
      • +
    • Review the PR description guidelines and adhere to them.
      • +
    • Verify that your link is accessible in a private browser window.
      • +
    • Confirm that both assignment_2.qmd and assignment_2.html are included in the pull request.
      • +
    +
    +
    + +
    + + +
    + + + + + \ No newline at end of file diff --git a/02_activities/assignments/assignment_2.qmd b/02_activities/assignments/assignment_2.qmd index fd93722..64d195d 100644 --- a/02_activities/assignments/assignment_2.qmd +++ b/02_activities/assignments/assignment_2.qmd @@ -5,6 +5,14 @@ format: html You will need **PLINK2** installed and available in your PATH. Please follow the OS-specific setup guide in [`SETUP.md`](../../SETUP.md). The dataset for this assignment consists of the following binary PLINK files: `gwa.A2.bed`, `gwa.A2.bim`, `gwa.A2.fam` , available at the following Google Drive link: . Please download all three files and save them in `02_activities/data/`. +```{r setup, include=FALSE} +# Input files are expected in ./02_activities/data/. +#knitr::opts_chunk$set(echo = TRUE) +knitr::opts_knit$set(root.dir = normalizePath("../../")) +library(data.table) +library(qqman) +``` + #### Question 1: Data inspection Before you run any models, first get familiar with the dataset. You may find `data.table::fread()` in R helpful for reading `.bim` and `.fam` files. @@ -12,19 +20,45 @@ Before you run any models, first get familiar with the dataset. You may find `da (i) Read the `.fam` file. How many samples does the dataset contain? ```{r} -# Your code here... +#Read the .fam file + +fam <- fread("./02_activities/data/gwa.A2.fam", header = FALSE) +nrow(fam) + +#The dataset contains 4000 samples. ``` (ii) Read the `.bim` file. How many SNPs does the dataset contain? ```{r} -# Your code here... +#Read the .bim file +bim <- fread("./02_activities/data/gwa.A2.bim", header = FALSE) +nrow(bim) + +#The dataset contains 306102 SNPs. ``` (iii) Make a histogram (or density plot) of the phenotype. Does it look roughly Gaussian? ```{r} -# Your code here... +#Check the header +head(fam) + +#Name the columns +colnames(fam) <- c("FID","IID","PID","MID","SEX","PHENOTYPE") + +#Double check that worked and it corresponds +names(fam) +head(fam) + +#Create a histogram +hist(fam$PHENOTYPE, + main = "Histogram of Phenotype", + xlab = "PHENOTYPE", + breaks = 30) + +#Yes, the distribution of the phenotype looks roughly Gaussian. + ``` #### Question 2: Quality control (QC) @@ -34,7 +68,7 @@ Now we will perform QC using PLINK2 for the genotype files in `gwa.A2`. (i) Using PLINK2 from the command line (bash), perform basic QC with the following filters: MAF ≥ 0.05, SNP missingness (`--geno`) ≤ 0.01, individual missingness (`--mind`) ≤ 0.10, and HWE p-value ≥ 0.00005, and output the QC’ed dataset as `gwa.qc.A2`. ```{bash} -# Your code here... +plink2 --bfile ./02_activities/data/gwa.A2 --maf 0.05 --geno 0.01 --mind 0.1 --hwe 0.00005 --make-bed --out ./02_activities/data/gwa.qc.A2 ``` #### Question 3: Relatedness @@ -44,19 +78,25 @@ In this question, you will use **PLINK2’s built-in KING-robust kinship** (`--k i) Perform LD pruning on `gwa.qc.A2` using PLINK2 with the following parameters: `--indep-pairwise 500 50 0.05`, and then generate a new dataset containing only the pruned SNPs. ```{bash} -# Your code here... +#Create a subset of approximately independent SNPs +plink2 --bfile ./02_activities/data/gwa.qc.A2 --indep-pairwise 500 50 0.05 --out ./02_activities/data/gwa.qc.A2_pruned + +#Build a new dataset using only pruned SNPs +plink2 --bfile ./02_activities/data/gwa.qc.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc.A2_pruned ``` (ii) Use PLINK2 on the LD-pruned dataset to identify a set of unrelated individuals up to (approximately) 2nd-degree relatives (use a kinship cutoff of 0.0884). ```{bash} -# Your code here... + +plink2 --bfile ./02_activities/data/gwa.qc.A2_pruned --king-cutoff 0.0884 --out ./02_activities/data/gwa.A2_king + ``` (iii) Using the unrelated individual list from part (ii), create a dataset containing only unrelated individuals and name it `gwa.qc_unrelated.A2`. ```{bash} -# Your code here... +plink2 --bfile ./02_activities/data/gwa.qc.A2 --keep ./02_activities/data/gwa.A2_king.king.cutoff.in.id --make-bed --out ./02_activities/data/gwa.qc_unrelated.A2 ``` #### Question 4: principal component analysis (PCA) @@ -66,7 +106,9 @@ i) Perform LD pruning on `gwa.qc.A2` using PLINK2 with the following parameters (Hint: Refer to the PCA section in the GWAS Tutorial II. You should use a `*.prune.in` file to select a set of independent SNPs before performing PCA.) ```{bash} -# Your code here... +plink2 --bfile ./02_activities/data/gwa.qc_unrelated.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc_unrelated_pruned.A2 + +plink2 --bfile ./02_activities/data/gwa.qc_unrelated_pruned.A2 --pca 20 --out ./02_activities/data/gwa_unrel_PCA.A2 ``` #### Question 5: GWAS analyses @@ -82,19 +124,42 @@ Assume that: (i) Using PLINK2, run a linear regression GWAS using `gwa.qc_unrelated.A2` as the input dataset. Adjust for PCs 1–3 as covariates. ```{bash} -# Your code here... +plink2 --bfile ./02_activities/data/gwa.qc.A2 --ci 0.95 --logistic --covar ./02_activities/data/gwa_unrel_PCA.A2.eigenvec --covar-name PC1,PC2,PC3 --adjust --out ./02_activities/data/gwa.qc_assoc.A2 ``` (ii) Create a Manhattan plot of the GWAS results. ```{r} -# Your code here... +# Load PLINK2 logistic results +assocA2 <- data.table::fread("./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear") + +head(assocA2) + +# Keep only the additive test (one row per SNP) +assoc_addA2 <- assocA2[TEST == "ADD"] + +# qqman expects columns named CHR, BP, SNP, and P. +# In PLINK2 output they are #CHROM, POS, ID, and P. +setnames(assoc_addA2, c("#CHROM","POS","ID"), c("CHR","BP","SNP")) + +# Manhattan plot +manhattan(assoc_addA2, + chr = "CHR", + bp = "BP", + snp = "SNP", + p = "P", + xlab = "", + ylab = "", + suggestiveline = FALSE, + cex.axis = 1.5, + col = c("lightblue", "lightslateblue")) ``` (iii) Create a QQ plot of the GWAS p-values. ```{r} -# Your code here... +# Q-Q plot +qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values") ``` ### Criteria From 22cdd0a773c0568aafd730ec58879190e7c868fe Mon Sep 17 00:00:00 2001 From: Michelle Wang Date: Tue, 31 Mar 2026 13:37:43 -0400 Subject: [PATCH 09/12] Completed assignment 2 with figures attached --- 02_activities/assignments/QQ_plot.png | Bin 0 -> 64438 bytes .../figure-html/unnamed-chunk-13-1.png | Bin 0 -> 92970 bytes .../figure-html/unnamed-chunk-16-1.png | Bin 0 -> 86525 bytes ...p-d6a003b94517c951b2d65075d42fb01b.min.css | 12 + .../libs/bootstrap/bootstrap-icons.css | 2106 +++++++++++++++++ .../libs/bootstrap/bootstrap-icons.woff | Bin 0 -> 180288 bytes .../libs/bootstrap/bootstrap.min.js | 7 + .../libs/clipboard/clipboard.min.js | 7 + .../libs/quarto-html/anchor.min.js | 9 + .../libs/quarto-html/axe/axe-check.js | 145 ++ .../libs/quarto-html/popper.min.js | 6 + ...hting-ed96de9b727972fe78a7b5d16c58bf87.css | 236 ++ .../libs/quarto-html/quarto.js | 847 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#dee2e6;--bs-dropdown-link-hover-color: #ffffff;--bs-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--bs-dropdown-link-hover-bg: rgba(255, 255, 255, 0.15);--bs-dropdown-link-active-color: #ffffff;--bs-dropdown-link-active-bg: #0d6efd;--bs-dropdown-link-disabled-color: #adb5bd;--bs-dropdown-header-color: #adb5bd}.btn-group,.btn-group-vertical{position:relative;display:inline-flex;vertical-align:middle}.btn-group>.btn,.btn-group-vertical>.btn{position:relative;flex:1 1 auto;-webkit-flex:1 1 auto}.btn-group>.btn-check:checked+.btn,.btn-group>.btn-check:focus+.btn,.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active,.btn-group-vertical>.btn-check:checked+.btn,.btn-group-vertical>.btn-check:focus+.btn,.btn-group-vertical>.btn:hover,.btn-group-vertical>.btn:focus,.btn-group-vertical>.btn:active,.btn-group-vertical>.btn.active{z-index:1}.btn-toolbar{display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;justify-content:flex-start;-webkit-justify-content:flex-start}.btn-toolbar 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.dropdown-toggle-split::before{margin-right:0}.btn-sm+.dropdown-toggle-split,.btn-group-sm>.btn+.dropdown-toggle-split{padding-right:.375rem;padding-left:.375rem}.btn-lg+.dropdown-toggle-split,.btn-group-lg>.btn+.dropdown-toggle-split{padding-right:.75rem;padding-left:.75rem}.btn-group-vertical{flex-direction:column;-webkit-flex-direction:column;align-items:flex-start;-webkit-align-items:flex-start;justify-content:center;-webkit-justify-content:center}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group{width:100%}.btn-group-vertical>.btn:not(:first-child),.btn-group-vertical>.btn-group:not(:first-child){margin-top:calc(1px*-1)}.btn-group-vertical>.btn:not(:last-child):not(.dropdown-toggle),.btn-group-vertical>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn~.btn,.btn-group-vertical>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-top-right-radius:0}.nav{--bs-nav-link-padding-x: 1rem;--bs-nav-link-padding-y: 0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: #0d6efd;--bs-nav-link-hover-color: rgb(10.4, 88, 202.4);--bs-nav-link-disabled-color: rgba(33, 37, 41, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding-left:0;margin-bottom:0;list-style:none}.nav-link{display:block;padding:var(--bs-nav-link-padding-y) var(--bs-nav-link-padding-x);font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);color:var(--bs-nav-link-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background:none;border:0;transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out}@media(prefers-reduced-motion: reduce){.nav-link{transition:none}}.nav-link:hover,.nav-link:focus{color:var(--bs-nav-link-hover-color)}.nav-link:focus-visible{outline:0;box-shadow:0 0 0 .25rem rgba(13,110,253,.25)}.nav-link.disabled,.nav-link:disabled{color:var(--bs-nav-link-disabled-color);pointer-events:none;cursor:default}.nav-tabs{--bs-nav-tabs-border-width: 1px;--bs-nav-tabs-border-color: rgb(221.7, 222.3, 222.9);--bs-nav-tabs-border-radius: 0.375rem;--bs-nav-tabs-link-hover-border-color: #e9ecef #e9ecef rgb(221.7, 222.3, 222.9);--bs-nav-tabs-link-active-color: #000;--bs-nav-tabs-link-active-bg: #ffffff;--bs-nav-tabs-link-active-border-color: rgb(221.7, 222.3, 222.9) rgb(221.7, 222.3, 222.9) #ffffff;border-bottom:var(--bs-nav-tabs-border-width) solid var(--bs-nav-tabs-border-color)}.nav-tabs .nav-link{margin-bottom:calc(-1*var(--bs-nav-tabs-border-width));border:var(--bs-nav-tabs-border-width) solid rgba(0,0,0,0);border-top-left-radius:var(--bs-nav-tabs-border-radius);border-top-right-radius:var(--bs-nav-tabs-border-radius)}.nav-tabs .nav-link:hover,.nav-tabs .nav-link:focus{isolation:isolate;border-color:var(--bs-nav-tabs-link-hover-border-color)}.nav-tabs 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reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='rgb%28109.8, 168, 253.8%29'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='rgb%28109.8, 168, 253.8%29'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: rgba(33, 37, 41, 0.75);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: rgba(33, 37, 41, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #0d6efd;--bs-pagination-bg: #ffffff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: rgb(221.7, 222.3, 222.9);--bs-pagination-border-radius: 0.375rem;--bs-pagination-hover-color: rgb(10.4, 88, 202.4);--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: rgb(221.7, 222.3, 222.9);--bs-pagination-focus-color: rgb(10.4, 88, 202.4);--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #ffffff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: rgba(33, 37, 41, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: rgb(221.7, 222.3, 222.9);display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px*-1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.25rem}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #ffffff;--bs-badge-border-radius: 0.375rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.375rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.375rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #ffffff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #212529;--bs-list-group-bg: #ffffff;--bs-list-group-border-color: rgb(221.7, 222.3, 222.9);--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.375rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(33, 37, 41, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #212529;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(33, 37, 41, 0.75);--bs-list-group-disabled-bg: #ffffff;--bs-list-group-active-color: #ffffff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255, 255, 255, 0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: rgba(0, 0, 0, 0.175);--bs-toast-border-radius: 0.375rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: rgba(33, 37, 41, 0.75);--bs-toast-header-bg: rgba(255, 255, 255, 0.85);--bs-toast-header-border-color: rgba(0, 0, 0, 0.175);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;width:-webkit-max-content;width:-moz-max-content;width:-ms-max-content;width:-o-max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: #ffffff;--bs-modal-border-color: rgba(0, 0, 0, 0.175);--bs-modal-border-width: 1px;--bs-modal-border-radius: 0.5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-modal-inner-border-radius: calc(0.5rem - 1px);--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: rgb(221.7, 222.3, 222.9);--bs-modal-header-border-width: 1px;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: rgb(221.7, 222.3, 222.9);--bs-modal-footer-border-width: 1px;position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static .modal-dialog{transform:scale(1.02)}.modal-dialog-scrollable{height:calc(100% - var(--bs-modal-margin)*2)}.modal-dialog-scrollable .modal-content{max-height:100%;overflow:hidden}.modal-dialog-scrollable .modal-body{overflow-y:auto}.modal-dialog-centered{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;min-height:calc(100% - var(--bs-modal-margin)*2)}.modal-content{position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;width:100%;color:var(--bs-modal-color);pointer-events:auto;background-color:var(--bs-modal-bg);background-clip:padding-box;border:var(--bs-modal-border-width) solid var(--bs-modal-border-color);border-radius:var(--bs-modal-border-radius);outline:0}.modal-backdrop{--bs-backdrop-zindex: 1050;--bs-backdrop-bg: #000;--bs-backdrop-opacity: 0.5;position:fixed;top:0;left:0;z-index:var(--bs-backdrop-zindex);width:100vw;height:100vh;background-color:var(--bs-backdrop-bg)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{display:flex;display:-webkit-flex;flex-shrink:0;-webkit-flex-shrink:0;align-items:center;-webkit-align-items:center;justify-content:space-between;-webkit-justify-content:space-between;padding:var(--bs-modal-header-padding);border-bottom:var(--bs-modal-header-border-width) solid var(--bs-modal-header-border-color);border-top-left-radius:var(--bs-modal-inner-border-radius);border-top-right-radius:var(--bs-modal-inner-border-radius)}.modal-header .btn-close{padding:calc(var(--bs-modal-header-padding-y)*.5) calc(var(--bs-modal-header-padding-x)*.5);margin:calc(-0.5*var(--bs-modal-header-padding-y)) calc(-0.5*var(--bs-modal-header-padding-x)) calc(-0.5*var(--bs-modal-header-padding-y)) auto}.modal-title{margin-bottom:0;line-height:var(--bs-modal-title-line-height)}.modal-body{position:relative;flex:1 1 auto;-webkit-flex:1 1 auto;padding:var(--bs-modal-padding)}.modal-footer{display:flex;display:-webkit-flex;flex-shrink:0;-webkit-flex-shrink:0;flex-wrap:wrap;-webkit-flex-wrap:wrap;align-items:center;-webkit-align-items:center;justify-content:flex-end;-webkit-justify-content:flex-end;padding:calc(var(--bs-modal-padding) - var(--bs-modal-footer-gap)*.5);background-color:var(--bs-modal-footer-bg);border-top:var(--bs-modal-footer-border-width) solid var(--bs-modal-footer-border-color);border-bottom-right-radius:var(--bs-modal-inner-border-radius);border-bottom-left-radius:var(--bs-modal-inner-border-radius)}.modal-footer>*{margin:calc(var(--bs-modal-footer-gap)*.5)}@media(min-width: 576px){.modal{--bs-modal-margin: 1.75rem;--bs-modal-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15)}.modal-dialog{max-width:var(--bs-modal-width);margin-right:auto;margin-left:auto}.modal-sm{--bs-modal-width: 300px}}@media(min-width: 992px){.modal-lg,.modal-xl{--bs-modal-width: 800px}}@media(min-width: 1200px){.modal-xl{--bs-modal-width: 1140px}}.modal-fullscreen{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen .modal-header,.modal-fullscreen .modal-footer{border-radius:0}.modal-fullscreen .modal-body{overflow-y:auto}@media(max-width: 575.98px){.modal-fullscreen-sm-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-sm-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-sm-down .modal-header,.modal-fullscreen-sm-down .modal-footer{border-radius:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media(max-width: 767.98px){.modal-fullscreen-md-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-md-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-md-down .modal-header,.modal-fullscreen-md-down .modal-footer{border-radius:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media(max-width: 991.98px){.modal-fullscreen-lg-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-lg-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-lg-down .modal-header,.modal-fullscreen-lg-down .modal-footer{border-radius:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media(max-width: 1199.98px){.modal-fullscreen-xl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xl-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-xl-down .modal-header,.modal-fullscreen-xl-down .modal-footer{border-radius:0}.modal-fullscreen-xl-down .modal-body{overflow-y:auto}}@media(max-width: 1399.98px){.modal-fullscreen-xxl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xxl-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-xxl-down .modal-header,.modal-fullscreen-xxl-down .modal-footer{border-radius:0}.modal-fullscreen-xxl-down .modal-body{overflow-y:auto}}.tooltip{--bs-tooltip-zindex: 1080;--bs-tooltip-max-width: 200px;--bs-tooltip-padding-x: 0.5rem;--bs-tooltip-padding-y: 0.25rem;--bs-tooltip-margin: ;--bs-tooltip-font-size:0.875rem;--bs-tooltip-color: #ffffff;--bs-tooltip-bg: #000;--bs-tooltip-border-radius: 0.375rem;--bs-tooltip-opacity: 0.9;--bs-tooltip-arrow-width: 0.8rem;--bs-tooltip-arrow-height: 0.4rem;z-index:var(--bs-tooltip-zindex);display:block;margin:var(--bs-tooltip-margin);font-family:system-ui,-apple-system,"Segoe UI",Roboto,"Helvetica Neue","Noto Sans","Liberation Sans",Arial,sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol","Noto Color Emoji";font-style:normal;font-weight:400;line-height:1.5;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;white-space:normal;word-spacing:normal;line-break:auto;font-size:var(--bs-tooltip-font-size);word-wrap:break-word;opacity:0}.tooltip.show{opacity:var(--bs-tooltip-opacity)}.tooltip .tooltip-arrow{display:block;width:var(--bs-tooltip-arrow-width);height:var(--bs-tooltip-arrow-height)}.tooltip .tooltip-arrow::before{position:absolute;content:"";border-color:rgba(0,0,0,0);border-style:solid}.bs-tooltip-top .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow{bottom:calc(-1*var(--bs-tooltip-arrow-height))}.bs-tooltip-top .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow::before{top:-1px;border-width:var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width)*.5) 0;border-top-color:var(--bs-tooltip-bg)}.bs-tooltip-end .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow{left:calc(-1*var(--bs-tooltip-arrow-height));width:var(--bs-tooltip-arrow-height);height:var(--bs-tooltip-arrow-width)}.bs-tooltip-end .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow::before{right:-1px;border-width:calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width)*.5) 0;border-right-color:var(--bs-tooltip-bg)}.bs-tooltip-bottom .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow{top:calc(-1*var(--bs-tooltip-arrow-height))}.bs-tooltip-bottom .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=bottom] .tooltip-arrow::before{bottom:-1px;border-width:0 calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height);border-bottom-color:var(--bs-tooltip-bg)}.bs-tooltip-start .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow{right:calc(-1*var(--bs-tooltip-arrow-height));width:var(--bs-tooltip-arrow-height);height:var(--bs-tooltip-arrow-width)}.bs-tooltip-start .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=left] .tooltip-arrow::before{left:-1px;border-width:calc(var(--bs-tooltip-arrow-width)*.5) 0 calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height);border-left-color:var(--bs-tooltip-bg)}.tooltip-inner{max-width:var(--bs-tooltip-max-width);padding:var(--bs-tooltip-padding-y) var(--bs-tooltip-padding-x);color:var(--bs-tooltip-color);text-align:center;background-color:var(--bs-tooltip-bg);border-radius:var(--bs-tooltip-border-radius)}.popover{--bs-popover-zindex: 1070;--bs-popover-max-width: 276px;--bs-popover-font-size:0.875rem;--bs-popover-bg: #ffffff;--bs-popover-border-width: 1px;--bs-popover-border-color: rgba(0, 0, 0, 0.175);--bs-popover-border-radius: 0.5rem;--bs-popover-inner-border-radius: calc(0.5rem - 1px);--bs-popover-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-popover-header-padding-x: 1rem;--bs-popover-header-padding-y: 0.5rem;--bs-popover-header-font-size:1rem;--bs-popover-header-color: inherit;--bs-popover-header-bg: #e9ecef;--bs-popover-body-padding-x: 1rem;--bs-popover-body-padding-y: 1rem;--bs-popover-body-color: #212529;--bs-popover-arrow-width: 1rem;--bs-popover-arrow-height: 0.5rem;--bs-popover-arrow-border: 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1fr)}.bslib-value-box.showcase-top-right[data-full-screen=true] .value-box-grid>div{align-self:center}.bslib-value-box.showcase-top-right:not([data-full-screen=true]) .value-box-showcase{margin-top:0}@container bslib-value-box (max-width: 300px){.bslib-value-box.showcase-top-right:not([data-full-screen=true]) .value-box-grid .value-box-showcase{padding-left:1rem}}.bslib-value-box.showcase-left-center .value-box-grid{grid-template-columns:var(---bslib-value-box-showcase-w, 30%) auto}.bslib-value-box.showcase-left-center[data-full-screen=true] .value-box-grid{grid-template-columns:var(---bslib-value-box-showcase-w-fs, 1fr) auto}.bslib-value-box.showcase-left-center:not([data-fill-screen=true]) .value-box-grid .value-box-showcase{grid-area:left}.bslib-value-box.showcase-left-center:not([data-fill-screen=true]) .value-box-grid .value-box-area{grid-area:right}.bslib-value-box.showcase-bottom .value-box-grid{grid-template-columns:1fr;grid-template-rows:1fr var(---bslib-value-box-showcase-h, auto);grid-template-areas:"top" "bottom";overflow:hidden}.bslib-value-box.showcase-bottom .value-box-grid .value-box-showcase{grid-area:bottom;padding:0;margin:0}.bslib-value-box.showcase-bottom .value-box-grid .value-box-area{grid-area:top}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid{grid-template-rows:1fr var(---bslib-value-box-showcase-h-fs, 2fr)}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid .value-box-showcase{padding:1rem}[data-bs-theme=dark] .bslib-value-box{--bslib-value-box-shadow: 0 0.5rem 1rem rgb(0 0 0 / 50%)}@media(min-width: 576px){.nav:not(.nav-hidden){display:flex !important;display:-webkit-flex !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column){float:none !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column)>.bslib-nav-spacer{margin-left:auto 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rgba(0,0,0,.15);margin:.2rem .4rem;padding:.55rem !important;font-size:.8rem;cursor:pointer;opacity:.7;z-index:1070}.bslib-full-screen-enter:hover{opacity:1}.card[data-full-screen=false]:hover>*>.bslib-full-screen-enter{display:block}.bslib-has-full-screen .card:hover>*>.bslib-full-screen-enter{display:none}@media(max-width: 575.98px){.bslib-full-screen-enter{display:none !important}}.bslib-full-screen-exit{position:relative;top:1.35rem;font-size:.9rem;cursor:pointer;text-decoration:none;display:flex;float:right;margin-right:2.15rem;align-items:center;color:rgba(var(--bs-body-bg-rgb), 0.8)}.bslib-full-screen-exit:hover{color:rgba(var(--bs-body-bg-rgb), 1)}.bslib-full-screen-exit svg{margin-left:.5rem;font-size:1.5rem}#bslib-full-screen-overlay{position:fixed;inset:0;background-color:rgba(var(--bs-body-color-rgb), 0.6);backdrop-filter:blur(2px);-webkit-backdrop-filter:blur(2px);z-index:1069;animation:bslib-full-screen-overlay-enter 400ms cubic-bezier(0.6, 0.02, 0.65, 1) 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992px){.bslib-grid.grid.bslib-grid--row-heights--lg{--bslib-grid--row-heights: var(--bslib-grid--row-heights--lg)}}@media(min-width: 1200px){.bslib-grid.grid.bslib-grid--row-heights--xl{--bslib-grid--row-heights: var(--bslib-grid--row-heights--xl)}}@media(min-width: 1400px){.bslib-grid.grid.bslib-grid--row-heights--xxl{--bslib-grid--row-heights: var(--bslib-grid--row-heights--xxl)}}.bslib-grid>*>.shiny-input-container{width:100%}.bslib-grid-item{grid-column:auto/span 1}@media(max-width: 767.98px){.bslib-grid-item{grid-column:1/-1}}@media(max-width: 575.98px){.bslib-grid{grid-template-columns:1fr !important;height:var(--bslib-grid-height-mobile)}.bslib-grid.grid{height:unset !important;grid-auto-rows:var(--bslib-grid--row-heights--xs, auto)}}.accordion .accordion-header{font-size:calc(1.29rem + 0.48vw);margin-top:0;margin-bottom:.5rem;font-weight:500;line-height:1.2;color:var(--bs-heading-color);margin-bottom:0}@media(min-width: 1200px){.accordion .accordion-header{font-size:1.65rem}}.accordion .accordion-icon:not(:empty){margin-right:.75rem;display:flex}.accordion .accordion-button:not(.collapsed){box-shadow:none}.accordion .accordion-button:not(.collapsed):focus{box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.navbar+.container-fluid:has(>.tab-content>.tab-pane.active.html-fill-container),.navbar+.container-sm:has(>.tab-content>.tab-pane.active.html-fill-container),.navbar+.container-md:has(>.tab-content>.tab-pane.active.html-fill-container),.navbar+.container-lg:has(>.tab-content>.tab-pane.active.html-fill-container),.navbar+.container-xl:has(>.tab-content>.tab-pane.active.html-fill-container),.navbar+.container-xxl:has(>.tab-content>.tab-pane.active.html-fill-container){padding-left:0;padding-right:0}.navbar+.container-fluid>.tab-content>.tab-pane.active.html-fill-container,.navbar+.container-sm>.tab-content>.tab-pane.active.html-fill-container,.navbar+.container-md>.tab-content>.tab-pane.active.html-fill-container,.navbar+.container-lg>.tab-content>.tab-pane.active.html-fill-container,.navbar+.container-xl>.tab-content>.tab-pane.active.html-fill-container,.navbar+.container-xxl>.tab-content>.tab-pane.active.html-fill-container{padding:var(--bslib-spacer, 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1rem)}.navbar+.container-fluid>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child),.navbar+.container-sm>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child),.navbar+.container-md>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child),.navbar+.container-lg>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child),.navbar+.container-xl>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child),.navbar+.container-xxl>.tab-content>.tab-pane.active.html-fill-container:has(>.bslib-sidebar-layout:only-child){padding:0}.navbar+.container-fluid>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]),.navbar+.container-sm>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]),.navbar+.container-md>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]),.navbar+.container-lg>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]),.navbar+.container-xl>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]),.navbar+.container-xxl>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border=true]){border-left:none;border-right:none;border-bottom:none}.navbar+.container-fluid>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]),.navbar+.container-sm>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]),.navbar+.container-md>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]),.navbar+.container-lg>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]),.navbar+.container-xl>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]),.navbar+.container-xxl>.tab-content>.tab-pane.active.html-fill-container>.bslib-sidebar-layout:only-child:not([data-bslib-sidebar-border-radius=true]){border-radius:0}.navbar+div>.bslib-sidebar-layout{border-top:var(--bslib-sidebar-border)}html{height:100%}.bslib-page-fill{width:100%;height:100%;margin:0;padding:var(--bslib-spacer, 1rem);gap:var(--bslib-spacer, 1rem)}@media(max-width: 575.98px){.bslib-page-fill{height:var(--bslib-page-fill-mobile-height, auto)}}:root{--bslib-page-sidebar-title-bg: #517699;--bslib-page-sidebar-title-color: #ffffff}.bslib-page-title{background-color:var(--bslib-page-sidebar-title-bg);color:var(--bslib-page-sidebar-title-color);font-size:1.25rem;font-weight:300;padding:var(--bslib-spacer, 1rem);padding-left:1.5rem;margin-bottom:0;border-bottom:1px solid rgb(221.7,222.3,222.9)}.bslib-sidebar-layout{--bslib-sidebar-transition-duration: 500ms;--bslib-sidebar-transition-easing-x: cubic-bezier(0.8, 0.78, 0.22, 1.07);--bslib-sidebar-border: var(--bs-card-border-width, 1px) solid var(--bs-card-border-color, rgba(0, 0, 0, 0.175));--bslib-sidebar-border-radius: var(--bs-border-radius);--bslib-sidebar-vert-border: var(--bs-card-border-width, 1px) solid var(--bs-card-border-color, rgba(0, 0, 0, 0.175));--bslib-sidebar-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.05);--bslib-sidebar-fg: 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#ced4da;--quarto-scss-export-primary-border-subtle: rgb(158.2, 197, 254.2);--quarto-scss-export-secondary-border-subtle: rgb(196.2, 199.8, 203);--quarto-scss-export-success-border-subtle: rgb(163, 207, 186.6);--quarto-scss-export-info-border-subtle: rgb(158.2, 233.8, 249);--quarto-scss-export-warning-border-subtle: rgb(255, 230.2, 155.8);--quarto-scss-export-danger-border-subtle: rgb(241, 174.2, 180.6);--quarto-scss-export-light-border-subtle: #e9ecef;--quarto-scss-export-dark-border-subtle: #adb5bd;--quarto-scss-export-body-text-align: ;--quarto-scss-export-body-color: #212529;--quarto-scss-export-body-bg: #ffffff;--quarto-scss-export-body-secondary-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-body-secondary-bg: #e9ecef;--quarto-scss-export-body-tertiary-color: rgba(33, 37, 41, 0.5);--quarto-scss-export-body-tertiary-bg: #f8f9fa;--quarto-scss-export-body-emphasis-color: #000;--quarto-scss-export-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-link-hover-decoration: ;--quarto-scss-export-border-color-translucent: rgba(0, 0, 0, 0.175);--quarto-scss-export-component-active-bg: #0d6efd;--quarto-scss-export-component-active-color: #ffffff;--quarto-scss-export-focus-ring-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-headings-font-family: ;--quarto-scss-export-headings-font-style: ;--quarto-scss-export-display-font-family: ;--quarto-scss-export-display-font-style: ;--quarto-scss-export-text-muted: rgba(33, 37, 41, 0.75);--quarto-scss-export-blockquote-footer-color: #6c757d;--quarto-scss-export-blockquote-border-color: #e9ecef;--quarto-scss-export-hr-bg-color: ;--quarto-scss-export-hr-height: ;--quarto-scss-export-hr-border-color: ;--quarto-scss-export-legend-font-weight: ;--quarto-scss-export-mark-bg: rgb(255, 242.6, 205.4);--quarto-scss-export-table-color: #212529;--quarto-scss-export-table-bg: #ffffff;--quarto-scss-export-table-accent-bg: transparent;--quarto-scss-export-table-th-font-weight: ;--quarto-scss-export-table-striped-color: #212529;--quarto-scss-export-table-striped-bg: rgba(0, 0, 0, 0.05);--quarto-scss-export-table-active-color: #212529;--quarto-scss-export-table-active-bg: rgba(0, 0, 0, 0.1);--quarto-scss-export-table-hover-color: #212529;--quarto-scss-export-table-hover-bg: rgba(0, 0, 0, 0.075);--quarto-scss-export-table-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-btn-font-family: ;--quarto-scss-export-input-btn-focus-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-btn-color: #212529;--quarto-scss-export-btn-font-family: ;--quarto-scss-export-btn-white-space: ;--quarto-scss-export-btn-link-color: #0d6efd;--quarto-scss-export-btn-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-btn-link-disabled-color: #6c757d;--quarto-scss-export-form-text-font-style: ;--quarto-scss-export-form-text-font-weight: ;--quarto-scss-export-form-text-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-label-font-size: ;--quarto-scss-export-form-label-font-style: ;--quarto-scss-export-form-label-font-weight: ;--quarto-scss-export-form-label-color: ;--quarto-scss-export-input-font-family: ;--quarto-scss-export-input-disabled-color: ;--quarto-scss-export-input-disabled-bg: #e9ecef;--quarto-scss-export-input-disabled-border-color: ;--quarto-scss-export-input-color: #212529;--quarto-scss-export-input-focus-bg: #ffffff;--quarto-scss-export-input-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-input-focus-color: #212529;--quarto-scss-export-input-placeholder-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-plaintext-color: #212529;--quarto-scss-export-form-check-label-color: ;--quarto-scss-export-form-check-transition: ;--quarto-scss-export-form-check-input-bg: #ffffff;--quarto-scss-export-form-check-input-focus-border: rgb(134, 182.5, 254);--quarto-scss-export-form-check-input-checked-color: #ffffff;--quarto-scss-export-form-check-input-checked-bg-color: #0d6efd;--quarto-scss-export-form-check-input-checked-border-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-color: #ffffff;--quarto-scss-export-form-check-input-indeterminate-bg-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-border-color: #0d6efd;--quarto-scss-export-form-switch-color: rgba(0, 0, 0, 0.25);--quarto-scss-export-form-switch-focus-color: rgb(134, 182.5, 254);--quarto-scss-export-form-switch-checked-color: #ffffff;--quarto-scss-export-input-group-addon-color: #212529;--quarto-scss-export-input-group-addon-bg: #f8f9fa;--quarto-scss-export-input-group-addon-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-form-select-font-family: ;--quarto-scss-export-form-select-color: #212529;--quarto-scss-export-form-select-bg: #ffffff;--quarto-scss-export-form-select-disabled-color: ;--quarto-scss-export-form-select-disabled-bg: #e9ecef;--quarto-scss-export-form-select-disabled-border-color: ;--quarto-scss-export-form-select-indicator-color: #343a40;--quarto-scss-export-form-select-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-form-select-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-form-range-track-bg: #f8f9fa;--quarto-scss-export-form-range-thumb-bg: #0d6efd;--quarto-scss-export-form-range-thumb-active-bg: rgb(182.4, 211.5, 254.4);--quarto-scss-export-form-range-thumb-disabled-bg: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-file-button-color: #212529;--quarto-scss-export-form-file-button-bg: #f8f9fa;--quarto-scss-export-form-file-button-hover-bg: #e9ecef;--quarto-scss-export-form-floating-label-disabled-color: #6c757d;--quarto-scss-export-form-feedback-font-style: ;--quarto-scss-export-form-feedback-valid-color: #198754;--quarto-scss-export-form-feedback-invalid-color: #dc3545;--quarto-scss-export-form-feedback-icon-valid-color: #198754;--quarto-scss-export-form-feedback-icon-invalid-color: #dc3545;--quarto-scss-export-form-valid-color: #198754;--quarto-scss-export-form-valid-border-color: #198754;--quarto-scss-export-form-invalid-color: #dc3545;--quarto-scss-export-form-invalid-border-color: #dc3545;--quarto-scss-export-nav-link-font-size: ;--quarto-scss-export-nav-link-font-weight: ;--quarto-scss-export-nav-link-color: #0d6efd;--quarto-scss-export-nav-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-nav-link-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-nav-tabs-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-nav-tabs-link-hover-border-color: #e9ecef #e9ecef rgb(221.7, 222.3, 222.9);--quarto-scss-export-nav-tabs-link-active-color: #000;--quarto-scss-export-nav-tabs-link-active-bg: #ffffff;--quarto-scss-export-nav-pills-link-active-bg: #0d6efd;--quarto-scss-export-nav-pills-link-active-color: #ffffff;--quarto-scss-export-nav-underline-link-active-color: #000;--quarto-scss-export-navbar-padding-x: ;--quarto-scss-export-navbar-light-contrast: #ffffff;--quarto-scss-export-navbar-dark-contrast: #ffffff;--quarto-scss-export-navbar-light-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-navbar-dark-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-dropdown-color: #212529;--quarto-scss-export-dropdown-bg: #ffffff;--quarto-scss-export-dropdown-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-link-color: #212529;--quarto-scss-export-dropdown-link-hover-color: #212529;--quarto-scss-export-dropdown-link-hover-bg: #f8f9fa;--quarto-scss-export-dropdown-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-link-active-color: #ffffff;--quarto-scss-export-dropdown-link-disabled-color: rgba(33, 37, 41, 0.5);--quarto-scss-export-dropdown-header-color: #6c757d;--quarto-scss-export-dropdown-dark-color: #dee2e6;--quarto-scss-export-dropdown-dark-bg: #343a40;--quarto-scss-export-dropdown-dark-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-box-shadow: ;--quarto-scss-export-dropdown-dark-link-color: #dee2e6;--quarto-scss-export-dropdown-dark-link-hover-color: #ffffff;--quarto-scss-export-dropdown-dark-link-hover-bg: rgba(255, 255, 255, 0.15);--quarto-scss-export-dropdown-dark-link-active-color: #ffffff;--quarto-scss-export-dropdown-dark-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-dark-link-disabled-color: #adb5bd;--quarto-scss-export-dropdown-dark-header-color: #adb5bd;--quarto-scss-export-pagination-color: #0d6efd;--quarto-scss-export-pagination-bg: #ffffff;--quarto-scss-export-pagination-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-pagination-focus-color: rgb(10.4, 88, 202.4);--quarto-scss-export-pagination-focus-bg: #e9ecef;--quarto-scss-export-pagination-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-pagination-hover-bg: #f8f9fa;--quarto-scss-export-pagination-hover-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-pagination-active-color: #ffffff;--quarto-scss-export-pagination-active-bg: #0d6efd;--quarto-scss-export-pagination-active-border-color: #0d6efd;--quarto-scss-export-pagination-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-pagination-disabled-bg: #e9ecef;--quarto-scss-export-pagination-disabled-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-card-title-color: ;--quarto-scss-export-card-subtitle-color: ;--quarto-scss-export-card-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-card-box-shadow: ;--quarto-scss-export-card-cap-bg: rgba(33, 37, 41, 0.03);--quarto-scss-export-card-cap-color: ;--quarto-scss-export-card-height: ;--quarto-scss-export-card-color: ;--quarto-scss-export-card-bg: #ffffff;--quarto-scss-export-accordion-color: #212529;--quarto-scss-export-accordion-bg: #ffffff;--quarto-scss-export-accordion-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-accordion-button-color: #212529;--quarto-scss-export-accordion-button-bg: #ffffff;--quarto-scss-export-accordion-button-active-bg: rgb(206.6, 226, 254.6);--quarto-scss-export-accordion-button-active-color: rgb(5.2, 44, 101.2);--quarto-scss-export-accordion-button-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-accordion-icon-color: #212529;--quarto-scss-export-accordion-icon-active-color: rgb(5.2, 44, 101.2);--quarto-scss-export-tooltip-color: #ffffff;--quarto-scss-export-tooltip-bg: #000;--quarto-scss-export-tooltip-margin: ;--quarto-scss-export-tooltip-arrow-color: ;--quarto-scss-export-form-feedback-tooltip-line-height: ;--quarto-scss-export-popover-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-popover-header-bg: #e9ecef;--quarto-scss-export-popover-body-color: #212529;--quarto-scss-export-popover-arrow-color: #ffffff;--quarto-scss-export-popover-arrow-outer-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-color: ;--quarto-scss-export-toast-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-header-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-toast-header-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-header-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-badge-color: #ffffff;--quarto-scss-export-modal-content-color: ;--quarto-scss-export-modal-content-bg: #ffffff;--quarto-scss-export-modal-content-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-modal-backdrop-bg: #000;--quarto-scss-export-modal-header-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-modal-footer-bg: ;--quarto-scss-export-modal-footer-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-progress-bg: #e9ecef;--quarto-scss-export-progress-bar-color: #ffffff;--quarto-scss-export-progress-bar-bg: #0d6efd;--quarto-scss-export-list-group-color: #212529;--quarto-scss-export-list-group-bg: #ffffff;--quarto-scss-export-list-group-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-list-group-hover-bg: #f8f9fa;--quarto-scss-export-list-group-active-bg: #0d6efd;--quarto-scss-export-list-group-active-color: #ffffff;--quarto-scss-export-list-group-active-border-color: #0d6efd;--quarto-scss-export-list-group-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-disabled-bg: #ffffff;--quarto-scss-export-list-group-action-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-action-hover-color: #000;--quarto-scss-export-list-group-action-active-color: #212529;--quarto-scss-export-list-group-action-active-bg: #e9ecef;--quarto-scss-export-thumbnail-bg: #ffffff;--quarto-scss-export-thumbnail-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-figure-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-font-size: ;--quarto-scss-export-breadcrumb-bg: ;--quarto-scss-export-breadcrumb-divider-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-active-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-border-radius: ;--quarto-scss-export-carousel-control-color: #ffffff;--quarto-scss-export-carousel-indicator-active-bg: #ffffff;--quarto-scss-export-carousel-caption-color: #ffffff;--quarto-scss-export-carousel-dark-indicator-active-bg: #000;--quarto-scss-export-carousel-dark-caption-color: #000;--quarto-scss-export-btn-close-color: #000;--quarto-scss-export-offcanvas-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-offcanvas-bg-color: #ffffff;--quarto-scss-export-offcanvas-color: #212529;--quarto-scss-export-offcanvas-backdrop-bg: #000;--quarto-scss-export-code-color-dark: white;--quarto-scss-export-kbd-color: #ffffff;--quarto-scss-export-kbd-bg: #212529;--quarto-scss-export-nested-kbd-font-weight: ;--quarto-scss-export-pre-bg: #f8f9fa;--quarto-scss-export-pre-color: #000;--quarto-scss-export-bslib-page-sidebar-title-bg: #517699;--quarto-scss-export-bslib-page-sidebar-title-color: #ffffff;--quarto-scss-export-bslib-sidebar-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.05);--quarto-scss-export-bslib-sidebar-toggle-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.1);--quarto-scss-export-mermaid-bg-color: #ffffff;--quarto-scss-export-mermaid-edge-color: #6c757d;--quarto-scss-export-mermaid-node-fg-color: #212529;--quarto-scss-export-mermaid-fg-color: #212529;--quarto-scss-export-mermaid-fg-color--lighter: rgb(55.7432432432, 62.5, 69.2567567568);--quarto-scss-export-mermaid-fg-color--lightest: rgb(78.4864864865, 88, 97.5135135135);--quarto-scss-export-mermaid-label-bg-color: #ffffff;--quarto-scss-export-mermaid-label-fg-color: #0d6efd;--quarto-scss-export-mermaid-node-bg-color: rgba(13, 110, 253, 0.1);--quarto-scss-export-code-block-border-left-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-callout-color-note: #0d6efd;--quarto-scss-export-callout-color-tip: #198754;--quarto-scss-export-callout-color-important: #dc3545;--quarto-scss-export-callout-color-caution: #fd7e14;--quarto-scss-export-callout-color-warning: #ffc107} \ No newline at end of file diff --git a/02_activities/assignments/assignment_1_files/libs/bootstrap/bootstrap-icons.css b/02_activities/assignments/assignment_1_files/libs/bootstrap/bootstrap-icons.css new file mode 100644 index 0000000..82b40f5 --- /dev/null +++ b/02_activities/assignments/assignment_1_files/libs/bootstrap/bootstrap-icons.css @@ -0,0 +1,2106 @@ +/*! + * Bootstrap Icons v1.13.1 (https://icons.getbootstrap.com/) + * Copyright 2019-2024 The Bootstrap Authors + * Licensed under MIT (https://github.com/twbs/icons/blob/main/LICENSE) + */ + +@font-face { + font-display: block; + font-family: "bootstrap-icons"; + src: +url("./bootstrap-icons.woff?e34853135f9e39acf64315236852cd5a") format("woff"); +} + +.bi::before, +[class^="bi-"]::before, +[class*=" bi-"]::before { + display: inline-block; + font-family: bootstrap-icons !important; + font-style: normal; + font-weight: normal !important; + font-variant: normal; + 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content: "\f8bc"; } +.bi-database-fill-x::before { content: "\f8bd"; } +.bi-database-fill::before { content: "\f8be"; } +.bi-database-gear::before { content: "\f8bf"; } +.bi-database-lock::before { content: "\f8c0"; } +.bi-database-slash::before { content: "\f8c1"; } +.bi-database-up::before { content: "\f8c2"; } +.bi-database-x::before { content: "\f8c3"; } +.bi-database::before { content: "\f8c4"; } +.bi-houses-fill::before { content: "\f8c5"; } +.bi-houses::before { content: "\f8c6"; } +.bi-nvidia::before { content: "\f8c7"; } +.bi-person-vcard-fill::before { content: "\f8c8"; } +.bi-person-vcard::before { content: "\f8c9"; } +.bi-sina-weibo::before { content: "\f8ca"; } +.bi-tencent-qq::before { content: "\f8cb"; } +.bi-wikipedia::before { content: "\f8cc"; } +.bi-alphabet-uppercase::before { content: "\f2a5"; } +.bi-alphabet::before { content: "\f68a"; } +.bi-amazon::before { content: "\f68d"; } +.bi-arrows-collapse-vertical::before { content: "\f690"; } 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i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(Mt),this._element.classList.add(Pt,Nt),this._element.style[e]="",N.trigger(this._element,St)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(N.trigger(this._element,Dt).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,d(this._element),this._element.classList.add(Mt),this._element.classList.remove(Pt,Nt);for(const t of this._triggerArray){const e=z.getElementFromSelector(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(Mt),this._element.classList.add(Pt),N.trigger(this._element,$t)}),this._element,!0)}_isShown(t=this._element){return 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s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var fi={placement:"bottom",modifiers:[],strategy:"absolute"};function pi(){for(var t=arguments.length,e=new Array(t),i=0;iNumber.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(F.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,...g(this._config.popperConfig,[t])}}_selectMenuItem({key:t,target:e}){const i=z.find(".dropdown-menu 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e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ei,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ii)?this:z.prev(this,Ii)[0]||z.next(this,Ii)[0]||z.findOne(Ii,t.delegateTarget.parentNode),o=qi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}N.on(document,Si,Ii,qi.dataApiKeydownHandler),N.on(document,Si,Pi,qi.dataApiKeydownHandler),N.on(document,Li,qi.clearMenus),N.on(document,Di,qi.clearMenus),N.on(document,Li,Ii,(function(t){t.preventDefault(),qi.getOrCreateInstance(this).toggle()})),m(qi);const Vi="backdrop",Ki="show",Qi=`mousedown.bs.${Vi}`,Xi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},Yi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class Ui extends H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(Ki),this._emulateAnimation((()=>{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=>{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&&(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=>{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=".bs.focustrap",Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn="backward",en={autofocus:!0,trapElement:null},nn={autofocus:"boolean",trapElement:"element"};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=>this._handleFocusin(t))),N.on(document,Zi,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?tn:"forward")}}const on=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",rn=".sticky-top",an="padding-right",ln="margin-right";class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=>e+t)),this._setElementAttributes(on,an,(e=>e+t)),this._setElementAttributes(rn,ln,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}N.on(document,yn,'[data-bs-toggle="modal"]',(function(t){const e=z.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),N.one(e,pn,(t=>{t.defaultPrevented||N.one(e,fn,(()=>{a(this)&&this.focus()}))}));const i=z.findOne(".modal.show");i&&On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=".bs.offcanvas",kn=".data-api",Ln=`load${xn}${kn}`,Sn="show",Dn="showing",$n="hiding",In=".offcanvas.show",Nn=`show${xn}`,Pn=`shown${xn}`,Mn=`hide${xn}`,jn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"

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")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),N.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ts),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Jn({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ts)}_isShown(){return this.tip&&this.tip.classList.contains(es)}_createPopper(t){const e=g(this._config.placement,[this,t,this._element]),i=rs[e.toUpperCase()];return bi(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return g(t,[this._element])}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,...g(this._config.popperConfig,[e])}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)N.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===ss?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===ss?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");N.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?os:ss]=!0,e._enter()})),N.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?os:ss]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},N.on(this._element.closest(is),ns,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=F.getDataAttributes(this._element);for(const t of Object.keys(e))Zn.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const[e,i]of Object.entries(this._config))this.constructor.Default[e]!==i&&(t[e]=i);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=cs.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(cs);const hs={...cs.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},ds={...cs.DefaultType,content:"(null|string|element|function)"};class us extends cs{static get Default(){return hs}static get DefaultType(){return ds}static get 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e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:"smooth"});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=>this._observerCallback(t)),t)}_observerCallback(t){const e=t=>this._targetLinks.get(`#${t.target.id}`),i=t=>{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n>=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new 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Error("report() is an abstract method"); + } +} + +class QuartoAxeJsonReporter extends QuartoAxeReporter { + constructor(axeResult, options) { + super(axeResult, options); + } + + report() { + console.log(JSON.stringify(this.axeResult, null, 2)); + } +} + +class QuartoAxeConsoleReporter extends QuartoAxeReporter { + constructor(axeResult, options) { + super(axeResult, options); + } + + report() { + for (const violation of this.axeResult.violations) { + console.log(violation.description); + for (const node of violation.nodes) { + for (const target of node.target) { + console.log(target); + console.log(document.querySelector(target)); + } + } + } + } +} + +class QuartoAxeDocumentReporter extends QuartoAxeReporter { + constructor(axeResult, options) { + super(axeResult, options); + } + + createViolationElement(violation) { + const violationElement = document.createElement("div"); + + const descriptionElement = document.createElement("div"); + descriptionElement.className = "quarto-axe-violation-description"; + descriptionElement.innerText = `${violation.impact.replace(/^[a-z]/, match => match.toLocaleUpperCase())}: ${violation.description}`; + violationElement.appendChild(descriptionElement); + + const helpElement = document.createElement("div"); + helpElement.className = "quarto-axe-violation-help"; + helpElement.innerText = violation.help; + violationElement.appendChild(helpElement); + + const nodesElement = document.createElement("div"); + nodesElement.className = "quarto-axe-violation-nodes"; + violationElement.appendChild(nodesElement); + const nodeElement = document.createElement("div"); + nodeElement.className = "quarto-axe-violation-selector"; + for (const node of violation.nodes) { + for (const target of node.target) { + const targetElement = document.createElement("span"); + targetElement.className = "quarto-axe-violation-target"; + targetElement.innerText = target; + nodeElement.appendChild(targetElement); + nodeElement.addEventListener("mouseenter", () => { + const element = document.querySelector(target); + if (element) { + element.scrollIntoView({ behavior: "smooth", block: "center" }); + element.classList.add("quarto-axe-hover-highlight"); + setTimeout(() => { + element.style.border = ""; + }, 2000); + } + }); + nodeElement.addEventListener("mouseleave", () => { + const element = document.querySelector(target); + if (element) { + element.classList.remove("quarto-axe-hover-highlight"); + } + }); + nodeElement.addEventListener("click", () => { + console.log(document.querySelector(target)); + }); + nodeElement.appendChild(targetElement); + } + nodesElement.appendChild(nodeElement); + } + return violationElement; + } + + report() { + const violations = this.axeResult.violations; + const reportElement = document.createElement("div"); + reportElement.className = "quarto-axe-report"; + if (violations.length === 0) { + const noViolationsElement = document.createElement("div"); + noViolationsElement.className = "quarto-axe-no-violations"; + noViolationsElement.innerText = "No axe-core violations found."; + reportElement.appendChild(noViolationsElement); + } + violations.forEach((violation) => { + reportElement.appendChild(this.createViolationElement(violation)); + }); + document.querySelector("main").appendChild(reportElement); + } +} + +const reporters = { + json: QuartoAxeJsonReporter, + console: QuartoAxeConsoleReporter, + document: QuartoAxeDocumentReporter, +}; + +class QuartoAxeChecker { + constructor(opts) { + this.options = opts; + } + async init() { + const axe = (await import("https://cdn.skypack.dev/pin/axe-core@v4.10.3-aVOFXWsJaCpVrtv89pCa/mode=imports,min/optimized/axe-core.js")).default; + const result = await axe.run({ + exclude: [ + // https://github.com/microsoft/tabster/issues/288 + // MS has claimed they won't fix this, so we need to add an exclusion to + // all tabster elements + "[data-tabster-dummy]" + ], + preload: { assets: ['cssom'], timeout: 50000 } + }); + const reporter = this.options === true ? new QuartoAxeConsoleReporter(result) : new reporters[this.options.output](result, this.options); + reporter.report(); + } +} + +export async function init() { + const opts = document.querySelector("#quarto-axe-checker-options"); + if (opts) { + const jsonOptions = JSON.parse(atob(opts.textContent)); + const checker = new QuartoAxeChecker(jsonOptions); + await checker.init(); + } +} \ No newline at end of file diff --git a/02_activities/assignments/assignment_1_files/libs/quarto-html/popper.min.js b/02_activities/assignments/assignment_1_files/libs/quarto-html/popper.min.js new file mode 100644 index 0000000..e3726d7 --- /dev/null +++ b/02_activities/assignments/assignment_1_files/libs/quarto-html/popper.min.js @@ -0,0 +1,6 @@ +/** + * @popperjs/core v2.11.7 - MIT License + */ + +!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof 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b/02_activities/assignments/assignment_1_files/libs/quarto-html/quarto-syntax-highlighting-ed96de9b727972fe78a7b5d16c58bf87.css new file mode 100644 index 0000000..7bb4f73 --- /dev/null +++ b/02_activities/assignments/assignment_1_files/libs/quarto-html/quarto-syntax-highlighting-ed96de9b727972fe78a7b5d16c58bf87.css @@ -0,0 +1,236 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +/* syntax highlight based on Pandoc's rules */ +pre > code.sourceCode > span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +/* Normal */ +code span { + color: #003B4F; +} + +/* Alert */ +code span.al { + color: #AD0000; + font-style: inherit; +} + +/* Annotation */ +code span.an { + color: #5E5E5E; + font-style: inherit; +} + +/* Attribute */ +code span.at { + color: #657422; + font-style: inherit; +} + +/* BaseN */ +code span.bn { + color: #AD0000; + font-style: inherit; +} + +/* BuiltIn */ +code span.bu { + font-style: inherit; +} + +/* ControlFlow */ +code span.cf { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +/* Char */ +code span.ch { + color: #20794D; + font-style: inherit; +} + +/* Constant */ +code span.cn { + color: #8f5902; + font-style: inherit; +} + +/* Comment */ +code span.co { + color: #5E5E5E; + font-style: inherit; +} + +/* CommentVar */ +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +/* Documentation */ +code span.do { + color: #5E5E5E; + font-style: italic; +} + +/* DataType */ +code span.dt { + color: #AD0000; + font-style: inherit; +} + +/* DecVal */ +code span.dv { + color: #AD0000; + font-style: inherit; +} + +/* Error */ +code span.er { + color: #AD0000; + font-style: inherit; +} + +/* Extension */ +code span.ex { + font-style: inherit; +} + +/* Float */ +code span.fl { + color: #AD0000; + font-style: inherit; +} + +/* Function */ +code span.fu { + color: #4758AB; + font-style: inherit; +} + +/* Import */ +code span.im { + color: #00769E; + font-style: inherit; +} + +/* Information */ +code span.in { + color: #5E5E5E; + font-style: inherit; +} + +/* Keyword */ +code span.kw { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +/* Operator */ +code span.op { + color: #5E5E5E; + font-style: inherit; +} + +/* Other */ +code span.ot { + color: #003B4F; + font-style: inherit; +} + +/* Preprocessor */ +code span.pp { + color: #AD0000; + font-style: inherit; +} + +/* SpecialChar */ +code span.sc { + color: #5E5E5E; + font-style: inherit; +} + +/* SpecialString */ +code span.ss { + color: #20794D; + font-style: inherit; +} + +/* String */ +code span.st { + color: #20794D; + font-style: inherit; +} + +/* Variable */ +code span.va { + color: #111111; + font-style: inherit; +} + +/* VerbatimString */ +code span.vs { + color: #20794D; + font-style: inherit; +} + +/* Warning */ +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +.prevent-inlining { + content: " { + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > *, .margin-caption, .aside" + ); + + let lastBottom = 0; + for (const marginChild of marginChildren) { + if (marginChild.offsetParent !== null) { + // clear the top margin so we recompute it + marginChild.style.marginTop = null; + const top = marginChild.getBoundingClientRect().top + window.scrollY; + if (top < lastBottom) { + const marginChildStyle = window.getComputedStyle(marginChild); + const marginBottom = parseFloat(marginChildStyle["marginBottom"]); + const margin = lastBottom - top + marginBottom; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + } +}; + +window.document.addEventListener("DOMContentLoaded", function (_event) { + // Recompute the position of margin elements anytime the body size changes + if (window.ResizeObserver) { + const resizeObserver = new window.ResizeObserver( + throttle(() => { + layoutMarginEls(); + if ( + window.document.body.getBoundingClientRect().width < 990 && + isReaderMode() + ) { + quartoToggleReader(); + } + }, 50) + ); + resizeObserver.observe(window.document.body); + } + + const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]'); + const sidebarEl = window.document.getElementById("quarto-sidebar"); + const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left"); + const marginSidebarEl = window.document.getElementById( + "quarto-margin-sidebar" + ); + // function to determine whether the element has a previous sibling that is active + const prevSiblingIsActiveLink = (el) => { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // dispatch for htmlwidgets + // they use slideenter event to trigger resize + function fireSlideEnter() { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // dispatch for shiny + // they use BS shown and hidden events to trigger rendering + function distpatchShinyEvents(previous, current) { + if (window.jQuery) { + if (previous) { + window.jQuery(previous).trigger("hidden"); + } + if (current) { + window.jQuery(current).trigger("shown"); + } + } + } + + // tabby.js listener: Trigger event for htmlwidget and shiny + document.addEventListener( + "tabby", + function (event) { + fireSlideEnter(); + distpatchShinyEvents(event.detail.previousTab, event.detail.tab); + }, + false + ); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id="${anchor}"]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + // This is the no-scroll case where last section should be the active one + sectionIndex = 0; + } else { + // This finds the last section visible on screen that should be made active + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + // Categories search with listing only use path without query + const currentPagePath = offsetAbsoluteUrl( + window.location.origin + window.location.pathname + ); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + const encodedItem = encodeURI(item); + if ( + encodedItem === currentPagePath || + encodedItem === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + let elRect; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + child.style.pointerEvents = "none"; + } + + nexttick(() => { + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append( + titleEl.textContent || titleEl.innerText, + toggleIcon + ); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.pointerEvents = null; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + if (!elRect) { + elRect = el.getBoundingClientRect(); + } + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + positionToggle(); + + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + positionToggle(); + }, 50) + ); + + window.addEventListener("quarto-hrChanged", () => { + elRect = undefined; + }); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }); + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + child.style.pointerEvents = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]'); + for (const tabEl of tabEls) { + const id = tabEl.getAttribute("data-bs-target"); + if (id) { + const columnEl = document.querySelector( + `${id} .column-margin, .tabset-margin-content` + ); + if (columnEl) + tabEl.addEventListener("shown.bs.tab", function (event) { + const el = event.srcElement; + if (el) { + const visibleCls = `${el.id}-margin-content`; + // walk up until we find a parent tabset + let panelTabsetEl = el.parentElement; + while (panelTabsetEl) { + if (panelTabsetEl.classList.contains("panel-tabset")) { + break; + } + panelTabsetEl = panelTabsetEl.parentElement; + } + + if (panelTabsetEl) { + const prevSib = panelTabsetEl.previousElementSibling; + if ( + prevSib && + prevSib.classList.contains("tabset-margin-container") + ) { + const childNodes = prevSib.querySelectorAll( + ".tabset-margin-content" + ); + for (const childEl of childNodes) { + if (childEl.classList.contains(visibleCls)) { + childEl.classList.remove("collapse"); + } else { + childEl.classList.add("collapse"); + } + } + } + } + } + + layoutMarginEls(); + }); + } + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const boundRect = el.getBoundingClientRect(); + const top = + boundRect.top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + let hasObserved = false; + const visibleItemObserver = (els) => { + let visibleElements = [...els]; + const intersectionObserver = new IntersectionObserver( + (entries, _observer) => { + entries.forEach((entry) => { + if (entry.isIntersecting) { + if (visibleElements.indexOf(entry.target) === -1) { + visibleElements.push(entry.target); + } + } else { + visibleElements = visibleElements.filter((visibleEntry) => { + return visibleEntry !== entry; + }); + } + }); + + if (!hasObserved) { + hideOverlappedSidebars(); + } + hasObserved = true; + }, + {} + ); + els.forEach((el) => { + intersectionObserver.observe(el); + }); + + return { + getVisibleEntries: () => { + return visibleElements; + }, + }; + }; + + const rightElementObserver = visibleItemObserver(rightSideConflictEls); + const leftElementObserver = visibleItemObserver(leftSideConflictEls); + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries())); + sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries())); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility( + toRegions(leftElementObserver.getVisibleEntries()) + ); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded"); + const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (const child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (tocOpenDepth === -1 && depth > 1) { + // toc-expand: false + el.classList.add("collapse"); + } else if ( + depth <= tocOpenDepth || + hasActiveChild || + prevSiblingIsActiveLink(el) + ) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +tabsets.init(); +axe.init(); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} + +function nexttick(func) { + return setTimeout(func, 0); +} diff --git a/02_activities/assignments/assignment_1_files/libs/quarto-html/tabsets/tabsets.js b/02_activities/assignments/assignment_1_files/libs/quarto-html/tabsets/tabsets.js new file mode 100644 index 0000000..51345d0 --- /dev/null +++ b/02_activities/assignments/assignment_1_files/libs/quarto-html/tabsets/tabsets.js @@ -0,0 +1,95 @@ +// grouped tabsets + +export function init() { + window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } + }); +} diff --git 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b/02_activities/assignments/assignment_2.html index 19409b7..4a4768b 100644 --- a/02_activities/assignments/assignment_2.html +++ b/02_activities/assignments/assignment_2.html @@ -199,7 +199,7 @@

      Question 2: --mind 0.1 --out ./02_activities/data/gwa.qc.A2 -Start time: Mon Mar 30 12:43:37 2026 +Start time: Tue Mar 31 13:36:20 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -220,7 +220,7 @@

      Question 3: Related --indep-pairwise 500 50 0.05 --out ./02_activities/data/gwa.qc.A2_pruned -Start time: Mon Mar 30 12:43:38 2026 +Start time: Tue Mar 31 13:36:21 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -257,7 +257,7 @@

      Question 3: Related Writing... Variant lists written to ./02_activities/data/gwa.qc.A2_pruned.prune.in and ./02_activities/data/gwa.qc.A2_pruned.prune.out . -End time: Mon Mar 30 12:43:38 2026 +End time: Tue Mar 31 13:36:21 2026 PLINK v2.00a5.12 M1 (25 Jun 2024) www.cog-genomics.org/plink/2.0/ (C) 2005-2024 Shaun Purcell, Christopher Chang GNU General Public License v3 Logging to ./02_activities/data/gwa.qc.A2_pruned.log. @@ -267,7 +267,7 @@

      Question 3: Related --make-bed --out ./02_activities/data/gwa.qc.A2_pruned -Start time: Mon Mar 30 12:43:38 2026 +Start time: Tue Mar 31 13:36:21 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -279,7 +279,7 @@

      Question 3: Related Writing ./02_activities/data/gwa.qc.A2_pruned.fam ... done. Writing ./02_activities/data/gwa.qc.A2_pruned.bim ... done. Writing ./02_activities/data/gwa.qc.A2_pruned.bed ... 0%61%done. -End time: Mon Mar 30 12:43:38 2026 +End time: Tue Mar 31 13:36:21 2026
        @@ -297,7 +297,7 @@

        Question 3: Related --king-cutoff 0.0884 --out ./02_activities/data/gwa.A2_king -Start time: Mon Mar 30 12:43:38 2026 +Start time: Tue Mar 31 13:36:21 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -327,7 +327,7 @@

        Question 3: Related --king-cutoff: Excluded sample IDs written to ./02_activities/data/gwa.A2_king.king.cutoff.out.id , and 4000 remaining sample IDs written to ./02_activities/data/gwa.A2_king.king.cutoff.in.id . -End time: Mon Mar 30 12:43:39 2026 +End time: Tue Mar 31 13:36:22 2026
          @@ -345,7 +345,7 @@

          Question 3: Related --make-bed --out ./02_activities/data/gwa.qc_unrelated.A2 -Start time: Mon Mar 30 12:43:39 2026 +Start time: Tue Mar 31 13:36:22 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -359,7 +359,7 @@

          Question 3: Related Writing ./02_activities/data/gwa.qc_unrelated.A2.fam ... done. Writing ./02_activities/data/gwa.qc_unrelated.A2.bim ... done. Writing ./02_activities/data/gwa.qc_unrelated.A2.bed ... 0%64%done. -End time: Mon Mar 30 12:43:39 2026 +End time: Tue Mar 31 13:36:22 2026 @@ -383,7 +383,7 @@

          Question 5: GWAS --glm --out ./02_activities/data/gwa.qc_assoc.A2 -Start time: Mon Mar 30 12:43:44 2026 +Start time: Tue Mar 31 13:36:27 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -461,7 +461,7 @@

          Question 5: GWAS --adjust: Genomic inflation est. lambda (based on median chisq) = 1.01779. --adjust values (101083 tests) written to ./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear.adjusted . -End time: Mon Mar 30 12:43:45 2026 +End time: Tue Mar 31 13:36:28 2026
            @@ -505,37 +505,35 @@

            Question 5: GWAS # In PLINK2 output they are #CHROM, POS, ID, and P. setnames(assoc_addA2, c("#CHROM","POS","ID"), c("CHR","BP","SNP")) -# Manhattan plot -manhattan(assoc_addA2, - chr = "CHR", - bp = "BP", - snp = "SNP", - p = "P", - xlab = "", - ylab = "", - suggestiveline = FALSE, - cex.axis = 1.5, - col = c("lightblue", "lightslateblue")) -
            -
            -
            -

            -
            -
            +png("./02_activities/assignments/manhattan_plot.png", width = 1200, height = 800, res = 150) +# Manhattan plot +manhattan(assoc_addA2, + chr = "CHR", + bp = "BP", + snp = "SNP", + p = "P", + xlab = "Chromosome", + ylab = "-log10(P)", + suggestiveline = FALSE, + cex.axis = 1.5, + col = c("lightblue", "lightslateblue")) +dev.off()
            +
            +
            quartz_off_screen 
+                2
            1. Create a QQ plot of the GWAS p-values.
            -
            # Q-Q plot
-qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values")
            -
            -
            -
            -

            -
            -
            +
            # Q-Q plot
+png("./02_activities/assignments/QQ_plot.png", width = 1200, height = 800, res = 150)
+qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values")
+dev.off()
            +
            +
            quartz_off_screen 
+                2
            diff --git a/02_activities/assignments/assignment_2.qmd b/02_activities/assignments/assignment_2.qmd index 64d195d..921341a 100644 --- a/02_activities/assignments/assignment_2.qmd +++ b/02_activities/assignments/assignment_2.qmd @@ -142,24 +142,29 @@ assoc_addA2 <- assocA2[TEST == "ADD"] # In PLINK2 output they are #CHROM, POS, ID, and P. setnames(assoc_addA2, c("#CHROM","POS","ID"), c("CHR","BP","SNP")) +png("./02_activities/assignments/manhattan_plot.png", width = 1200, height = 800, res = 150) # Manhattan plot manhattan(assoc_addA2, chr = "CHR", bp = "BP", snp = "SNP", p = "P", - xlab = "", - ylab = "", + xlab = "Chromosome", + ylab = "-log10(P)", suggestiveline = FALSE, cex.axis = 1.5, col = c("lightblue", "lightslateblue")) +dev.off() + ``` (iii) Create a QQ plot of the GWAS p-values. ```{r} # Q-Q plot +png("./02_activities/assignments/QQ_plot.png", width = 1200, height = 800, res = 150) qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values") +dev.off() ``` ### Criteria 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#dee2e6;--bs-dropdown-link-hover-color: #ffffff;--bs-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--bs-dropdown-link-hover-bg: rgba(255, 255, 255, 0.15);--bs-dropdown-link-active-color: #ffffff;--bs-dropdown-link-active-bg: #0d6efd;--bs-dropdown-link-disabled-color: #adb5bd;--bs-dropdown-header-color: #adb5bd}.btn-group,.btn-group-vertical{position:relative;display:inline-flex;vertical-align:middle}.btn-group>.btn,.btn-group-vertical>.btn{position:relative;flex:1 1 auto;-webkit-flex:1 1 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1rem;--bs-nav-link-padding-y: 0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: #0d6efd;--bs-nav-link-hover-color: rgb(10.4, 88, 202.4);--bs-nav-link-disabled-color: rgba(33, 37, 41, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding-left:0;margin-bottom:0;list-style:none}.nav-link{display:block;padding:var(--bs-nav-link-padding-y) var(--bs-nav-link-padding-x);font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);color:var(--bs-nav-link-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background:none;border:0;transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out}@media(prefers-reduced-motion: reduce){.nav-link{transition:none}}.nav-link:hover,.nav-link:focus{color:var(--bs-nav-link-hover-color)}.nav-link:focus-visible{outline:0;box-shadow:0 0 0 .25rem 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1rem;--bs-navbar-brand-font-size: 1.25rem;--bs-navbar-brand-color: rgb(253.26, 253.63, 253.98);--bs-navbar-brand-hover-color: rgb(252.58, 253.55, 254.98);--bs-navbar-nav-link-padding-x: 0.5rem;--bs-navbar-toggler-padding-y: 0.25;--bs-navbar-toggler-padding-x: 0;--bs-navbar-toggler-font-size: 1.25rem;--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgb%28253.26, 253.63, 253.98%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e");--bs-navbar-toggler-border-color: rgba(253.26, 253.63, 253.98, 0);--bs-navbar-toggler-border-radius: 0.375rem;--bs-navbar-toggler-focus-width: 0.25rem;--bs-navbar-toggler-transition: box-shadow 0.15s 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.offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: rgb(253.26, 253.63, 253.98);--bs-navbar-hover-color: rgba(252.58, 253.55, 254.98, 0.8);--bs-navbar-disabled-color: rgba(253.26, 253.63, 253.98, 0.75);--bs-navbar-active-color: rgb(252.58, 253.55, 254.98);--bs-navbar-brand-color: rgb(253.26, 253.63, 253.98);--bs-navbar-brand-hover-color: rgb(252.58, 253.55, 254.98);--bs-navbar-toggler-border-color: rgba(253.26, 253.63, 253.98, 0);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgb%28253.26, 253.63, 253.98%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgb%28253.26, 253.63, 253.98%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: 1px;--bs-card-border-color: rgba(0, 0, 0, 0.175);--bs-card-border-radius: 0.375rem;--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(0.375rem - 1px);--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(33, 37, 41, 0.03);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: #ffffff;--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;-webkit-flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius)}.card-header-tabs{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-bottom:calc(-1*var(--bs-card-cap-padding-y));margin-left:calc(-0.5*var(--bs-card-cap-padding-x));border-bottom:0}.card-header-tabs .nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;display:-webkit-flex;flex-flow:row wrap;-webkit-flex-flow:row wrap}.card-group>.card{flex:1 0 0%;-webkit-flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: #212529;--bs-accordion-bg: #ffffff;--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: rgb(221.7, 222.3, 222.9);--bs-accordion-border-width: 1px;--bs-accordion-border-radius: 0.375rem;--bs-accordion-inner-border-radius: calc(0.375rem - 1px);--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: #212529;--bs-accordion-btn-bg: #ffffff;--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23212529'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='rgb%285.2, 44, 101.2%29'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 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reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='rgb%28109.8, 168, 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var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #0d6efd;--bs-pagination-bg: #ffffff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: rgb(221.7, 222.3, 222.9);--bs-pagination-border-radius: 0.375rem;--bs-pagination-hover-color: rgb(10.4, 88, 202.4);--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: rgb(221.7, 222.3, 222.9);--bs-pagination-focus-color: rgb(10.4, 88, 202.4);--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #ffffff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: rgba(33, 37, 41, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: rgb(221.7, 222.3, 222.9);display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px*-1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.25rem}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #ffffff;--bs-badge-border-radius: 0.375rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.375rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.375rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #ffffff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #212529;--bs-list-group-bg: #ffffff;--bs-list-group-border-color: rgb(221.7, 222.3, 222.9);--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.375rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(33, 37, 41, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #212529;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(33, 37, 41, 0.75);--bs-list-group-disabled-bg: #ffffff;--bs-list-group-active-color: #ffffff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255, 255, 255, 0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: rgba(0, 0, 0, 0.175);--bs-toast-border-radius: 0.375rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: rgba(33, 37, 41, 0.75);--bs-toast-header-bg: rgba(255, 255, 255, 0.85);--bs-toast-header-border-color: rgba(0, 0, 0, 0.175);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;width:-webkit-max-content;width:-moz-max-content;width:-ms-max-content;width:-o-max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: #ffffff;--bs-modal-border-color: rgba(0, 0, 0, 0.175);--bs-modal-border-width: 1px;--bs-modal-border-radius: 0.5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-modal-inner-border-radius: calc(0.5rem - 1px);--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: rgb(221.7, 222.3, 222.9);--bs-modal-header-border-width: 1px;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: rgb(221.7, 222.3, 222.9);--bs-modal-footer-border-width: 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.modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-sm-down .modal-header,.modal-fullscreen-sm-down .modal-footer{border-radius:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media(max-width: 767.98px){.modal-fullscreen-md-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-md-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-md-down .modal-header,.modal-fullscreen-md-down .modal-footer{border-radius:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media(max-width: 991.98px){.modal-fullscreen-lg-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-lg-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-lg-down .modal-header,.modal-fullscreen-lg-down .modal-footer{border-radius:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media(max-width: 1199.98px){.modal-fullscreen-xl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xl-down 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auto);grid-template-areas:"top" "bottom";overflow:hidden}.bslib-value-box.showcase-bottom .value-box-grid .value-box-showcase{grid-area:bottom;padding:0;margin:0}.bslib-value-box.showcase-bottom .value-box-grid .value-box-area{grid-area:top}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid{grid-template-rows:1fr var(---bslib-value-box-showcase-h-fs, 2fr)}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid .value-box-showcase{padding:1rem}[data-bs-theme=dark] .bslib-value-box{--bslib-value-box-shadow: 0 0.5rem 1rem rgb(0 0 0 / 50%)}@media(min-width: 576px){.nav:not(.nav-hidden){display:flex !important;display:-webkit-flex !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column){float:none !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column)>.bslib-nav-spacer{margin-left:auto 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rgba(0,0,0,.15);margin:.2rem .4rem;padding:.55rem !important;font-size:.8rem;cursor:pointer;opacity:.7;z-index:1070}.bslib-full-screen-enter:hover{opacity:1}.card[data-full-screen=false]:hover>*>.bslib-full-screen-enter{display:block}.bslib-has-full-screen .card:hover>*>.bslib-full-screen-enter{display:none}@media(max-width: 575.98px){.bslib-full-screen-enter{display:none !important}}.bslib-full-screen-exit{position:relative;top:1.35rem;font-size:.9rem;cursor:pointer;text-decoration:none;display:flex;float:right;margin-right:2.15rem;align-items:center;color:rgba(var(--bs-body-bg-rgb), 0.8)}.bslib-full-screen-exit:hover{color:rgba(var(--bs-body-bg-rgb), 1)}.bslib-full-screen-exit svg{margin-left:.5rem;font-size:1.5rem}#bslib-full-screen-overlay{position:fixed;inset:0;background-color:rgba(var(--bs-body-color-rgb), 0.6);backdrop-filter:blur(2px);-webkit-backdrop-filter:blur(2px);z-index:1069;animation:bslib-full-screen-overlay-enter 400ms cubic-bezier(0.6, 0.02, 0.65, 1) 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992px){.bslib-grid.grid.bslib-grid--row-heights--lg{--bslib-grid--row-heights: var(--bslib-grid--row-heights--lg)}}@media(min-width: 1200px){.bslib-grid.grid.bslib-grid--row-heights--xl{--bslib-grid--row-heights: var(--bslib-grid--row-heights--xl)}}@media(min-width: 1400px){.bslib-grid.grid.bslib-grid--row-heights--xxl{--bslib-grid--row-heights: var(--bslib-grid--row-heights--xxl)}}.bslib-grid>*>.shiny-input-container{width:100%}.bslib-grid-item{grid-column:auto/span 1}@media(max-width: 767.98px){.bslib-grid-item{grid-column:1/-1}}@media(max-width: 575.98px){.bslib-grid{grid-template-columns:1fr !important;height:var(--bslib-grid-height-mobile)}.bslib-grid.grid{height:unset !important;grid-auto-rows:var(--bslib-grid--row-heights--xs, auto)}}.accordion .accordion-header{font-size:calc(1.29rem + 0.48vw);margin-top:0;margin-bottom:.5rem;font-weight:500;line-height:1.2;color:var(--bs-heading-color);margin-bottom:0}@media(min-width: 1200px){.accordion .accordion-header{font-size:1.65rem}}.accordion .accordion-icon:not(:empty){margin-right:.75rem;display:flex}.accordion .accordion-button:not(.collapsed){box-shadow:none}.accordion 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143.4);--quarto-scss-export-red-400: rgb(227, 93.4, 106.2);--quarto-scss-export-red-500: #dc3545;--quarto-scss-export-red-600: rgb(176, 42.4, 55.2);--quarto-scss-export-red-700: rgb(132, 31.8, 41.4);--quarto-scss-export-red-800: rgb(88, 21.2, 27.6);--quarto-scss-export-red-900: rgb(44, 10.6, 13.8);--quarto-scss-export-orange-100: rgb(254.6, 229.2, 208);--quarto-scss-export-orange-200: rgb(254.2, 203.4, 161);--quarto-scss-export-orange-300: rgb(253.8, 177.6, 114);--quarto-scss-export-orange-400: rgb(253.4, 151.8, 67);--quarto-scss-export-orange-500: #fd7e14;--quarto-scss-export-orange-600: rgb(202.4, 100.8, 16);--quarto-scss-export-orange-700: rgb(151.8, 75.6, 12);--quarto-scss-export-orange-800: rgb(101.2, 50.4, 8);--quarto-scss-export-orange-900: rgb(50.6, 25.2, 4);--quarto-scss-export-yellow-100: rgb(255, 242.6, 205.4);--quarto-scss-export-yellow-200: rgb(255, 230.2, 155.8);--quarto-scss-export-yellow-300: rgb(255, 217.8, 106.2);--quarto-scss-export-yellow-400: rgb(255, 205.4, 56.6);--quarto-scss-export-yellow-500: #ffc107;--quarto-scss-export-yellow-600: rgb(204, 154.4, 5.6);--quarto-scss-export-yellow-700: rgb(153, 115.8, 4.2);--quarto-scss-export-yellow-800: rgb(102, 77.2, 2.8);--quarto-scss-export-yellow-900: rgb(51, 38.6, 1.4);--quarto-scss-export-green-100: rgb(209, 231, 220.8);--quarto-scss-export-green-200: rgb(163, 207, 186.6);--quarto-scss-export-green-300: rgb(117, 183, 152.4);--quarto-scss-export-green-400: rgb(71, 159, 118.2);--quarto-scss-export-green-500: #198754;--quarto-scss-export-green-600: rgb(20, 108, 67.2);--quarto-scss-export-green-700: rgb(15, 81, 50.4);--quarto-scss-export-green-800: rgb(10, 54, 33.6);--quarto-scss-export-green-900: rgb(5, 27, 16.8);--quarto-scss-export-teal-100: rgb(210.4, 244.2, 234.2);--quarto-scss-export-teal-200: rgb(165.8, 233.4, 213.4);--quarto-scss-export-teal-300: rgb(121.2, 222.6, 192.6);--quarto-scss-export-teal-400: rgb(76.6, 211.8, 171.8);--quarto-scss-export-teal-500: #20c997;--quarto-scss-export-teal-600: rgb(25.6, 160.8, 120.8);--quarto-scss-export-teal-700: rgb(19.2, 120.6, 90.6);--quarto-scss-export-teal-800: rgb(12.8, 80.4, 60.4);--quarto-scss-export-teal-900: rgb(6.4, 40.2, 30.2);--quarto-scss-export-cyan-100: rgb(206.6, 244.4, 252);--quarto-scss-export-cyan-200: rgb(158.2, 233.8, 249);--quarto-scss-export-cyan-300: rgb(109.8, 223.2, 246);--quarto-scss-export-cyan-400: rgb(61.4, 212.6, 243);--quarto-scss-export-cyan-500: #0dcaf0;--quarto-scss-export-cyan-600: rgb(10.4, 161.6, 192);--quarto-scss-export-cyan-700: rgb(7.8, 121.2, 144);--quarto-scss-export-cyan-800: rgb(5.2, 80.8, 96);--quarto-scss-export-cyan-900: rgb(2.6, 40.4, 48);--quarto-scss-export-default: #dee2e6;--quarto-scss-export-secondary: #6c757d;--quarto-scss-export-success: #198754;--quarto-scss-export-info: #0dcaf0;--quarto-scss-export-warning: #ffc107;--quarto-scss-export-danger: #dc3545;--quarto-scss-export-light: #f8f9fa;--quarto-scss-export-dark: #212529;--quarto-scss-export-primary-text-emphasis: rgb(5.2, 44, 101.2);--quarto-scss-export-secondary-text-emphasis: rgb(43.2, 46.8, 50);--quarto-scss-export-success-text-emphasis: rgb(10, 54, 33.6);--quarto-scss-export-info-text-emphasis: rgb(5.2, 80.8, 96);--quarto-scss-export-warning-text-emphasis: rgb(102, 77.2, 2.8);--quarto-scss-export-danger-text-emphasis: rgb(88, 21.2, 27.6);--quarto-scss-export-light-text-emphasis: #495057;--quarto-scss-export-dark-text-emphasis: #495057;--quarto-scss-export-primary-bg-subtle: rgb(206.6, 226, 254.6);--quarto-scss-export-secondary-bg-subtle: rgb(225.6, 227.4, 229);--quarto-scss-export-success-bg-subtle: rgb(209, 231, 220.8);--quarto-scss-export-info-bg-subtle: rgb(206.6, 244.4, 252);--quarto-scss-export-warning-bg-subtle: rgb(255, 242.6, 205.4);--quarto-scss-export-danger-bg-subtle: rgb(248, 214.6, 217.8);--quarto-scss-export-light-bg-subtle: rgb(251.5, 252, 252.5);--quarto-scss-export-dark-bg-subtle: #ced4da;--quarto-scss-export-primary-border-subtle: rgb(158.2, 197, 254.2);--quarto-scss-export-secondary-border-subtle: rgb(196.2, 199.8, 203);--quarto-scss-export-success-border-subtle: rgb(163, 207, 186.6);--quarto-scss-export-info-border-subtle: rgb(158.2, 233.8, 249);--quarto-scss-export-warning-border-subtle: rgb(255, 230.2, 155.8);--quarto-scss-export-danger-border-subtle: rgb(241, 174.2, 180.6);--quarto-scss-export-light-border-subtle: #e9ecef;--quarto-scss-export-dark-border-subtle: #adb5bd;--quarto-scss-export-body-text-align: ;--quarto-scss-export-body-color: #212529;--quarto-scss-export-body-bg: #ffffff;--quarto-scss-export-body-secondary-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-body-secondary-bg: #e9ecef;--quarto-scss-export-body-tertiary-color: rgba(33, 37, 41, 0.5);--quarto-scss-export-body-tertiary-bg: #f8f9fa;--quarto-scss-export-body-emphasis-color: #000;--quarto-scss-export-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-link-hover-decoration: ;--quarto-scss-export-border-color-translucent: rgba(0, 0, 0, 0.175);--quarto-scss-export-component-active-bg: #0d6efd;--quarto-scss-export-component-active-color: #ffffff;--quarto-scss-export-focus-ring-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-headings-font-family: ;--quarto-scss-export-headings-font-style: ;--quarto-scss-export-display-font-family: ;--quarto-scss-export-display-font-style: ;--quarto-scss-export-text-muted: rgba(33, 37, 41, 0.75);--quarto-scss-export-blockquote-footer-color: #6c757d;--quarto-scss-export-blockquote-border-color: #e9ecef;--quarto-scss-export-hr-bg-color: ;--quarto-scss-export-hr-height: ;--quarto-scss-export-hr-border-color: ;--quarto-scss-export-legend-font-weight: ;--quarto-scss-export-mark-bg: rgb(255, 242.6, 205.4);--quarto-scss-export-table-color: #212529;--quarto-scss-export-table-bg: #ffffff;--quarto-scss-export-table-accent-bg: transparent;--quarto-scss-export-table-th-font-weight: ;--quarto-scss-export-table-striped-color: #212529;--quarto-scss-export-table-striped-bg: rgba(0, 0, 0, 0.05);--quarto-scss-export-table-active-color: #212529;--quarto-scss-export-table-active-bg: rgba(0, 0, 0, 0.1);--quarto-scss-export-table-hover-color: #212529;--quarto-scss-export-table-hover-bg: rgba(0, 0, 0, 0.075);--quarto-scss-export-table-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-btn-font-family: ;--quarto-scss-export-input-btn-focus-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-btn-color: #212529;--quarto-scss-export-btn-font-family: ;--quarto-scss-export-btn-white-space: ;--quarto-scss-export-btn-link-color: #0d6efd;--quarto-scss-export-btn-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-btn-link-disabled-color: #6c757d;--quarto-scss-export-form-text-font-style: ;--quarto-scss-export-form-text-font-weight: ;--quarto-scss-export-form-text-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-label-font-size: ;--quarto-scss-export-form-label-font-style: ;--quarto-scss-export-form-label-font-weight: ;--quarto-scss-export-form-label-color: ;--quarto-scss-export-input-font-family: ;--quarto-scss-export-input-disabled-color: ;--quarto-scss-export-input-disabled-bg: #e9ecef;--quarto-scss-export-input-disabled-border-color: ;--quarto-scss-export-input-color: #212529;--quarto-scss-export-input-focus-bg: #ffffff;--quarto-scss-export-input-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-input-focus-color: #212529;--quarto-scss-export-input-placeholder-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-plaintext-color: #212529;--quarto-scss-export-form-check-label-color: ;--quarto-scss-export-form-check-transition: ;--quarto-scss-export-form-check-input-bg: #ffffff;--quarto-scss-export-form-check-input-focus-border: rgb(134, 182.5, 254);--quarto-scss-export-form-check-input-checked-color: #ffffff;--quarto-scss-export-form-check-input-checked-bg-color: #0d6efd;--quarto-scss-export-form-check-input-checked-border-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-color: #ffffff;--quarto-scss-export-form-check-input-indeterminate-bg-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-border-color: #0d6efd;--quarto-scss-export-form-switch-color: rgba(0, 0, 0, 0.25);--quarto-scss-export-form-switch-focus-color: rgb(134, 182.5, 254);--quarto-scss-export-form-switch-checked-color: #ffffff;--quarto-scss-export-input-group-addon-color: #212529;--quarto-scss-export-input-group-addon-bg: #f8f9fa;--quarto-scss-export-input-group-addon-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-form-select-font-family: ;--quarto-scss-export-form-select-color: #212529;--quarto-scss-export-form-select-bg: #ffffff;--quarto-scss-export-form-select-disabled-color: ;--quarto-scss-export-form-select-disabled-bg: #e9ecef;--quarto-scss-export-form-select-disabled-border-color: ;--quarto-scss-export-form-select-indicator-color: #343a40;--quarto-scss-export-form-select-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-form-select-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-form-range-track-bg: #f8f9fa;--quarto-scss-export-form-range-thumb-bg: #0d6efd;--quarto-scss-export-form-range-thumb-active-bg: rgb(182.4, 211.5, 254.4);--quarto-scss-export-form-range-thumb-disabled-bg: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-file-button-color: #212529;--quarto-scss-export-form-file-button-bg: #f8f9fa;--quarto-scss-export-form-file-button-hover-bg: #e9ecef;--quarto-scss-export-form-floating-label-disabled-color: #6c757d;--quarto-scss-export-form-feedback-font-style: ;--quarto-scss-export-form-feedback-valid-color: #198754;--quarto-scss-export-form-feedback-invalid-color: #dc3545;--quarto-scss-export-form-feedback-icon-valid-color: #198754;--quarto-scss-export-form-feedback-icon-invalid-color: #dc3545;--quarto-scss-export-form-valid-color: #198754;--quarto-scss-export-form-valid-border-color: #198754;--quarto-scss-export-form-invalid-color: #dc3545;--quarto-scss-export-form-invalid-border-color: #dc3545;--quarto-scss-export-nav-link-font-size: ;--quarto-scss-export-nav-link-font-weight: ;--quarto-scss-export-nav-link-color: #0d6efd;--quarto-scss-export-nav-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-nav-link-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-nav-tabs-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-nav-tabs-link-hover-border-color: #e9ecef #e9ecef rgb(221.7, 222.3, 222.9);--quarto-scss-export-nav-tabs-link-active-color: #000;--quarto-scss-export-nav-tabs-link-active-bg: #ffffff;--quarto-scss-export-nav-pills-link-active-bg: #0d6efd;--quarto-scss-export-nav-pills-link-active-color: #ffffff;--quarto-scss-export-nav-underline-link-active-color: #000;--quarto-scss-export-navbar-padding-x: ;--quarto-scss-export-navbar-light-contrast: #ffffff;--quarto-scss-export-navbar-dark-contrast: #ffffff;--quarto-scss-export-navbar-light-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-navbar-dark-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-dropdown-color: #212529;--quarto-scss-export-dropdown-bg: #ffffff;--quarto-scss-export-dropdown-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-link-color: #212529;--quarto-scss-export-dropdown-link-hover-color: #212529;--quarto-scss-export-dropdown-link-hover-bg: #f8f9fa;--quarto-scss-export-dropdown-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-link-active-color: #ffffff;--quarto-scss-export-dropdown-link-disabled-color: rgba(33, 37, 41, 0.5);--quarto-scss-export-dropdown-header-color: #6c757d;--quarto-scss-export-dropdown-dark-color: #dee2e6;--quarto-scss-export-dropdown-dark-bg: #343a40;--quarto-scss-export-dropdown-dark-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-box-shadow: ;--quarto-scss-export-dropdown-dark-link-color: #dee2e6;--quarto-scss-export-dropdown-dark-link-hover-color: #ffffff;--quarto-scss-export-dropdown-dark-link-hover-bg: rgba(255, 255, 255, 0.15);--quarto-scss-export-dropdown-dark-link-active-color: #ffffff;--quarto-scss-export-dropdown-dark-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-dark-link-disabled-color: #adb5bd;--quarto-scss-export-dropdown-dark-header-color: #adb5bd;--quarto-scss-export-pagination-color: #0d6efd;--quarto-scss-export-pagination-bg: #ffffff;--quarto-scss-export-pagination-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-pagination-focus-color: rgb(10.4, 88, 202.4);--quarto-scss-export-pagination-focus-bg: #e9ecef;--quarto-scss-export-pagination-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-pagination-hover-bg: #f8f9fa;--quarto-scss-export-pagination-hover-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-pagination-active-color: #ffffff;--quarto-scss-export-pagination-active-bg: #0d6efd;--quarto-scss-export-pagination-active-border-color: #0d6efd;--quarto-scss-export-pagination-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-pagination-disabled-bg: #e9ecef;--quarto-scss-export-pagination-disabled-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-card-title-color: ;--quarto-scss-export-card-subtitle-color: ;--quarto-scss-export-card-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-card-box-shadow: ;--quarto-scss-export-card-cap-bg: rgba(33, 37, 41, 0.03);--quarto-scss-export-card-cap-color: ;--quarto-scss-export-card-height: ;--quarto-scss-export-card-color: ;--quarto-scss-export-card-bg: #ffffff;--quarto-scss-export-accordion-color: #212529;--quarto-scss-export-accordion-bg: #ffffff;--quarto-scss-export-accordion-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-accordion-button-color: #212529;--quarto-scss-export-accordion-button-bg: #ffffff;--quarto-scss-export-accordion-button-active-bg: rgb(206.6, 226, 254.6);--quarto-scss-export-accordion-button-active-color: rgb(5.2, 44, 101.2);--quarto-scss-export-accordion-button-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-accordion-icon-color: #212529;--quarto-scss-export-accordion-icon-active-color: rgb(5.2, 44, 101.2);--quarto-scss-export-tooltip-color: #ffffff;--quarto-scss-export-tooltip-bg: #000;--quarto-scss-export-tooltip-margin: ;--quarto-scss-export-tooltip-arrow-color: ;--quarto-scss-export-form-feedback-tooltip-line-height: ;--quarto-scss-export-popover-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-popover-header-bg: #e9ecef;--quarto-scss-export-popover-body-color: #212529;--quarto-scss-export-popover-arrow-color: #ffffff;--quarto-scss-export-popover-arrow-outer-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-color: ;--quarto-scss-export-toast-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-header-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-toast-header-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-header-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-badge-color: #ffffff;--quarto-scss-export-modal-content-color: ;--quarto-scss-export-modal-content-bg: #ffffff;--quarto-scss-export-modal-content-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-modal-backdrop-bg: #000;--quarto-scss-export-modal-header-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-modal-footer-bg: ;--quarto-scss-export-modal-footer-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-progress-bg: #e9ecef;--quarto-scss-export-progress-bar-color: #ffffff;--quarto-scss-export-progress-bar-bg: #0d6efd;--quarto-scss-export-list-group-color: #212529;--quarto-scss-export-list-group-bg: #ffffff;--quarto-scss-export-list-group-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-list-group-hover-bg: #f8f9fa;--quarto-scss-export-list-group-active-bg: #0d6efd;--quarto-scss-export-list-group-active-color: #ffffff;--quarto-scss-export-list-group-active-border-color: #0d6efd;--quarto-scss-export-list-group-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-disabled-bg: #ffffff;--quarto-scss-export-list-group-action-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-action-hover-color: #000;--quarto-scss-export-list-group-action-active-color: #212529;--quarto-scss-export-list-group-action-active-bg: #e9ecef;--quarto-scss-export-thumbnail-bg: #ffffff;--quarto-scss-export-thumbnail-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-figure-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-font-size: ;--quarto-scss-export-breadcrumb-bg: ;--quarto-scss-export-breadcrumb-divider-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-active-color: rgba(33, 37, 41, 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rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.05);--quarto-scss-export-bslib-sidebar-toggle-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.1);--quarto-scss-export-mermaid-bg-color: #ffffff;--quarto-scss-export-mermaid-edge-color: #6c757d;--quarto-scss-export-mermaid-node-fg-color: #212529;--quarto-scss-export-mermaid-fg-color: #212529;--quarto-scss-export-mermaid-fg-color--lighter: rgb(55.7432432432, 62.5, 69.2567567568);--quarto-scss-export-mermaid-fg-color--lightest: rgb(78.4864864865, 88, 97.5135135135);--quarto-scss-export-mermaid-label-bg-color: #ffffff;--quarto-scss-export-mermaid-label-fg-color: #0d6efd;--quarto-scss-export-mermaid-node-bg-color: rgba(13, 110, 253, 0.1);--quarto-scss-export-code-block-border-left-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-callout-color-note: #0d6efd;--quarto-scss-export-callout-color-tip: #198754;--quarto-scss-export-callout-color-important: #dc3545;--quarto-scss-export-callout-color-caution: 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H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(Ki),this._emulateAnimation((()=>{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=>{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&&(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=>{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=".bs.focustrap",Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn="backward",en={autofocus:!0,trapElement:null},nn={autofocus:"boolean",trapElement:"element"};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=>this._handleFocusin(t))),N.on(document,Zi,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?tn:"forward")}}const on=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",rn=".sticky-top",an="padding-right",ln="margin-right";class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=>e+t)),this._setElementAttributes(on,an,(e=>e+t)),this._setElementAttributes(rn,ln,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}N.on(document,yn,'[data-bs-toggle="modal"]',(function(t){const e=z.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),N.one(e,pn,(t=>{t.defaultPrevented||N.one(e,fn,(()=>{a(this)&&this.focus()}))}));const i=z.findOne(".modal.show");i&&On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=".bs.offcanvas",kn=".data-api",Ln=`load${xn}${kn}`,Sn="show",Dn="showing",$n="hiding",In=".offcanvas.show",Nn=`show${xn}`,Pn=`shown${xn}`,Mn=`hide${xn}`,jn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"

            "},Un={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Gn={entry:"(string|element|function|null)",selector:"(string|element)"};class Jn extends H{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Yn}static get DefaultType(){return Un}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),N.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ts),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Jn({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ts)}_isShown(){return this.tip&&this.tip.classList.contains(es)}_createPopper(t){const e=g(this._config.placement,[this,t,this._element]),i=rs[e.toUpperCase()];return bi(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return g(t,[this._element])}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,...g(this._config.popperConfig,[e])}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)N.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===ss?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===ss?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");N.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?os:ss]=!0,e._enter()})),N.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?os:ss]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},N.on(this._element.closest(is),ns,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=F.getDataAttributes(this._element);for(const t of Object.keys(e))Zn.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return 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Error("report() is an abstract method"); + } +} + +class QuartoAxeJsonReporter extends QuartoAxeReporter { + constructor(axeResult, options) { + super(axeResult, options); + } + + report() { + console.log(JSON.stringify(this.axeResult, null, 2)); + } +} + +class QuartoAxeConsoleReporter extends QuartoAxeReporter { + constructor(axeResult, options) { + super(axeResult, options); + } + + report() { + for (const violation of this.axeResult.violations) { + console.log(violation.description); + for (const node of violation.nodes) { + for (const target of node.target) { + console.log(target); + console.log(document.querySelector(target)); + } + } + } + } +} + +class QuartoAxeDocumentReporter extends QuartoAxeReporter { + constructor(axeResult, options) { + super(axeResult, options); + } + + createViolationElement(violation) { + const violationElement = document.createElement("div"); + + const descriptionElement = document.createElement("div"); + descriptionElement.className = "quarto-axe-violation-description"; + descriptionElement.innerText = `${violation.impact.replace(/^[a-z]/, match => match.toLocaleUpperCase())}: ${violation.description}`; + violationElement.appendChild(descriptionElement); + + const helpElement = document.createElement("div"); + helpElement.className = "quarto-axe-violation-help"; + helpElement.innerText = violation.help; + violationElement.appendChild(helpElement); + + const nodesElement = document.createElement("div"); + nodesElement.className = "quarto-axe-violation-nodes"; + violationElement.appendChild(nodesElement); + const nodeElement = document.createElement("div"); + nodeElement.className = "quarto-axe-violation-selector"; + for (const node of violation.nodes) { + for (const target of node.target) { + const targetElement = document.createElement("span"); + targetElement.className = "quarto-axe-violation-target"; + targetElement.innerText = target; + nodeElement.appendChild(targetElement); + nodeElement.addEventListener("mouseenter", () => { + const element = document.querySelector(target); + if (element) { + element.scrollIntoView({ behavior: "smooth", block: "center" }); + element.classList.add("quarto-axe-hover-highlight"); + setTimeout(() => { + element.style.border = ""; + }, 2000); + } + }); + nodeElement.addEventListener("mouseleave", () => { + const element = document.querySelector(target); + if (element) { + element.classList.remove("quarto-axe-hover-highlight"); + } + }); + nodeElement.addEventListener("click", () => { + console.log(document.querySelector(target)); + }); + nodeElement.appendChild(targetElement); + } + nodesElement.appendChild(nodeElement); + } + return violationElement; + } + + report() { + const violations = this.axeResult.violations; + const reportElement = document.createElement("div"); + reportElement.className = "quarto-axe-report"; + if (violations.length === 0) { + const noViolationsElement = document.createElement("div"); + noViolationsElement.className = "quarto-axe-no-violations"; + noViolationsElement.innerText = "No axe-core violations found."; + reportElement.appendChild(noViolationsElement); + } + violations.forEach((violation) => { + reportElement.appendChild(this.createViolationElement(violation)); + }); + document.querySelector("main").appendChild(reportElement); + } +} + +const reporters = { + json: QuartoAxeJsonReporter, + console: QuartoAxeConsoleReporter, + document: QuartoAxeDocumentReporter, +}; + +class QuartoAxeChecker { + constructor(opts) { + this.options = opts; + } + async init() { + const axe = (await import("https://cdn.skypack.dev/pin/axe-core@v4.10.3-aVOFXWsJaCpVrtv89pCa/mode=imports,min/optimized/axe-core.js")).default; + const result = await axe.run({ + exclude: [ + // https://github.com/microsoft/tabster/issues/288 + // MS has claimed they won't fix this, so we need to add an exclusion to + // all tabster elements + "[data-tabster-dummy]" + ], + preload: { assets: ['cssom'], timeout: 50000 } + }); + const reporter = this.options === true ? new QuartoAxeConsoleReporter(result) : new reporters[this.options.output](result, this.options); + reporter.report(); + } +} + +export async function init() { + const opts = document.querySelector("#quarto-axe-checker-options"); + if (opts) { + const jsonOptions = JSON.parse(atob(opts.textContent)); + const checker = new QuartoAxeChecker(jsonOptions); + await checker.init(); + } +} \ No newline at end of file diff --git a/02_activities/assignments/assignment_2_files/libs/quarto-html/popper.min.js b/02_activities/assignments/assignment_2_files/libs/quarto-html/popper.min.js new file mode 100644 index 0000000..e3726d7 --- /dev/null +++ b/02_activities/assignments/assignment_2_files/libs/quarto-html/popper.min.js @@ -0,0 +1,6 @@ +/** + * @popperjs/core v2.11.7 - MIT License + */ + +!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?define(["exports"],t):t((e="undefined"!=typeof globalThis?globalThis:e||self).Popper={})}(this,(function(e){"use strict";function t(e){if(null==e)return window;if("[object Window]"!==e.toString()){var t=e.ownerDocument;return t&&t.defaultView||window}return e}function n(e){return e instanceof t(e).Element||e instanceof Element}function r(e){return e instanceof t(e).HTMLElement||e instanceof HTMLElement}function o(e){return"undefined"!=typeof ShadowRoot&&(e instanceof t(e).ShadowRoot||e instanceof ShadowRoot)}var i=Math.max,a=Math.min,s=Math.round;function f(){var e=navigator.userAgentData;return null!=e&&e.brands&&Array.isArray(e.brands)?e.brands.map((function(e){return e.brand+"/"+e.version})).join(" "):navigator.userAgent}function c(){return!/^((?!chrome|android).)*safari/i.test(f())}function p(e,o,i){void 0===o&&(o=!1),void 0===i&&(i=!1);var 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b/02_activities/assignments/assignment_2_files/libs/quarto-html/quarto-syntax-highlighting-ed96de9b727972fe78a7b5d16c58bf87.css new file mode 100644 index 0000000..7bb4f73 --- /dev/null +++ b/02_activities/assignments/assignment_2_files/libs/quarto-html/quarto-syntax-highlighting-ed96de9b727972fe78a7b5d16c58bf87.css @@ -0,0 +1,236 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +/* syntax highlight based on Pandoc's rules */ +pre > code.sourceCode > span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +/* Normal */ +code span { + color: #003B4F; +} + +/* Alert */ +code span.al { + color: #AD0000; + font-style: inherit; +} + +/* Annotation */ +code span.an { + color: #5E5E5E; + font-style: inherit; +} + +/* Attribute */ +code span.at { + color: #657422; + font-style: inherit; +} + +/* BaseN */ +code span.bn { + color: #AD0000; + font-style: inherit; +} + +/* BuiltIn */ +code span.bu { + font-style: inherit; +} + +/* ControlFlow */ +code span.cf { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +/* Char */ +code span.ch { + color: #20794D; + font-style: inherit; +} + +/* Constant */ +code span.cn { + color: #8f5902; + font-style: inherit; +} + +/* Comment */ +code span.co { + color: #5E5E5E; + font-style: inherit; +} + +/* CommentVar */ +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +/* Documentation */ +code span.do { + color: #5E5E5E; + font-style: italic; +} + +/* DataType */ +code span.dt { + color: #AD0000; + font-style: inherit; +} + +/* DecVal */ +code span.dv { + color: #AD0000; + font-style: inherit; +} + +/* Error */ +code span.er { + color: #AD0000; + font-style: inherit; +} + +/* Extension */ +code span.ex { + font-style: inherit; +} + +/* Float */ +code span.fl { + color: #AD0000; + font-style: inherit; +} + +/* Function */ +code span.fu { + color: #4758AB; + font-style: inherit; +} + +/* Import */ +code span.im { + color: #00769E; + font-style: inherit; +} + +/* Information */ +code span.in { + color: #5E5E5E; + font-style: inherit; +} + +/* Keyword */ +code span.kw { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +/* Operator */ +code span.op { + color: #5E5E5E; + font-style: inherit; +} + +/* Other */ +code span.ot { + color: #003B4F; + font-style: inherit; +} + +/* Preprocessor */ +code span.pp { + color: #AD0000; + font-style: inherit; +} + +/* SpecialChar */ +code span.sc { + color: #5E5E5E; + font-style: inherit; +} + +/* SpecialString */ +code span.ss { + color: #20794D; + font-style: inherit; +} + +/* String */ +code span.st { + color: #20794D; + font-style: inherit; +} + +/* Variable */ +code span.va { + color: #111111; + font-style: inherit; +} + +/* VerbatimString */ +code span.vs { + color: #20794D; + font-style: inherit; +} + +/* Warning */ +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +.prevent-inlining { + content: " { + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > *, .margin-caption, .aside" + ); + + let lastBottom = 0; + for (const marginChild of marginChildren) { + if (marginChild.offsetParent !== null) { + // clear the top margin so we recompute it + marginChild.style.marginTop = null; + const top = marginChild.getBoundingClientRect().top + window.scrollY; + if (top < lastBottom) { + const marginChildStyle = window.getComputedStyle(marginChild); + const marginBottom = parseFloat(marginChildStyle["marginBottom"]); + const margin = lastBottom - top + marginBottom; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + } +}; + +window.document.addEventListener("DOMContentLoaded", function (_event) { + // Recompute the position of margin elements anytime the body size changes + if (window.ResizeObserver) { + const resizeObserver = new window.ResizeObserver( + throttle(() => { + layoutMarginEls(); + if ( + window.document.body.getBoundingClientRect().width < 990 && + isReaderMode() + ) { + quartoToggleReader(); + } + }, 50) + ); + resizeObserver.observe(window.document.body); + } + + const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]'); + const sidebarEl = window.document.getElementById("quarto-sidebar"); + const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left"); + const marginSidebarEl = window.document.getElementById( + "quarto-margin-sidebar" + ); + // function to determine whether the element has a previous sibling that is active + const prevSiblingIsActiveLink = (el) => { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // dispatch for htmlwidgets + // they use slideenter event to trigger resize + function fireSlideEnter() { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // dispatch for shiny + // they use BS shown and hidden events to trigger rendering + function distpatchShinyEvents(previous, current) { + if (window.jQuery) { + if (previous) { + window.jQuery(previous).trigger("hidden"); + } + if (current) { + window.jQuery(current).trigger("shown"); + } + } + } + + // tabby.js listener: Trigger event for htmlwidget and shiny + document.addEventListener( + "tabby", + function (event) { + fireSlideEnter(); + distpatchShinyEvents(event.detail.previousTab, event.detail.tab); + }, + false + ); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id="${anchor}"]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + // This is the no-scroll case where last section should be the active one + sectionIndex = 0; + } else { + // This finds the last section visible on screen that should be made active + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + // Categories search with listing only use path without query + const currentPagePath = offsetAbsoluteUrl( + window.location.origin + window.location.pathname + ); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + const encodedItem = encodeURI(item); + if ( + encodedItem === currentPagePath || + encodedItem === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + let elRect; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + child.style.pointerEvents = "none"; + } + + nexttick(() => { + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append( + titleEl.textContent || titleEl.innerText, + toggleIcon + ); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.pointerEvents = null; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + if (!elRect) { + elRect = el.getBoundingClientRect(); + } + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + positionToggle(); + + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + positionToggle(); + }, 50) + ); + + window.addEventListener("quarto-hrChanged", () => { + elRect = undefined; + }); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }); + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + child.style.pointerEvents = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]'); + for (const tabEl of tabEls) { + const id = tabEl.getAttribute("data-bs-target"); + if (id) { + const columnEl = document.querySelector( + `${id} .column-margin, .tabset-margin-content` + ); + if (columnEl) + tabEl.addEventListener("shown.bs.tab", function (event) { + const el = event.srcElement; + if (el) { + const visibleCls = `${el.id}-margin-content`; + // walk up until we find a parent tabset + let panelTabsetEl = el.parentElement; + while (panelTabsetEl) { + if (panelTabsetEl.classList.contains("panel-tabset")) { + break; + } + panelTabsetEl = panelTabsetEl.parentElement; + } + + if (panelTabsetEl) { + const prevSib = panelTabsetEl.previousElementSibling; + if ( + prevSib && + prevSib.classList.contains("tabset-margin-container") + ) { + const childNodes = prevSib.querySelectorAll( + ".tabset-margin-content" + ); + for (const childEl of childNodes) { + if (childEl.classList.contains(visibleCls)) { + childEl.classList.remove("collapse"); + } else { + childEl.classList.add("collapse"); + } + } + } + } + } + + layoutMarginEls(); + }); + } + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const boundRect = el.getBoundingClientRect(); + const top = + boundRect.top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + let hasObserved = false; + const visibleItemObserver = (els) => { + let visibleElements = [...els]; + const intersectionObserver = new IntersectionObserver( + (entries, _observer) => { + entries.forEach((entry) => { + if (entry.isIntersecting) { + if (visibleElements.indexOf(entry.target) === -1) { + visibleElements.push(entry.target); + } + } else { + visibleElements = visibleElements.filter((visibleEntry) => { + return visibleEntry !== entry; + }); + } + }); + + if (!hasObserved) { + hideOverlappedSidebars(); + } + hasObserved = true; + }, + {} + ); + els.forEach((el) => { + intersectionObserver.observe(el); + }); + + return { + getVisibleEntries: () => { + return visibleElements; + }, + }; + }; + + const rightElementObserver = visibleItemObserver(rightSideConflictEls); + const leftElementObserver = visibleItemObserver(leftSideConflictEls); + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries())); + sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries())); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility( + toRegions(leftElementObserver.getVisibleEntries()) + ); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded"); + const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (const child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (tocOpenDepth === -1 && depth > 1) { + // toc-expand: false + el.classList.add("collapse"); + } else if ( + depth <= tocOpenDepth || + hasActiveChild || + prevSiblingIsActiveLink(el) + ) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +tabsets.init(); +axe.init(); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} + +function nexttick(func) { + return setTimeout(func, 0); +} diff --git a/02_activities/assignments/assignment_2_files/libs/quarto-html/tabsets/tabsets.js b/02_activities/assignments/assignment_2_files/libs/quarto-html/tabsets/tabsets.js new file mode 100644 index 0000000..51345d0 --- /dev/null +++ b/02_activities/assignments/assignment_2_files/libs/quarto-html/tabsets/tabsets.js @@ -0,0 +1,95 @@ +// grouped tabsets + +export function init() { + window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } + }); +} diff --git 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zSkj1R$(=8)^M&{4&#hznV&GDWzkT}ODgO5Y{O=V1d-47cckvk^u3x4Bslv4M1@I3l Mr6^hW$iVmi0M(X{q5uE@ literal 0 HcmV?d00001 From 2303f0b7e6b2092eab3ceea1cf327d3b9387d340 Mon Sep 17 00:00:00 2001 From: Michelle Wang Date: Tue, 31 Mar 2026 13:44:32 -0400 Subject: [PATCH 10/12] Revert "Completed assignment 2 with figures attached" This reverts commit 22cdd0a773c0568aafd730ec58879190e7c868fe. --- 02_activities/assignments/QQ_plot.png | Bin 64438 -> 0 bytes .../figure-html/unnamed-chunk-13-1.png | Bin 92970 -> 0 bytes .../figure-html/unnamed-chunk-16-1.png | Bin 86525 -> 0 bytes ...p-d6a003b94517c951b2d65075d42fb01b.min.css | 12 - .../libs/bootstrap/bootstrap-icons.css | 2106 ----------------- .../libs/bootstrap/bootstrap-icons.woff | Bin 180288 -> 0 bytes .../libs/bootstrap/bootstrap.min.js | 7 - .../libs/clipboard/clipboard.min.js | 7 - .../libs/quarto-html/anchor.min.js | 9 - .../libs/quarto-html/axe/axe-check.js | 145 -- .../libs/quarto-html/popper.min.js | 6 - 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1rem;--bs-navbar-brand-font-size: 1.25rem;--bs-navbar-brand-color: rgb(253.26, 253.63, 253.98);--bs-navbar-brand-hover-color: rgb(252.58, 253.55, 254.98);--bs-navbar-nav-link-padding-x: 0.5rem;--bs-navbar-toggler-padding-y: 0.25;--bs-navbar-toggler-padding-x: 0;--bs-navbar-toggler-font-size: 1.25rem;--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgb%28253.26, 253.63, 253.98%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e");--bs-navbar-toggler-border-color: rgba(253.26, 253.63, 253.98, 0);--bs-navbar-toggler-border-radius: 0.375rem;--bs-navbar-toggler-focus-width: 0.25rem;--bs-navbar-toggler-transition: box-shadow 0.15s 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992px){.navbar-expand-lg{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-lg .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-lg .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-lg .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-lg .navbar-nav-scroll{overflow:visible}.navbar-expand-lg .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-lg .navbar-toggler{display:none}.navbar-expand-lg .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-lg .offcanvas .offcanvas-header{display:none}.navbar-expand-lg .offcanvas 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.offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;display:-webkit-flex 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0);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgb%28253.26, 253.63, 253.98%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgb%28253.26, 253.63, 253.98%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: 1px;--bs-card-border-color: rgba(0, 0, 0, 0.175);--bs-card-border-radius: 0.375rem;--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(0.375rem - 1px);--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: 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0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: #212529;--bs-accordion-bg: #ffffff;--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s 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reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='rgb%28109.8, 168, 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var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #0d6efd;--bs-pagination-bg: #ffffff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: rgb(221.7, 222.3, 222.9);--bs-pagination-border-radius: 0.375rem;--bs-pagination-hover-color: rgb(10.4, 88, 202.4);--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: rgb(221.7, 222.3, 222.9);--bs-pagination-focus-color: rgb(10.4, 88, 202.4);--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #ffffff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: rgba(33, 37, 41, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: rgb(221.7, 222.3, 222.9);display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px*-1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.25rem}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #ffffff;--bs-badge-border-radius: 0.375rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.375rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.375rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #ffffff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #212529;--bs-list-group-bg: #ffffff;--bs-list-group-border-color: rgb(221.7, 222.3, 222.9);--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.375rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(33, 37, 41, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #212529;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(33, 37, 41, 0.75);--bs-list-group-disabled-bg: #ffffff;--bs-list-group-active-color: #ffffff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: 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";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid 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576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255, 255, 255, 0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: rgba(0, 0, 0, 0.175);--bs-toast-border-radius: 0.375rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: rgba(33, 37, 41, 0.75);--bs-toast-header-bg: rgba(255, 255, 255, 0.85);--bs-toast-header-border-color: rgba(0, 0, 0, 0.175);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;width:-webkit-max-content;width:-moz-max-content;width:-ms-max-content;width:-o-max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: #ffffff;--bs-modal-border-color: rgba(0, 0, 0, 0.175);--bs-modal-border-width: 1px;--bs-modal-border-radius: 0.5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-modal-inner-border-radius: calc(0.5rem - 1px);--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: rgb(221.7, 222.3, 222.9);--bs-modal-header-border-width: 1px;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: rgb(221.7, 222.3, 222.9);--bs-modal-footer-border-width: 1px;position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static .modal-dialog{transform:scale(1.02)}.modal-dialog-scrollable{height:calc(100% - var(--bs-modal-margin)*2)}.modal-dialog-scrollable .modal-content{max-height:100%;overflow:hidden}.modal-dialog-scrollable .modal-body{overflow-y:auto}.modal-dialog-centered{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;min-height:calc(100% - var(--bs-modal-margin)*2)}.modal-content{position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;width:100%;color:var(--bs-modal-color);pointer-events:auto;background-color:var(--bs-modal-bg);background-clip:padding-box;border:var(--bs-modal-border-width) solid var(--bs-modal-border-color);border-radius:var(--bs-modal-border-radius);outline:0}.modal-backdrop{--bs-backdrop-zindex: 1050;--bs-backdrop-bg: #000;--bs-backdrop-opacity: 0.5;position:fixed;top:0;left:0;z-index:var(--bs-backdrop-zindex);width:100vw;height:100vh;background-color:var(--bs-backdrop-bg)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{display:flex;display:-webkit-flex;flex-shrink:0;-webkit-flex-shrink:0;align-items:center;-webkit-align-items:center;justify-content:space-between;-webkit-justify-content:space-between;padding:var(--bs-modal-header-padding);border-bottom:var(--bs-modal-header-border-width) solid 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.modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-sm-down .modal-header,.modal-fullscreen-sm-down .modal-footer{border-radius:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media(max-width: 767.98px){.modal-fullscreen-md-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-md-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-md-down .modal-header,.modal-fullscreen-md-down .modal-footer{border-radius:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media(max-width: 991.98px){.modal-fullscreen-lg-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-lg-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-lg-down .modal-header,.modal-fullscreen-lg-down .modal-footer{border-radius:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media(max-width: 1199.98px){.modal-fullscreen-xl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xl-down 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0.4rem;z-index:var(--bs-tooltip-zindex);display:block;margin:var(--bs-tooltip-margin);font-family:system-ui,-apple-system,"Segoe UI",Roboto,"Helvetica Neue","Noto Sans","Liberation Sans",Arial,sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol","Noto Color Emoji";font-style:normal;font-weight:400;line-height:1.5;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;white-space:normal;word-spacing:normal;line-break:auto;font-size:var(--bs-tooltip-font-size);word-wrap:break-word;opacity:0}.tooltip.show{opacity:var(--bs-tooltip-opacity)}.tooltip .tooltip-arrow{display:block;width:var(--bs-tooltip-arrow-width);height:var(--bs-tooltip-arrow-height)}.tooltip .tooltip-arrow::before{position:absolute;content:"";border-color:rgba(0,0,0,0);border-style:solid}.bs-tooltip-top .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=top] 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.accordion-header{font-size:1.65rem}}.accordion .accordion-icon:not(:empty){margin-right:.75rem;display:flex}.accordion .accordion-button:not(.collapsed){box-shadow:none}.accordion 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#20c997;--quarto-scss-export-teal-600: rgb(25.6, 160.8, 120.8);--quarto-scss-export-teal-700: rgb(19.2, 120.6, 90.6);--quarto-scss-export-teal-800: rgb(12.8, 80.4, 60.4);--quarto-scss-export-teal-900: rgb(6.4, 40.2, 30.2);--quarto-scss-export-cyan-100: rgb(206.6, 244.4, 252);--quarto-scss-export-cyan-200: rgb(158.2, 233.8, 249);--quarto-scss-export-cyan-300: rgb(109.8, 223.2, 246);--quarto-scss-export-cyan-400: rgb(61.4, 212.6, 243);--quarto-scss-export-cyan-500: #0dcaf0;--quarto-scss-export-cyan-600: rgb(10.4, 161.6, 192);--quarto-scss-export-cyan-700: rgb(7.8, 121.2, 144);--quarto-scss-export-cyan-800: rgb(5.2, 80.8, 96);--quarto-scss-export-cyan-900: rgb(2.6, 40.4, 48);--quarto-scss-export-default: #dee2e6;--quarto-scss-export-secondary: #6c757d;--quarto-scss-export-success: #198754;--quarto-scss-export-info: #0dcaf0;--quarto-scss-export-warning: #ffc107;--quarto-scss-export-danger: #dc3545;--quarto-scss-export-light: #f8f9fa;--quarto-scss-export-dark: #212529;--quarto-scss-export-primary-text-emphasis: rgb(5.2, 44, 101.2);--quarto-scss-export-secondary-text-emphasis: rgb(43.2, 46.8, 50);--quarto-scss-export-success-text-emphasis: rgb(10, 54, 33.6);--quarto-scss-export-info-text-emphasis: rgb(5.2, 80.8, 96);--quarto-scss-export-warning-text-emphasis: rgb(102, 77.2, 2.8);--quarto-scss-export-danger-text-emphasis: rgb(88, 21.2, 27.6);--quarto-scss-export-light-text-emphasis: #495057;--quarto-scss-export-dark-text-emphasis: #495057;--quarto-scss-export-primary-bg-subtle: rgb(206.6, 226, 254.6);--quarto-scss-export-secondary-bg-subtle: rgb(225.6, 227.4, 229);--quarto-scss-export-success-bg-subtle: rgb(209, 231, 220.8);--quarto-scss-export-info-bg-subtle: rgb(206.6, 244.4, 252);--quarto-scss-export-warning-bg-subtle: rgb(255, 242.6, 205.4);--quarto-scss-export-danger-bg-subtle: rgb(248, 214.6, 217.8);--quarto-scss-export-light-bg-subtle: rgb(251.5, 252, 252.5);--quarto-scss-export-dark-bg-subtle: #ced4da;--quarto-scss-export-primary-border-subtle: rgb(158.2, 197, 254.2);--quarto-scss-export-secondary-border-subtle: rgb(196.2, 199.8, 203);--quarto-scss-export-success-border-subtle: rgb(163, 207, 186.6);--quarto-scss-export-info-border-subtle: rgb(158.2, 233.8, 249);--quarto-scss-export-warning-border-subtle: rgb(255, 230.2, 155.8);--quarto-scss-export-danger-border-subtle: rgb(241, 174.2, 180.6);--quarto-scss-export-light-border-subtle: #e9ecef;--quarto-scss-export-dark-border-subtle: #adb5bd;--quarto-scss-export-body-text-align: ;--quarto-scss-export-body-color: #212529;--quarto-scss-export-body-bg: #ffffff;--quarto-scss-export-body-secondary-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-body-secondary-bg: #e9ecef;--quarto-scss-export-body-tertiary-color: rgba(33, 37, 41, 0.5);--quarto-scss-export-body-tertiary-bg: #f8f9fa;--quarto-scss-export-body-emphasis-color: #000;--quarto-scss-export-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-link-hover-decoration: ;--quarto-scss-export-border-color-translucent: rgba(0, 0, 0, 0.175);--quarto-scss-export-component-active-bg: #0d6efd;--quarto-scss-export-component-active-color: #ffffff;--quarto-scss-export-focus-ring-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-headings-font-family: ;--quarto-scss-export-headings-font-style: ;--quarto-scss-export-display-font-family: ;--quarto-scss-export-display-font-style: ;--quarto-scss-export-text-muted: rgba(33, 37, 41, 0.75);--quarto-scss-export-blockquote-footer-color: #6c757d;--quarto-scss-export-blockquote-border-color: #e9ecef;--quarto-scss-export-hr-bg-color: ;--quarto-scss-export-hr-height: ;--quarto-scss-export-hr-border-color: ;--quarto-scss-export-legend-font-weight: ;--quarto-scss-export-mark-bg: rgb(255, 242.6, 205.4);--quarto-scss-export-table-color: #212529;--quarto-scss-export-table-bg: #ffffff;--quarto-scss-export-table-accent-bg: transparent;--quarto-scss-export-table-th-font-weight: ;--quarto-scss-export-table-striped-color: #212529;--quarto-scss-export-table-striped-bg: rgba(0, 0, 0, 0.05);--quarto-scss-export-table-active-color: #212529;--quarto-scss-export-table-active-bg: rgba(0, 0, 0, 0.1);--quarto-scss-export-table-hover-color: #212529;--quarto-scss-export-table-hover-bg: rgba(0, 0, 0, 0.075);--quarto-scss-export-table-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-btn-font-family: ;--quarto-scss-export-input-btn-focus-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-btn-color: #212529;--quarto-scss-export-btn-font-family: ;--quarto-scss-export-btn-white-space: ;--quarto-scss-export-btn-link-color: #0d6efd;--quarto-scss-export-btn-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-btn-link-disabled-color: #6c757d;--quarto-scss-export-form-text-font-style: ;--quarto-scss-export-form-text-font-weight: ;--quarto-scss-export-form-text-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-label-font-size: ;--quarto-scss-export-form-label-font-style: ;--quarto-scss-export-form-label-font-weight: ;--quarto-scss-export-form-label-color: ;--quarto-scss-export-input-font-family: ;--quarto-scss-export-input-disabled-color: ;--quarto-scss-export-input-disabled-bg: #e9ecef;--quarto-scss-export-input-disabled-border-color: ;--quarto-scss-export-input-color: #212529;--quarto-scss-export-input-focus-bg: #ffffff;--quarto-scss-export-input-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-input-focus-color: #212529;--quarto-scss-export-input-placeholder-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-plaintext-color: #212529;--quarto-scss-export-form-check-label-color: ;--quarto-scss-export-form-check-transition: ;--quarto-scss-export-form-check-input-bg: #ffffff;--quarto-scss-export-form-check-input-focus-border: rgb(134, 182.5, 254);--quarto-scss-export-form-check-input-checked-color: #ffffff;--quarto-scss-export-form-check-input-checked-bg-color: #0d6efd;--quarto-scss-export-form-check-input-checked-border-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-color: #ffffff;--quarto-scss-export-form-check-input-indeterminate-bg-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-border-color: #0d6efd;--quarto-scss-export-form-switch-color: rgba(0, 0, 0, 0.25);--quarto-scss-export-form-switch-focus-color: rgb(134, 182.5, 254);--quarto-scss-export-form-switch-checked-color: #ffffff;--quarto-scss-export-input-group-addon-color: #212529;--quarto-scss-export-input-group-addon-bg: #f8f9fa;--quarto-scss-export-input-group-addon-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-form-select-font-family: ;--quarto-scss-export-form-select-color: #212529;--quarto-scss-export-form-select-bg: #ffffff;--quarto-scss-export-form-select-disabled-color: ;--quarto-scss-export-form-select-disabled-bg: #e9ecef;--quarto-scss-export-form-select-disabled-border-color: ;--quarto-scss-export-form-select-indicator-color: #343a40;--quarto-scss-export-form-select-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-form-select-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-form-range-track-bg: #f8f9fa;--quarto-scss-export-form-range-thumb-bg: #0d6efd;--quarto-scss-export-form-range-thumb-active-bg: rgb(182.4, 211.5, 254.4);--quarto-scss-export-form-range-thumb-disabled-bg: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-file-button-color: #212529;--quarto-scss-export-form-file-button-bg: #f8f9fa;--quarto-scss-export-form-file-button-hover-bg: #e9ecef;--quarto-scss-export-form-floating-label-disabled-color: #6c757d;--quarto-scss-export-form-feedback-font-style: ;--quarto-scss-export-form-feedback-valid-color: #198754;--quarto-scss-export-form-feedback-invalid-color: #dc3545;--quarto-scss-export-form-feedback-icon-valid-color: #198754;--quarto-scss-export-form-feedback-icon-invalid-color: #dc3545;--quarto-scss-export-form-valid-color: #198754;--quarto-scss-export-form-valid-border-color: #198754;--quarto-scss-export-form-invalid-color: #dc3545;--quarto-scss-export-form-invalid-border-color: #dc3545;--quarto-scss-export-nav-link-font-size: ;--quarto-scss-export-nav-link-font-weight: ;--quarto-scss-export-nav-link-color: #0d6efd;--quarto-scss-export-nav-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-nav-link-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-nav-tabs-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-nav-tabs-link-hover-border-color: #e9ecef #e9ecef rgb(221.7, 222.3, 222.9);--quarto-scss-export-nav-tabs-link-active-color: #000;--quarto-scss-export-nav-tabs-link-active-bg: #ffffff;--quarto-scss-export-nav-pills-link-active-bg: #0d6efd;--quarto-scss-export-nav-pills-link-active-color: #ffffff;--quarto-scss-export-nav-underline-link-active-color: #000;--quarto-scss-export-navbar-padding-x: ;--quarto-scss-export-navbar-light-contrast: #ffffff;--quarto-scss-export-navbar-dark-contrast: #ffffff;--quarto-scss-export-navbar-light-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-navbar-dark-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-dropdown-color: #212529;--quarto-scss-export-dropdown-bg: #ffffff;--quarto-scss-export-dropdown-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-link-color: #212529;--quarto-scss-export-dropdown-link-hover-color: #212529;--quarto-scss-export-dropdown-link-hover-bg: #f8f9fa;--quarto-scss-export-dropdown-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-link-active-color: #ffffff;--quarto-scss-export-dropdown-link-disabled-color: rgba(33, 37, 41, 0.5);--quarto-scss-export-dropdown-header-color: #6c757d;--quarto-scss-export-dropdown-dark-color: #dee2e6;--quarto-scss-export-dropdown-dark-bg: #343a40;--quarto-scss-export-dropdown-dark-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-box-shadow: ;--quarto-scss-export-dropdown-dark-link-color: #dee2e6;--quarto-scss-export-dropdown-dark-link-hover-color: #ffffff;--quarto-scss-export-dropdown-dark-link-hover-bg: rgba(255, 255, 255, 0.15);--quarto-scss-export-dropdown-dark-link-active-color: #ffffff;--quarto-scss-export-dropdown-dark-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-dark-link-disabled-color: #adb5bd;--quarto-scss-export-dropdown-dark-header-color: #adb5bd;--quarto-scss-export-pagination-color: #0d6efd;--quarto-scss-export-pagination-bg: #ffffff;--quarto-scss-export-pagination-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-pagination-focus-color: rgb(10.4, 88, 202.4);--quarto-scss-export-pagination-focus-bg: #e9ecef;--quarto-scss-export-pagination-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-pagination-hover-bg: #f8f9fa;--quarto-scss-export-pagination-hover-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-pagination-active-color: #ffffff;--quarto-scss-export-pagination-active-bg: #0d6efd;--quarto-scss-export-pagination-active-border-color: #0d6efd;--quarto-scss-export-pagination-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-pagination-disabled-bg: #e9ecef;--quarto-scss-export-pagination-disabled-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-card-title-color: ;--quarto-scss-export-card-subtitle-color: ;--quarto-scss-export-card-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-card-box-shadow: ;--quarto-scss-export-card-cap-bg: rgba(33, 37, 41, 0.03);--quarto-scss-export-card-cap-color: ;--quarto-scss-export-card-height: ;--quarto-scss-export-card-color: ;--quarto-scss-export-card-bg: #ffffff;--quarto-scss-export-accordion-color: #212529;--quarto-scss-export-accordion-bg: #ffffff;--quarto-scss-export-accordion-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-accordion-button-color: #212529;--quarto-scss-export-accordion-button-bg: #ffffff;--quarto-scss-export-accordion-button-active-bg: rgb(206.6, 226, 254.6);--quarto-scss-export-accordion-button-active-color: rgb(5.2, 44, 101.2);--quarto-scss-export-accordion-button-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-accordion-icon-color: #212529;--quarto-scss-export-accordion-icon-active-color: rgb(5.2, 44, 101.2);--quarto-scss-export-tooltip-color: #ffffff;--quarto-scss-export-tooltip-bg: #000;--quarto-scss-export-tooltip-margin: ;--quarto-scss-export-tooltip-arrow-color: ;--quarto-scss-export-form-feedback-tooltip-line-height: ;--quarto-scss-export-popover-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-popover-header-bg: #e9ecef;--quarto-scss-export-popover-body-color: #212529;--quarto-scss-export-popover-arrow-color: #ffffff;--quarto-scss-export-popover-arrow-outer-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-color: ;--quarto-scss-export-toast-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-header-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-toast-header-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-header-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-badge-color: #ffffff;--quarto-scss-export-modal-content-color: ;--quarto-scss-export-modal-content-bg: #ffffff;--quarto-scss-export-modal-content-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-modal-backdrop-bg: #000;--quarto-scss-export-modal-header-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-modal-footer-bg: ;--quarto-scss-export-modal-footer-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-progress-bg: #e9ecef;--quarto-scss-export-progress-bar-color: #ffffff;--quarto-scss-export-progress-bar-bg: #0d6efd;--quarto-scss-export-list-group-color: #212529;--quarto-scss-export-list-group-bg: #ffffff;--quarto-scss-export-list-group-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-list-group-hover-bg: #f8f9fa;--quarto-scss-export-list-group-active-bg: #0d6efd;--quarto-scss-export-list-group-active-color: #ffffff;--quarto-scss-export-list-group-active-border-color: #0d6efd;--quarto-scss-export-list-group-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-disabled-bg: #ffffff;--quarto-scss-export-list-group-action-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-action-hover-color: #000;--quarto-scss-export-list-group-action-active-color: #212529;--quarto-scss-export-list-group-action-active-bg: #e9ecef;--quarto-scss-export-thumbnail-bg: #ffffff;--quarto-scss-export-thumbnail-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-figure-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-font-size: ;--quarto-scss-export-breadcrumb-bg: ;--quarto-scss-export-breadcrumb-divider-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-active-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-border-radius: ;--quarto-scss-export-carousel-control-color: #ffffff;--quarto-scss-export-carousel-indicator-active-bg: #ffffff;--quarto-scss-export-carousel-caption-color: #ffffff;--quarto-scss-export-carousel-dark-indicator-active-bg: #000;--quarto-scss-export-carousel-dark-caption-color: #000;--quarto-scss-export-btn-close-color: #000;--quarto-scss-export-offcanvas-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-offcanvas-bg-color: #ffffff;--quarto-scss-export-offcanvas-color: #212529;--quarto-scss-export-offcanvas-backdrop-bg: #000;--quarto-scss-export-code-color-dark: white;--quarto-scss-export-kbd-color: #ffffff;--quarto-scss-export-kbd-bg: #212529;--quarto-scss-export-nested-kbd-font-weight: ;--quarto-scss-export-pre-bg: #f8f9fa;--quarto-scss-export-pre-color: #000;--quarto-scss-export-bslib-page-sidebar-title-bg: #517699;--quarto-scss-export-bslib-page-sidebar-title-color: #ffffff;--quarto-scss-export-bslib-sidebar-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.05);--quarto-scss-export-bslib-sidebar-toggle-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.1);--quarto-scss-export-mermaid-bg-color: #ffffff;--quarto-scss-export-mermaid-edge-color: #6c757d;--quarto-scss-export-mermaid-node-fg-color: #212529;--quarto-scss-export-mermaid-fg-color: #212529;--quarto-scss-export-mermaid-fg-color--lighter: rgb(55.7432432432, 62.5, 69.2567567568);--quarto-scss-export-mermaid-fg-color--lightest: rgb(78.4864864865, 88, 97.5135135135);--quarto-scss-export-mermaid-label-bg-color: #ffffff;--quarto-scss-export-mermaid-label-fg-color: #0d6efd;--quarto-scss-export-mermaid-node-bg-color: rgba(13, 110, 253, 0.1);--quarto-scss-export-code-block-border-left-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-callout-color-note: #0d6efd;--quarto-scss-export-callout-color-tip: #198754;--quarto-scss-export-callout-color-important: #dc3545;--quarto-scss-export-callout-color-caution: 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t.defaultInterval=t.interval,t}_addEventListeners(){this._config.keyboard&&N.on(this._element,ft,(t=>this._keydown(t))),"hover"===this._config.pause&&(N.on(this._element,pt,(()=>this.pause())),N.on(this._element,mt,(()=>this._maybeEnableCycle()))),this._config.touch&&st.isSupported()&&this._addTouchEventListeners()}_addTouchEventListeners(){for(const t of z.find(".carousel-item img",this._element))N.on(t,gt,(t=>t.preventDefault()));const t={leftCallback:()=>this._slide(this._directionToOrder(ct)),rightCallback:()=>this._slide(this._directionToOrder(ht)),endCallback:()=>{"hover"===this._config.pause&&(this.pause(),this.touchTimeout&&clearTimeout(this.touchTimeout),this.touchTimeout=setTimeout((()=>this._maybeEnableCycle()),500+this._config.interval))}};this._swipeHelper=new st(this._element,t)}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=Tt[t.key];e&&(t.preventDefault(),this._slide(this._directionToOrder(e)))}_getItemIndex(t){return this._getItems().indexOf(t)}_setActiveIndicatorElement(t){if(!this._indicatorsElement)return;const e=z.findOne(wt,this._indicatorsElement);e.classList.remove(yt),e.removeAttribute("aria-current");const i=z.findOne(`[data-bs-slide-to="${t}"]`,this._indicatorsElement);i&&(i.classList.add(yt),i.setAttribute("aria-current","true"))}_updateInterval(){const t=this._activeElement||this._getActive();if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);this._config.interval=e||this._config.defaultInterval}_slide(t,e=null){if(this._isSliding)return;const i=this._getActive(),n=t===at,s=e||b(this._getItems(),i,n,this._config.wrap);if(s===i)return;const o=this._getItemIndex(s),r=e=>N.trigger(this._element,e,{relatedTarget:s,direction:this._orderToDirection(t),from:this._getItemIndex(i),to:o});if(r(dt).defaultPrevented)return;if(!i||!s)return;const a=Boolean(this._interval);this.pause(),this._isSliding=!0,this._setActiveIndicatorElement(o),this._activeElement=s;const l=n?"carousel-item-start":"carousel-item-end",c=n?"carousel-item-next":"carousel-item-prev";s.classList.add(c),d(s),i.classList.add(l),s.classList.add(l),this._queueCallback((()=>{s.classList.remove(l,c),s.classList.add(yt),i.classList.remove(yt,c,l),this._isSliding=!1,r(ut)}),i,this._isAnimated()),a&&this.cycle()}_isAnimated(){return this._element.classList.contains("slide")}_getActive(){return z.findOne(Et,this._element)}_getItems(){return z.find(At,this._element)}_clearInterval(){this._interval&&(clearInterval(this._interval),this._interval=null)}_directionToOrder(t){return p()?t===ct?lt:at:t===ct?at:lt}_orderToDirection(t){return p()?t===lt?ct:ht:t===lt?ht:ct}static jQueryInterface(t){return this.each((function(){const e=xt.getOrCreateInstance(this,t);if("number"!=typeof t){if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}else e.to(t)}))}}N.on(document,bt,"[data-bs-slide], 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i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(Mt),this._element.classList.add(Pt,Nt),this._element.style[e]="",N.trigger(this._element,St)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(N.trigger(this._element,Dt).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,d(this._element),this._element.classList.add(Mt),this._element.classList.remove(Pt,Nt);for(const t of this._triggerArray){const e=z.getElementFromSelector(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(Mt),this._element.classList.add(Pt),N.trigger(this._element,$t)}),this._element,!0)}_isShown(t=this._element){return 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J,Z="x"===y?zt:Vt,tt="x"===y?Rt:qt,et=A[w],it="y"===w?"height":"width",nt=et+g[Z],st=et-g[tt],ot=-1!==[zt,Vt].indexOf(_),rt=null!=(J=null==x?void 0:x[w])?J:0,at=ot?nt:et-E[it]-T[it]-rt+O.altAxis,lt=ot?et+E[it]+T[it]-rt-O.altAxis:st,ct=f&&ot?function(t,e,i){var n=Ne(t,e,i);return n>i?i:n}(at,et,lt):Ne(f?at:nt,et,f?lt:st);A[w]=ct,k[w]=ct-et}e.modifiersData[n]=k}},requiresIfExists:["offset"]};function di(t,e,i){void 0===i&&(i=!1);var n,s,o=me(e),r=me(e)&&function(t){var e=t.getBoundingClientRect(),i=we(e.width)/t.offsetWidth||1,n=we(e.height)/t.offsetHeight||1;return 1!==i||1!==n}(e),a=Le(e),l=Te(t,r,i),c={scrollLeft:0,scrollTop:0},h={x:0,y:0};return(o||!o&&!i)&&(("body"!==ue(e)||Ue(a))&&(c=(n=e)!==fe(n)&&me(n)?{scrollLeft:(s=n).scrollLeft,scrollTop:s.scrollTop}:Xe(n)),me(e)?((h=Te(e,!0)).x+=e.clientLeft,h.y+=e.clientTop):a&&(h.x=Ye(a))),{x:l.left+c.scrollLeft-h.x,y:l.top+c.scrollTop-h.y,width:l.width,height:l.height}}function ui(t){var e=new Map,i=new Set,n=[];function s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var fi={placement:"bottom",modifiers:[],strategy:"absolute"};function pi(){for(var t=arguments.length,e=new Array(t),i=0;iNumber.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(F.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,...g(this._config.popperConfig,[t])}}_selectMenuItem({key:t,target:e}){const i=z.find(".dropdown-menu 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e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ei,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ii)?this:z.prev(this,Ii)[0]||z.next(this,Ii)[0]||z.findOne(Ii,t.delegateTarget.parentNode),o=qi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}N.on(document,Si,Ii,qi.dataApiKeydownHandler),N.on(document,Si,Pi,qi.dataApiKeydownHandler),N.on(document,Li,qi.clearMenus),N.on(document,Di,qi.clearMenus),N.on(document,Li,Ii,(function(t){t.preventDefault(),qi.getOrCreateInstance(this).toggle()})),m(qi);const Vi="backdrop",Ki="show",Qi=`mousedown.bs.${Vi}`,Xi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},Yi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class Ui extends H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(Ki),this._emulateAnimation((()=>{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=>{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&&(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=>{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=".bs.focustrap",Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn="backward",en={autofocus:!0,trapElement:null},nn={autofocus:"boolean",trapElement:"element"};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=>this._handleFocusin(t))),N.on(document,Zi,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?tn:"forward")}}const on=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",rn=".sticky-top",an="padding-right",ln="margin-right";class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=>e+t)),this._setElementAttributes(on,an,(e=>e+t)),this._setElementAttributes(rn,ln,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}N.on(document,yn,'[data-bs-toggle="modal"]',(function(t){const e=z.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),N.one(e,pn,(t=>{t.defaultPrevented||N.one(e,fn,(()=>{a(this)&&this.focus()}))}));const i=z.findOne(".modal.show");i&&On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=".bs.offcanvas",kn=".data-api",Ln=`load${xn}${kn}`,Sn="show",Dn="showing",$n="hiding",In=".offcanvas.show",Nn=`show${xn}`,Pn=`shown${xn}`,Mn=`hide${xn}`,jn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"

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")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),N.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ts),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Jn({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ts)}_isShown(){return this.tip&&this.tip.classList.contains(es)}_createPopper(t){const e=g(this._config.placement,[this,t,this._element]),i=rs[e.toUpperCase()];return bi(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return g(t,[this._element])}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,...g(this._config.popperConfig,[e])}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)N.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===ss?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===ss?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");N.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?os:ss]=!0,e._enter()})),N.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?os:ss]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},N.on(this._element.closest(is),ns,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=F.getDataAttributes(this._element);for(const t of Object.keys(e))Zn.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const[e,i]of Object.entries(this._config))this.constructor.Default[e]!==i&&(t[e]=i);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=cs.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(cs);const hs={...cs.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},ds={...cs.DefaultType,content:"(null|string|element|function)"};class us extends cs{static get Default(){return hs}static get DefaultType(){return ds}static get NAME(){return"popover"}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{".popover-header":this._getTitle(),".popover-body":this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=us.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(us);const fs=".bs.scrollspy",ps=`activate${fs}`,ms=`click${fs}`,gs=`load${fs}.data-api`,_s="active",bs="[href]",vs=".nav-link",ys=`${vs}, .nav-item > ${vs}, .list-group-item`,ws={offset:null,rootMargin:"0px 0px -25%",smoothScroll:!1,target:null,threshold:[.1,.5,1]},As={offset:"(number|null)",rootMargin:"string",smoothScroll:"boolean",target:"element",threshold:"array"};class Es extends W{constructor(t,e){super(t,e),this._targetLinks=new Map,this._observableSections=new 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e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:"smooth"});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=>this._observerCallback(t)),t)}_observerCallback(t){const e=t=>this._targetLinks.get(`#${t.target.id}`),i=t=>{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n>=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new Map,this._observableSections=new Map;const t=z.find(bs,this._config.target);for(const e of t){if(!e.hash||l(e))continue;const t=z.findOne(decodeURI(e.hash),this._element);a(t)&&(this._targetLinks.set(decodeURI(e.hash),e),this._observableSections.set(e.hash,t))}}_process(t){this._activeTarget!==t&&(this._clearActiveClass(this._config.target),this._activeTarget=t,t.classList.add(_s),this._activateParents(t),N.trigger(this._element,ps,{relatedTarget:t}))}_activateParents(t){if(t.classList.contains("dropdown-item"))z.findOne(".dropdown-toggle",t.closest(".dropdown")).classList.add(_s);else for(const e of z.parents(t,".nav, .list-group"))for(const t of z.prev(e,ys))t.classList.add(_s)}_clearActiveClass(t){t.classList.remove(_s);const e=z.find(`${bs}.${_s}`,t);for(const t of e)t.classList.remove(_s)}static jQueryInterface(t){return this.each((function(){const e=Es.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}N.on(window,gs,(()=>{for(const t of z.find('[data-bs-spy="scroll"]'))Es.getOrCreateInstance(t)})),m(Es);const Ts=".bs.tab",Cs=`hide${Ts}`,Os=`hidden${Ts}`,xs=`show${Ts}`,ks=`shown${Ts}`,Ls=`click${Ts}`,Ss=`keydown${Ts}`,Ds=`load${Ts}`,$s="ArrowLeft",Is="ArrowRight",Ns="ArrowUp",Ps="ArrowDown",Ms="Home",js="End",Fs="active",Hs="fade",Ws="show",Bs=":not(.dropdown-toggle)",zs='[data-bs-toggle="tab"], [data-bs-toggle="pill"], [data-bs-toggle="list"]',Rs=`.nav-link${Bs}, .list-group-item${Bs}, [role="tab"]${Bs}, ${zs}`,qs=`.${Fs}[data-bs-toggle="tab"], .${Fs}[data-bs-toggle="pill"], .${Fs}[data-bs-toggle="list"]`;class Vs extends W{constructor(t){super(t),this._parent=this._element.closest('.list-group, .nav, [role="tablist"]'),this._parent&&(this._setInitialAttributes(this._parent,this._getChildren()),N.on(this._element,Ss,(t=>this._keydown(t))))}static get NAME(){return"tab"}show(){const t=this._element;if(this._elemIsActive(t))return;const 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new Error("report() is an abstract method"); - } -} - -class QuartoAxeJsonReporter extends QuartoAxeReporter { - constructor(axeResult, options) { - super(axeResult, options); - } - - report() { - console.log(JSON.stringify(this.axeResult, null, 2)); - } -} - -class QuartoAxeConsoleReporter extends QuartoAxeReporter { - constructor(axeResult, options) { - super(axeResult, options); - } - - report() { - for (const violation of this.axeResult.violations) { - console.log(violation.description); - for (const node of violation.nodes) { - for (const target of node.target) { - console.log(target); - console.log(document.querySelector(target)); - } - } - } - } -} - -class QuartoAxeDocumentReporter extends QuartoAxeReporter { - constructor(axeResult, options) { - super(axeResult, options); - } - - createViolationElement(violation) { - const violationElement = document.createElement("div"); - - const descriptionElement = document.createElement("div"); - descriptionElement.className = "quarto-axe-violation-description"; - descriptionElement.innerText = `${violation.impact.replace(/^[a-z]/, match => match.toLocaleUpperCase())}: ${violation.description}`; - violationElement.appendChild(descriptionElement); - - const helpElement = document.createElement("div"); - helpElement.className = "quarto-axe-violation-help"; - helpElement.innerText = violation.help; - violationElement.appendChild(helpElement); - - const nodesElement = document.createElement("div"); - nodesElement.className = "quarto-axe-violation-nodes"; - violationElement.appendChild(nodesElement); - const nodeElement = document.createElement("div"); - nodeElement.className = "quarto-axe-violation-selector"; - for (const node of violation.nodes) { - for (const target of node.target) { - const targetElement = document.createElement("span"); - targetElement.className = "quarto-axe-violation-target"; - targetElement.innerText = target; - nodeElement.appendChild(targetElement); - nodeElement.addEventListener("mouseenter", () => { - const element = document.querySelector(target); - if (element) { - element.scrollIntoView({ behavior: "smooth", block: "center" }); - element.classList.add("quarto-axe-hover-highlight"); - setTimeout(() => { - element.style.border = ""; - }, 2000); - } - }); - nodeElement.addEventListener("mouseleave", () => { - const element = document.querySelector(target); - if (element) { - element.classList.remove("quarto-axe-hover-highlight"); - } - }); - nodeElement.addEventListener("click", () => { - console.log(document.querySelector(target)); - }); - nodeElement.appendChild(targetElement); - } - nodesElement.appendChild(nodeElement); - } - return violationElement; - } - - report() { - const violations = this.axeResult.violations; - const reportElement = document.createElement("div"); - reportElement.className = "quarto-axe-report"; - if (violations.length === 0) { - const noViolationsElement = document.createElement("div"); - noViolationsElement.className = "quarto-axe-no-violations"; - noViolationsElement.innerText = "No axe-core violations found."; - reportElement.appendChild(noViolationsElement); - } - violations.forEach((violation) => { - reportElement.appendChild(this.createViolationElement(violation)); - }); - document.querySelector("main").appendChild(reportElement); - } -} - -const reporters = { - json: QuartoAxeJsonReporter, - console: QuartoAxeConsoleReporter, - document: QuartoAxeDocumentReporter, -}; - -class QuartoAxeChecker { - constructor(opts) { - this.options = opts; - } - async init() { - const axe = (await import("https://cdn.skypack.dev/pin/axe-core@v4.10.3-aVOFXWsJaCpVrtv89pCa/mode=imports,min/optimized/axe-core.js")).default; - const result = await axe.run({ - exclude: [ - // https://github.com/microsoft/tabster/issues/288 - // MS has claimed they won't fix this, so we need to add an exclusion to - // all tabster elements - "[data-tabster-dummy]" - ], - preload: { assets: ['cssom'], 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[...tocEl.querySelectorAll("a[data-scroll-target]")] - : []; - const makeActive = (link) => tocLinks[link].classList.add("active"); - const removeActive = (link) => tocLinks[link].classList.remove("active"); - const removeAllActive = () => - [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); - - // activate the anchor for a section associated with this TOC entry - tocLinks.forEach((link) => { - link.addEventListener("click", () => { - if (link.href.indexOf("#") !== -1) { - const anchor = link.href.split("#")[1]; - const heading = window.document.querySelector( - `[data-anchor-id="${anchor}"]` - ); - if (heading) { - // Add the class - heading.classList.add("reveal-anchorjs-link"); - - // function to show the anchor - const handleMouseout = () => { - heading.classList.remove("reveal-anchorjs-link"); - heading.removeEventListener("mouseout", handleMouseout); - }; - - // add a function to clear the anchor when the user mouses out of it - heading.addEventListener("mouseout", handleMouseout); - } - } - }); - }); - - const sections = tocLinks.map((link) => { - const target = link.getAttribute("data-scroll-target"); - if (target.startsWith("#")) { - return window.document.getElementById(decodeURI(`${target.slice(1)}`)); - } else { - return window.document.querySelector(decodeURI(`${target}`)); - } - }); - - const sectionMargin = 200; - let currentActive = 0; - // track whether we've initialized state the first time - let init = false; - - const updateActiveLink = () => { - // The index from bottom to top (e.g. reversed list) - let sectionIndex = -1; - if ( - window.innerHeight + window.pageYOffset >= - window.document.body.offsetHeight - ) { - // This is the no-scroll case where last section should be the active one - sectionIndex = 0; - } else { - // This finds the last section visible on screen that should be made active - sectionIndex = [...sections].reverse().findIndex((section) => { - if (section) { - return window.pageYOffset >= section.offsetTop - sectionMargin; - } else { - return false; - } - }); - } - if (sectionIndex > -1) { - const current = sections.length - sectionIndex - 1; - if (current !== currentActive) { - removeAllActive(); - currentActive = current; - makeActive(current); - if (init) { - window.dispatchEvent(sectionChanged); - } - init = true; - } - } - }; - - const inHiddenRegion = (top, bottom, hiddenRegions) => { - for (const region of hiddenRegions) { - if (top <= region.bottom && bottom >= region.top) { - return true; - } - } - return false; - }; - - const categorySelector = "header.quarto-title-block .quarto-category"; - const activateCategories = (href) => { - // Find any categories - // Surround them with a link pointing back to: - // #category=Authoring - try { - const categoryEls = window.document.querySelectorAll(categorySelector); - for (const categoryEl of categoryEls) { - const categoryText = categoryEl.textContent; - if (categoryText) { - const link = `${href}#category=${encodeURIComponent(categoryText)}`; - const linkEl = window.document.createElement("a"); - linkEl.setAttribute("href", link); - for (const child of categoryEl.childNodes) { - linkEl.append(child); - } - categoryEl.appendChild(linkEl); - } - } - } catch { - // Ignore errors - } - }; - function hasTitleCategories() { - return window.document.querySelector(categorySelector) !== null; - } - - function offsetRelativeUrl(url) { - const offset = getMeta("quarto:offset"); - return offset ? offset + url : url; - } - - function offsetAbsoluteUrl(url) { - const offset = getMeta("quarto:offset"); - const baseUrl = new URL(offset, window.location); - - const projRelativeUrl = url.replace(baseUrl, ""); - if (projRelativeUrl.startsWith("/")) { - return projRelativeUrl; - } else { - return "/" + projRelativeUrl; - } - } - - // read a meta tag value - function getMeta(metaName) { - const metas = window.document.getElementsByTagName("meta"); - for (let i = 0; i < metas.length; i++) { - if (metas[i].getAttribute("name") === metaName) { - return metas[i].getAttribute("content"); - } - } - return ""; - } - - async function findAndActivateCategories() { - // Categories search with listing only use path without query - const currentPagePath = offsetAbsoluteUrl( - window.location.origin + window.location.pathname - ); - const response = await fetch(offsetRelativeUrl("listings.json")); - if (response.status == 200) { - return response.json().then(function (listingPaths) { - const listingHrefs = []; - for (const listingPath of listingPaths) { - const pathWithoutLeadingSlash = listingPath.listing.substring(1); - for (const item of listingPath.items) { - const encodedItem = encodeURI(item); - if ( - encodedItem === currentPagePath || - encodedItem === currentPagePath + "index.html" - ) { - // Resolve this path against the offset to be sure - // we already are using the correct path to the listing - // (this adjusts the listing urls to be rooted against - // whatever root the page is actually running against) - const relative = offsetRelativeUrl(pathWithoutLeadingSlash); - const baseUrl = window.location; - const resolvedPath = new URL(relative, baseUrl); - listingHrefs.push(resolvedPath.pathname); - break; - } - } - } - - // Look up the tree for a nearby linting and use that if we find one - const nearestListing = findNearestParentListing( - offsetAbsoluteUrl(window.location.pathname), - listingHrefs - ); - if (nearestListing) { - activateCategories(nearestListing); - } else { - // See if the referrer is a listing page for this item - const referredRelativePath = offsetAbsoluteUrl(document.referrer); - const referrerListing = listingHrefs.find((listingHref) => { - const isListingReferrer = - listingHref === referredRelativePath || - listingHref === referredRelativePath + "index.html"; - return isListingReferrer; - }); - - if (referrerListing) { - // Try to use the referrer if possible - activateCategories(referrerListing); - } else if (listingHrefs.length > 0) { - // Otherwise, just fall back to the first listing - activateCategories(listingHrefs[0]); - } - } - }); - } - } - if (hasTitleCategories()) { - findAndActivateCategories(); - } - - const findNearestParentListing = (href, listingHrefs) => { - if (!href || !listingHrefs) { - return undefined; - } - // Look up the tree for a nearby linting and use that if we find one - const relativeParts = href.substring(1).split("/"); - while (relativeParts.length > 0) { - const path = relativeParts.join("/"); - for (const listingHref of listingHrefs) { - if (listingHref.startsWith(path)) { - return listingHref; - } - } - relativeParts.pop(); - } - - return undefined; - }; - - const manageSidebarVisiblity = (el, placeholderDescriptor) => { - let isVisible = true; - let elRect; - - return (hiddenRegions) => { - if (el === null) { - return; - } - - // Find the last element of the TOC - const lastChildEl = el.lastElementChild; - - if (lastChildEl) { - // Converts the sidebar to a menu - const convertToMenu = () => { - for (const child of el.children) { - child.style.opacity = 0; - child.style.overflow = "hidden"; - child.style.pointerEvents = "none"; - } - - nexttick(() => { - const toggleContainer = window.document.createElement("div"); - toggleContainer.style.width = "100%"; - toggleContainer.classList.add("zindex-over-content"); - toggleContainer.classList.add("quarto-sidebar-toggle"); - toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom - toggleContainer.id = placeholderDescriptor.id; - toggleContainer.style.position = "fixed"; - - const toggleIcon = window.document.createElement("i"); - toggleIcon.classList.add("quarto-sidebar-toggle-icon"); - toggleIcon.classList.add("bi"); - toggleIcon.classList.add("bi-caret-down-fill"); - - const toggleTitle = window.document.createElement("div"); - const titleEl = window.document.body.querySelector( - placeholderDescriptor.titleSelector - ); - if (titleEl) { - toggleTitle.append( - titleEl.textContent || titleEl.innerText, - toggleIcon - ); - } - toggleTitle.classList.add("zindex-over-content"); - toggleTitle.classList.add("quarto-sidebar-toggle-title"); - toggleContainer.append(toggleTitle); - - const toggleContents = window.document.createElement("div"); - toggleContents.classList = el.classList; - toggleContents.classList.add("zindex-over-content"); - toggleContents.classList.add("quarto-sidebar-toggle-contents"); - for (const child of el.children) { - if (child.id === "toc-title") { - continue; - } - - const clone = child.cloneNode(true); - clone.style.opacity = 1; - clone.style.pointerEvents = null; - clone.style.display = null; - toggleContents.append(clone); - } - toggleContents.style.height = "0px"; - const positionToggle = () => { - // position the element (top left of parent, same width as parent) - if (!elRect) { - elRect = el.getBoundingClientRect(); - } - toggleContainer.style.left = `${elRect.left}px`; - toggleContainer.style.top = `${elRect.top}px`; - toggleContainer.style.width = `${elRect.width}px`; - }; - positionToggle(); - - toggleContainer.append(toggleContents); - el.parentElement.prepend(toggleContainer); - - // Process clicks - let tocShowing = false; - // Allow the caller to control whether this is dismissed - // when it is clicked (e.g. sidebar navigation supports - // opening and closing the nav tree, so don't dismiss on click) - const clickEl = placeholderDescriptor.dismissOnClick - ? toggleContainer - : toggleTitle; - - const closeToggle = () => { - if (tocShowing) { - toggleContainer.classList.remove("expanded"); - toggleContents.style.height = "0px"; - tocShowing = false; - } - }; - - // Get rid of any expanded toggle if the user scrolls - window.document.addEventListener( - "scroll", - throttle(() => { - closeToggle(); - }, 50) - ); - - // Handle positioning of the toggle - window.addEventListener( - "resize", - throttle(() => { - elRect = undefined; - positionToggle(); - }, 50) - ); - - window.addEventListener("quarto-hrChanged", () => { - elRect = undefined; - }); - - // Process the click - clickEl.onclick = () => { - if (!tocShowing) { - toggleContainer.classList.add("expanded"); - toggleContents.style.height = null; - tocShowing = true; - } else { - closeToggle(); - } - }; - }); - }; - - // Converts a sidebar from a menu back to a sidebar - const convertToSidebar = () => { - for (const child of el.children) { - child.style.opacity = 1; - child.style.overflow = null; - child.style.pointerEvents = null; - } - - const placeholderEl = window.document.getElementById( - placeholderDescriptor.id - ); - if (placeholderEl) { - placeholderEl.remove(); - } - - el.classList.remove("rollup"); - }; - - if (isReaderMode()) { - convertToMenu(); - isVisible = false; - } else { - // Find the top and bottom o the element that is being managed - const elTop = el.offsetTop; - const elBottom = - elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; - - if (!isVisible) { - // If the element is current not visible reveal if there are - // no conflicts with overlay regions - if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { - convertToSidebar(); - isVisible = true; - } - } else { - // If the element is visible, hide it if it conflicts with overlay regions - // and insert a placeholder toggle (or if we're in reader mode) - if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { - convertToMenu(); - isVisible = false; - } - } - } - } - }; - }; - - const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]'); - for (const tabEl of tabEls) { - const id = tabEl.getAttribute("data-bs-target"); - if (id) { - const columnEl = document.querySelector( - `${id} .column-margin, .tabset-margin-content` - ); - if (columnEl) - tabEl.addEventListener("shown.bs.tab", function (event) { - const el = event.srcElement; - if (el) { - const visibleCls = `${el.id}-margin-content`; - // walk up until we find a parent tabset - let panelTabsetEl = el.parentElement; - while (panelTabsetEl) { - if (panelTabsetEl.classList.contains("panel-tabset")) { - break; - } - panelTabsetEl = panelTabsetEl.parentElement; - } - - if (panelTabsetEl) { - const prevSib = panelTabsetEl.previousElementSibling; - if ( - prevSib && - prevSib.classList.contains("tabset-margin-container") - ) { - const childNodes = prevSib.querySelectorAll( - ".tabset-margin-content" - ); - for (const childEl of childNodes) { - if (childEl.classList.contains(visibleCls)) { - childEl.classList.remove("collapse"); - } else { - childEl.classList.add("collapse"); - } - } - } - } - } - - layoutMarginEls(); - }); - } - } - - // Manage the visibility of the toc and the sidebar - const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { - id: "quarto-toc-toggle", - titleSelector: "#toc-title", - dismissOnClick: true, - }); - const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { - id: "quarto-sidebarnav-toggle", - titleSelector: ".title", - dismissOnClick: false, - }); - let tocLeftScrollVisibility; - if (leftTocEl) { - tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { - id: "quarto-lefttoc-toggle", - titleSelector: "#toc-title", - dismissOnClick: true, - }); - } - - // Find the first element that uses formatting in special columns - const conflictingEls = window.document.body.querySelectorAll( - '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' - ); - - // Filter all the possibly conflicting elements into ones - // the do conflict on the left or ride side - const arrConflictingEls = Array.from(conflictingEls); - const leftSideConflictEls = arrConflictingEls.filter((el) => { - if (el.tagName === "ASIDE") { - return false; - } - return Array.from(el.classList).find((className) => { - return ( - className !== "column-body" && - className.startsWith("column-") && - !className.endsWith("right") && - !className.endsWith("container") && - className !== "column-margin" - ); - }); - }); - const rightSideConflictEls = arrConflictingEls.filter((el) => { - if (el.tagName === "ASIDE") { - return true; - } - - const hasMarginCaption = Array.from(el.classList).find((className) => { - return className == "margin-caption"; - }); - if (hasMarginCaption) { - return true; - } - - return Array.from(el.classList).find((className) => { - return ( - className !== "column-body" && - !className.endsWith("container") && - className.startsWith("column-") && - !className.endsWith("left") - ); - }); - }); - - const kOverlapPaddingSize = 10; - function toRegions(els) { - return els.map((el) => { - const boundRect = el.getBoundingClientRect(); - const top = - boundRect.top + - document.documentElement.scrollTop - - kOverlapPaddingSize; - return { - top, - bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, - }; - }); - } - - let hasObserved = false; - const visibleItemObserver = (els) => { - let visibleElements = [...els]; - const intersectionObserver = new IntersectionObserver( - (entries, _observer) => { - entries.forEach((entry) => { - if (entry.isIntersecting) { - if (visibleElements.indexOf(entry.target) === -1) { - visibleElements.push(entry.target); - } - } else { - visibleElements = visibleElements.filter((visibleEntry) => { - return visibleEntry !== entry; - }); - } - }); - - if (!hasObserved) { - hideOverlappedSidebars(); - } - hasObserved = true; - }, - {} - ); - els.forEach((el) => { - intersectionObserver.observe(el); - }); - - return { - getVisibleEntries: () => { - return visibleElements; - }, - }; - }; - - const rightElementObserver = visibleItemObserver(rightSideConflictEls); - const leftElementObserver = visibleItemObserver(leftSideConflictEls); - - const hideOverlappedSidebars = () => { - marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries())); - sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries())); - if (tocLeftScrollVisibility) { - tocLeftScrollVisibility( - toRegions(leftElementObserver.getVisibleEntries()) - ); - } - }; - - window.quartoToggleReader = () => { - // Applies a slow class (or removes it) - // to update the transition speed - const slowTransition = (slow) => { - const manageTransition = (id, slow) => { - const el = document.getElementById(id); - if (el) { - if (slow) { - el.classList.add("slow"); - } else { - el.classList.remove("slow"); - } - } - }; - - manageTransition("TOC", slow); - manageTransition("quarto-sidebar", slow); - }; - const readerMode = !isReaderMode(); - setReaderModeValue(readerMode); - - // If we're entering reader mode, slow the transition - if (readerMode) { - slowTransition(readerMode); - } - highlightReaderToggle(readerMode); - hideOverlappedSidebars(); - - // If we're exiting reader mode, restore the non-slow transition - if (!readerMode) { - slowTransition(!readerMode); - } - }; - - const highlightReaderToggle = (readerMode) => { - const els = document.querySelectorAll(".quarto-reader-toggle"); - if (els) { - els.forEach((el) => { - if (readerMode) { - el.classList.add("reader"); - } else { - el.classList.remove("reader"); - } - }); - } - }; - - const setReaderModeValue = (val) => { - if (window.location.protocol !== "file:") { - window.localStorage.setItem("quarto-reader-mode", val); - } else { - localReaderMode = val; - } - }; - - const isReaderMode = () => { - if (window.location.protocol !== "file:") { - return window.localStorage.getItem("quarto-reader-mode") === "true"; - } else { - return localReaderMode; - } - }; - let localReaderMode = null; - - const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded"); - const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1; - - // Walk the TOC and collapse/expand nodes - // Nodes are expanded if: - // - they are top level - // - they have children that are 'active' links - // - they are directly below an link that is 'active' - const walk = (el, depth) => { - // Tick depth when we enter a UL - if (el.tagName === "UL") { - depth = depth + 1; - } - - // It this is active link - let isActiveNode = false; - if (el.tagName === "A" && el.classList.contains("active")) { - isActiveNode = true; - } - - // See if there is an active child to this element - let hasActiveChild = false; - for (const child of el.children) { - hasActiveChild = walk(child, depth) || hasActiveChild; - } - - // Process the collapse state if this is an UL - if (el.tagName === "UL") { - if (tocOpenDepth === -1 && depth > 1) { - // toc-expand: false - el.classList.add("collapse"); - } else if ( - depth <= tocOpenDepth || - hasActiveChild || - prevSiblingIsActiveLink(el) - ) { - el.classList.remove("collapse"); - } else { - el.classList.add("collapse"); - } - - // untick depth when we leave a UL - depth = depth - 1; - } - return hasActiveChild || isActiveNode; - }; - - // walk the TOC and expand / collapse any items that should be shown - if (tocEl) { - updateActiveLink(); - walk(tocEl, 0); - } - - // Throttle the scroll event and walk peridiocally - window.document.addEventListener( - "scroll", - throttle(() => { - if (tocEl) { - updateActiveLink(); - walk(tocEl, 0); - } - if (!isReaderMode()) { - hideOverlappedSidebars(); - } - }, 5) - ); - window.addEventListener( - "resize", - throttle(() => { - if (tocEl) { - updateActiveLink(); - walk(tocEl, 0); - } - if (!isReaderMode()) { - hideOverlappedSidebars(); - } - }, 10) - ); - hideOverlappedSidebars(); - highlightReaderToggle(isReaderMode()); -}); - -tabsets.init(); -axe.init(); - -function throttle(func, wait) { - let waiting = false; - return function () { - if (!waiting) { - func.apply(this, arguments); - waiting = true; - setTimeout(function () { - waiting = false; - }, wait); - } - }; -} - -function nexttick(func) { - return setTimeout(func, 0); -} diff --git a/02_activities/assignments/assignment_1_files/libs/quarto-html/tabsets/tabsets.js b/02_activities/assignments/assignment_1_files/libs/quarto-html/tabsets/tabsets.js deleted file mode 100644 index 51345d0..0000000 --- a/02_activities/assignments/assignment_1_files/libs/quarto-html/tabsets/tabsets.js +++ /dev/null @@ -1,95 +0,0 @@ -// grouped tabsets - -export function init() { - window.addEventListener("pageshow", (_event) => { - function getTabSettings() { - const data = localStorage.getItem("quarto-persistent-tabsets-data"); - if (!data) { - localStorage.setItem("quarto-persistent-tabsets-data", "{}"); - return {}; - } - if (data) { - return JSON.parse(data); - } - } - - function setTabSettings(data) { - localStorage.setItem( - "quarto-persistent-tabsets-data", - JSON.stringify(data) - ); - } - - function setTabState(groupName, groupValue) { - const data = getTabSettings(); - data[groupName] = groupValue; - setTabSettings(data); - } - - function toggleTab(tab, active) { - const tabPanelId = tab.getAttribute("aria-controls"); - const tabPanel = document.getElementById(tabPanelId); - if (active) { - tab.classList.add("active"); - tabPanel.classList.add("active"); - } else { - tab.classList.remove("active"); - tabPanel.classList.remove("active"); - } - } - - function toggleAll(selectedGroup, selectorsToSync) { - for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { - const active = selectedGroup === thisGroup; - for (const tab of tabs) { - toggleTab(tab, active); - } - } - } - - function findSelectorsToSyncByLanguage() { - const result = {}; - const tabs = Array.from( - document.querySelectorAll(`div[data-group] a[id^='tabset-']`) - ); - for (const item of tabs) { - const div = item.parentElement.parentElement.parentElement; - const group = div.getAttribute("data-group"); - if (!result[group]) { - result[group] = {}; - } - const selectorsToSync = result[group]; - const value = item.innerHTML; - if (!selectorsToSync[value]) { - selectorsToSync[value] = []; - } - selectorsToSync[value].push(item); - } - return result; - } - - function setupSelectorSync() { - const selectorsToSync = findSelectorsToSyncByLanguage(); - Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { - Object.entries(tabSetsByValue).forEach(([value, items]) => { - items.forEach((item) => { - item.addEventListener("click", (_event) => { - setTabState(group, value); - toggleAll(value, selectorsToSync[group]); - }); - }); - }); - }); - return selectorsToSync; - } - - const selectorsToSync = setupSelectorSync(); - for (const [group, selectedName] of Object.entries(getTabSettings())) { - const selectors = selectorsToSync[group]; - // it's possible that stale state gives us empty selections, so we explicitly check here. - if (selectors) { - toggleAll(selectedName, selectors); - } - } - }); -} diff --git a/02_activities/assignments/assignment_1_files/libs/quarto-html/tippy.css b/02_activities/assignments/assignment_1_files/libs/quarto-html/tippy.css deleted file mode 100644 index e6ae635..0000000 --- a/02_activities/assignments/assignment_1_files/libs/quarto-html/tippy.css +++ /dev/null @@ -1 +0,0 @@ -.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 10px)}.tippy-box{position:relative;background-color:#333;color:#fff;border-radius:4px;font-size:14px;line-height:1.4;white-space:normal;outline:0;transition-property:transform,visibility,opacity}.tippy-box[data-placement^=top]>.tippy-arrow{bottom:0}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-7px;left:0;border-width:8px 8px 0;border-top-color:initial;transform-origin:center top}.tippy-box[data-placement^=bottom]>.tippy-arrow{top:0}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-7px;left:0;border-width:0 8px 8px;border-bottom-color:initial;transform-origin:center 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b/02_activities/assignments/assignment_2.html index 4a4768b..19409b7 100644 --- a/02_activities/assignments/assignment_2.html +++ b/02_activities/assignments/assignment_2.html @@ -199,7 +199,7 @@

              Question 2: --mind 0.1 --out ./02_activities/data/gwa.qc.A2 -Start time: Tue Mar 31 13:36:20 2026 +Start time: Mon Mar 30 12:43:37 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -220,7 +220,7 @@

              Question 2: Writing ./02_activities/data/gwa.qc.A2.fam ... done. Writing ./02_activities/data/gwa.qc.A2.bim ... done. Writing ./02_activities/data/gwa.qc.A2.bed ... 0%21%43%65%87%done. -End time: Tue Mar 31 13:36:21 2026 +End time: Mon Mar 30 12:43:38 2026

            @@ -245,7 +245,7 @@

            Question 3: Related --indep-pairwise 500 50 0.05 --out ./02_activities/data/gwa.qc.A2_pruned -Start time: Tue Mar 31 13:36:21 2026 +Start time: Mon Mar 30 12:43:38 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -257,7 +257,7 @@

            Question 3: Related Writing... Variant lists written to ./02_activities/data/gwa.qc.A2_pruned.prune.in and ./02_activities/data/gwa.qc.A2_pruned.prune.out . -End time: Tue Mar 31 13:36:21 2026 +End time: Mon Mar 30 12:43:38 2026 PLINK v2.00a5.12 M1 (25 Jun 2024) www.cog-genomics.org/plink/2.0/ (C) 2005-2024 Shaun Purcell, Christopher Chang GNU General Public License v3 Logging to ./02_activities/data/gwa.qc.A2_pruned.log. @@ -267,7 +267,7 @@

            Question 3: Related --make-bed --out ./02_activities/data/gwa.qc.A2_pruned -Start time: Tue Mar 31 13:36:21 2026 +Start time: Mon Mar 30 12:43:38 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -279,7 +279,7 @@

            Question 3: Related Writing ./02_activities/data/gwa.qc.A2_pruned.fam ... done. Writing ./02_activities/data/gwa.qc.A2_pruned.bim ... done. Writing ./02_activities/data/gwa.qc.A2_pruned.bed ... 0%61%done. -End time: Tue Mar 31 13:36:21 2026 +End time: Mon Mar 30 12:43:38 2026
              @@ -297,7 +297,7 @@

              Question 3: Related --king-cutoff 0.0884 --out ./02_activities/data/gwa.A2_king -Start time: Tue Mar 31 13:36:21 2026 +Start time: Mon Mar 30 12:43:38 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -327,7 +327,7 @@

              Question 3: Related --king-cutoff: Excluded sample IDs written to ./02_activities/data/gwa.A2_king.king.cutoff.out.id , and 4000 remaining sample IDs written to ./02_activities/data/gwa.A2_king.king.cutoff.in.id . -End time: Tue Mar 31 13:36:22 2026 +End time: Mon Mar 30 12:43:39 2026
                @@ -345,7 +345,7 @@

                Question 3: Related --make-bed --out ./02_activities/data/gwa.qc_unrelated.A2 -Start time: Tue Mar 31 13:36:22 2026 +Start time: Mon Mar 30 12:43:39 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -359,7 +359,7 @@

                Question 3: Related Writing ./02_activities/data/gwa.qc_unrelated.A2.fam ... done. Writing ./02_activities/data/gwa.qc_unrelated.A2.bim ... done. Writing ./02_activities/data/gwa.qc_unrelated.A2.bed ... 0%64%done. -End time: Tue Mar 31 13:36:22 2026 +End time: Mon Mar 30 12:43:39 2026 @@ -383,7 +383,7 @@

                Question 5: GWAS --glm --out ./02_activities/data/gwa.qc_assoc.A2 -Start time: Tue Mar 31 13:36:27 2026 +Start time: Mon Mar 30 12:43:44 2026 16384 MiB RAM detected; reserving 8192 MiB for main workspace. Using up to 10 threads (change this with --threads). 4000 samples (2000 females, 2000 males; 4000 founders) loaded from @@ -461,7 +461,7 @@

                Question 5: GWAS --adjust: Genomic inflation est. lambda (based on median chisq) = 1.01779. --adjust values (101083 tests) written to ./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear.adjusted . -End time: Tue Mar 31 13:36:28 2026 +End time: Mon Mar 30 12:43:45 2026
                  @@ -505,35 +505,37 @@

                  Question 5: GWAS # In PLINK2 output they are #CHROM, POS, ID, and P. setnames(assoc_addA2, c("#CHROM","POS","ID"), c("CHR","BP","SNP")) -png("./02_activities/assignments/manhattan_plot.png", width = 1200, height = 800, res = 150) -# Manhattan plot -manhattan(assoc_addA2, - chr = "CHR", - bp = "BP", - snp = "SNP", - p = "P", - xlab = "Chromosome", - ylab = "-log10(P)", - suggestiveline = FALSE, - cex.axis = 1.5, - col = c("lightblue", "lightslateblue")) -dev.off() -
                  -
                  quartz_off_screen 
-                2
                  +# Manhattan plot +manhattan(assoc_addA2, + chr = "CHR", + bp = "BP", + snp = "SNP", + p = "P", + xlab = "", + ylab = "", + suggestiveline = FALSE, + cex.axis = 1.5, + col = c("lightblue", "lightslateblue"))
                  +
                  +
                  +
                  +

                  +
                  +
                  1. Create a QQ plot of the GWAS p-values.
                  -
                  # Q-Q plot
-png("./02_activities/assignments/QQ_plot.png", width = 1200, height = 800, res = 150)
-qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values")
-dev.off()
                  -
                  -
                  quartz_off_screen 
-                2
                  +
                  # Q-Q plot
+qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values")
                  +
                  +
                  +
                  +

                  +
                  +
                  diff --git a/02_activities/assignments/assignment_2.qmd b/02_activities/assignments/assignment_2.qmd index 921341a..64d195d 100644 --- a/02_activities/assignments/assignment_2.qmd +++ b/02_activities/assignments/assignment_2.qmd @@ -142,29 +142,24 @@ assoc_addA2 <- assocA2[TEST == "ADD"] # In PLINK2 output they are #CHROM, POS, ID, and P. setnames(assoc_addA2, c("#CHROM","POS","ID"), c("CHR","BP","SNP")) -png("./02_activities/assignments/manhattan_plot.png", width = 1200, height = 800, res = 150) # Manhattan plot manhattan(assoc_addA2, chr = "CHR", bp = "BP", snp = "SNP", p = "P", - xlab = "Chromosome", - ylab = "-log10(P)", + xlab = "", + ylab = "", suggestiveline = FALSE, cex.axis = 1.5, col = c("lightblue", "lightslateblue")) -dev.off() - ``` (iii) Create a QQ plot of the GWAS p-values. ```{r} # Q-Q plot -png("./02_activities/assignments/QQ_plot.png", width = 1200, height = 800, res = 150) qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values") -dev.off() ``` ### 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#dee2e6;--bs-dropdown-link-hover-color: #ffffff;--bs-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--bs-dropdown-link-hover-bg: rgba(255, 255, 255, 0.15);--bs-dropdown-link-active-color: #ffffff;--bs-dropdown-link-active-bg: #0d6efd;--bs-dropdown-link-disabled-color: #adb5bd;--bs-dropdown-header-color: #adb5bd}.btn-group,.btn-group-vertical{position:relative;display:inline-flex;vertical-align:middle}.btn-group>.btn,.btn-group-vertical>.btn{position:relative;flex:1 1 auto;-webkit-flex:1 1 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1rem;--bs-nav-link-padding-y: 0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: #0d6efd;--bs-nav-link-hover-color: rgb(10.4, 88, 202.4);--bs-nav-link-disabled-color: rgba(33, 37, 41, 0.75);display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding-left:0;margin-bottom:0;list-style:none}.nav-link{display:block;padding:var(--bs-nav-link-padding-y) var(--bs-nav-link-padding-x);font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);color:var(--bs-nav-link-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background:none;border:0;transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out}@media(prefers-reduced-motion: reduce){.nav-link{transition:none}}.nav-link:hover,.nav-link:focus{color:var(--bs-nav-link-hover-color)}.nav-link:focus-visible{outline:0;box-shadow:0 0 0 .25rem 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1rem;--bs-navbar-brand-font-size: 1.25rem;--bs-navbar-brand-color: rgb(253.26, 253.63, 253.98);--bs-navbar-brand-hover-color: rgb(252.58, 253.55, 254.98);--bs-navbar-nav-link-padding-x: 0.5rem;--bs-navbar-toggler-padding-y: 0.25;--bs-navbar-toggler-padding-x: 0;--bs-navbar-toggler-font-size: 1.25rem;--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgb%28253.26, 253.63, 253.98%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e");--bs-navbar-toggler-border-color: rgba(253.26, 253.63, 253.98, 0);--bs-navbar-toggler-border-radius: 0.375rem;--bs-navbar-toggler-focus-width: 0.25rem;--bs-navbar-toggler-transition: box-shadow 0.15s 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.offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: rgb(253.26, 253.63, 253.98);--bs-navbar-hover-color: rgba(252.58, 253.55, 254.98, 0.8);--bs-navbar-disabled-color: rgba(253.26, 253.63, 253.98, 0.75);--bs-navbar-active-color: rgb(252.58, 253.55, 254.98);--bs-navbar-brand-color: rgb(253.26, 253.63, 253.98);--bs-navbar-brand-hover-color: rgb(252.58, 253.55, 254.98);--bs-navbar-toggler-border-color: rgba(253.26, 253.63, 253.98, 0);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgb%28253.26, 253.63, 253.98%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgb%28253.26, 253.63, 253.98%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: 1px;--bs-card-border-color: rgba(0, 0, 0, 0.175);--bs-card-border-radius: 0.375rem;--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(0.375rem - 1px);--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(33, 37, 41, 0.03);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: #ffffff;--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;-webkit-flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius)}.card-header-tabs{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-bottom:calc(-1*var(--bs-card-cap-padding-y));margin-left:calc(-0.5*var(--bs-card-cap-padding-x));border-bottom:0}.card-header-tabs .nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;display:-webkit-flex;flex-flow:row wrap;-webkit-flex-flow:row wrap}.card-group>.card{flex:1 0 0%;-webkit-flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: #212529;--bs-accordion-bg: #ffffff;--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: rgb(221.7, 222.3, 222.9);--bs-accordion-border-width: 1px;--bs-accordion-border-radius: 0.375rem;--bs-accordion-inner-border-radius: calc(0.375rem - 1px);--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: #212529;--bs-accordion-btn-bg: #ffffff;--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23212529'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='rgb%285.2, 44, 101.2%29'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 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reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='rgb%28109.8, 168, 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var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #0d6efd;--bs-pagination-bg: #ffffff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: rgb(221.7, 222.3, 222.9);--bs-pagination-border-radius: 0.375rem;--bs-pagination-hover-color: rgb(10.4, 88, 202.4);--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: rgb(221.7, 222.3, 222.9);--bs-pagination-focus-color: rgb(10.4, 88, 202.4);--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #ffffff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: rgba(33, 37, 41, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: rgb(221.7, 222.3, 222.9);display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px*-1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.25rem}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #ffffff;--bs-badge-border-radius: 0.375rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.375rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.375rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #ffffff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #212529;--bs-list-group-bg: #ffffff;--bs-list-group-border-color: rgb(221.7, 222.3, 222.9);--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.375rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(33, 37, 41, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #212529;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(33, 37, 41, 0.75);--bs-list-group-disabled-bg: #ffffff;--bs-list-group-active-color: #ffffff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255, 255, 255, 0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: rgba(0, 0, 0, 0.175);--bs-toast-border-radius: 0.375rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: rgba(33, 37, 41, 0.75);--bs-toast-header-bg: rgba(255, 255, 255, 0.85);--bs-toast-header-border-color: rgba(0, 0, 0, 0.175);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;width:-webkit-max-content;width:-moz-max-content;width:-ms-max-content;width:-o-max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: #ffffff;--bs-modal-border-color: rgba(0, 0, 0, 0.175);--bs-modal-border-width: 1px;--bs-modal-border-radius: 0.5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-modal-inner-border-radius: calc(0.5rem - 1px);--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: rgb(221.7, 222.3, 222.9);--bs-modal-header-border-width: 1px;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: rgb(221.7, 222.3, 222.9);--bs-modal-footer-border-width: 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.modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-sm-down .modal-header,.modal-fullscreen-sm-down .modal-footer{border-radius:0}.modal-fullscreen-sm-down .modal-body{overflow-y:auto}}@media(max-width: 767.98px){.modal-fullscreen-md-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-md-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-md-down .modal-header,.modal-fullscreen-md-down .modal-footer{border-radius:0}.modal-fullscreen-md-down .modal-body{overflow-y:auto}}@media(max-width: 991.98px){.modal-fullscreen-lg-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-lg-down .modal-content{height:100%;border:0;border-radius:0}.modal-fullscreen-lg-down .modal-header,.modal-fullscreen-lg-down .modal-footer{border-radius:0}.modal-fullscreen-lg-down .modal-body{overflow-y:auto}}@media(max-width: 1199.98px){.modal-fullscreen-xl-down{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen-xl-down 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auto);grid-template-areas:"top" "bottom";overflow:hidden}.bslib-value-box.showcase-bottom .value-box-grid .value-box-showcase{grid-area:bottom;padding:0;margin:0}.bslib-value-box.showcase-bottom .value-box-grid .value-box-area{grid-area:top}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid{grid-template-rows:1fr var(---bslib-value-box-showcase-h-fs, 2fr)}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid .value-box-showcase{padding:1rem}[data-bs-theme=dark] .bslib-value-box{--bslib-value-box-shadow: 0 0.5rem 1rem rgb(0 0 0 / 50%)}@media(min-width: 576px){.nav:not(.nav-hidden){display:flex !important;display:-webkit-flex !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column){float:none !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column)>.bslib-nav-spacer{margin-left:auto 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rgba(0,0,0,.15);margin:.2rem .4rem;padding:.55rem !important;font-size:.8rem;cursor:pointer;opacity:.7;z-index:1070}.bslib-full-screen-enter:hover{opacity:1}.card[data-full-screen=false]:hover>*>.bslib-full-screen-enter{display:block}.bslib-has-full-screen .card:hover>*>.bslib-full-screen-enter{display:none}@media(max-width: 575.98px){.bslib-full-screen-enter{display:none !important}}.bslib-full-screen-exit{position:relative;top:1.35rem;font-size:.9rem;cursor:pointer;text-decoration:none;display:flex;float:right;margin-right:2.15rem;align-items:center;color:rgba(var(--bs-body-bg-rgb), 0.8)}.bslib-full-screen-exit:hover{color:rgba(var(--bs-body-bg-rgb), 1)}.bslib-full-screen-exit svg{margin-left:.5rem;font-size:1.5rem}#bslib-full-screen-overlay{position:fixed;inset:0;background-color:rgba(var(--bs-body-color-rgb), 0.6);backdrop-filter:blur(2px);-webkit-backdrop-filter:blur(2px);z-index:1069;animation:bslib-full-screen-overlay-enter 400ms cubic-bezier(0.6, 0.02, 0.65, 1) 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992px){.bslib-grid.grid.bslib-grid--row-heights--lg{--bslib-grid--row-heights: var(--bslib-grid--row-heights--lg)}}@media(min-width: 1200px){.bslib-grid.grid.bslib-grid--row-heights--xl{--bslib-grid--row-heights: var(--bslib-grid--row-heights--xl)}}@media(min-width: 1400px){.bslib-grid.grid.bslib-grid--row-heights--xxl{--bslib-grid--row-heights: var(--bslib-grid--row-heights--xxl)}}.bslib-grid>*>.shiny-input-container{width:100%}.bslib-grid-item{grid-column:auto/span 1}@media(max-width: 767.98px){.bslib-grid-item{grid-column:1/-1}}@media(max-width: 575.98px){.bslib-grid{grid-template-columns:1fr !important;height:var(--bslib-grid-height-mobile)}.bslib-grid.grid{height:unset !important;grid-auto-rows:var(--bslib-grid--row-heights--xs, auto)}}.accordion .accordion-header{font-size:calc(1.29rem + 0.48vw);margin-top:0;margin-bottom:.5rem;font-weight:500;line-height:1.2;color:var(--bs-heading-color);margin-bottom:0}@media(min-width: 1200px){.accordion .accordion-header{font-size:1.65rem}}.accordion .accordion-icon:not(:empty){margin-right:.75rem;display:flex}.accordion .accordion-button:not(.collapsed){box-shadow:none}.accordion 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143.4);--quarto-scss-export-red-400: rgb(227, 93.4, 106.2);--quarto-scss-export-red-500: #dc3545;--quarto-scss-export-red-600: rgb(176, 42.4, 55.2);--quarto-scss-export-red-700: rgb(132, 31.8, 41.4);--quarto-scss-export-red-800: rgb(88, 21.2, 27.6);--quarto-scss-export-red-900: rgb(44, 10.6, 13.8);--quarto-scss-export-orange-100: rgb(254.6, 229.2, 208);--quarto-scss-export-orange-200: rgb(254.2, 203.4, 161);--quarto-scss-export-orange-300: rgb(253.8, 177.6, 114);--quarto-scss-export-orange-400: rgb(253.4, 151.8, 67);--quarto-scss-export-orange-500: #fd7e14;--quarto-scss-export-orange-600: rgb(202.4, 100.8, 16);--quarto-scss-export-orange-700: rgb(151.8, 75.6, 12);--quarto-scss-export-orange-800: rgb(101.2, 50.4, 8);--quarto-scss-export-orange-900: rgb(50.6, 25.2, 4);--quarto-scss-export-yellow-100: rgb(255, 242.6, 205.4);--quarto-scss-export-yellow-200: rgb(255, 230.2, 155.8);--quarto-scss-export-yellow-300: rgb(255, 217.8, 106.2);--quarto-scss-export-yellow-400: rgb(255, 205.4, 56.6);--quarto-scss-export-yellow-500: #ffc107;--quarto-scss-export-yellow-600: rgb(204, 154.4, 5.6);--quarto-scss-export-yellow-700: rgb(153, 115.8, 4.2);--quarto-scss-export-yellow-800: rgb(102, 77.2, 2.8);--quarto-scss-export-yellow-900: rgb(51, 38.6, 1.4);--quarto-scss-export-green-100: rgb(209, 231, 220.8);--quarto-scss-export-green-200: rgb(163, 207, 186.6);--quarto-scss-export-green-300: rgb(117, 183, 152.4);--quarto-scss-export-green-400: rgb(71, 159, 118.2);--quarto-scss-export-green-500: #198754;--quarto-scss-export-green-600: rgb(20, 108, 67.2);--quarto-scss-export-green-700: rgb(15, 81, 50.4);--quarto-scss-export-green-800: rgb(10, 54, 33.6);--quarto-scss-export-green-900: rgb(5, 27, 16.8);--quarto-scss-export-teal-100: rgb(210.4, 244.2, 234.2);--quarto-scss-export-teal-200: rgb(165.8, 233.4, 213.4);--quarto-scss-export-teal-300: rgb(121.2, 222.6, 192.6);--quarto-scss-export-teal-400: rgb(76.6, 211.8, 171.8);--quarto-scss-export-teal-500: #20c997;--quarto-scss-export-teal-600: rgb(25.6, 160.8, 120.8);--quarto-scss-export-teal-700: rgb(19.2, 120.6, 90.6);--quarto-scss-export-teal-800: rgb(12.8, 80.4, 60.4);--quarto-scss-export-teal-900: rgb(6.4, 40.2, 30.2);--quarto-scss-export-cyan-100: rgb(206.6, 244.4, 252);--quarto-scss-export-cyan-200: rgb(158.2, 233.8, 249);--quarto-scss-export-cyan-300: rgb(109.8, 223.2, 246);--quarto-scss-export-cyan-400: rgb(61.4, 212.6, 243);--quarto-scss-export-cyan-500: #0dcaf0;--quarto-scss-export-cyan-600: rgb(10.4, 161.6, 192);--quarto-scss-export-cyan-700: rgb(7.8, 121.2, 144);--quarto-scss-export-cyan-800: rgb(5.2, 80.8, 96);--quarto-scss-export-cyan-900: rgb(2.6, 40.4, 48);--quarto-scss-export-default: #dee2e6;--quarto-scss-export-secondary: #6c757d;--quarto-scss-export-success: #198754;--quarto-scss-export-info: #0dcaf0;--quarto-scss-export-warning: #ffc107;--quarto-scss-export-danger: #dc3545;--quarto-scss-export-light: #f8f9fa;--quarto-scss-export-dark: #212529;--quarto-scss-export-primary-text-emphasis: rgb(5.2, 44, 101.2);--quarto-scss-export-secondary-text-emphasis: rgb(43.2, 46.8, 50);--quarto-scss-export-success-text-emphasis: rgb(10, 54, 33.6);--quarto-scss-export-info-text-emphasis: rgb(5.2, 80.8, 96);--quarto-scss-export-warning-text-emphasis: rgb(102, 77.2, 2.8);--quarto-scss-export-danger-text-emphasis: rgb(88, 21.2, 27.6);--quarto-scss-export-light-text-emphasis: #495057;--quarto-scss-export-dark-text-emphasis: #495057;--quarto-scss-export-primary-bg-subtle: rgb(206.6, 226, 254.6);--quarto-scss-export-secondary-bg-subtle: rgb(225.6, 227.4, 229);--quarto-scss-export-success-bg-subtle: rgb(209, 231, 220.8);--quarto-scss-export-info-bg-subtle: rgb(206.6, 244.4, 252);--quarto-scss-export-warning-bg-subtle: rgb(255, 242.6, 205.4);--quarto-scss-export-danger-bg-subtle: rgb(248, 214.6, 217.8);--quarto-scss-export-light-bg-subtle: rgb(251.5, 252, 252.5);--quarto-scss-export-dark-bg-subtle: #ced4da;--quarto-scss-export-primary-border-subtle: rgb(158.2, 197, 254.2);--quarto-scss-export-secondary-border-subtle: rgb(196.2, 199.8, 203);--quarto-scss-export-success-border-subtle: rgb(163, 207, 186.6);--quarto-scss-export-info-border-subtle: rgb(158.2, 233.8, 249);--quarto-scss-export-warning-border-subtle: rgb(255, 230.2, 155.8);--quarto-scss-export-danger-border-subtle: rgb(241, 174.2, 180.6);--quarto-scss-export-light-border-subtle: #e9ecef;--quarto-scss-export-dark-border-subtle: #adb5bd;--quarto-scss-export-body-text-align: ;--quarto-scss-export-body-color: #212529;--quarto-scss-export-body-bg: #ffffff;--quarto-scss-export-body-secondary-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-body-secondary-bg: #e9ecef;--quarto-scss-export-body-tertiary-color: rgba(33, 37, 41, 0.5);--quarto-scss-export-body-tertiary-bg: #f8f9fa;--quarto-scss-export-body-emphasis-color: #000;--quarto-scss-export-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-link-hover-decoration: ;--quarto-scss-export-border-color-translucent: rgba(0, 0, 0, 0.175);--quarto-scss-export-component-active-bg: #0d6efd;--quarto-scss-export-component-active-color: #ffffff;--quarto-scss-export-focus-ring-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-headings-font-family: ;--quarto-scss-export-headings-font-style: ;--quarto-scss-export-display-font-family: ;--quarto-scss-export-display-font-style: ;--quarto-scss-export-text-muted: rgba(33, 37, 41, 0.75);--quarto-scss-export-blockquote-footer-color: #6c757d;--quarto-scss-export-blockquote-border-color: #e9ecef;--quarto-scss-export-hr-bg-color: ;--quarto-scss-export-hr-height: ;--quarto-scss-export-hr-border-color: ;--quarto-scss-export-legend-font-weight: ;--quarto-scss-export-mark-bg: rgb(255, 242.6, 205.4);--quarto-scss-export-table-color: #212529;--quarto-scss-export-table-bg: #ffffff;--quarto-scss-export-table-accent-bg: transparent;--quarto-scss-export-table-th-font-weight: ;--quarto-scss-export-table-striped-color: #212529;--quarto-scss-export-table-striped-bg: rgba(0, 0, 0, 0.05);--quarto-scss-export-table-active-color: #212529;--quarto-scss-export-table-active-bg: rgba(0, 0, 0, 0.1);--quarto-scss-export-table-hover-color: #212529;--quarto-scss-export-table-hover-bg: rgba(0, 0, 0, 0.075);--quarto-scss-export-table-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-btn-font-family: ;--quarto-scss-export-input-btn-focus-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-btn-color: #212529;--quarto-scss-export-btn-font-family: ;--quarto-scss-export-btn-white-space: ;--quarto-scss-export-btn-link-color: #0d6efd;--quarto-scss-export-btn-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-btn-link-disabled-color: #6c757d;--quarto-scss-export-form-text-font-style: ;--quarto-scss-export-form-text-font-weight: ;--quarto-scss-export-form-text-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-label-font-size: ;--quarto-scss-export-form-label-font-style: ;--quarto-scss-export-form-label-font-weight: ;--quarto-scss-export-form-label-color: ;--quarto-scss-export-input-font-family: ;--quarto-scss-export-input-disabled-color: ;--quarto-scss-export-input-disabled-bg: #e9ecef;--quarto-scss-export-input-disabled-border-color: ;--quarto-scss-export-input-color: #212529;--quarto-scss-export-input-focus-bg: #ffffff;--quarto-scss-export-input-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-input-focus-color: #212529;--quarto-scss-export-input-placeholder-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-plaintext-color: #212529;--quarto-scss-export-form-check-label-color: ;--quarto-scss-export-form-check-transition: ;--quarto-scss-export-form-check-input-bg: #ffffff;--quarto-scss-export-form-check-input-focus-border: rgb(134, 182.5, 254);--quarto-scss-export-form-check-input-checked-color: #ffffff;--quarto-scss-export-form-check-input-checked-bg-color: #0d6efd;--quarto-scss-export-form-check-input-checked-border-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-color: #ffffff;--quarto-scss-export-form-check-input-indeterminate-bg-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-border-color: #0d6efd;--quarto-scss-export-form-switch-color: rgba(0, 0, 0, 0.25);--quarto-scss-export-form-switch-focus-color: rgb(134, 182.5, 254);--quarto-scss-export-form-switch-checked-color: #ffffff;--quarto-scss-export-input-group-addon-color: #212529;--quarto-scss-export-input-group-addon-bg: #f8f9fa;--quarto-scss-export-input-group-addon-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-form-select-font-family: ;--quarto-scss-export-form-select-color: #212529;--quarto-scss-export-form-select-bg: #ffffff;--quarto-scss-export-form-select-disabled-color: ;--quarto-scss-export-form-select-disabled-bg: #e9ecef;--quarto-scss-export-form-select-disabled-border-color: ;--quarto-scss-export-form-select-indicator-color: #343a40;--quarto-scss-export-form-select-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-form-select-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-form-range-track-bg: #f8f9fa;--quarto-scss-export-form-range-thumb-bg: #0d6efd;--quarto-scss-export-form-range-thumb-active-bg: rgb(182.4, 211.5, 254.4);--quarto-scss-export-form-range-thumb-disabled-bg: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-file-button-color: #212529;--quarto-scss-export-form-file-button-bg: #f8f9fa;--quarto-scss-export-form-file-button-hover-bg: #e9ecef;--quarto-scss-export-form-floating-label-disabled-color: #6c757d;--quarto-scss-export-form-feedback-font-style: ;--quarto-scss-export-form-feedback-valid-color: #198754;--quarto-scss-export-form-feedback-invalid-color: #dc3545;--quarto-scss-export-form-feedback-icon-valid-color: #198754;--quarto-scss-export-form-feedback-icon-invalid-color: #dc3545;--quarto-scss-export-form-valid-color: #198754;--quarto-scss-export-form-valid-border-color: #198754;--quarto-scss-export-form-invalid-color: #dc3545;--quarto-scss-export-form-invalid-border-color: #dc3545;--quarto-scss-export-nav-link-font-size: ;--quarto-scss-export-nav-link-font-weight: ;--quarto-scss-export-nav-link-color: #0d6efd;--quarto-scss-export-nav-link-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-nav-link-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-nav-tabs-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-nav-tabs-link-hover-border-color: #e9ecef #e9ecef rgb(221.7, 222.3, 222.9);--quarto-scss-export-nav-tabs-link-active-color: #000;--quarto-scss-export-nav-tabs-link-active-bg: #ffffff;--quarto-scss-export-nav-pills-link-active-bg: #0d6efd;--quarto-scss-export-nav-pills-link-active-color: #ffffff;--quarto-scss-export-nav-underline-link-active-color: #000;--quarto-scss-export-navbar-padding-x: ;--quarto-scss-export-navbar-light-contrast: #ffffff;--quarto-scss-export-navbar-dark-contrast: #ffffff;--quarto-scss-export-navbar-light-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-navbar-dark-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-dropdown-color: #212529;--quarto-scss-export-dropdown-bg: #ffffff;--quarto-scss-export-dropdown-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-link-color: #212529;--quarto-scss-export-dropdown-link-hover-color: #212529;--quarto-scss-export-dropdown-link-hover-bg: #f8f9fa;--quarto-scss-export-dropdown-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-link-active-color: #ffffff;--quarto-scss-export-dropdown-link-disabled-color: rgba(33, 37, 41, 0.5);--quarto-scss-export-dropdown-header-color: #6c757d;--quarto-scss-export-dropdown-dark-color: #dee2e6;--quarto-scss-export-dropdown-dark-bg: #343a40;--quarto-scss-export-dropdown-dark-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-box-shadow: ;--quarto-scss-export-dropdown-dark-link-color: #dee2e6;--quarto-scss-export-dropdown-dark-link-hover-color: #ffffff;--quarto-scss-export-dropdown-dark-link-hover-bg: rgba(255, 255, 255, 0.15);--quarto-scss-export-dropdown-dark-link-active-color: #ffffff;--quarto-scss-export-dropdown-dark-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-dark-link-disabled-color: #adb5bd;--quarto-scss-export-dropdown-dark-header-color: #adb5bd;--quarto-scss-export-pagination-color: #0d6efd;--quarto-scss-export-pagination-bg: #ffffff;--quarto-scss-export-pagination-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-pagination-focus-color: rgb(10.4, 88, 202.4);--quarto-scss-export-pagination-focus-bg: #e9ecef;--quarto-scss-export-pagination-hover-color: rgb(10.4, 88, 202.4);--quarto-scss-export-pagination-hover-bg: #f8f9fa;--quarto-scss-export-pagination-hover-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-pagination-active-color: #ffffff;--quarto-scss-export-pagination-active-bg: #0d6efd;--quarto-scss-export-pagination-active-border-color: #0d6efd;--quarto-scss-export-pagination-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-pagination-disabled-bg: #e9ecef;--quarto-scss-export-pagination-disabled-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-card-title-color: ;--quarto-scss-export-card-subtitle-color: ;--quarto-scss-export-card-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-card-box-shadow: ;--quarto-scss-export-card-cap-bg: rgba(33, 37, 41, 0.03);--quarto-scss-export-card-cap-color: ;--quarto-scss-export-card-height: ;--quarto-scss-export-card-color: ;--quarto-scss-export-card-bg: #ffffff;--quarto-scss-export-accordion-color: #212529;--quarto-scss-export-accordion-bg: #ffffff;--quarto-scss-export-accordion-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-accordion-button-color: #212529;--quarto-scss-export-accordion-button-bg: #ffffff;--quarto-scss-export-accordion-button-active-bg: rgb(206.6, 226, 254.6);--quarto-scss-export-accordion-button-active-color: rgb(5.2, 44, 101.2);--quarto-scss-export-accordion-button-focus-border-color: rgb(134, 182.5, 254);--quarto-scss-export-accordion-icon-color: #212529;--quarto-scss-export-accordion-icon-active-color: rgb(5.2, 44, 101.2);--quarto-scss-export-tooltip-color: #ffffff;--quarto-scss-export-tooltip-bg: #000;--quarto-scss-export-tooltip-margin: ;--quarto-scss-export-tooltip-arrow-color: ;--quarto-scss-export-form-feedback-tooltip-line-height: ;--quarto-scss-export-popover-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-popover-header-bg: #e9ecef;--quarto-scss-export-popover-body-color: #212529;--quarto-scss-export-popover-arrow-color: #ffffff;--quarto-scss-export-popover-arrow-outer-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-color: ;--quarto-scss-export-toast-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-header-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-toast-header-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-header-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-badge-color: #ffffff;--quarto-scss-export-modal-content-color: ;--quarto-scss-export-modal-content-bg: #ffffff;--quarto-scss-export-modal-content-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-modal-backdrop-bg: #000;--quarto-scss-export-modal-header-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-modal-footer-bg: ;--quarto-scss-export-modal-footer-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-progress-bg: #e9ecef;--quarto-scss-export-progress-bar-color: #ffffff;--quarto-scss-export-progress-bar-bg: #0d6efd;--quarto-scss-export-list-group-color: #212529;--quarto-scss-export-list-group-bg: #ffffff;--quarto-scss-export-list-group-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-list-group-hover-bg: #f8f9fa;--quarto-scss-export-list-group-active-bg: #0d6efd;--quarto-scss-export-list-group-active-color: #ffffff;--quarto-scss-export-list-group-active-border-color: #0d6efd;--quarto-scss-export-list-group-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-disabled-bg: #ffffff;--quarto-scss-export-list-group-action-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-action-hover-color: #000;--quarto-scss-export-list-group-action-active-color: #212529;--quarto-scss-export-list-group-action-active-bg: #e9ecef;--quarto-scss-export-thumbnail-bg: #ffffff;--quarto-scss-export-thumbnail-border-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-figure-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-font-size: ;--quarto-scss-export-breadcrumb-bg: ;--quarto-scss-export-breadcrumb-divider-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-active-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-border-radius: ;--quarto-scss-export-carousel-control-color: #ffffff;--quarto-scss-export-carousel-indicator-active-bg: #ffffff;--quarto-scss-export-carousel-caption-color: #ffffff;--quarto-scss-export-carousel-dark-indicator-active-bg: #000;--quarto-scss-export-carousel-dark-caption-color: #000;--quarto-scss-export-btn-close-color: #000;--quarto-scss-export-offcanvas-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-offcanvas-bg-color: #ffffff;--quarto-scss-export-offcanvas-color: #212529;--quarto-scss-export-offcanvas-backdrop-bg: #000;--quarto-scss-export-code-color-dark: white;--quarto-scss-export-kbd-color: #ffffff;--quarto-scss-export-kbd-bg: #212529;--quarto-scss-export-nested-kbd-font-weight: ;--quarto-scss-export-pre-bg: #f8f9fa;--quarto-scss-export-pre-color: #000;--quarto-scss-export-bslib-page-sidebar-title-bg: #517699;--quarto-scss-export-bslib-page-sidebar-title-color: #ffffff;--quarto-scss-export-bslib-sidebar-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.05);--quarto-scss-export-bslib-sidebar-toggle-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.1);--quarto-scss-export-mermaid-bg-color: #ffffff;--quarto-scss-export-mermaid-edge-color: #6c757d;--quarto-scss-export-mermaid-node-fg-color: #212529;--quarto-scss-export-mermaid-fg-color: #212529;--quarto-scss-export-mermaid-fg-color--lighter: rgb(55.7432432432, 62.5, 69.2567567568);--quarto-scss-export-mermaid-fg-color--lightest: rgb(78.4864864865, 88, 97.5135135135);--quarto-scss-export-mermaid-label-bg-color: #ffffff;--quarto-scss-export-mermaid-label-fg-color: #0d6efd;--quarto-scss-export-mermaid-node-bg-color: rgba(13, 110, 253, 0.1);--quarto-scss-export-code-block-border-left-color: rgb(221.7, 222.3, 222.9);--quarto-scss-export-callout-color-note: #0d6efd;--quarto-scss-export-callout-color-tip: #198754;--quarto-scss-export-callout-color-important: #dc3545;--quarto-scss-export-callout-color-caution: 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i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(Mt),this._element.classList.add(Pt,Nt),this._element.style[e]="",N.trigger(this._element,St)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(N.trigger(this._element,Dt).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,d(this._element),this._element.classList.add(Mt),this._element.classList.remove(Pt,Nt);for(const t of this._triggerArray){const e=z.getElementFromSelector(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(Mt),this._element.classList.add(Pt),N.trigger(this._element,$t)}),this._element,!0)}_isShown(t=this._element){return 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s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var fi={placement:"bottom",modifiers:[],strategy:"absolute"};function pi(){for(var t=arguments.length,e=new Array(t),i=0;iNumber.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(F.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,...g(this._config.popperConfig,[t])}}_selectMenuItem({key:t,target:e}){const i=z.find(".dropdown-menu 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e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ei,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ii)?this:z.prev(this,Ii)[0]||z.next(this,Ii)[0]||z.findOne(Ii,t.delegateTarget.parentNode),o=qi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}N.on(document,Si,Ii,qi.dataApiKeydownHandler),N.on(document,Si,Pi,qi.dataApiKeydownHandler),N.on(document,Li,qi.clearMenus),N.on(document,Di,qi.clearMenus),N.on(document,Li,Ii,(function(t){t.preventDefault(),qi.getOrCreateInstance(this).toggle()})),m(qi);const Vi="backdrop",Ki="show",Qi=`mousedown.bs.${Vi}`,Xi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},Yi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class Ui extends H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(Ki),this._emulateAnimation((()=>{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=>{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&&(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=>{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=".bs.focustrap",Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn="backward",en={autofocus:!0,trapElement:null},nn={autofocus:"boolean",trapElement:"element"};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=>this._handleFocusin(t))),N.on(document,Zi,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?tn:"forward")}}const on=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",rn=".sticky-top",an="padding-right",ln="margin-right";class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=>e+t)),this._setElementAttributes(on,an,(e=>e+t)),this._setElementAttributes(rn,ln,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}N.on(document,yn,'[data-bs-toggle="modal"]',(function(t){const e=z.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),N.one(e,pn,(t=>{t.defaultPrevented||N.one(e,fn,(()=>{a(this)&&this.focus()}))}));const i=z.findOne(".modal.show");i&&On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=".bs.offcanvas",kn=".data-api",Ln=`load${xn}${kn}`,Sn="show",Dn="showing",$n="hiding",In=".offcanvas.show",Nn=`show${xn}`,Pn=`shown${xn}`,Mn=`hide${xn}`,jn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"

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")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),N.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ts),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Jn({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ts)}_isShown(){return this.tip&&this.tip.classList.contains(es)}_createPopper(t){const e=g(this._config.placement,[this,t,this._element]),i=rs[e.toUpperCase()];return bi(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return g(t,[this._element])}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,...g(this._config.popperConfig,[e])}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)N.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===ss?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===ss?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");N.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?os:ss]=!0,e._enter()})),N.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?os:ss]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},N.on(this._element.closest(is),ns,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=F.getDataAttributes(this._element);for(const t of Object.keys(e))Zn.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const[e,i]of Object.entries(this._config))this.constructor.Default[e]!==i&&(t[e]=i);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=cs.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(cs);const hs={...cs.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},ds={...cs.DefaultType,content:"(null|string|element|function)"};class us extends cs{static get Default(){return hs}static get DefaultType(){return ds}static get 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e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:"smooth"});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=>this._observerCallback(t)),t)}_observerCallback(t){const e=t=>this._targetLinks.get(`#${t.target.id}`),i=t=>{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n>=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new 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new Error("report() is an abstract method"); - } -} - -class QuartoAxeJsonReporter extends QuartoAxeReporter { - constructor(axeResult, options) { - super(axeResult, options); - } - - report() { - console.log(JSON.stringify(this.axeResult, null, 2)); - } -} - -class QuartoAxeConsoleReporter extends QuartoAxeReporter { - constructor(axeResult, options) { - super(axeResult, options); - } - - report() { - for (const violation of this.axeResult.violations) { - console.log(violation.description); - for (const node of violation.nodes) { - for (const target of node.target) { - console.log(target); - console.log(document.querySelector(target)); - } - } - } - } -} - -class QuartoAxeDocumentReporter extends QuartoAxeReporter { - constructor(axeResult, options) { - super(axeResult, options); - } - - createViolationElement(violation) { - const violationElement = document.createElement("div"); - - const descriptionElement = document.createElement("div"); - descriptionElement.className = "quarto-axe-violation-description"; - descriptionElement.innerText = `${violation.impact.replace(/^[a-z]/, match => match.toLocaleUpperCase())}: ${violation.description}`; - violationElement.appendChild(descriptionElement); - - const helpElement = document.createElement("div"); - helpElement.className = "quarto-axe-violation-help"; - helpElement.innerText = violation.help; - violationElement.appendChild(helpElement); - - const nodesElement = document.createElement("div"); - nodesElement.className = "quarto-axe-violation-nodes"; - violationElement.appendChild(nodesElement); - const nodeElement = document.createElement("div"); - nodeElement.className = "quarto-axe-violation-selector"; - for (const node of violation.nodes) { - for (const target of node.target) { - const targetElement = document.createElement("span"); - targetElement.className = "quarto-axe-violation-target"; - targetElement.innerText = target; - nodeElement.appendChild(targetElement); - 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noViolationsElement.className = "quarto-axe-no-violations"; - noViolationsElement.innerText = "No axe-core violations found."; - reportElement.appendChild(noViolationsElement); - } - violations.forEach((violation) => { - reportElement.appendChild(this.createViolationElement(violation)); - }); - document.querySelector("main").appendChild(reportElement); - } -} - -const reporters = { - json: QuartoAxeJsonReporter, - console: QuartoAxeConsoleReporter, - document: QuartoAxeDocumentReporter, -}; - -class QuartoAxeChecker { - constructor(opts) { - this.options = opts; - } - async init() { - const axe = (await import("https://cdn.skypack.dev/pin/axe-core@v4.10.3-aVOFXWsJaCpVrtv89pCa/mode=imports,min/optimized/axe-core.js")).default; - const result = await axe.run({ - exclude: [ - // https://github.com/microsoft/tabster/issues/288 - // MS has claimed they won't fix this, so we need to add an exclusion to - // all tabster elements - "[data-tabster-dummy]" - ], - preload: { assets: ['cssom'], 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b/02_activities/assignments/assignment_2_files/libs/quarto-html/quarto-syntax-highlighting-ed96de9b727972fe78a7b5d16c58bf87.css deleted file mode 100644 index 7bb4f73..0000000 --- a/02_activities/assignments/assignment_2_files/libs/quarto-html/quarto-syntax-highlighting-ed96de9b727972fe78a7b5d16c58bf87.css +++ /dev/null @@ -1,236 +0,0 @@ -/* quarto syntax highlight colors */ -:root { - --quarto-hl-ot-color: #003B4F; - --quarto-hl-at-color: #657422; - --quarto-hl-ss-color: #20794D; - --quarto-hl-an-color: #5E5E5E; - --quarto-hl-fu-color: #4758AB; - --quarto-hl-st-color: #20794D; - --quarto-hl-cf-color: #003B4F; - --quarto-hl-op-color: #5E5E5E; - --quarto-hl-er-color: #AD0000; - --quarto-hl-bn-color: #AD0000; - --quarto-hl-al-color: #AD0000; - --quarto-hl-va-color: #111111; - --quarto-hl-bu-color: inherit; - --quarto-hl-ex-color: inherit; - --quarto-hl-pp-color: #AD0000; - --quarto-hl-in-color: #5E5E5E; - --quarto-hl-vs-color: #20794D; - --quarto-hl-wa-color: #5E5E5E; - --quarto-hl-do-color: #5E5E5E; - --quarto-hl-im-color: #00769E; - --quarto-hl-ch-color: #20794D; - --quarto-hl-dt-color: #AD0000; - --quarto-hl-fl-color: #AD0000; - --quarto-hl-co-color: #5E5E5E; - --quarto-hl-cv-color: #5E5E5E; - --quarto-hl-cn-color: #8f5902; - --quarto-hl-sc-color: #5E5E5E; - --quarto-hl-dv-color: #AD0000; - --quarto-hl-kw-color: #003B4F; -} - -/* other quarto variables */ -:root { - --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; -} - -/* syntax highlight based on Pandoc's rules */ -pre > code.sourceCode > span { - color: #003B4F; -} - -code.sourceCode > span { - color: #003B4F; -} - -div.sourceCode, -div.sourceCode pre.sourceCode { - color: #003B4F; -} - -/* Normal */ -code span { - color: #003B4F; -} - -/* Alert */ -code span.al { - color: #AD0000; - font-style: inherit; -} - -/* Annotation */ -code span.an { - color: #5E5E5E; - font-style: inherit; -} - -/* Attribute */ -code span.at { - color: 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{ - fireSlideEnter(); - distpatchShinyEvents(event.detail.previousTab, event.detail.tab); - }, - false - ); - - // Track scrolling and mark TOC links as active - // get table of contents and sidebar (bail if we don't have at least one) - const tocLinks = tocEl - ? [...tocEl.querySelectorAll("a[data-scroll-target]")] - : []; - const makeActive = (link) => tocLinks[link].classList.add("active"); - const removeActive = (link) => tocLinks[link].classList.remove("active"); - const removeAllActive = () => - [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); - - // activate the anchor for a section associated with this TOC entry - tocLinks.forEach((link) => { - link.addEventListener("click", () => { - if (link.href.indexOf("#") !== -1) { - const anchor = link.href.split("#")[1]; - const heading = window.document.querySelector( - `[data-anchor-id="${anchor}"]` - ); - if (heading) { - // Add the class - heading.classList.add("reveal-anchorjs-link"); - - // function to show the anchor - const handleMouseout = () => { - heading.classList.remove("reveal-anchorjs-link"); - heading.removeEventListener("mouseout", handleMouseout); - }; - - // add a function to clear the anchor when the user mouses out of it - heading.addEventListener("mouseout", handleMouseout); - } - } - }); - }); - - const sections = tocLinks.map((link) => { - const target = link.getAttribute("data-scroll-target"); - if (target.startsWith("#")) { - return window.document.getElementById(decodeURI(`${target.slice(1)}`)); - } else { - return window.document.querySelector(decodeURI(`${target}`)); - } - }); - - const sectionMargin = 200; - let currentActive = 0; - // track whether we've initialized state the first time - let init = false; - - const updateActiveLink = () => { - // The index from bottom to top (e.g. reversed list) - let sectionIndex = -1; - if ( - window.innerHeight + window.pageYOffset >= - window.document.body.offsetHeight - ) { - // This is the no-scroll case where last section should be the active one - sectionIndex = 0; - } else { - // This finds the last section visible on screen that should be made active - sectionIndex = [...sections].reverse().findIndex((section) => { - if (section) { - return window.pageYOffset >= section.offsetTop - sectionMargin; - } else { - return false; - } - }); - } - if (sectionIndex > -1) { - const current = sections.length - sectionIndex - 1; - if (current !== currentActive) { - removeAllActive(); - currentActive = current; - makeActive(current); - if (init) { - window.dispatchEvent(sectionChanged); - } - init = true; - } - } - }; - - const inHiddenRegion = (top, bottom, hiddenRegions) => { - for (const region of hiddenRegions) { - if (top <= region.bottom && bottom >= region.top) { - return true; - } - } - return false; - }; - - const categorySelector = "header.quarto-title-block .quarto-category"; - const activateCategories = (href) => { - // Find any categories - // Surround them with a link pointing back to: - // #category=Authoring - try { - const categoryEls = window.document.querySelectorAll(categorySelector); - for (const categoryEl of categoryEls) { - const categoryText = categoryEl.textContent; - if (categoryText) { - const link = `${href}#category=${encodeURIComponent(categoryText)}`; - const linkEl = window.document.createElement("a"); - linkEl.setAttribute("href", link); - for (const child of categoryEl.childNodes) { - linkEl.append(child); - } - categoryEl.appendChild(linkEl); - } - } - } catch { - // Ignore errors - } - }; - function hasTitleCategories() { - return window.document.querySelector(categorySelector) !== null; - } - - function offsetRelativeUrl(url) { - const offset = getMeta("quarto:offset"); - return offset ? offset + url : url; - } - - function offsetAbsoluteUrl(url) { - const offset = getMeta("quarto:offset"); - const baseUrl = new URL(offset, window.location); - - const projRelativeUrl = url.replace(baseUrl, ""); - if (projRelativeUrl.startsWith("/")) { - return projRelativeUrl; - } else { - return "/" + projRelativeUrl; - } - } - - // read a meta tag value - function getMeta(metaName) { - const metas = window.document.getElementsByTagName("meta"); - for (let i = 0; i < metas.length; i++) { - if (metas[i].getAttribute("name") === metaName) { - return metas[i].getAttribute("content"); - } - } - return ""; - } - - async function findAndActivateCategories() { - // Categories search with listing only use path without query - const currentPagePath = offsetAbsoluteUrl( - window.location.origin + window.location.pathname - ); - const response = await fetch(offsetRelativeUrl("listings.json")); - if (response.status == 200) { - return response.json().then(function (listingPaths) { - const listingHrefs = []; - for (const listingPath of listingPaths) { - const pathWithoutLeadingSlash = listingPath.listing.substring(1); - for (const item of listingPath.items) { - const encodedItem = encodeURI(item); - if ( - encodedItem === currentPagePath || - encodedItem === currentPagePath + "index.html" - ) { - // Resolve this path against the offset to be sure - // we already are using the correct path to the listing - // (this adjusts the listing urls to be rooted against - // whatever root the page is actually running against) - const relative = offsetRelativeUrl(pathWithoutLeadingSlash); - const baseUrl = window.location; - const resolvedPath = new URL(relative, baseUrl); - listingHrefs.push(resolvedPath.pathname); - break; - } - } - } - - // Look up the tree for a nearby linting and use that if we find one - const nearestListing = findNearestParentListing( - offsetAbsoluteUrl(window.location.pathname), - listingHrefs - ); - if (nearestListing) { - activateCategories(nearestListing); - } else { - // See if the referrer is a listing page for this item - const referredRelativePath = offsetAbsoluteUrl(document.referrer); - const referrerListing = listingHrefs.find((listingHref) => { - const isListingReferrer = - listingHref === referredRelativePath || - listingHref === referredRelativePath + "index.html"; - return isListingReferrer; - }); - - if (referrerListing) { - // Try to use the referrer if possible - activateCategories(referrerListing); - } else if (listingHrefs.length > 0) { - // Otherwise, just fall back to the first listing - activateCategories(listingHrefs[0]); - } - } - }); - } - } - if (hasTitleCategories()) { - findAndActivateCategories(); - } - - const findNearestParentListing = (href, listingHrefs) => { - if (!href || !listingHrefs) { - return undefined; - } - // Look up the tree for a nearby linting and use that if we find one - const relativeParts = href.substring(1).split("/"); - while (relativeParts.length > 0) { - const path = relativeParts.join("/"); - for (const listingHref of listingHrefs) { - if (listingHref.startsWith(path)) { - return listingHref; - } - } - relativeParts.pop(); - } - - return undefined; - }; - - const manageSidebarVisiblity = (el, placeholderDescriptor) => { - let isVisible = true; - let elRect; - - return (hiddenRegions) => { - if (el === null) { - return; - } - - // Find the last element of the TOC - const lastChildEl = el.lastElementChild; - - if (lastChildEl) { - // Converts the sidebar to a menu - const convertToMenu = () => { - for (const child of el.children) { - child.style.opacity = 0; - child.style.overflow = "hidden"; - child.style.pointerEvents = "none"; - } - - nexttick(() => { - const toggleContainer = window.document.createElement("div"); - toggleContainer.style.width = "100%"; - toggleContainer.classList.add("zindex-over-content"); - toggleContainer.classList.add("quarto-sidebar-toggle"); - toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom - toggleContainer.id = placeholderDescriptor.id; - toggleContainer.style.position = "fixed"; - - const toggleIcon = window.document.createElement("i"); - toggleIcon.classList.add("quarto-sidebar-toggle-icon"); - toggleIcon.classList.add("bi"); - toggleIcon.classList.add("bi-caret-down-fill"); - - const toggleTitle = window.document.createElement("div"); - const titleEl = window.document.body.querySelector( - placeholderDescriptor.titleSelector - ); - if (titleEl) { - toggleTitle.append( - titleEl.textContent || titleEl.innerText, - toggleIcon - ); - } - toggleTitle.classList.add("zindex-over-content"); - toggleTitle.classList.add("quarto-sidebar-toggle-title"); - toggleContainer.append(toggleTitle); - - const toggleContents = window.document.createElement("div"); - toggleContents.classList = el.classList; - toggleContents.classList.add("zindex-over-content"); - toggleContents.classList.add("quarto-sidebar-toggle-contents"); - for (const child of el.children) { - if (child.id === "toc-title") { - continue; - } - - const clone = child.cloneNode(true); - clone.style.opacity = 1; - clone.style.pointerEvents = null; - clone.style.display = null; - toggleContents.append(clone); - } - toggleContents.style.height = "0px"; - const positionToggle = () => { - // position the element (top left of parent, same width as parent) - if (!elRect) { - elRect = el.getBoundingClientRect(); - } - toggleContainer.style.left = `${elRect.left}px`; - toggleContainer.style.top = `${elRect.top}px`; - toggleContainer.style.width = `${elRect.width}px`; - }; - positionToggle(); - - toggleContainer.append(toggleContents); - el.parentElement.prepend(toggleContainer); - - // Process clicks - let tocShowing = false; - // Allow the caller to control whether this is dismissed - // when it is clicked (e.g. sidebar navigation supports - // opening and closing the nav tree, so don't dismiss on click) - const clickEl = placeholderDescriptor.dismissOnClick - ? toggleContainer - : toggleTitle; - - const closeToggle = () => { - if (tocShowing) { - toggleContainer.classList.remove("expanded"); - toggleContents.style.height = "0px"; - tocShowing = false; - } - }; - - // Get rid of any expanded toggle if the user scrolls - window.document.addEventListener( - "scroll", - throttle(() => { - closeToggle(); - }, 50) - ); - - // Handle positioning of the toggle - window.addEventListener( - "resize", - throttle(() => { - elRect = undefined; - positionToggle(); - }, 50) - ); - - window.addEventListener("quarto-hrChanged", () => { - elRect = undefined; - }); - - // Process the click - clickEl.onclick = () => { - if (!tocShowing) { - toggleContainer.classList.add("expanded"); - toggleContents.style.height = null; - tocShowing = true; - } else { - closeToggle(); - } - }; - }); - }; - - // Converts a sidebar from a menu back to a sidebar - const convertToSidebar = () => { - for (const child of el.children) { - child.style.opacity = 1; - child.style.overflow = null; - child.style.pointerEvents = null; - } - - const placeholderEl = window.document.getElementById( - placeholderDescriptor.id - ); - if (placeholderEl) { - placeholderEl.remove(); - } - - el.classList.remove("rollup"); - }; - - if (isReaderMode()) { - convertToMenu(); - isVisible = false; - } else { - // Find the top and bottom o the element that is being managed - const elTop = el.offsetTop; - const elBottom = - elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; - - if (!isVisible) { - // If the element is current not visible reveal if there are - // no conflicts with overlay regions - if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { - convertToSidebar(); - isVisible = true; - } - } else { - // If the element is visible, hide it if it conflicts with overlay regions - // and insert a placeholder toggle (or if we're in reader mode) - if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { - convertToMenu(); - isVisible = false; - } - } - } - } - }; - }; - - const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]'); - for (const tabEl of tabEls) { - const id = tabEl.getAttribute("data-bs-target"); - if (id) { - const columnEl = document.querySelector( - `${id} .column-margin, .tabset-margin-content` - ); - if (columnEl) - tabEl.addEventListener("shown.bs.tab", function (event) { - const el = event.srcElement; - if (el) { - const visibleCls = `${el.id}-margin-content`; - // walk up until we find a parent tabset - let panelTabsetEl = el.parentElement; - while (panelTabsetEl) { - if (panelTabsetEl.classList.contains("panel-tabset")) { - break; - } - panelTabsetEl = panelTabsetEl.parentElement; - } - - if (panelTabsetEl) { - const prevSib = panelTabsetEl.previousElementSibling; - if ( - prevSib && - prevSib.classList.contains("tabset-margin-container") - ) { - const childNodes = prevSib.querySelectorAll( - ".tabset-margin-content" - ); - for (const childEl of childNodes) { - if (childEl.classList.contains(visibleCls)) { - childEl.classList.remove("collapse"); - } else { - childEl.classList.add("collapse"); - } - } - } - } - } - - layoutMarginEls(); - }); - } - } - - // Manage the visibility of the toc and the sidebar - const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { - id: "quarto-toc-toggle", - titleSelector: "#toc-title", - dismissOnClick: true, - }); - const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { - id: "quarto-sidebarnav-toggle", - titleSelector: ".title", - dismissOnClick: false, - }); - let tocLeftScrollVisibility; - if (leftTocEl) { - tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { - id: "quarto-lefttoc-toggle", - titleSelector: "#toc-title", - dismissOnClick: true, - }); - } - - // Find the first element that uses formatting in special columns - const conflictingEls = window.document.body.querySelectorAll( - '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' - ); - - // Filter all the possibly conflicting elements into ones - // the do conflict on the left or ride side - const arrConflictingEls = Array.from(conflictingEls); - const leftSideConflictEls = arrConflictingEls.filter((el) => { - if (el.tagName === "ASIDE") { - return false; - } - return Array.from(el.classList).find((className) => { - return ( - className !== "column-body" && - className.startsWith("column-") && - !className.endsWith("right") && - !className.endsWith("container") && - className !== "column-margin" - ); - }); - }); - const rightSideConflictEls = arrConflictingEls.filter((el) => { - if (el.tagName === "ASIDE") { - return true; - } - - const hasMarginCaption = Array.from(el.classList).find((className) => { - return className == "margin-caption"; - }); - if (hasMarginCaption) { - return true; - } - - return Array.from(el.classList).find((className) => { - return ( - className !== "column-body" && - !className.endsWith("container") && - className.startsWith("column-") && - !className.endsWith("left") - ); - }); - }); - - const kOverlapPaddingSize = 10; - function toRegions(els) { - return els.map((el) => { - const boundRect = el.getBoundingClientRect(); - const top = - boundRect.top + - document.documentElement.scrollTop - - kOverlapPaddingSize; - return { - top, - bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, - }; - }); - } - - let hasObserved = false; - const visibleItemObserver = (els) => { - let visibleElements = [...els]; - const intersectionObserver = new IntersectionObserver( - (entries, _observer) => { - entries.forEach((entry) => { - if (entry.isIntersecting) { - if (visibleElements.indexOf(entry.target) === -1) { - visibleElements.push(entry.target); - } - } else { - visibleElements = visibleElements.filter((visibleEntry) => { - return visibleEntry !== entry; - }); - } - }); - - if (!hasObserved) { - hideOverlappedSidebars(); - } - hasObserved = true; - }, - {} - ); - els.forEach((el) => { - intersectionObserver.observe(el); - }); - - return { - getVisibleEntries: () => { - return visibleElements; - }, - }; - }; - - const rightElementObserver = visibleItemObserver(rightSideConflictEls); - const leftElementObserver = visibleItemObserver(leftSideConflictEls); - - const hideOverlappedSidebars = () => { - marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries())); - sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries())); - if (tocLeftScrollVisibility) { - tocLeftScrollVisibility( - toRegions(leftElementObserver.getVisibleEntries()) - ); - } - }; - - window.quartoToggleReader = () => { - // Applies a slow class (or removes it) - // to update the transition speed - const slowTransition = (slow) => { - const manageTransition = (id, slow) => { - const el = document.getElementById(id); - if (el) { - if (slow) { - el.classList.add("slow"); - } else { - el.classList.remove("slow"); - } - } - }; - - manageTransition("TOC", slow); - manageTransition("quarto-sidebar", slow); - }; - const readerMode = !isReaderMode(); - setReaderModeValue(readerMode); - - // If we're entering reader mode, slow the transition - if (readerMode) { - slowTransition(readerMode); - } - highlightReaderToggle(readerMode); - hideOverlappedSidebars(); - - // If we're exiting reader mode, restore the non-slow transition - if (!readerMode) { - slowTransition(!readerMode); - } - }; - - const highlightReaderToggle = (readerMode) => { - const els = document.querySelectorAll(".quarto-reader-toggle"); - if (els) { - els.forEach((el) => { - if (readerMode) { - el.classList.add("reader"); - } else { - el.classList.remove("reader"); - } - }); - } - }; - - const setReaderModeValue = (val) => { - if (window.location.protocol !== "file:") { - window.localStorage.setItem("quarto-reader-mode", val); - } else { - localReaderMode = val; - } - }; - - const isReaderMode = () => { - if (window.location.protocol !== "file:") { - return window.localStorage.getItem("quarto-reader-mode") === "true"; - } else { - return localReaderMode; - } - }; - let localReaderMode = null; - - const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded"); - const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1; - - // Walk the TOC and collapse/expand nodes - // Nodes are expanded if: - // - they are top level - // - they have children that are 'active' links - // - they are directly below an link that is 'active' - const walk = (el, depth) => { - // Tick depth when we enter a UL - if (el.tagName === "UL") { - depth = depth + 1; - } - - // It this is active link - let isActiveNode = false; - if (el.tagName === "A" && el.classList.contains("active")) { - isActiveNode = true; - } - - // See if there is an active child to this element - let hasActiveChild = false; - for (const child of el.children) { - hasActiveChild = walk(child, depth) || hasActiveChild; - } - - // Process the collapse state if this is an UL - if (el.tagName === "UL") { - if (tocOpenDepth === -1 && depth > 1) { - // toc-expand: false - el.classList.add("collapse"); - } else if ( - depth <= tocOpenDepth || - hasActiveChild || - prevSiblingIsActiveLink(el) - ) { - el.classList.remove("collapse"); - } else { - el.classList.add("collapse"); - } - - // untick depth when we leave a UL - depth = depth - 1; - } - return hasActiveChild || isActiveNode; - }; - - // walk the TOC and expand / collapse any items that should be shown - if (tocEl) { - updateActiveLink(); - walk(tocEl, 0); - } - - // Throttle the scroll event and walk peridiocally - window.document.addEventListener( - "scroll", - throttle(() => { - if (tocEl) { - updateActiveLink(); - walk(tocEl, 0); - } - if (!isReaderMode()) { - hideOverlappedSidebars(); - } - }, 5) - ); - window.addEventListener( - "resize", - throttle(() => { - if (tocEl) { - updateActiveLink(); - walk(tocEl, 0); - } - if (!isReaderMode()) { - hideOverlappedSidebars(); - } - }, 10) - ); - hideOverlappedSidebars(); - highlightReaderToggle(isReaderMode()); -}); - -tabsets.init(); -axe.init(); - -function throttle(func, wait) { - let waiting = false; - return function () { - if (!waiting) { - func.apply(this, arguments); - waiting = true; - setTimeout(function () { - waiting = false; - }, wait); - } - }; -} - -function nexttick(func) { - return setTimeout(func, 0); -} diff --git a/02_activities/assignments/assignment_2_files/libs/quarto-html/tabsets/tabsets.js b/02_activities/assignments/assignment_2_files/libs/quarto-html/tabsets/tabsets.js deleted file mode 100644 index 51345d0..0000000 --- a/02_activities/assignments/assignment_2_files/libs/quarto-html/tabsets/tabsets.js +++ /dev/null @@ -1,95 +0,0 @@ -// grouped tabsets - -export function init() { - window.addEventListener("pageshow", (_event) => { - function getTabSettings() { - const data = localStorage.getItem("quarto-persistent-tabsets-data"); - if (!data) { - localStorage.setItem("quarto-persistent-tabsets-data", "{}"); - return {}; - } - if (data) { - return JSON.parse(data); - } - } - - function setTabSettings(data) { - localStorage.setItem( - "quarto-persistent-tabsets-data", - JSON.stringify(data) - ); - } - - function setTabState(groupName, groupValue) { - const data = getTabSettings(); - data[groupName] = groupValue; - setTabSettings(data); - } - - function toggleTab(tab, active) { - const tabPanelId = tab.getAttribute("aria-controls"); - const tabPanel = document.getElementById(tabPanelId); - if (active) { - tab.classList.add("active"); - tabPanel.classList.add("active"); - } else { - tab.classList.remove("active"); - tabPanel.classList.remove("active"); - } - } - - function toggleAll(selectedGroup, selectorsToSync) { - for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { - const active = selectedGroup === thisGroup; - for (const tab of tabs) { - toggleTab(tab, active); - } - } - } - - function findSelectorsToSyncByLanguage() { - const result = {}; - const tabs = Array.from( - document.querySelectorAll(`div[data-group] a[id^='tabset-']`) - ); - for (const item of tabs) { - const div = item.parentElement.parentElement.parentElement; - const group = div.getAttribute("data-group"); - if (!result[group]) { - result[group] = {}; - } - const selectorsToSync = result[group]; - const value = item.innerHTML; - if (!selectorsToSync[value]) { - selectorsToSync[value] = []; - } - selectorsToSync[value].push(item); - } - return result; - } - - function setupSelectorSync() { - const selectorsToSync = findSelectorsToSyncByLanguage(); - Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { - Object.entries(tabSetsByValue).forEach(([value, items]) => { - items.forEach((item) => { - item.addEventListener("click", (_event) => { - setTabState(group, value); - toggleAll(value, selectorsToSync[group]); - }); - }); - }); - }); - return selectorsToSync; - } - - const selectorsToSync = setupSelectorSync(); - for (const [group, selectedName] of Object.entries(getTabSettings())) { - const selectors = selectorsToSync[group]; - // it's possible that stale state gives us empty selections, so we explicitly check here. - if (selectors) { - toggleAll(selectedName, selectors); - } - } - }); -} diff --git a/02_activities/assignments/assignment_2_files/libs/quarto-html/tippy.css b/02_activities/assignments/assignment_2_files/libs/quarto-html/tippy.css deleted file mode 100644 index e6ae635..0000000 --- a/02_activities/assignments/assignment_2_files/libs/quarto-html/tippy.css +++ /dev/null @@ -1 +0,0 @@ -.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 10px)}.tippy-box{position:relative;background-color:#333;color:#fff;border-radius:4px;font-size:14px;line-height:1.4;white-space:normal;outline:0;transition-property:transform,visibility,opacity}.tippy-box[data-placement^=top]>.tippy-arrow{bottom:0}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-7px;left:0;border-width:8px 8px 0;border-top-color:initial;transform-origin:center top}.tippy-box[data-placement^=bottom]>.tippy-arrow{top:0}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-7px;left:0;border-width:0 8px 8px;border-bottom-color:initial;transform-origin:center 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zSkj1R$(=8)^M&{4&#hznV&GDWzkT}ODgO5Y{O=V1d-47cckvk^u3x4Bslv4M1@I3l Mr6^hW$iVmi0M(X{q5uE@ From aec3aa901b8cb1a717dc60157d5f2895f6830111 Mon Sep 17 00:00:00 2001 From: Michelle Wang Date: Tue, 31 Mar 2026 13:45:09 -0400 Subject: [PATCH 11/12] Revert "Completed assignment #2" This reverts commit 17370bf9bd5247afeb81c4e785d24e3e2854187f. --- 02_activities/assignments/assignment_2.html | 1020 ------------------- 02_activities/assignments/assignment_2.qmd | 87 +- 2 files changed, 11 insertions(+), 1096 deletions(-) delete mode 100644 02_activities/assignments/assignment_2.html diff --git a/02_activities/assignments/assignment_2.html b/02_activities/assignments/assignment_2.html deleted file mode 100644 index 19409b7..0000000 --- a/02_activities/assignments/assignment_2.html +++ /dev/null @@ -1,1020 +0,0 @@ - - - - - - - - - -Assignment #2 - - - - - - - - - - - - - - - - - - - - - - - - - - - \ No newline at end of file diff --git a/02_activities/assignments/assignment_2.qmd b/02_activities/assignments/assignment_2.qmd index 64d195d..fd93722 100644 --- a/02_activities/assignments/assignment_2.qmd +++ b/02_activities/assignments/assignment_2.qmd @@ -5,14 +5,6 @@ format: html You will need **PLINK2** installed and available in your PATH. Please follow the OS-specific setup guide in [`SETUP.md`](../../SETUP.md). The dataset for this assignment consists of the following binary PLINK files: `gwa.A2.bed`, `gwa.A2.bim`, `gwa.A2.fam` , available at the following Google Drive link: . Please download all three files and save them in `02_activities/data/`. -```{r setup, include=FALSE} -# Input files are expected in ./02_activities/data/. -#knitr::opts_chunk$set(echo = TRUE) -knitr::opts_knit$set(root.dir = normalizePath("../../")) -library(data.table) -library(qqman) -``` - #### Question 1: Data inspection Before you run any models, first get familiar with the dataset. You may find `data.table::fread()` in R helpful for reading `.bim` and `.fam` files. @@ -20,45 +12,19 @@ Before you run any models, first get familiar with the dataset. You may find `da (i) Read the `.fam` file. How many samples does the dataset contain? ```{r} -#Read the .fam file - -fam <- fread("./02_activities/data/gwa.A2.fam", header = FALSE) -nrow(fam) - -#The dataset contains 4000 samples. +# Your code here... ``` (ii) Read the `.bim` file. How many SNPs does the dataset contain? ```{r} -#Read the .bim file -bim <- fread("./02_activities/data/gwa.A2.bim", header = FALSE) -nrow(bim) - -#The dataset contains 306102 SNPs. +# Your code here... ``` (iii) Make a histogram (or density plot) of the phenotype. Does it look roughly Gaussian? ```{r} -#Check the header -head(fam) - -#Name the columns -colnames(fam) <- c("FID","IID","PID","MID","SEX","PHENOTYPE") - -#Double check that worked and it corresponds -names(fam) -head(fam) - -#Create a histogram -hist(fam$PHENOTYPE, - main = "Histogram of Phenotype", - xlab = "PHENOTYPE", - breaks = 30) - -#Yes, the distribution of the phenotype looks roughly Gaussian. - +# Your code here... ``` #### Question 2: Quality control (QC) @@ -68,7 +34,7 @@ Now we will perform QC using PLINK2 for the genotype files in `gwa.A2`. (i) Using PLINK2 from the command line (bash), perform basic QC with the following filters: MAF ≥ 0.05, SNP missingness (`--geno`) ≤ 0.01, individual missingness (`--mind`) ≤ 0.10, and HWE p-value ≥ 0.00005, and output the QC’ed dataset as `gwa.qc.A2`. ```{bash} -plink2 --bfile ./02_activities/data/gwa.A2 --maf 0.05 --geno 0.01 --mind 0.1 --hwe 0.00005 --make-bed --out ./02_activities/data/gwa.qc.A2 +# Your code here... ``` #### Question 3: Relatedness @@ -78,25 +44,19 @@ In this question, you will use **PLINK2’s built-in KING-robust kinship** (`--k i) Perform LD pruning on `gwa.qc.A2` using PLINK2 with the following parameters: `--indep-pairwise 500 50 0.05`, and then generate a new dataset containing only the pruned SNPs. ```{bash} -#Create a subset of approximately independent SNPs -plink2 --bfile ./02_activities/data/gwa.qc.A2 --indep-pairwise 500 50 0.05 --out ./02_activities/data/gwa.qc.A2_pruned - -#Build a new dataset using only pruned SNPs -plink2 --bfile ./02_activities/data/gwa.qc.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc.A2_pruned +# Your code here... ``` (ii) Use PLINK2 on the LD-pruned dataset to identify a set of unrelated individuals up to (approximately) 2nd-degree relatives (use a kinship cutoff of 0.0884). ```{bash} - -plink2 --bfile ./02_activities/data/gwa.qc.A2_pruned --king-cutoff 0.0884 --out ./02_activities/data/gwa.A2_king - +# Your code here... ``` (iii) Using the unrelated individual list from part (ii), create a dataset containing only unrelated individuals and name it `gwa.qc_unrelated.A2`. ```{bash} -plink2 --bfile ./02_activities/data/gwa.qc.A2 --keep ./02_activities/data/gwa.A2_king.king.cutoff.in.id --make-bed --out ./02_activities/data/gwa.qc_unrelated.A2 +# Your code here... ``` #### Question 4: principal component analysis (PCA) @@ -106,9 +66,7 @@ plink2 --bfile ./02_activities/data/gwa.qc.A2 --keep ./02_activities/data/gwa.A2 (Hint: Refer to the PCA section in the GWAS Tutorial II. You should use a `*.prune.in` file to select a set of independent SNPs before performing PCA.) ```{bash} -plink2 --bfile ./02_activities/data/gwa.qc_unrelated.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc_unrelated_pruned.A2 - -plink2 --bfile ./02_activities/data/gwa.qc_unrelated_pruned.A2 --pca 20 --out ./02_activities/data/gwa_unrel_PCA.A2 +# Your code here... ``` #### Question 5: GWAS analyses @@ -124,42 +82,19 @@ Assume that: (i) Using PLINK2, run a linear regression GWAS using `gwa.qc_unrelated.A2` as the input dataset. Adjust for PCs 1–3 as covariates. ```{bash} -plink2 --bfile ./02_activities/data/gwa.qc.A2 --ci 0.95 --logistic --covar ./02_activities/data/gwa_unrel_PCA.A2.eigenvec --covar-name PC1,PC2,PC3 --adjust --out ./02_activities/data/gwa.qc_assoc.A2 +# Your code here... ``` (ii) Create a Manhattan plot of the GWAS results. ```{r} -# Load PLINK2 logistic results -assocA2 <- data.table::fread("./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear") - -head(assocA2) - -# Keep only the additive test (one row per SNP) -assoc_addA2 <- assocA2[TEST == "ADD"] - -# qqman expects columns named CHR, BP, SNP, and P. -# In PLINK2 output they are #CHROM, POS, ID, and P. -setnames(assoc_addA2, c("#CHROM","POS","ID"), c("CHR","BP","SNP")) - -# Manhattan plot -manhattan(assoc_addA2, - chr = "CHR", - bp = "BP", - snp = "SNP", - p = "P", - xlab = "", - ylab = "", - suggestiveline = FALSE, - cex.axis = 1.5, - col = c("lightblue", "lightslateblue")) +# Your code here... ``` (iii) Create a QQ plot of the GWAS p-values. ```{r} -# Q-Q plot -qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values") +# Your code here... ``` ### Criteria From a011f4ba7790204ebb99a94ee4ef2ff214064524 Mon Sep 17 00:00:00 2001 From: Michelle Wang Date: Tue, 31 Mar 2026 14:14:17 -0400 Subject: [PATCH 12/12] Completed assignment 2 and add 2 plots: Manhattan and QQ plots --- 02_activities/assignments/QQ_plot.png | Bin 0 -> 64438 bytes 02_activities/assignments/assignment_2.html | 1018 ++++++++++++++++++ 02_activities/assignments/assignment_2.qmd | 91 +- 02_activities/assignments/manhattan_plot.png | Bin 0 -> 106026 bytes 4 files changed, 1098 insertions(+), 11 deletions(-) create mode 100644 02_activities/assignments/QQ_plot.png create mode 100644 02_activities/assignments/assignment_2.html create mode 100644 02_activities/assignments/manhattan_plot.png diff --git a/02_activities/assignments/QQ_plot.png b/02_activities/assignments/QQ_plot.png new file mode 100644 index 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b/02_activities/assignments/assignment_2.html new file mode 100644 index 0000000..057a085 --- /dev/null +++ b/02_activities/assignments/assignment_2.html @@ -0,0 +1,1018 @@ + + + + + + + + + +Assignment #2 + + + + + + + + + + + + + + + + + + + + + +
                  + +
                  + +
                  +
                  +

                  Assignment #2

                  +
                  + + + +
                  + + + + +
                  + + + +
                  + + +

                  You will need PLINK2 installed and available in your PATH. Please follow the OS-specific setup guide in SETUP.md. The dataset for this assignment consists of the following binary PLINK files: gwa.A2.bed, gwa.A2.bim, gwa.A2.fam , available at the following Google Drive link: https://drive.google.com/drive/folders/1rHoy3z52Yyj985ukjjtLhfIBxchpyYtZ?usp=drive_link. Please download all three files and save them in 02_activities/data/.

                  +
                  +

                  Question 1: Data inspection

                  +

                  Before you run any models, first get familiar with the dataset. You may find data.table::fread() in R helpful for reading .bim and .fam files.

                  +
                    +
                  1. Read the .fam file. How many samples does the dataset contain?
                    2. +
                  +
                  +
                  #Read the .fam file
+
+fam <- fread("./02_activities/data/gwa.A2.fam", header = FALSE)
+nrow(fam)
                  +
                  +
                  [1] 4000
                  +
                  +
                  #The dataset contains 4000 samples.
                  +
                  +
                    +
                  1. Read the .bim file. How many SNPs does the dataset contain?
                    2. +
                  +
                  +
                  #Read the .bim file
+bim <- fread("./02_activities/data/gwa.A2.bim", header = FALSE)
+nrow(bim)
                  +
                  +
                  [1] 306102
                  +
                  +
                  #The dataset contains 306102 SNPs.
                  +
                  +
                    +
                  1. Make a histogram (or density plot) of the phenotype. Does it look roughly Gaussian?
                    2. +
                  +
                  +
                  #Check the header
+head(fam)
                  +
                  +
                        V1     V2    V3    V4    V5         V6
+   <int> <char> <int> <int> <int>      <num>
+1:     0  A2001     0     0     1 -0.2754205
+2:     1  A2002     0     0     1 -1.9958434
+3:     2  A2003     0     0     1 -0.7587786
+4:     3  A2004     0     0     1  0.5372893
+5:     4  A2005     0     0     1  1.1367670
+6:     5  A2006     0     0     1 -0.2051836
                  +
                  +
                  #Name the columns
+colnames(fam) <- c("FID","IID","PID","MID","SEX","PHENOTYPE")
+
+#Double check that worked and it corresponds
+names(fam)
                  +
                  +
                  [1] "FID"       "IID"       "PID"       "MID"       "SEX"       "PHENOTYPE"
                  +
                  +
                  head(fam)
                  +
                  +
                       FID    IID   PID   MID   SEX  PHENOTYPE
+   <int> <char> <int> <int> <int>      <num>
+1:     0  A2001     0     0     1 -0.2754205
+2:     1  A2002     0     0     1 -1.9958434
+3:     2  A2003     0     0     1 -0.7587786
+4:     3  A2004     0     0     1  0.5372893
+5:     4  A2005     0     0     1  1.1367670
+6:     5  A2006     0     0     1 -0.2051836
                  +
                  +
                  #Create a histogram
+hist(fam$PHENOTYPE,
+     main = "Histogram of Phenotype",
+     xlab = "PHENOTYPE",
+     breaks = 30)
                  +
                  +
                  +
                  +

                  +
                  +
                  +
                  +
                  #Yes, the distribution of the phenotype looks roughly Gaussian.
                  +
                  +
                  +
                  +

                  Question 2: Quality control (QC)

                  +

                  Now we will perform QC using PLINK2 for the genotype files in gwa.A2.

                  +
                    +
                  1. Using PLINK2 from the command line (bash), perform basic QC with the following filters: MAF ≥ 0.05, SNP missingness (--geno) ≤ 0.01, individual missingness (--mind) ≤ 0.10, and HWE p-value ≥ 0.00005, and output the QC’ed dataset as gwa.qc.A2.
                    2. +
                  +
                  +
                  plink2 --bfile ./02_activities/data/gwa.A2 --maf 0.05 --geno 0.01 --mind 0.1 --hwe 0.00005 --make-bed --out ./02_activities/data/gwa.qc.A2
                  +
                  +
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc.A2.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.A2
+  --geno 0.01
+  --hwe 0.00005
+  --maf 0.05
+  --make-bed
+  --mind 0.1
+  --out ./02_activities/data/gwa.qc.A2
+
+Start time: Tue Mar 31 14:11:15 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.A2.fam.
+306102 variants loaded from ./02_activities/data/gwa.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+Calculating sample missingness rates... 0%21%42%64%85%done.
+0 samples removed due to missing genotype data (--mind).
+4000 samples (2000 females, 2000 males; 4000 founders) remaining after main
+filters.
+4000 quantitative phenotype values remaining after main filters.
+Calculating allele frequencies... 0%21%42%64%85%done.
+--geno: 196578 variants removed due to missing genotype data.
+--hwe: 6 variants removed due to Hardy-Weinberg exact test (founders only).
+8435 variants removed due to allele frequency threshold(s)
+(--maf/--max-maf/--mac/--max-mac).
+101083 variants remaining after main filters.
+Writing ./02_activities/data/gwa.qc.A2.fam ... done.
+Writing ./02_activities/data/gwa.qc.A2.bim ... done.
+Writing ./02_activities/data/gwa.qc.A2.bed ... 0%21%43%65%87%done.
+End time: Tue Mar 31 14:11:16 2026
                  +
                  +
                  +
                  +
                  +

                  Question 3: Relatedness

                  +

                  In this question, you will use PLINK2’s built-in KING-robust kinship (--king-cutoff) detect and remove related individuals.

                  +
                    +
                  1. Perform LD pruning on gwa.qc.A2 using PLINK2 with the following parameters: --indep-pairwise 500 50 0.05, and then generate a new dataset containing only the pruned SNPs.
                    2. +
                  +
                  +
                  #Create a subset of approximately independent SNPs
+plink2 --bfile ./02_activities/data/gwa.qc.A2 --indep-pairwise 500 50 0.05 --out ./02_activities/data/gwa.qc.A2_pruned
+
+#Build a new dataset using only pruned SNPs
+plink2 --bfile ./02_activities/data/gwa.qc.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc.A2_pruned
                  +
                  +
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc.A2_pruned.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A2
+  --indep-pairwise 500 50 0.05
+  --out ./02_activities/data/gwa.qc.A2_pruned
+
+Start time: Tue Mar 31 14:11:16 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A2.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+Calculating allele frequencies... 0%64%done.
+--indep-pairwise (9 compute threads): 0%50%79169/101083 variants removed.
+Writing...
+Variant lists written to ./02_activities/data/gwa.qc.A2_pruned.prune.in and
+./02_activities/data/gwa.qc.A2_pruned.prune.out .
+End time: Tue Mar 31 14:11:16 2026
+PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc.A2_pruned.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A2
+  --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in
+  --make-bed
+  --out ./02_activities/data/gwa.qc.A2_pruned
+
+Start time: Tue Mar 31 14:11:16 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A2.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+--extract: 21914 variants remaining.
+21914 variants remaining after main filters.
+Writing ./02_activities/data/gwa.qc.A2_pruned.fam ... done.
+Writing ./02_activities/data/gwa.qc.A2_pruned.bim ... done.
+Writing ./02_activities/data/gwa.qc.A2_pruned.bed ... 0%61%done.
+End time: Tue Mar 31 14:11:16 2026
                  +
                  +
                  +
                    +
                  1. Use PLINK2 on the LD-pruned dataset to identify a set of unrelated individuals up to (approximately) 2nd-degree relatives (use a kinship cutoff of 0.0884).
                    2. +
                  +
                  +
                  
+plink2 --bfile ./02_activities/data/gwa.qc.A2_pruned --king-cutoff 0.0884 --out ./02_activities/data/gwa.A2_king
                  +
                  +
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.A2_king.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A2_pruned
+  --king-cutoff 0.0884
+  --out ./02_activities/data/gwa.A2_king
+
+Start time: Tue Mar 31 14:11:16 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A2_pruned.fam.
+21914 variants loaded from ./02_activities/data/gwa.qc.A2_pruned.bim.
+1 quantitative phenotype loaded (4000 values).
+--king-cutoff pass 1/1: Scanning for rare variants... 0%done.
+0 variants handled by initial scan (21914 remaining).
+
+--king-cutoff pass 1/1: 0 variants complete.
+--king-cutoff pass 1/1: 1536 variants complete.
+--king-cutoff pass 1/1: 3072 variants complete.
+--king-cutoff pass 1/1: 4608 variants complete.
+--king-cutoff pass 1/1: 6144 variants complete.
+--king-cutoff pass 1/1: 7680 variants complete.
+--king-cutoff pass 1/1: 9216 variants complete.
+--king-cutoff pass 1/1: 10752 variants complete.
+--king-cutoff pass 1/1: 12288 variants complete.
+--king-cutoff pass 1/1: 13824 variants complete.
+--king-cutoff pass 1/1: 15360 variants complete.
+--king-cutoff pass 1/1: 16896 variants complete.
+--king-cutoff pass 1/1: 18432 variants complete.
+--king-cutoff pass 1/1: 19968 variants complete.
+--king-cutoff pass 1/1: 21504 variants complete.
+--king-cutoff pass 1/1: Condensing...                 done.
+--king-cutoff: 21914 variants processed.
+--king-cutoff: Excluded sample IDs written to
+./02_activities/data/gwa.A2_king.king.cutoff.out.id , and 4000 remaining sample
+IDs written to ./02_activities/data/gwa.A2_king.king.cutoff.in.id .
+End time: Tue Mar 31 14:11:17 2026
                  +
                  +
                  +
                    +
                  1. Using the unrelated individual list from part (ii), create a dataset containing only unrelated individuals and name it gwa.qc_unrelated.A2.
                    2. +
                  +
                  +
                  plink2 --bfile ./02_activities/data/gwa.qc.A2 --keep ./02_activities/data/gwa.A2_king.king.cutoff.in.id --make-bed --out ./02_activities/data/gwa.qc_unrelated.A2
                  +
                  +
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc_unrelated.A2.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc.A2
+  --keep ./02_activities/data/gwa.A2_king.king.cutoff.in.id
+  --make-bed
+  --out ./02_activities/data/gwa.qc_unrelated.A2
+
+Start time: Tue Mar 31 14:11:17 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A2.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+--keep: 4000 samples remaining.
+4000 samples (2000 females, 2000 males; 4000 founders) remaining after main
+filters.
+4000 quantitative phenotype values remaining after main filters.
+Writing ./02_activities/data/gwa.qc_unrelated.A2.fam ... done.
+Writing ./02_activities/data/gwa.qc_unrelated.A2.bim ... done.
+Writing ./02_activities/data/gwa.qc_unrelated.A2.bed ... 0%64%done.
+End time: Tue Mar 31 14:11:17 2026
                  +
                  +
                  +
                  +
                  +

                  Question 4: principal component analysis (PCA)

                  +
                    +

                  1. Using PLINK2, perform PCA on the unrelated, LD-pruned dataset to obtain principal components.

                    +

                    (Hint: Refer to the PCA section in the GWAS Tutorial II. You should use a *.prune.in file to select a set of independent SNPs before performing PCA.)

                    2. +
                  +
                  +
                  plink2 --bfile ./02_activities/data/gwa.qc_unrelated.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc_unrelated_pruned.A2
+
+plink2 --bfile ./02_activities/data/gwa.qc_unrelated_pruned.A2 --pca 20 --out ./02_activities/data/gwa_unrel_PCA.A2
                  +
                  +
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc_unrelated_pruned.A2.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc_unrelated.A2
+  --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in
+  --make-bed
+  --out ./02_activities/data/gwa.qc_unrelated_pruned.A2
+
+Start time: Tue Mar 31 14:11:17 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc_unrelated.A2.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc_unrelated.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+--extract: 21914 variants remaining.
+21914 variants remaining after main filters.
+Writing ./02_activities/data/gwa.qc_unrelated_pruned.A2.fam ... done.
+Writing ./02_activities/data/gwa.qc_unrelated_pruned.A2.bim ... done.
+Writing ./02_activities/data/gwa.qc_unrelated_pruned.A2.bed ... 0%61%done.
+End time: Tue Mar 31 14:11:17 2026
+PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa_unrel_PCA.A2.log.
+Options in effect:
+  --bfile ./02_activities/data/gwa.qc_unrelated_pruned.A2
+  --out ./02_activities/data/gwa_unrel_PCA.A2
+  --pca 20
+
+Start time: Tue Mar 31 14:11:17 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc_unrelated_pruned.A2.fam.
+21914 variants loaded from ./02_activities/data/gwa.qc_unrelated_pruned.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+Calculating allele frequencies... 0%done.
+Constructing GRM: 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%91%92%93%94%95%96%97%98%99%done.
+Correcting for missingness... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99%done.
+Extracting eigenvalues and eigenvectors... done.
+--pca: Eigenvectors written to ./02_activities/data/gwa_unrel_PCA.A2.eigenvec ,
+and eigenvalues written to ./02_activities/data/gwa_unrel_PCA.A2.eigenval .
+End time: Tue Mar 31 14:11:22 2026
                  +
                  +
                  +
                  +
                  +

                  Question 5: GWAS analyses

                  +

                  We now test for association between each SNP and the continuous phenotype, adjusting for population structure using the top 3 PCs.

                  +

                  Assume that:

                  +
                    +

                  • You will run GWAS on the unrelated, QC’ed dataset gwa.qc_unrelated.A2.

                    • +

                  • You have a covariate file (e.g., the *.eigenvec output from the PCA analysis) containing PC1–PC3 for each individual.

                    • +
                  +
                    +
                  1. Using PLINK2, run a linear regression GWAS using gwa.qc_unrelated.A2 as the input dataset. Adjust for PCs 1–3 as covariates.
                    2. +
                  +
                  +
                  plink2 --bfile ./02_activities/data/gwa.qc.A2 --ci 0.95 --logistic --covar ./02_activities/data/gwa_unrel_PCA.A2.eigenvec --covar-name PC1,PC2,PC3 --adjust --out ./02_activities/data/gwa.qc_assoc.A2
                  +
                  +
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
+(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
+Logging to ./02_activities/data/gwa.qc_assoc.A2.log.
+Options in effect:
+  --adjust
+  --bfile ./02_activities/data/gwa.qc.A2
+  --ci 0.95
+  --covar ./02_activities/data/gwa_unrel_PCA.A2.eigenvec
+  --covar-name PC1,PC2,PC3
+  --glm
+  --out ./02_activities/data/gwa.qc_assoc.A2
+
+Start time: Tue Mar 31 14:11:22 2026
+16384 MiB RAM detected; reserving 8192 MiB for main workspace.
+Using up to 10 threads (change this with --threads).
+4000 samples (2000 females, 2000 males; 4000 founders) loaded from
+./02_activities/data/gwa.qc.A2.fam.
+101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
+1 quantitative phenotype loaded (4000 values).
+3 covariates loaded from ./02_activities/data/gwa_unrel_PCA.A2.eigenvec.
+Calculating allele frequencies... 0%64%done.
+--glm linear regression on phenotype 'PHENO1': 0%64%done.
+Results written to ./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear .
+--adjust: Genomic inflation est. lambda (based on median chisq) = 1.01779.
+--adjust values (101083 tests) written to
+./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear.adjusted .
+End time: Tue Mar 31 14:11:23 2026
                  +
                  +
                  +
                    +
                  1. Create a Manhattan plot of the GWAS results.
                    2. +
                  +
                  +
                  # Load PLINK2 linear results
+assocA2 <- data.table::fread("./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear")
+
+head(assocA2)
                  +
                  +
                     #CHROM     POS        ID    REF    ALT PROVISIONAL_REF?     A1 OMITTED
+    <int>   <int>    <char> <char> <char>           <char> <char>  <char>
+1:      1 1011278 rs3737728      G      A                Y      A       G
+2:      1 1011278 rs3737728      G      A                Y      A       G
+3:      1 1011278 rs3737728      G      A                Y      A       G
+4:      1 1011278 rs3737728      G      A                Y      A       G
+5:      1 1109721 rs1320565      C      T                Y      T       C
+6:      1 1109721 rs1320565      C      T                Y      T       C
+     A1_FREQ   TEST OBS_CT       BETA        SE        L95       U95    T_STAT
+       <num> <char>  <int>      <num>     <num>      <num>     <num>     <num>
+1: 0.3386490    ADD   3982  0.0182086 0.0240795 -0.0289864 0.0654035  0.756187
+2: 0.3386490    PC1   3982 -0.3779240 1.0015500 -2.3409200 1.5850800 -0.377340
+3: 0.3386490    PC2   3982  0.9818050 1.0015100 -0.9811150 2.9447300  0.980326
+4: 0.3386490    PC3   3982  0.4832040 1.0015300 -1.4797500 2.4461600  0.482467
+5: 0.0788481    ADD   3976 -0.0153297 0.0420641 -0.0977739 0.0671145 -0.364436
+6: 0.0788481    PC1   3976 -0.4762890 1.0037500 -2.4436000 1.4910200 -0.474511
+          P ERRCODE
+      <num>  <char>
+1: 0.449582       .
+2: 0.705941       .
+3: 0.326985       .
+4: 0.629501       .
+5: 0.715552       .
+6: 0.635162       .
                  +
                  +
                  # Keep only the additive test (one row per SNP)
+assoc_addA2 <- assocA2[TEST == "ADD"]
+
+# qqman expects columns named CHR, BP, SNP, and P.
+# In PLINK2 output they are #CHROM, POS, ID, and P.
+setnames(assoc_addA2, c("#CHROM","POS","ID"), c("CHR","BP","SNP"))
+
+png("./02_activities/assignments/manhattan_plot.png", width = 1200, height = 800, res = 150)
+# Manhattan plot
+manhattan(assoc_addA2,
+          chr = "CHR",
+          bp  = "BP",
+          snp = "SNP",
+          p   = "P",
+          xlab = "Chromosome",
+          ylab = "-log10(P)",
+          suggestiveline = FALSE,
+          cex.axis = 1.5,
+          col = c("lightblue", "lightslateblue"))
+dev.off()
                  +
                  +
                  quartz_off_screen 
+                2
                  +
                  +
                  +
                    +
                  1. Create a QQ plot of the GWAS p-values.
                    2. +
                  +
                  +
                  png("./02_activities/assignments/QQ_plot.png", width = 1200, height = 800, res = 150)
+# Q-Q plot
+qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values")
+dev.off()
                  +
                  +
                  quartz_off_screen 
+                2
                  +
                  +
                  +
                  +
                  +

                  Criteria

                  + +++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
                  CriteriaCompleteIncomplete
                  Data inspectionCorrect sample and SNP counts; phenotype plot with a brief comment on Gaussianity.Counts or phenotype description/plot missing or incorrect.
                  QC & LD pruningCorrect PLINK2 QC command and thresholds.QC/pruning commands, thresholds, or output datasets missing or incorrect.
                  Relatedness & PCACorrect use of PLINK2 command to obtain unrelated samples and PCA run on pruned SNPs.Relatedness step, unrelated dataset, or PCA analysis missing or incorrect.
                  GWAS & visualisationLinear regression GWAS with PCs as covariates; Manhattan and QQ plots produced.GWAS command, or Manhattan/QQ plots missing or clearly incorrect.
                  +
                  +
                  +

                  Submission Information

                  +

                  🚨 Please review our Assignment Submission Guide 🚨 for detailed instructions on how to format, branch, and submit your work. Following these guidelines is crucial for your submissions to be evaluated correctly.

                  +
                  +
                  +

                  Submission Parameters

                  +
                    +

                  • Submission Due Date: 11:59 PM – 01/04/2026

                    • +

                  • The branch name for your repo should be: assignment-2

                    • +

                  • What to submit for this assignment:

                    +
                      +
                    • Populate this Quarto document (assignment_2.qmd).
                      • +
                    • Render the document with Quarto: quarto render assignment_2.qmd.
                      • +
                    • Submit both assignment_2.qmd and the rendered HTML file assignment_2.html in your pull request.
                      • +
                    • +

                  • What the pull request link should look like for this assignment: https://github.com/<your_github_username>/gen_data/pull/<pr_id>

                    +
                      +
                    • Open a private window in your browser. Copy and paste the link to your pull request into the address bar. Make sure you can see your pull request properly. This helps the technical facilitator and learning support team review your submission easily.
                      • +
                    • +
                  +
                  +

                  Checklist:

                  +
                    +
                  • Create a branch called assignment-2.
                    • +
                  • Ensure that your repository is public.
                    • +
                  • Review the PR description guidelines and adhere to them.
                    • +
                  • Verify that your link is accessible in a private browser window.
                    • +
                  • Confirm that both assignment_2.qmd and assignment_2.html are included in the pull request.
                    • +
                  +
                  +
                  + +
                  + + +
                  + + + + + \ No newline at end of file diff --git a/02_activities/assignments/assignment_2.qmd b/02_activities/assignments/assignment_2.qmd index fd93722..a5399bf 100644 --- a/02_activities/assignments/assignment_2.qmd +++ b/02_activities/assignments/assignment_2.qmd @@ -5,6 +5,14 @@ format: html You will need **PLINK2** installed and available in your PATH. Please follow the OS-specific setup guide in [`SETUP.md`](../../SETUP.md). The dataset for this assignment consists of the following binary PLINK files: `gwa.A2.bed`, `gwa.A2.bim`, `gwa.A2.fam` , available at the following Google Drive link: . Please download all three files and save them in `02_activities/data/`. +```{r setup, include=FALSE} +# Input files are expected in ./02_activities/data/. +#knitr::opts_chunk$set(echo = TRUE) +knitr::opts_knit$set(root.dir = normalizePath("../../")) +library(data.table) +library(qqman) +``` + #### Question 1: Data inspection Before you run any models, first get familiar with the dataset. You may find `data.table::fread()` in R helpful for reading `.bim` and `.fam` files. @@ -12,19 +20,45 @@ Before you run any models, first get familiar with the dataset. You may find `da (i) Read the `.fam` file. How many samples does the dataset contain? ```{r} -# Your code here... +#Read the .fam file + +fam <- fread("./02_activities/data/gwa.A2.fam", header = FALSE) +nrow(fam) + +#The dataset contains 4000 samples. ``` (ii) Read the `.bim` file. How many SNPs does the dataset contain? ```{r} -# Your code here... +#Read the .bim file +bim <- fread("./02_activities/data/gwa.A2.bim", header = FALSE) +nrow(bim) + +#The dataset contains 306102 SNPs. ``` (iii) Make a histogram (or density plot) of the phenotype. Does it look roughly Gaussian? ```{r} -# Your code here... +#Check the header +head(fam) + +#Name the columns +colnames(fam) <- c("FID","IID","PID","MID","SEX","PHENOTYPE") + +#Double check that worked and it corresponds +names(fam) +head(fam) + +#Create a histogram +hist(fam$PHENOTYPE, + main = "Histogram of Phenotype", + xlab = "PHENOTYPE", + breaks = 30) + +#Yes, the distribution of the phenotype looks roughly Gaussian. + ``` #### Question 2: Quality control (QC) @@ -34,7 +68,7 @@ Now we will perform QC using PLINK2 for the genotype files in `gwa.A2`. (i) Using PLINK2 from the command line (bash), perform basic QC with the following filters: MAF ≥ 0.05, SNP missingness (`--geno`) ≤ 0.01, individual missingness (`--mind`) ≤ 0.10, and HWE p-value ≥ 0.00005, and output the QC’ed dataset as `gwa.qc.A2`. ```{bash} -# Your code here... +plink2 --bfile ./02_activities/data/gwa.A2 --maf 0.05 --geno 0.01 --mind 0.1 --hwe 0.00005 --make-bed --out ./02_activities/data/gwa.qc.A2 ``` #### Question 3: Relatedness @@ -44,19 +78,25 @@ In this question, you will use **PLINK2’s built-in KING-robust kinship** (`--k i) Perform LD pruning on `gwa.qc.A2` using PLINK2 with the following parameters: `--indep-pairwise 500 50 0.05`, and then generate a new dataset containing only the pruned SNPs. ```{bash} -# Your code here... +#Create a subset of approximately independent SNPs +plink2 --bfile ./02_activities/data/gwa.qc.A2 --indep-pairwise 500 50 0.05 --out ./02_activities/data/gwa.qc.A2_pruned + +#Build a new dataset using only pruned SNPs +plink2 --bfile ./02_activities/data/gwa.qc.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc.A2_pruned ``` (ii) Use PLINK2 on the LD-pruned dataset to identify a set of unrelated individuals up to (approximately) 2nd-degree relatives (use a kinship cutoff of 0.0884). ```{bash} -# Your code here... + +plink2 --bfile ./02_activities/data/gwa.qc.A2_pruned --king-cutoff 0.0884 --out ./02_activities/data/gwa.A2_king + ``` (iii) Using the unrelated individual list from part (ii), create a dataset containing only unrelated individuals and name it `gwa.qc_unrelated.A2`. ```{bash} -# Your code here... +plink2 --bfile ./02_activities/data/gwa.qc.A2 --keep ./02_activities/data/gwa.A2_king.king.cutoff.in.id --make-bed --out ./02_activities/data/gwa.qc_unrelated.A2 ``` #### Question 4: principal component analysis (PCA) @@ -66,7 +106,9 @@ i) Perform LD pruning on `gwa.qc.A2` using PLINK2 with the following parameters (Hint: Refer to the PCA section in the GWAS Tutorial II. You should use a `*.prune.in` file to select a set of independent SNPs before performing PCA.) ```{bash} -# Your code here... +plink2 --bfile ./02_activities/data/gwa.qc_unrelated.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc_unrelated_pruned.A2 + +plink2 --bfile ./02_activities/data/gwa.qc_unrelated_pruned.A2 --pca 20 --out ./02_activities/data/gwa_unrel_PCA.A2 ``` #### Question 5: GWAS analyses @@ -82,19 +124,46 @@ Assume that: (i) Using PLINK2, run a linear regression GWAS using `gwa.qc_unrelated.A2` as the input dataset. Adjust for PCs 1–3 as covariates. ```{bash} -# Your code here... +plink2 --bfile ./02_activities/data/gwa.qc.A2 --ci 0.95 --logistic --covar ./02_activities/data/gwa_unrel_PCA.A2.eigenvec --covar-name PC1,PC2,PC3 --adjust --out ./02_activities/data/gwa.qc_assoc.A2 ``` (ii) Create a Manhattan plot of the GWAS results. ```{r} -# Your code here... +# Load PLINK2 linear results +assocA2 <- data.table::fread("./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear") + +head(assocA2) + +# Keep only the additive test (one row per SNP) +assoc_addA2 <- assocA2[TEST == "ADD"] + +# qqman expects columns named CHR, BP, SNP, and P. +# In PLINK2 output they are #CHROM, POS, ID, and P. +setnames(assoc_addA2, c("#CHROM","POS","ID"), c("CHR","BP","SNP")) + +png("./02_activities/assignments/manhattan_plot.png", width = 1200, height = 800, res = 150) +# Manhattan plot +manhattan(assoc_addA2, + chr = "CHR", + bp = "BP", + snp = "SNP", + p = "P", + xlab = "Chromosome", + ylab = "-log10(P)", + suggestiveline = FALSE, + cex.axis = 1.5, + col = c("lightblue", "lightslateblue")) +dev.off() ``` (iii) Create a QQ plot of the GWAS p-values. ```{r} -# Your code here... +png("./02_activities/assignments/QQ_plot.png", width = 1200, height = 800, res = 150) +# Q-Q plot +qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values") +dev.off() ``` ### Criteria diff --git a/02_activities/assignments/manhattan_plot.png b/02_activities/assignments/manhattan_plot.png new file mode 100644 index 0000000000000000000000000000000000000000..71b3b306db5a37eb25430be73ebe67d3a0ac0165 GIT binary patch literal 106026 zcmeGEbyQVb`vweCN+<$SN(&Maq9C1$fPjS5ra`)q?h*wA0R`z)M37B)gGe{hjkI*v zCf>R5InQ&1^ZUm4*Za?V#vY!-U~kr1bIv=i`?{}tzmby>$HpSTLPA2qmU!}59tjC8 z2MGz43ga^P4f|v)3i!n}6A=+PGZAqSD|0Iwg%{8D48#pA4Qx#G<9mgY0v?(pgT@+I`z3CD*5bNTL9!wV+{`4*$hVde!7-!(6f#hcKvPal0Yxg$vM z5cgZ!WZ2}X`ZxMprtp;)Y z9l!FfgjqdeoEC+dB#ULXXDYvOuC9*P?wflTwtE)~Q*bzAI2|(SbZzzU${JO}_`q)Q z-l@@2mYg`U|Jdun4DJ@{DFdVv!umW-FSLhideat#O^Ej%h>)#8JU^fzQ*7G`} 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                  - -
                  - -
                  -
                  -

                  Assignment #2

                  -
                  - - - -
                  - - - - -
                  - - - -
                  - - -

                  You will need PLINK2 installed and available in your PATH. Please follow the OS-specific setup guide in SETUP.md. The dataset for this assignment consists of the following binary PLINK files: gwa.A2.bed, gwa.A2.bim, gwa.A2.fam , available at the following Google Drive link: https://drive.google.com/drive/folders/1rHoy3z52Yyj985ukjjtLhfIBxchpyYtZ?usp=drive_link. Please download all three files and save them in 02_activities/data/.

                  -
                  -

                  Question 1: Data inspection

                  -

                  Before you run any models, first get familiar with the dataset. You may find data.table::fread() in R helpful for reading .bim and .fam files.

                  -
                    -
                  1. Read the .fam file. How many samples does the dataset contain?
                    2. -
                  -
                  -
                  #Read the .fam file
-
-fam <- fread("./02_activities/data/gwa.A2.fam", header = FALSE)
-nrow(fam)
                  -
                  -
                  [1] 4000
                  -
                  -
                  #The dataset contains 4000 samples.
                  -
                  -
                    -
                  1. Read the .bim file. How many SNPs does the dataset contain?
                    2. -
                  -
                  -
                  #Read the .bim file
-bim <- fread("./02_activities/data/gwa.A2.bim", header = FALSE)
-nrow(bim)
                  -
                  -
                  [1] 306102
                  -
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                  #The dataset contains 306102 SNPs.
                  -
                  -
                    -
                  1. Make a histogram (or density plot) of the phenotype. Does it look roughly Gaussian?
                    2. -
                  -
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                  #Check the header
-head(fam)
                  -
                  -
                        V1     V2    V3    V4    V5         V6
-   <int> <char> <int> <int> <int>      <num>
-1:     0  A2001     0     0     1 -0.2754205
-2:     1  A2002     0     0     1 -1.9958434
-3:     2  A2003     0     0     1 -0.7587786
-4:     3  A2004     0     0     1  0.5372893
-5:     4  A2005     0     0     1  1.1367670
-6:     5  A2006     0     0     1 -0.2051836
                  -
                  -
                  #Name the columns
-colnames(fam) <- c("FID","IID","PID","MID","SEX","PHENOTYPE")
-
-#Double check that worked and it corresponds
-names(fam)
                  -
                  -
                  [1] "FID"       "IID"       "PID"       "MID"       "SEX"       "PHENOTYPE"
                  -
                  -
                  head(fam)
                  -
                  -
                       FID    IID   PID   MID   SEX  PHENOTYPE
-   <int> <char> <int> <int> <int>      <num>
-1:     0  A2001     0     0     1 -0.2754205
-2:     1  A2002     0     0     1 -1.9958434
-3:     2  A2003     0     0     1 -0.7587786
-4:     3  A2004     0     0     1  0.5372893
-5:     4  A2005     0     0     1  1.1367670
-6:     5  A2006     0     0     1 -0.2051836
                  -
                  -
                  #Create a histogram
-hist(fam$PHENOTYPE,
-     main = "Histogram of Phenotype",
-     xlab = "PHENOTYPE",
-     breaks = 30)
                  -
                  -
                  -
                  -

                  -
                  -
                  -
                  -
                  #Yes, the distribution of the phenotype looks roughly Gaussian.
                  -
                  -
                  -
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                  Question 2: Quality control (QC)

                  -

                  Now we will perform QC using PLINK2 for the genotype files in gwa.A2.

                  -
                    -
                  1. Using PLINK2 from the command line (bash), perform basic QC with the following filters: MAF ≥ 0.05, SNP missingness (--geno) ≤ 0.01, individual missingness (--mind) ≤ 0.10, and HWE p-value ≥ 0.00005, and output the QC’ed dataset as gwa.qc.A2.
                    2. -
                  -
                  -
                  plink2 --bfile ./02_activities/data/gwa.A2 --maf 0.05 --geno 0.01 --mind 0.1 --hwe 0.00005 --make-bed --out ./02_activities/data/gwa.qc.A2
                  -
                  -
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
-(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
-Logging to ./02_activities/data/gwa.qc.A2.log.
-Options in effect:
-  --bfile ./02_activities/data/gwa.A2
-  --geno 0.01
-  --hwe 0.00005
-  --maf 0.05
-  --make-bed
-  --mind 0.1
-  --out ./02_activities/data/gwa.qc.A2
-
-Start time: Mon Mar 30 12:43:37 2026
-16384 MiB RAM detected; reserving 8192 MiB for main workspace.
-Using up to 10 threads (change this with --threads).
-4000 samples (2000 females, 2000 males; 4000 founders) loaded from
-./02_activities/data/gwa.A2.fam.
-306102 variants loaded from ./02_activities/data/gwa.A2.bim.
-1 quantitative phenotype loaded (4000 values).
-Calculating sample missingness rates... 0%21%42%64%85%done.
-0 samples removed due to missing genotype data (--mind).
-4000 samples (2000 females, 2000 males; 4000 founders) remaining after main
-filters.
-4000 quantitative phenotype values remaining after main filters.
-Calculating allele frequencies... 0%21%42%64%85%done.
---geno: 196578 variants removed due to missing genotype data.
---hwe: 6 variants removed due to Hardy-Weinberg exact test (founders only).
-8435 variants removed due to allele frequency threshold(s)
-(--maf/--max-maf/--mac/--max-mac).
-101083 variants remaining after main filters.
-Writing ./02_activities/data/gwa.qc.A2.fam ... done.
-Writing ./02_activities/data/gwa.qc.A2.bim ... done.
-Writing ./02_activities/data/gwa.qc.A2.bed ... 0%21%43%65%87%done.
-End time: Mon Mar 30 12:43:38 2026
                  -
                  -
                  -
                  -
                  -

                  Question 3: Relatedness

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                  In this question, you will use PLINK2’s built-in KING-robust kinship (--king-cutoff) detect and remove related individuals.

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                    -
                  1. Perform LD pruning on gwa.qc.A2 using PLINK2 with the following parameters: --indep-pairwise 500 50 0.05, and then generate a new dataset containing only the pruned SNPs.
                    2. -
                  -
                  -
                  #Create a subset of approximately independent SNPs
-plink2 --bfile ./02_activities/data/gwa.qc.A2 --indep-pairwise 500 50 0.05 --out ./02_activities/data/gwa.qc.A2_pruned
-
-#Build a new dataset using only pruned SNPs
-plink2 --bfile ./02_activities/data/gwa.qc.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc.A2_pruned
                  -
                  -
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
-(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
-Logging to ./02_activities/data/gwa.qc.A2_pruned.log.
-Options in effect:
-  --bfile ./02_activities/data/gwa.qc.A2
-  --indep-pairwise 500 50 0.05
-  --out ./02_activities/data/gwa.qc.A2_pruned
-
-Start time: Mon Mar 30 12:43:38 2026
-16384 MiB RAM detected; reserving 8192 MiB for main workspace.
-Using up to 10 threads (change this with --threads).
-4000 samples (2000 females, 2000 males; 4000 founders) loaded from
-./02_activities/data/gwa.qc.A2.fam.
-101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
-1 quantitative phenotype loaded (4000 values).
-Calculating allele frequencies... 0%64%done.
---indep-pairwise (9 compute threads): 0%50%79169/101083 variants removed.
-Writing...
-Variant lists written to ./02_activities/data/gwa.qc.A2_pruned.prune.in and
-./02_activities/data/gwa.qc.A2_pruned.prune.out .
-End time: Mon Mar 30 12:43:38 2026
-PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
-(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
-Logging to ./02_activities/data/gwa.qc.A2_pruned.log.
-Options in effect:
-  --bfile ./02_activities/data/gwa.qc.A2
-  --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in
-  --make-bed
-  --out ./02_activities/data/gwa.qc.A2_pruned
-
-Start time: Mon Mar 30 12:43:38 2026
-16384 MiB RAM detected; reserving 8192 MiB for main workspace.
-Using up to 10 threads (change this with --threads).
-4000 samples (2000 females, 2000 males; 4000 founders) loaded from
-./02_activities/data/gwa.qc.A2.fam.
-101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
-1 quantitative phenotype loaded (4000 values).
---extract: 21914 variants remaining.
-21914 variants remaining after main filters.
-Writing ./02_activities/data/gwa.qc.A2_pruned.fam ... done.
-Writing ./02_activities/data/gwa.qc.A2_pruned.bim ... done.
-Writing ./02_activities/data/gwa.qc.A2_pruned.bed ... 0%61%done.
-End time: Mon Mar 30 12:43:38 2026
                  -
                  -
                  -
                    -
                  1. Use PLINK2 on the LD-pruned dataset to identify a set of unrelated individuals up to (approximately) 2nd-degree relatives (use a kinship cutoff of 0.0884).
                    2. -
                  -
                  -
                  
-plink2 --bfile ./02_activities/data/gwa.qc.A2_pruned --king-cutoff 0.0884 --out ./02_activities/data/gwa.A2_king
                  -
                  -
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
-(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
-Logging to ./02_activities/data/gwa.A2_king.log.
-Options in effect:
-  --bfile ./02_activities/data/gwa.qc.A2_pruned
-  --king-cutoff 0.0884
-  --out ./02_activities/data/gwa.A2_king
-
-Start time: Mon Mar 30 12:43:38 2026
-16384 MiB RAM detected; reserving 8192 MiB for main workspace.
-Using up to 10 threads (change this with --threads).
-4000 samples (2000 females, 2000 males; 4000 founders) loaded from
-./02_activities/data/gwa.qc.A2_pruned.fam.
-21914 variants loaded from ./02_activities/data/gwa.qc.A2_pruned.bim.
-1 quantitative phenotype loaded (4000 values).
---king-cutoff pass 1/1: Scanning for rare variants... 0%done.
-0 variants handled by initial scan (21914 remaining).
-
---king-cutoff pass 1/1: 0 variants complete.
---king-cutoff pass 1/1: 1536 variants complete.
---king-cutoff pass 1/1: 3072 variants complete.
---king-cutoff pass 1/1: 4608 variants complete.
---king-cutoff pass 1/1: 6144 variants complete.
---king-cutoff pass 1/1: 7680 variants complete.
---king-cutoff pass 1/1: 9216 variants complete.
---king-cutoff pass 1/1: 10752 variants complete.
---king-cutoff pass 1/1: 12288 variants complete.
---king-cutoff pass 1/1: 13824 variants complete.
---king-cutoff pass 1/1: 15360 variants complete.
---king-cutoff pass 1/1: 16896 variants complete.
---king-cutoff pass 1/1: 18432 variants complete.
---king-cutoff pass 1/1: 19968 variants complete.
---king-cutoff pass 1/1: 21504 variants complete.
---king-cutoff pass 1/1: Condensing...                 done.
---king-cutoff: 21914 variants processed.
---king-cutoff: Excluded sample IDs written to
-./02_activities/data/gwa.A2_king.king.cutoff.out.id , and 4000 remaining sample
-IDs written to ./02_activities/data/gwa.A2_king.king.cutoff.in.id .
-End time: Mon Mar 30 12:43:39 2026
                  -
                  -
                  -
                    -
                  1. Using the unrelated individual list from part (ii), create a dataset containing only unrelated individuals and name it gwa.qc_unrelated.A2.
                    2. -
                  -
                  -
                  plink2 --bfile ./02_activities/data/gwa.qc.A2 --keep ./02_activities/data/gwa.A2_king.king.cutoff.in.id --make-bed --out ./02_activities/data/gwa.qc_unrelated.A2
                  -
                  -
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
-(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
-Logging to ./02_activities/data/gwa.qc_unrelated.A2.log.
-Options in effect:
-  --bfile ./02_activities/data/gwa.qc.A2
-  --keep ./02_activities/data/gwa.A2_king.king.cutoff.in.id
-  --make-bed
-  --out ./02_activities/data/gwa.qc_unrelated.A2
-
-Start time: Mon Mar 30 12:43:39 2026
-16384 MiB RAM detected; reserving 8192 MiB for main workspace.
-Using up to 10 threads (change this with --threads).
-4000 samples (2000 females, 2000 males; 4000 founders) loaded from
-./02_activities/data/gwa.qc.A2.fam.
-101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
-1 quantitative phenotype loaded (4000 values).
---keep: 4000 samples remaining.
-4000 samples (2000 females, 2000 males; 4000 founders) remaining after main
-filters.
-4000 quantitative phenotype values remaining after main filters.
-Writing ./02_activities/data/gwa.qc_unrelated.A2.fam ... done.
-Writing ./02_activities/data/gwa.qc_unrelated.A2.bim ... done.
-Writing ./02_activities/data/gwa.qc_unrelated.A2.bed ... 0%64%done.
-End time: Mon Mar 30 12:43:39 2026
                  -
                  -
                  -
                  -
                  -

                  Question 4: principal component analysis (PCA)

                  -
                    -

                  1. Using PLINK2, perform PCA on the unrelated, LD-pruned dataset to obtain principal components.

                    -

                    (Hint: Refer to the PCA section in the GWAS Tutorial II. You should use a *.prune.in file to select a set of independent SNPs before performing PCA.)

                    2. -
                  -
                  -
                  plink2 --bfile ./02_activities/data/gwa.qc_unrelated.A2 --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in --make-bed --out ./02_activities/data/gwa.qc_unrelated_pruned.A2
-
-plink2 --bfile ./02_activities/data/gwa.qc_unrelated_pruned.A2 --pca 20 --out ./02_activities/data/gwa_unrel_PCA.A2
                  -
                  -
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
-(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
-Logging to ./02_activities/data/gwa.qc_unrelated_pruned.A2.log.
-Options in effect:
-  --bfile ./02_activities/data/gwa.qc_unrelated.A2
-  --extract ./02_activities/data/gwa.qc.A2_pruned.prune.in
-  --make-bed
-  --out ./02_activities/data/gwa.qc_unrelated_pruned.A2
-
-Start time: Mon Mar 30 12:43:39 2026
-16384 MiB RAM detected; reserving 8192 MiB for main workspace.
-Using up to 10 threads (change this with --threads).
-4000 samples (2000 females, 2000 males; 4000 founders) loaded from
-./02_activities/data/gwa.qc_unrelated.A2.fam.
-101083 variants loaded from ./02_activities/data/gwa.qc_unrelated.A2.bim.
-1 quantitative phenotype loaded (4000 values).
---extract: 21914 variants remaining.
-21914 variants remaining after main filters.
-Writing ./02_activities/data/gwa.qc_unrelated_pruned.A2.fam ... done.
-Writing ./02_activities/data/gwa.qc_unrelated_pruned.A2.bim ... done.
-Writing ./02_activities/data/gwa.qc_unrelated_pruned.A2.bed ... 0%61%done.
-End time: Mon Mar 30 12:43:39 2026
-PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
-(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
-Logging to ./02_activities/data/gwa_unrel_PCA.A2.log.
-Options in effect:
-  --bfile ./02_activities/data/gwa.qc_unrelated_pruned.A2
-  --out ./02_activities/data/gwa_unrel_PCA.A2
-  --pca 20
-
-Start time: Mon Mar 30 12:43:39 2026
-16384 MiB RAM detected; reserving 8192 MiB for main workspace.
-Using up to 10 threads (change this with --threads).
-4000 samples (2000 females, 2000 males; 4000 founders) loaded from
-./02_activities/data/gwa.qc_unrelated_pruned.A2.fam.
-21914 variants loaded from ./02_activities/data/gwa.qc_unrelated_pruned.A2.bim.
-1 quantitative phenotype loaded (4000 values).
-Calculating allele frequencies... 0%done.
-Constructing GRM: 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%91%92%93%94%95%96%97%98%99%done.
-Correcting for missingness... 0%1%2%3%4%5%6%7%8%9%10%11%12%13%14%15%16%17%18%19%20%21%22%23%24%25%26%27%28%29%30%31%32%33%34%35%36%37%38%39%40%41%42%43%44%45%46%47%48%49%50%51%52%53%54%55%56%57%58%59%60%61%62%63%64%65%66%67%68%69%70%71%72%73%74%75%76%77%78%79%80%81%82%83%84%85%86%87%88%89%90%91%92%93%94%95%96%97%98%99%done.
-Extracting eigenvalues and eigenvectors... done.
---pca: Eigenvectors written to ./02_activities/data/gwa_unrel_PCA.A2.eigenvec ,
-and eigenvalues written to ./02_activities/data/gwa_unrel_PCA.A2.eigenval .
-End time: Mon Mar 30 12:43:44 2026
                  -
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                  -
                  -

                  Question 5: GWAS analyses

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                  We now test for association between each SNP and the continuous phenotype, adjusting for population structure using the top 3 PCs.

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                  Assume that:

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                    -

                  • You will run GWAS on the unrelated, QC’ed dataset gwa.qc_unrelated.A2.

                    • -

                  • You have a covariate file (e.g., the *.eigenvec output from the PCA analysis) containing PC1–PC3 for each individual.

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                  -
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                  1. Using PLINK2, run a linear regression GWAS using gwa.qc_unrelated.A2 as the input dataset. Adjust for PCs 1–3 as covariates.
                    2. -
                  -
                  -
                  plink2 --bfile ./02_activities/data/gwa.qc.A2 --ci 0.95 --logistic --covar ./02_activities/data/gwa_unrel_PCA.A2.eigenvec --covar-name PC1,PC2,PC3 --adjust --out ./02_activities/data/gwa.qc_assoc.A2
                  -
                  -
                  PLINK v2.00a5.12 M1 (25 Jun 2024)              www.cog-genomics.org/plink/2.0/
-(C) 2005-2024 Shaun Purcell, Christopher Chang   GNU General Public License v3
-Logging to ./02_activities/data/gwa.qc_assoc.A2.log.
-Options in effect:
-  --adjust
-  --bfile ./02_activities/data/gwa.qc.A2
-  --ci 0.95
-  --covar ./02_activities/data/gwa_unrel_PCA.A2.eigenvec
-  --covar-name PC1,PC2,PC3
-  --glm
-  --out ./02_activities/data/gwa.qc_assoc.A2
-
-Start time: Mon Mar 30 12:43:44 2026
-16384 MiB RAM detected; reserving 8192 MiB for main workspace.
-Using up to 10 threads (change this with --threads).
-4000 samples (2000 females, 2000 males; 4000 founders) loaded from
-./02_activities/data/gwa.qc.A2.fam.
-101083 variants loaded from ./02_activities/data/gwa.qc.A2.bim.
-1 quantitative phenotype loaded (4000 values).
-3 covariates loaded from ./02_activities/data/gwa_unrel_PCA.A2.eigenvec.
-Calculating allele frequencies... 0%64%done.
---glm linear regression on phenotype 'PHENO1': 0%64%done.
-Results written to ./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear .
---adjust: Genomic inflation est. lambda (based on median chisq) = 1.01779.
---adjust values (101083 tests) written to
-./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear.adjusted .
-End time: Mon Mar 30 12:43:45 2026
                  -
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                  1. Create a Manhattan plot of the GWAS results.
                    2. -
                  -
                  -
                  # Load PLINK2 logistic results
-assocA2 <- data.table::fread("./02_activities/data/gwa.qc_assoc.A2.PHENO1.glm.linear")
-
-head(assocA2)
                  -
                  -
                     #CHROM     POS        ID    REF    ALT PROVISIONAL_REF?     A1 OMITTED
-    <int>   <int>    <char> <char> <char>           <char> <char>  <char>
-1:      1 1011278 rs3737728      G      A                Y      A       G
-2:      1 1011278 rs3737728      G      A                Y      A       G
-3:      1 1011278 rs3737728      G      A                Y      A       G
-4:      1 1011278 rs3737728      G      A                Y      A       G
-5:      1 1109721 rs1320565      C      T                Y      T       C
-6:      1 1109721 rs1320565      C      T                Y      T       C
-     A1_FREQ   TEST OBS_CT       BETA        SE        L95       U95    T_STAT
-       <num> <char>  <int>      <num>     <num>      <num>     <num>     <num>
-1: 0.3386490    ADD   3982  0.0182086 0.0240795 -0.0289864 0.0654035  0.756187
-2: 0.3386490    PC1   3982 -0.3779240 1.0015500 -2.3409200 1.5850800 -0.377340
-3: 0.3386490    PC2   3982  0.9818050 1.0015100 -0.9811150 2.9447300  0.980326
-4: 0.3386490    PC3   3982  0.4832040 1.0015300 -1.4797500 2.4461600  0.482467
-5: 0.0788481    ADD   3976 -0.0153297 0.0420641 -0.0977739 0.0671145 -0.364436
-6: 0.0788481    PC1   3976 -0.4762890 1.0037500 -2.4436000 1.4910200 -0.474511
-          P ERRCODE
-      <num>  <char>
-1: 0.449582       .
-2: 0.705941       .
-3: 0.326985       .
-4: 0.629501       .
-5: 0.715552       .
-6: 0.635162       .
                  -
                  -
                  # Keep only the additive test (one row per SNP)
-assoc_addA2 <- assocA2[TEST == "ADD"]
-
-# qqman expects columns named CHR, BP, SNP, and P.
-# In PLINK2 output they are #CHROM, POS, ID, and P.
-setnames(assoc_addA2, c("#CHROM","POS","ID"), c("CHR","BP","SNP"))
-
-# Manhattan plot
-manhattan(assoc_addA2,
-          chr = "CHR",
-          bp  = "BP",
-          snp = "SNP",
-          p   = "P",
-          xlab = "",
-          ylab = "",
-          suggestiveline = FALSE,
-          cex.axis = 1.5,
-          col = c("lightblue", "lightslateblue"))
                  -
                  -
                  -
                  -

                  -
                  -
                  -
                  -
                  -
                    -
                  1. Create a QQ plot of the GWAS p-values.
                    2. -
                  -
                  -
                  # Q-Q plot
-qq(assoc_addA2$P, main = "Q-Q plot of GWAS p-values")
                  -
                  -
                  -
                  -

                  -
                  -
                  -
                  -
                  -
                  -
                  -

                  Criteria

                  - ----- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
                  CriteriaCompleteIncomplete
                  Data inspectionCorrect sample and SNP counts; phenotype plot with a brief comment on Gaussianity.Counts or phenotype description/plot missing or incorrect.
                  QC & LD pruningCorrect PLINK2 QC command and thresholds.QC/pruning commands, thresholds, or output datasets missing or incorrect.
                  Relatedness & PCACorrect use of PLINK2 command to obtain unrelated samples and PCA run on pruned SNPs.Relatedness step, unrelated dataset, or PCA analysis missing or incorrect.
                  GWAS & visualisationLinear regression GWAS with PCs as covariates; Manhattan and QQ plots produced.GWAS command, or Manhattan/QQ plots missing or clearly incorrect.
                  -
                  -
                  -

                  Submission Information

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                  🚨 Please review our Assignment Submission Guide 🚨 for detailed instructions on how to format, branch, and submit your work. Following these guidelines is crucial for your submissions to be evaluated correctly.

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                  -
                  -

                  Submission Parameters

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                    -

                  • Submission Due Date: 11:59 PM – 01/04/2026

                    • -

                  • The branch name for your repo should be: assignment-2

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                  • What to submit for this assignment:

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                      -
                    • Populate this Quarto document (assignment_2.qmd).
                      • -
                    • Render the document with Quarto: quarto render assignment_2.qmd.
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                    • Submit both assignment_2.qmd and the rendered HTML file assignment_2.html in your pull request.
                      • -
                    • -

                  • What the pull request link should look like for this assignment: https://github.com/<your_github_username>/gen_data/pull/<pr_id>

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                    • Open a private window in your browser. Copy and paste the link to your pull request into the address bar. Make sure you can see your pull request properly. This helps the technical facilitator and learning support team review your submission easily.
                      • -
                    • -
                  -
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                  Checklist:

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                  • Create a branch called assignment-2.
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                  • Ensure that your repository is public.
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                  • Review the PR description guidelines and adhere to them.
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                  • Verify that your link is accessible in a private browser window.
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                  • Confirm that both assignment_2.qmd and assignment_2.html are included in the pull request.
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      Question 2: Writing ./02_activities/data/gwa.qc.A2.fam ... done. Writing ./02_activities/data/gwa.qc.A2.bim ... done. Writing ./02_activities/data/gwa.qc.A2.bed ... 0%21%43%65%87%done. -End time: Mon Mar 30 12:43:38 2026 +End time: Tue Mar 31 13:36:21 2026 @@ -245,7 +245,7 @@