diff --git a/README.md b/README.md
index 5315947..b9205b8 100644
--- a/README.md
+++ b/README.md
@@ -22,8 +22,8 @@ This project implements a **comprehensive comparison of quantum and classical SV
 ## Project Structure
 
 ```
-├── 📁 Data and Experiments
-│   ├── qsvm.py                 # Main experiment controller
+├── 📁 Data
+│   ├── qsvm.py                # Main experiment controller
 │   ├── qsvm1_zz.py            # Experiment 1: ZZ Feature Maps
 │   ├── qsvm2_pauli.py         # Experiment 2: Pauli Feature Maps
 │   ├── qsvm3_z.py             # Experiment 3: Z Feature Maps
@@ -36,15 +36,18 @@ This project implements a **comprehensive comparison of quantum and classical SV
 │
 ├── 📁 Results
 │
-└── 📁 Configuration
-    ├── environment.yml       # Conda environment
-    ├── requirements.txt      # Python dependencies
-    └── README.md             # This file
+├── 📁 Configuration
+│   ├── environment.yml       # Conda environment
+│   └── requirements.txt      # Python dependencies
+│
+└── 📁 Side experiments
+    ├── experiments.py        # Experiments file 
+    └── run_experiment.sh     # Shell script to run cloud computing using multi thread option
 ```
 
 ## Side Experiments Overview
 
-This directory contains **side experiments** that extend the main quantum brain tumor classification project. The experiments focus on **analyzing the impact of genetic data complexity** and **different gene subsets** on the effectiveness of quantum SVM algorithms.
+The directory contains **side experiments** that extend the main quantum brain tumor classification project. The experiments focus on **analyzing the impact of genetic data complexity** and **different gene subsets** on the effectiveness of quantum SVM algorithms.
 
 ### Main Research Objectives
 
@@ -290,14 +293,6 @@ PCA_COMPONENTS = 12
 python analyze_results.py
 ```
 
-### Generated Reports
-
-- **Noise robustness plots** (additive vs substitutional)
-- **Summary tables** (CSV + LaTeX)
-- **Feature map ranking** by robustness
-- **Heatmaps** of all results
-- **Final reports** with conclusions
-
 ### Key Results
 
 Analysis of **81 experiments** shows: