diff --git a/benchmarks/benchmark-plots/plot-opt-submitmethod.png b/benchmarks/benchmark-plots/plot-opt-submitmethod.png
index 88d20dc..b315e01 100644
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diff --git a/benchmarks/benchmark-plotters/__pycache__/common.cpython-39.pyc b/benchmarks/benchmark-plotters/__pycache__/common.cpython-39.pyc
deleted file mode 100644
index 0b955d5..0000000
Binary files a/benchmarks/benchmark-plotters/__pycache__/common.cpython-39.pyc and /dev/null differ
diff --git a/benchmarks/benchmark-plotters/plot-perf-submitmethod.py b/benchmarks/benchmark-plotters/plot-perf-submitmethod.py
index 2ea18a1..e1d6c69 100644
--- a/benchmarks/benchmark-plotters/plot-perf-submitmethod.py
+++ b/benchmarks/benchmark-plotters/plot-perf-submitmethod.py
@@ -10,10 +10,10 @@ runid = "Run ID"
 x_label = "Size of Submitted Task"
 y_label = "Throughput in GiB/s"
 var_label = "Submission Type"
-sizes = ["1kib", "4kib", "1mib", "32mib"]
-sizes_nice = ["1 KiB", "4 KiB", "1 MiB", "32 MiB"]
-types = ["bs10", "bs50", "ms10", "ms50", "ssaw"]
-types_nice = ["Batch 10", "Batch 50", "Multi-Submit 10", "Multi-Submit 50", "Single-Submit"]
+sizes = ["1kib", "4kib", "1mib"]
+sizes_nice = ["1 KiB", "4 KiB", "1 MiB"]
+types = ["bs10", "bs50", "ssaw"]
+types_nice = ["Batch, Size 10", "Batch, Size 50", "Single Submit"]
 
 title = \
     """Throughput showing Optimal Submission Method and Size\n
@@ -101,7 +101,6 @@ def main():
 
     sns.barplot(x=x_label, y=y_label, hue=var_label, data=df, palette="rocket", errorbar="sd")
     
-    plt.title(title)
     plt.savefig(os.path.join(output_path, "plot-opt-submitmethod.png"), bbox_inches='tight')
     plt.show()
 
diff --git a/thesis/images/plot-opt-submitmethod.png b/thesis/images/plot-opt-submitmethod.png
index 88d20dc..b315e01 100644
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