diff --git a/.gitignore b/.gitignore
index 5c83652..9d5ee9c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -34,8 +34,6 @@ ENV/
 *~
 
 # Project specific
-results/
-plots/
 *.log
 
 # OS
diff --git a/ANALYSIS.md b/ANALYSIS.md
index c72625d..4063e85 100644
--- a/ANALYSIS.md
+++ b/ANALYSIS.md
@@ -39,6 +39,16 @@ This document presents a comprehensive comparison of Merge Sort and Quick Sort a
 
 ## 3. Performance Metrics Analysis
 
+### Performance Visualization
+
+The following plots visualize the performance comparison across different dataset types:
+
+![Time vs Size Comparison](plots/time_vs_size.png)
+*Figure 1: Execution time comparison between Merge Sort and Quick Sort across different dataset types and sizes*
+
+![Memory vs Size Comparison](plots/memory_vs_size.png)
+*Figure 2: Peak memory usage comparison between Merge Sort and Quick Sort across different dataset types and sizes*
+
 ### 3.1 Execution Time Comparison
 
 #### 3.1.1 Sorted Data
@@ -283,5 +293,14 @@ The results demonstrate that algorithm selection should consider not just theore
 
 ## Appendix: Raw Data Summary
 
-See `results/bench_results.csv` for complete raw data and `results/summary.json` for aggregated statistics.
+### Raw Data Files
+
+- **`results/bench_results.csv`**: Complete raw benchmark data with all runs
+- **`results/summary.json`**: Aggregated statistics per algorithm/dataset/size combination
+- **`results/bench.log`**: Detailed execution logs with system information
+
+### Visualization Files
+
+- **`plots/time_vs_size.png`**: Line charts showing execution time vs array size for each dataset type
+- **`plots/memory_vs_size.png`**: Line charts showing peak memory usage vs array size for each dataset type
 
diff --git a/plots/memory_vs_size.png b/plots/memory_vs_size.png
new file mode 100644
index 0000000..8084602
Binary files /dev/null and b/plots/memory_vs_size.png differ
diff --git a/plots/time_vs_size.png b/plots/time_vs_size.png
new file mode 100644
index 0000000..58f582f
Binary files /dev/null and b/plots/time_vs_size.png differ
diff --git a/results/bench_results.csv b/results/bench_results.csv
new file mode 100644
index 0000000..c3da589
--- /dev/null
+++ b/results/bench_results.csv
@@ -0,0 +1,121 @@
+algorithm,pivot,dataset,size,run,time_s,peak_mem_bytes,comparisons,swaps,seed
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+merge,,sorted,1000,3,0.0020350830163806677,27508736,4932,0,42
+merge,,sorted,1000,4,0.002002707973588258,27508736,4932,0,42
+merge,,sorted,1000,5,0.0019570000004023314,27508736,4932,0,42
+merge,,sorted,5000,1,0.01232716697268188,27770880,29804,0,42
+merge,,sorted,5000,2,0.011838499980513006,27951104,29804,0,42
+merge,,sorted,5000,3,0.012822457996662706,27951104,29804,0,42
+merge,,sorted,5000,4,0.01191929099150002,27951104,29804,0,42
+merge,,sorted,5000,5,0.011811083008069545,27951104,29804,0,42
+merge,,sorted,10000,1,0.025187874969560653,28016640,64608,0,42
+merge,,sorted,10000,2,0.025747000006958842,28409856,64608,0,42
+merge,,sorted,10000,3,0.02543825004249811,28409856,64608,0,42
+merge,,sorted,10000,4,0.025632207980379462,28409856,64608,0,42
+merge,,sorted,10000,5,0.0258330840151757,28409856,64608,0,42
+merge,,sorted,50000,1,0.14894849999109283,31047680,382512,0,42
+merge,,sorted,50000,2,0.14997875003609806,33275904,382512,0,42
+merge,,sorted,50000,3,0.14839649997884408,33701888,382512,0,42
+merge,,sorted,50000,4,0.14835204201517627,33701888,382512,0,42
+merge,,sorted,50000,5,0.15029254101682454,33701888,382512,0,42
+merge,,reverse,1000,1,0.0018516660202294588,33701888,5044,0,42
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diff --git a/results/summary.json b/results/summary.json
new file mode 100644
index 0000000..243f9a7
--- /dev/null
+++ b/results/summary.json
@@ -0,0 +1,410 @@
+{
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\ No newline at end of file