Merge main to mc-dev

docs/R/intro_errors.R

@@ -0,0 +1,45 @@
+# Create function that introduces errors into dataframe with numeric columns
+intro_errors <- function(df, 
+                         neg_count = 5,
+                         neg_min = -100,
+                         non_numeric_count = 5,
+                         non_numeric_value = "none",
+                         large_count = 2,
+                         large_mutliplier = 10) {
+
+
+
+  # introduce negative values
+  for (i in 1:neg_count) {
+    row <- sample(1:nrow(df), 1)
+    col <- sample(1:ncol(df), 1)
+    if (is.numeric(df[[col]])) {
+      df[row, col] <- runif(1, min = neg_min, max = 0)  # Random negative value
+    }
+  }
+
+
+
+  # introduce non-numeric values
+  for (j in 1:non_numeric_count) {
+    row <- sample(1:nrow(df), 1)
+    col <- sample(1:ncol(df), 1)
+    if (is.integer(df[[col]])) {
+      df[row, col] <- non_numeric_value  # Setting a string value
+      }
+
+    return(df)
+  }
+
+
+  # introduce large numbers
+  for (k in 1:large_count) {
+    row <- sample(1:nrow(df), 1)
+    col <- sample(1:ncol(df), 1)
+    if (is.numeric(df[[col]])) {
+      df[row, col] <- max(col) * large_mutliplier  # Setting value to maximum value of column times multiplier
+      }
+
+    return(df)
+    }
+}