diff --git a/run.sh b/run.sh
index 40433b2..5def9ac 100755
--- a/run.sh
+++ b/run.sh
@@ -4,6 +4,7 @@
 
 OUTDIR="exp/kmeans_teacher_1/pvector-1"
 DATADIR="data"
+NEW_LSTDIR="${OUTDIR}/lst"
 
 kmin=2
 kmax=100
@@ -13,7 +14,12 @@ then
     mkdir -p $OUTDIR
 fi
 
-for kfold in {1..4}
+if [ ! -d "${NEW_LSTDIR}" ];
+then
+    mkdir -p ${NEW_LSTDIR}
+fi
+
+for kfold in 4 #..4}
 do
     #echo "kfold = ${kfold}"
     pvector_file="${DATADIR}/pvectors_1rst/pvectors_teacher_${kfold}.txt"
@@ -24,9 +30,24 @@ do
     then
         mkdir -p ${output_kfold}
     fi
-
+        
+    
+    # Extract character information
+    echo "Extracting character information"
+    python3 "bin/replace_label.py" \
+        "${DATADIR}/masseffect.lst" \
+        "${DATADIR}/character_information.csv" \
+        --field "type" --lst "data/pvectors_1rst/lst/train_${kfold}.lst" \
+        --outfile "${NEW_LSTDIR}/train_${kfold}_type.lst"
     
-    # Train kmeans
+    python3 "bin/replace_label.py" \
+        "${DATADIR}/masseffect.lst" \
+        "${DATADIR}/character_information.csv" \
+        --field "type" --lst "data/pvectors_1rst/lst/val_${kfold}.lst" \
+        --outfile "${NEW_LSTDIR}/val_${kfold}_type.lst"
+    cat "${NEW_LSTDIR}/train_${kfold}_type.lst" "${NEW_LSTDIR}/val_${kfold}_type.lst" > "${NEW_LSTDIR}/metas_${kfold}_type.lst"
+
+    # -- TRAIN KMEANS 
     echo "Clustering - ${kfold}"
     python3 bin/cluster_kmeans.py "${pvector_file}" \
         "${lst_dir}/train_${kfold}.lst" \
@@ -34,12 +55,46 @@ do
 
     for k in $(seq ${kmin} 1 ${kmax})
     do
+        # -- EXTRACT KMEANS VALUES
         echo "Kmeans Measuring and extraction - ${k}"
-        # Extract kmean values
         python3 bin/extract_kmeans.py "${output_kfold}/${k}/clustering_${k}.pkl" \
             "${pvector_file}" \
             --outfile "${output_kfold}/${k}/clustered_${k}.txt"
+        
+        
+        # -- MEASURES AND PLOT WITH RESPECT TO CHARACTER VAR
+        # Measures
         python3 bin/measure_clustering.py "${output_kfold}/${k}/clustered_${k}.txt" "${pvector_file}" "${lst_dir}/train_${kfold}.lst" "${lst_dir}/val_${kfold}.lst" --outfile "${output_kfold}/${k}/measures.json"
+        
+        # Plot count matrix for train
+        python3 bin/plot-count-matrix.py ${output_kfold}/${k}/clustered_${k}.txt \
+        ${pvector_file} ${lst_dir}/train_${kfold}.lst \
+        --outfile ${output_kfold}/${k}/train_count_matrix.pdf
+        
+        # Plot count matrix for val
+        python3 bin/plot-count-matrix.py ${output_kfold}/${k}/clustered_${k}.txt \
+            ${pvector_file} ${lst_dir}/val_${kfold}.lst \
+            --outfile ${output_kfold}/${k}/val_count_matrix.pdf
+
+        # Regroup measures with respect to character var
+        python3 bin/regroup-measures.py exp/kmeans_teacher_1/pvector-1/
+
+        # -- MEASURES AND PLOT WITH RESPECT TO TYPE VAR
+        # Measures
+        python3 bin/measure_clustering.py "${output_kfold}/${k}/clustered_${k}.txt" "${NEW_LSTDIR}/metas_${kfold}_type.lst" "${lst_dir}/train_${kfold}.lst" "${lst_dir}/val_${kfold}.lst" --outfile "${output_kfold}/${k}/measures_type.json"
+        
+        # This script plot the count matrix of the train set
+        python3 bin/plot-count-matrix.py ${output_kfold}/${k}/clustered_${k}.txt \
+        ${NEW_LSTDIR}/metas_${kfold}_type.lst ${lst_dir}/train_${kfold}.lst \
+        --outfile ${output_kfold}/${k}/train_count_matrix_type.pdf
+        
+        # This script plot the count matrix of the validation set
+        python3 bin/plot-count-matrix.py ${output_kfold}/${k}/clustered_${k}.txt \
+        ${NEW_LSTDIR}/metas_${kfold}_type.lst ${lst_dir}/val_${kfold}.lst \
+        --outfile ${output_kfold}/${k}/val_count_matrix_type.pdf
+
+        # Regroup measures with respect to type var 
+        python3 bin/regroup-measures.py exp/kmeans_teacher_1/pvector-1/ --suffix "_type" --measurefile "measures_type.j
     done
 done