diff --git a/trainbenchmark/trainbenchmark-reporting/combined.R b/trainbenchmark/trainbenchmark-reporting/combined.R
index 7b6e4ffe4b38ba92b0aa5695a2f6c05a1acfefb5..015c2c92abdd2c80c588ae9af44a627f47a7b32d 100644
--- a/trainbenchmark/trainbenchmark-reporting/combined.R
+++ b/trainbenchmark/trainbenchmark-reporting/combined.R
@@ -81,6 +81,9 @@ for (scenario in c("inject", "repair")) {
   times.plot$Phase = gsub('\\.', ' ', times.plot$Phase)
   times.plot$Phase = factor(times.plot$Phase, levels = phasesPrettified)
   # times.plot$Workload = factor(times.plot$Workload, levels = workloads)
+  write.csv(times, file = paste("out-", scenario, ".csv", sep=""))
+  write.csv(times.aggregated.runs, file = paste("out-agg-", scenario, ".csv", sep=""))
+  write.csv(times.plot, file = paste("out-plot-", scenario, ".csv", sep=""))
 
   ### line charts
   for (phase in phasesPrettified) {
@@ -106,7 +109,7 @@ for (scenario in c("inject", "repair")) {
     # x axis labels
     xbreaks = unique(df$Model)
     currentWorkloadSizes = head(workloadSizes, n=length(xbreaks))
-    xlabels = paste(xbreaks, "\n", currentWorkloadSizes, sep = "")
+    xlabels = paste(currentWorkloadSizes, sep = "")
 
     # drop every other models size
     maxLabel = max(log2(max(df$Model)), 2)
@@ -127,7 +130,7 @@ for (scenario in c("inject", "repair")) {
 
     p = ggplot(df) + #na.omit(df)) +
       aes(x = as.factor(Model), y = Time) +
-    labs(title = paste("Individual query execution time,", phase, "phase"), x = "Model size\n#Elements", y = "Execution times [ms]") +
+      labs(title = paste("Individual query execution time,", phase, "phase"), x = element_blank(), y = element_blank()) +#, x = "Model size\n#Elements", y = "Execution times [ms]") +
 
       geom_point(aes(col = Tool, shape = Tool), size = 2.0) +
       scale_shape_manual( values = c(1,16, 0,15, 2,17, 5,18, 8,10),
@@ -167,8 +170,8 @@ for (scenario in c("inject", "repair")) {
       ) +
       geom_line(aes(col = Tool, group = Tool), size = 0.5) +
       # scale_linetype_manual(values=c(0,1,2,3,4,5,6,7,8,9), na.value="blank") +
-      scale_x_discrete(breaks = xbreaks, labels = xlabels) +
-      scale_y_log10(breaks = ybreaks, minor_breaks=yminor_breaks, labels = ylabels, limits = c(2e-3,2e4), expand = c(0, 0)) +
+      scale_x_discrete(breaks = xbreaks, labels = xlabels,expand=c(0.02,0.1)) +
+      scale_y_log10(breaks = ybreaks, minor_breaks=NULL, labels = ylabels, limits = c(3e-3,3e4), expand = c(0, 0)) +
       theme_bw() +
       theme(
         plot.title = element_blank(), # element_text(hjust = 0.5),
@@ -177,13 +180,13 @@ for (scenario in c("inject", "repair")) {
         legend.title = element_blank(),
         strip.text.x = element_blank(),
         legend.position = "none", # "none", #
-        axis.text = element_text(size = 11)
+        axis.text = element_text(size = 7)
         #, panel.grid.minor = element_blank()
       )
     fnTmp <- paste("../diagrams/recent/benchmark/", scenario, "/", phase.filename, "-", scenario, "-tmp.pdf", sep="")
     fn <- paste("../diagrams/recent/benchmark/", scenario, "/", phase.filename, "-", scenario, ".pdf", sep="")
     if (phase == "Read") {
-      p = p + scale_y_log10(breaks = ybreaks, minor_breaks=yminor_breaks, labels = ylabels, limits = c(9e-1,3e4), expand = c(0, 0)) +
+      p = p + scale_y_log10(breaks = ybreaks, minor_breaks=NULL, labels = ylabels, limits = c(1e0,3e4), expand = c(0, 0)) +
           scale_colour_manual(values = c( "#56B4E9", "#56B4E9", # Sky blue - Name Lookup
           "#009E73", "#009E73", # Bluish green - Intrinsic References
           "#0072B2", "#0072B2", # Blue - Manual Serialization
@@ -193,26 +196,26 @@ for (scenario in c("inject", "repair")) {
           "#F0E442"  # Yellow
           ),
           labels = c(
-          "Name Lookup (Reflection-based Serializer)",
-          "Name Lookup (Reflection-based Serializer, Incremental)",
-          "Intrinsic References (Modified Reflection-based Serializer)",
-          "Intrinsic References (Modified Reflection-based Serializer, Incremental)",
-          "Relational RAGs (Hand-written Serializer)",
-          "Relational RAGs (Hand-written Serializer, Incremental)",
-          "Relational RAGs (Generated Serializer)",
-          "Relational RAGs (Generated Serializer, Incremental)"
+          "Name Lookup / Reflection-based",
+          "Name Lookup (Incremental) / Reflection-based",
+          "Intrinsic References / Modified Reflection-based",
+          "Intrinsic References (Incremental) / Modified Reflection-based",
+          "Relational RAGs / Hand-written",
+          "Relational RAGs (Incremental) / Hand-written",
+          "Relational RAGs / Generated",
+          "Relational RAGs (Incremental) / Generated"
           )
           ) +
           scale_shape_manual( values = c(1,16, 0,15, 2,17, 5,18, 8,10),
           labels = c(
-          "Name Lookup (Reflection-based Serializer)",
-          "Name Lookup (Reflection-based Serializer, Incremental)",
-          "Intrinsic References (Modified Reflection-based Serializer)",
-          "Intrinsic References (Modified Reflection-based Serializer, Incremental)",
-          "Relational RAGs (Hand-written Serializer)",
-          "Relational RAGs (Hand-written Serializer, Incremental)",
-          "Relational RAGs (Generated Serializer)",
-          "Relational RAGs (Generated Serializer, Incremental)"
+          "Name Lookup / Reflection-based",
+          "Name Lookup (Incremental) / Reflection-based",
+          "Intrinsic References / Modified Reflection-based",
+          "Intrinsic References (Incremental) / Modified Reflection-based",
+          "Relational RAGs / Hand-written",
+          "Relational RAGs (Incremental) / Hand-written",
+          "Relational RAGs / Generated",
+          "Relational RAGs (Incremental) / Generated"
           ),
           guide=guide_legend(ncol=2,nrow=4)
           ) +
@@ -223,9 +226,18 @@ for (scenario in c("inject", "repair")) {
           legend.title = element_blank(),
           strip.text.x = element_blank(),
           legend.position = "right", # "none", #
-          axis.text = element_text(size = 11)
+          axis.text = element_text(size = 9)
           #, panel.grid.minor = element_blank()
           )
+
+      p <- p +
+      # reverse ticks
+          annotation_logticks(sides = "l", short = unit(- 0.06, "cm"), mid = unit(- 0.10, "cm"), long = unit(- 0.14, "cm")) +
+      # remove clipping
+          coord_cartesian(clip = "off") +
+      # add space between ticks and labels
+          theme(axis.text.y = element_text(margin = margin(r = 2)))
+
       ggsave(
       plot = p,
       filename = fnTmp,
@@ -234,11 +246,21 @@ for (scenario in c("inject", "repair")) {
       units = "mm"
       )
     } else {
+
+
+      p <- p +
+      # reverse ticks
+          annotation_logticks(sides = "l", short = unit(- 0.07, "cm"), mid = unit(- 0.14, "cm"), long = unit(- 0.21, "cm")) +
+      # remove clipping
+          coord_cartesian(clip = "off") +
+      # add space between ticks and labels
+            theme(axis.text.y = element_text(margin = margin(r = 4)))
+
       ggsave(
         plot = p,
         filename = fnTmp,
-        width = 100,
-        height = 130,
+        width = 78,
+        height = 104,
         units = "mm"
       )
     }
diff --git a/trainbenchmark/trainbenchmark-reporting/individual.R b/trainbenchmark/trainbenchmark-reporting/individual.R
index 3ccd1b0631cbc9351f98824576bc803aaf50706f..e4e985b252beffecf0b5ebd81d5d33669c802d31 100644
--- a/trainbenchmark/trainbenchmark-reporting/individual.R
+++ b/trainbenchmark/trainbenchmark-reporting/individual.R
@@ -1,6 +1,7 @@
 library(data.table)
 library(reshape2)
 library(plyr)
+library(grid)
 library(ggplot2)
 library(ggrepel)
 library(arules)
@@ -106,7 +107,7 @@ for (scenario in c("inject", "repair")) {
     # x axis labels
     xbreaks = unique(df$Model)
     currentWorkloadSizes = head(workloadSizes, n=length(xbreaks))
-    xlabels = paste(xbreaks, "\n", currentWorkloadSizes, sep = "")
+    xlabels = currentWorkloadSizes
 
     # drop every other models size
     maxLabel = max(log2(max(df$Model)), 2)
@@ -167,8 +168,8 @@ for (scenario in c("inject", "repair")) {
         ) +
         geom_line(aes(col = Tool, group = Tool), size = 0.5) +
         # scale_linetype_manual(values=c(0,1,2,3,4,5,6,7,8,9), na.value="blank") +
-        scale_x_discrete(breaks = xbreaks, labels = xlabels) +
-        scale_y_log10(breaks = ybreaks, minor_breaks=yminor_breaks, labels = ylabels, limits = c(2e-3,2e4), expand = c(0, 0)) +
+        scale_x_discrete(breaks = xbreaks, labels = xlabels,expand=c(0.02,0.1)) +
+        scale_y_log10(breaks = ybreaks, minor_breaks = NULL, labels = ylabels, limits = c(3e-3, 3e4), expand = c(0, 0)) +
         facet_grid_paginate(~ Workload, nrow=1, ncol = 1, page=cpage, scale = "free") +
         theme_bw() +
         theme(
@@ -178,21 +179,28 @@ for (scenario in c("inject", "repair")) {
           legend.title = element_blank(),
           strip.text.x = element_blank(),
           legend.position = "none", # "none", #
-          axis.text = element_text(size = 11)
+          axis.text = element_text(size = 7)
           #, panel.grid.minor = element_blank()
         )
-      fnTmp <- paste("../diagrams/recent/", scenario, "/", phase.filename, "-", workloads[cpage], "-", scenario, "-tmp.pdf", sep="")
-      fn <- paste("../diagrams/recent/", scenario, "/", phase.filename, "-", workloads[cpage], "-", scenario, ".pdf", sep="")
-      ggsave(
+        p <- p +
+        # reverse ticks
+            annotation_logticks(sides = "l", short = unit(- 0.06, "cm"), mid = unit(- 0.10, "cm"), long = unit(- 0.14, "cm")) +
+        # remove clipping
+            coord_cartesian(clip = "off") +
+        # add space between ticks and labels
+            theme(axis.text.y = element_text(margin = margin(r = 2)))
+
+        fnTmp <- paste("../diagrams/recent/", scenario, "/", phase.filename, "-", workloads[cpage], "-", scenario, "-tmp.pdf", sep = "")
+        fn <- paste("../diagrams/recent/", scenario, "/", phase.filename, "-", workloads[cpage], "-", scenario, ".pdf", sep = "")
+        ggsave(
         plot = p,
         filename = fnTmp,
-        width = 100,
-        height = 130,
+        width = 78,
+        height = 104,
         units = "mm"
-      )
-      embed_fonts(fnTmp, outfile=fn)
-      file.remove(fnTmp)
+        )
+        embed_fonts(fnTmp, outfile = fn)
+        file.remove(fnTmp)
+        }
     }
-
-  }
 }