diff --git a/lab3/assignment2.R b/lab3/assignment2.R
index 898a54722f071948d1caf1b22956aa1c60162d3b..f71fbf8775cc51c21d89677b5d00fb4459015771 100644
--- a/lab3/assignment2.R
+++ b/lab3/assignment2.R
@@ -28,7 +28,6 @@ times <- c(
   "24:00:00"
 )
 
-
 st$time <- strptime(st$time, format = "%H:%M:%S")
 
 gaussian_kernel <- function(x, h) {
@@ -41,7 +40,7 @@ plot(
   type = 'l',
   xlab = "Physical distance",
   ylab = "Kernel value",
-  main = "Gaussian distance kernel"
+  main = "Gaussian physical distance kernel"
 )
 grid()
 
@@ -65,6 +64,29 @@ plot(
 )
 grid()
 
+date_diff_ignoring_year <- function(date1, date2) {
+  
+  # Generate new dates with the same year
+  date1 <- strsplit(date1, "-")[[1]]
+  date2 <- strsplit(date2, "-")[[1]]
+  month1 <- date1[2]
+  day1 <- date1[3]
+  month2 <- date2[2]
+  day2 <- date2[3]
+  date1 <- as.Date(paste("2000", month1, day1, sep = "-"))
+  date2 <- as.Date(paste("2000", month2, day2, sep = "-"))
+  
+  # Get difference in days
+  diff <- abs(as.numeric(date1-date2))
+
+  # If difference is greater than half a year, go other way
+  if (diff >= 183) {
+    diff <- 366 - diff
+  } 
+  
+  return(diff)
+}
+
 temp_add <- c()
 temp_mult <- c()
 
@@ -85,7 +107,7 @@ for (time in times) {
   
   
   date_kernels <- mapply(function(x_i) {
-    dist <- as.numeric(as.Date(date) - as.Date(x_i))
+    dist <- date_diff_ignoring_year(date, x_i)
     gaussian_kernel(dist, h_date)
   }, st_temp$date)
   
@@ -114,11 +136,7 @@ plot(
   ylab = "Temperature",
   main = "Added kernels"
 )
-axis(
-  1,                              
-  at = 1:length(times),         
-  labels = times                  
-)
+axis(1, at = 1:length(times), labels = times)
 grid()
 
 plot(
@@ -129,9 +147,5 @@ plot(
   ylab = "Temperature",
   main = "Multiplied kernels"
 )
-axis(
-  1,                              
-  at = 1:length(times),         
-  labels = times                  
-)
+axis(1, at = 1:length(times), labels = times)
 grid()
\ No newline at end of file
diff --git a/lab3/figures/assignment2-added-kernels.eps b/lab3/figures/assignment2-added-kernels.eps
index 6b53ab1f0d0a1bf1d8034c10a5c6cb7be94256b8..d8b1859d564b273d1af054785d6ba6edda34eae7 100644
--- a/lab3/figures/assignment2-added-kernels.eps
+++ b/lab3/figures/assignment2-added-kernels.eps
@@ -144,29 +144,29 @@ bp
 1 setlinejoin
 10.00 setmiterlimit
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@@ -175,30 +175,30 @@ o
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 o
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 np
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 /Font1 findfont 12 s
-41.76 92.50 (4.5) .5 90 t
-41.76 134.29 (5.0) .5 90 t
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@@ -285,19 +285,19 @@ o
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 np
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 np
diff --git a/lab3/figures/assignment2-added-kernels.png b/lab3/figures/assignment2-added-kernels.png
index 720b59b3e4519c7c7fd616cd49fa68b3e274672b..24f60e45e208c5e6a05a7c4b94d10c480a7e39a5 100644
Binary files a/lab3/figures/assignment2-added-kernels.png and b/lab3/figures/assignment2-added-kernels.png differ
diff --git a/lab3/figures/assignment2-distance-kernel.png b/lab3/figures/assignment2-distance-kernel.png
deleted file mode 100644
index 8625413234579c851c3ae0920b0403be5d8c1c0d..0000000000000000000000000000000000000000
Binary files a/lab3/figures/assignment2-distance-kernel.png and /dev/null differ
diff --git a/lab3/figures/assignment2-multiplied-kernels.eps b/lab3/figures/assignment2-multiplied-kernels.eps
index 79e5f8422216950fc48aca2c6b49f4e8d61156ac..6d8f3de90a960111668686751e7e28075bdea663 100644
--- a/lab3/figures/assignment2-multiplied-kernels.eps
+++ b/lab3/figures/assignment2-multiplied-kernels.eps
@@ -144,28 +144,28 @@ bp
 1 setlinejoin
 10.00 setmiterlimit
 np
-72.40 234.76 m
-33.40 -3.01 l
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-33.40 -32.19 l
-33.40 -20.21 l
-33.40 -10.74 l
-33.40 -4.96 l
-33.40 -1.57 l
-o
-72.40 234.76 2.70 c p1
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+72.40 147.70 m
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+o
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@@ -175,35 +175,42 @@ o
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+o
+np
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+o
+np
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-59.04 238.08 m
+59.04 229.47 m
 -7.20 0 l
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 /Font1 findfont 12 s
-41.76 99.51 (-2) .5 90 t
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@@ -289,23 +296,31 @@ o
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+np
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+np
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diff --git a/lab3/figures/assignment2-multiplied-kernels.png b/lab3/figures/assignment2-multiplied-kernels.png
index db758388e19c1ba093067d54535911f3a0f750b5..7cb2acce4b8ce8b56ea6bcd8e36663b8dd50fdb6 100644
Binary files a/lab3/figures/assignment2-multiplied-kernels.png and b/lab3/figures/assignment2-multiplied-kernels.png differ
diff --git a/lab3/figures/assignment2-distance-kernel.eps b/lab3/figures/assignment2-physical-distance-kernel.eps
similarity index 99%
rename from lab3/figures/assignment2-distance-kernel.eps
rename to lab3/figures/assignment2-physical-distance-kernel.eps
index 8390e3228f5412ea340389c6a9001d5ba5072b2f..656b76efc295011b0763ea3f2bcd868ffc764552 100644
--- a/lab3/figures/assignment2-distance-kernel.eps
+++ b/lab3/figures/assignment2-physical-distance-kernel.eps
@@ -131,7 +131,6 @@ dup length dict begin
   end
 /Font5 exch definefont pop
 %%EndProlog
-0.00 0.00 450.00 300.00 cl
 %%Page: 1 1
 bp
 /bg { 1 1 1 srgb } def
@@ -1230,7 +1229,8 @@ cp p1
 0.00 0.00 450.00 300.00 cl
 /Font2 findfont 14 s
 0 0 0 srgb
-239.40 265.45 (Gaussian distance kernel) .5 0 t
+125.01 265.45 (Gaussian ph) 0 ta
+-0.280 (ysical distance kernel) tb gr
 /Font1 findfont 12 s
 193.05 18.72 (Ph) 0 ta
 -0.360 (ysical distance) tb gr
diff --git a/lab3/figures/assignment2-physical-distance-kernel.png b/lab3/figures/assignment2-physical-distance-kernel.png
new file mode 100644
index 0000000000000000000000000000000000000000..c676b28aa4fbb34267ba0f58ee88133868557ce4
Binary files /dev/null and b/lab3/figures/assignment2-physical-distance-kernel.png differ