diff --git a/README.md b/README.md
index 44b914e..edfb4df 100644
--- a/README.md
+++ b/README.md
@@ -1,10 +1,62 @@
 # Information Modelling & Analysis: Project 2
 
-Student: enter your name here
+Student: Claudio Maggioni
 
 Please follow the instructions provided in the project slides 
 and consider the submission instructions available on iCorsi.
 
 For your convencience, I the following resources are available in the `resources` folder:
 - **defects4j-checkout-closure-1f**: The output of the command `defects4j checkout -p Closure -v 1f -w ...`
-- **modified_classes** The list of buggy classes in: `framework/projects/Closure/modified_classes/`
\ No newline at end of file
+- **modified_classes** The list of buggy classes in: `framework/projects/Closure/modified_classes/`
+
+## Setup
+
+To install the required libraries run:
+
+```shell
+python3 -m venv .env
+source .env/bin/activate
+pip install -r requirements.txt
+```
+
+## Data pre-processing
+
+To extract and label the feature vectors run:
+
+```shell
+python3 ./extract_feature_vectors.py
+python3 ./label_feature_vectors.py
+```
+
+The labeled feature vectors are stored in file
+`./metrics/feature_vectors_labeled.csv` from the repository root.
+
+## Training
+
+To train the classifiers with the grid search procedure defined in the report
+to later extract the optimal combination of hyperparameters run:
+
+```shell
+python3 ./train_classifiers.py
+```
+
+and answer `y` to run again training when prompted. Answering `n` simply
+computes again data about the best hyperparameter configuration from the metrics
+produced by a previous training.
+
+Raw cross validation training metrics are stored in `./models/models.csv`. The
+optimal hyperparameter configurations found are stored in `./models/best.csv`.
+
+## Evaluation
+
+To run the 20-times 5-fold cross validation procedure delete the file
+`./models/evaluation.csv` and run:
+
+```shell
+python3 ./evaluate_classifiers.py
+```
+
+Raw data from the repeated cross validation procedure is stored in
+`./models/evaluation.csv`. P-values for each metric of each classifier pair are
+stored in `./models/model_stats.csv`.
+
diff --git a/evaluate_classifiers.py b/evaluate_classifiers.py
index f35d7ce..abbf511 100755
--- a/evaluate_classifiers.py
+++ b/evaluate_classifiers.py
@@ -143,6 +143,8 @@ def main():
                 pvalue = wilcoxon(series_a, series_b).pvalue
                 df_stats.loc[i, 'pvalue'] = pvalue
 
+                i += 1
+
                 if metric not in observations:
                     observations[metric] = []
                       
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    <g id="line2d_121">
     <path d="M 464.0384 135.704348 
 L 483.4816 135.704348 
-" clip-path="url(#p0c45fec8d2)" style="fill: none; stroke: #3d3d3d; stroke-width: 1.5; stroke-linecap: square"/>
+" clip-path="url(#p5d01fc2d82)" style="fill: none; stroke: #3d3d3d; stroke-width: 1.5; stroke-linecap: square"/>
    </g>
    <g id="line2d_122">
     <path d="M 483.8784 225.761538 
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-" clip-path="url(#p0c45fec8d2)" style="fill: none; stroke: #3d3d3d; stroke-width: 1.5; stroke-linecap: square"/>
+" clip-path="url(#p5d01fc2d82)" style="fill: none; stroke: #3d3d3d; stroke-width: 1.5; stroke-linecap: square"/>
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@@ -2223,7 +2223,7 @@ z
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+  <clipPath id="p5d01fc2d82">
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diff --git a/models/model_stats.csv b/models/model_stats.csv
index db9a1ba..adc1330 100644
--- a/models/model_stats.csv
+++ b/models/model_stats.csv
@@ -1,2 +1,46 @@
 ,classifier_a,classifier_b,metric,pvalue
-1,BiasedClassifier,SVC,f1,4.337936940303975e-17
+1,DecisionTreeClassifier,GaussianNB,precision,0.08929133280531223
+2,DecisionTreeClassifier,GaussianNB,recall,3.877480505802584e-18
+3,DecisionTreeClassifier,GaussianNB,f1,3.896340037647931e-18
+4,DecisionTreeClassifier,MLPClassifier,precision,0.4012348497407896
+5,DecisionTreeClassifier,MLPClassifier,recall,0.011820059675817408
+6,DecisionTreeClassifier,MLPClassifier,f1,0.4710651684151138
+7,DecisionTreeClassifier,RandomForestClassifier,precision,8.283473187323235e-12
+8,DecisionTreeClassifier,RandomForestClassifier,recall,0.3276029575034267
+9,DecisionTreeClassifier,RandomForestClassifier,f1,1.4515097813437996e-10
+10,DecisionTreeClassifier,SVC,precision,6.472995016722292e-16
+11,DecisionTreeClassifier,SVC,recall,3.864155888689142e-18
+12,DecisionTreeClassifier,SVC,f1,3.896559845095909e-18
+13,GaussianNB,MLPClassifier,precision,0.03476088049603166
+14,GaussianNB,MLPClassifier,recall,3.873544128513129e-18
+15,GaussianNB,MLPClassifier,f1,3.896120241954008e-18
+16,GaussianNB,RandomForestClassifier,precision,5.027978595522601e-10
+17,GaussianNB,RandomForestClassifier,recall,3.8656827355135645e-18
+18,GaussianNB,RandomForestClassifier,f1,3.896120241954008e-18
+19,GaussianNB,SVC,precision,7.361006463422299e-13
+20,GaussianNB,SVC,recall,3.881639684405151e-18
+21,GaussianNB,SVC,f1,4.265842540306607e-18
+22,MLPClassifier,RandomForestClassifier,precision,2.9302015489842885e-09
+23,MLPClassifier,RandomForestClassifier,recall,0.00010909237805840521
+24,MLPClassifier,RandomForestClassifier,f1,1.1542838431590428e-11
+25,MLPClassifier,SVC,precision,3.6744416439536415e-16
+26,MLPClassifier,SVC,recall,5.645631221640026e-18
+27,MLPClassifier,SVC,f1,5.112831740936498e-18
+28,RandomForestClassifier,SVC,precision,4.0161556854627e-18
+29,RandomForestClassifier,SVC,recall,3.8584897469079895e-18
+30,RandomForestClassifier,SVC,f1,3.896559845095909e-18
+31,BiasedClassifier,DecisionTreeClassifier,precision,3.881858705649312e-18
+32,BiasedClassifier,DecisionTreeClassifier,recall,1.0267247842714985e-14
+33,BiasedClassifier,DecisionTreeClassifier,f1,3.881858705649312e-18
+34,BiasedClassifier,GaussianNB,precision,3.876167958900271e-18
+35,BiasedClassifier,GaussianNB,recall,3.7861845925093915e-18
+36,BiasedClassifier,GaussianNB,f1,4.22499456189738e-16
+37,BiasedClassifier,MLPClassifier,precision,3.887338045617697e-18
+38,BiasedClassifier,MLPClassifier,recall,2.2417567344517687e-15
+39,BiasedClassifier,MLPClassifier,f1,3.886680137925553e-18
+40,BiasedClassifier,RandomForestClassifier,precision,3.8798879361158955e-18
+41,BiasedClassifier,RandomForestClassifier,recall,4.647240654275836e-14
+42,BiasedClassifier,RandomForestClassifier,f1,3.8798879361158955e-18
+43,BiasedClassifier,SVC,precision,3.890848669938197e-18
+44,BiasedClassifier,SVC,recall,3.803119001919453e-18
+45,BiasedClassifier,SVC,f1,4.337936940303975e-17
diff --git a/report/main.md b/report/main.md
index f228be4..31fe32c 100644
--- a/report/main.md
+++ b/report/main.md
@@ -21,7 +21,7 @@ expected info, you'll be fine.-->
 The code and result files, part of this submission, can be found at:
 
 - Repository: [https://github.com/infoMA2023/project-02-bug-prediction-maggicl](https://github.com/infoMA2023/project-02-bug-prediction-maggicl)
-- Commit ID: **TBD** 
+- Commit ID: **5f30b3b71b50b28f4c870ff114a760ece1005531** 
 
 # Data Pre-Processing
 
diff --git a/report/main.pdf b/report/main.pdf
index ebaa275..eada68f 100644
Binary files a/report/main.pdf and b/report/main.pdf differ