diff --git a/results/identity_cluster.png b/results/identity_cluster.png
new file mode 100644
index 0000000..b4855d0
Binary files /dev/null and b/results/identity_cluster.png differ
diff --git a/results/md.csv b/results/md.csv
deleted file mode 100644
index bdeed2d..0000000
--- a/results/md.csv
+++ /dev/null
@@ -1,502 +0,0 @@
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-Z,Z,b,d,c,b,d,c,e,h,i,a,c,d,d,e,d,j,d,d,f,k,b,c,b,d,c,d,d,d,d,d,d,d,f,b,j,c,d,c,d,e,h,i,a,c,d,e,b,d,c,e,h,i,a,c,f,b,d,c,d,f,b,e,h,i,f,b,h,c,d,c,d,d,d,f,k,l,p,c,c,d,d,d,d,f,b,j,c,d,d,d,f,b,c,c,d,d,d,d,d,d,d,d,d,d,d,e,h,i,a,f,b,d,c,d,d,e,b,j,a,d,f,b,f,k,l,m,b,g,h,j,a,d,d,d,d,d,f,Z,Z
-Z,Z,o,p,a,b,d,c,d,f,b,d,c,d,d,e,d,j,d,d,f,b,d,j,b,d,c,d,d,d,d,d,d,d,e,e,j,i,a,c,d,e,h,i,a,c,d,e,h,j,a,e,h,i,a,c,f,b,d,c,d,f,b,e,h,i,a,c,e,c,j,d,d,d,d,f,b,l,m,c,c,d,d,d,d,e,b,j,c,d,d,d,d,d,d,d,d,d,d,d,d,d,d,d,d,d,d,e,h,i,a,f,b,c,c,d,e,d,j,d,d,d,f,b,f,k,l,m,b,c,c,f,b,d,c,d,d,d,f,Z,Z
-Z,Z,m,g,h,i,a,c,d,d,b,d,c,d,d,e,d,j,d,d,f,e,d,j,d,d,c,d,d,d,d,d,d,e,h,j,f,b,d,c,d,e,h,i,a,c,d,d,d,d,d,e,h,i,a,c,f,b,d,c,d,f,b,e,h,i,a,b,d,c,f,b,p,c,d,f,b,l,p,c,c,d,d,d,d,f,b,j,c,d,d,d,h,i,a,c,d,d,d,d,d,d,d,d,d,d,d,e,h,i,a,f,b,c,c,d,d,b,d,c,d,d,f,b,l,k,l,n,c,c,c,d,d,d,d,d,d,d,f,Z,Z
-Z,Z,b,d,c,b,d,c,d,e,h,j,d,d,d,e,d,j,d,d,f,k,b,c,c,d,c,d,d,d,d,d,e,b,d,c,f,b,d,c,d,e,h,i,a,c,d,d,d,d,d,e,h,i,a,n,j,n,n,p,a,f,b,e,h,i,a,c,d,d,d,d,d,d,d,f,k,l,m,c,c,d,d,d,d,f,b,j,c,d,d,e,h,i,a,c,b,d,c,d,d,d,d,d,d,d,d,e,h,i,a,f,b,c,c,e,b,p,a,d,d,d,f,b,l,k,l,m,b,a,c,d,f,b,j,c,d,d,f,Z,Z
-Z,Z,b,d,c,b,d,c,d,f,b,d,c,d,d,e,d,j,d,d,f,k,b,c,b,d,c,d,d,d,d,d,d,e,h,j,f,b,d,c,d,e,h,i,a,c,d,d,d,d,d,e,h,i,a,c,f,b,d,c,d,f,b,e,h,i,f,b,e,o,i,a,d,d,d,f,k,l,p,c,c,d,d,d,d,f,b,j,c,d,d,e,h,k,b,p,a,d,d,d,d,d,d,d,d,d,d,e,h,i,a,k,b,c,c,d,f,b,d,c,d,d,f,b,l,k,l,m,b,c,c,e,h,j,d,d,d,d,f,Z,Z
-Z,Z,m,b,f,b,d,c,d,e,h,j,d,d,d,e,d,d,d,d,f,k,b,c,b,d,c,d,d,d,d,d,d,e,h,j,f,b,d,c,d,e,h,i,a,c,d,d,d,d,d,d,f,k,j,p,f,b,d,c,d,f,b,e,h,i,a,b,h,c,d,c,d,d,d,f,b,l,b,d,c,d,d,d,d,e,b,j,c,d,d,d,f,b,a,c,d,d,d,d,d,d,d,d,d,d,e,e,g,a,j,f,b,g,e,h,i,p,a,d,d,d,d,d,f,k,l,m,c,c,c,d,f,b,d,c,d,d,f,Z,Z
diff --git a/src/__pycache__/Conformations.cpython-37.pyc b/src/__pycache__/Conformations.cpython-37.pyc
new file mode 100644
index 0000000..11d7c6c
Binary files /dev/null and b/src/__pycache__/Conformations.cpython-37.pyc differ
diff --git a/src/__pycache__/conformations.cpython-37.pyc b/src/__pycache__/conformations.cpython-37.pyc
new file mode 100644
index 0000000..8aaf1a2
Binary files /dev/null and b/src/__pycache__/conformations.cpython-37.pyc differ
diff --git a/src/conformations.py b/src/conformations.py
new file mode 100644
index 0000000..9a48164
--- /dev/null
+++ b/src/conformations.py
@@ -0,0 +1,194 @@
+"""
+This modules handles proteins conformations and allows manipulating them.
+
+Conformations are loaded as a pdb file and are then converted to PBs sequences
+using the pbxplore package.
+
+Distance matrixes can be produced using 2 methods : Identity between blocs for
+the simplest or dissimilarity using a substitution matrix.
+
+Both matrixes can be computed with k-medoids algorithm for clustering.
+
+Generated clusters can be visualised with the visualisation method.
+"""
+
+import pandas as pd
+import numpy as np
+import pbxplore as pbx
+from scipy.spatial.distance import squareform, pdist, jaccard
+from pyclustering.cluster.kmedoids import kmedoids
+import matplotlib.pyplot as plt
+
+class Conformations:
+    """
+    An instance of the class conformations contains differents conformations of
+    the same protein, encoded as 1D sequences of protein bloc, in a pandas
+    dataframe.
+    """
+
+    def __init__(self, filename):
+        """
+        filename : a .pdb file or several pdb file containing the conformations
+
+        Attribute :
+            - df : pd.DataFrame object
+            - filename : a list of str, paths to the structure files
+            - simple_dist : matrix distance computed with the identity method
+                            Initiality empty, must be computed
+            - dissimilarity_dist : matrix distance computed with the
+                                   dissimilarity method, initialy empty because
+                                   the computation time is long
+        Each row of the dataframe is a conformation and each column a position
+        of the sequence.
+        """
+        self.df = pd.DataFrame()
+        self.filename = filename
+        self.identity_dist = np.array(None)
+        self.dissimilarity_dist = np.array(None)
+        for chain_name, chain in pbx.chains_from_files([filename]):
+            dihedrals = chain.get_phi_psi_angles()
+            pb_seq = pbx.assign(dihedrals)
+            self.df = self.df.append(pd.Series(list(pb_seq)),
+                                     ignore_index=True)
+
+    def identity(self):
+        """
+        Computes a distance matrix between all conformations based on
+        wether the PB at each position is identical or not.
+        Returns the matrix as a numpy.ndarray object.
+        """
+        dict_str_to_float = {'Z':0, 'a':1, 'b':2, 'c':3, 'd':4, 'e':5, 'f':6,
+                             'g':7, 'h':8, 'i':9, 'j':10, 'k':11, 'l':12,
+                             'm':13, 'n':14, 'o':15, 'p':16}
+                              # dict to transform PB to
+                              # int, necessary for the pdist function
+        dfnum = self.df.replace(dict_str_to_float)
+        dist = squareform(pdist(dfnum, metric='jaccard'))
+        self.identity_dist = dist
+
+        return dist
+
+    def dissimilarity(self, matrix=None):
+        """
+        Returns a matrix of the distance between all conformations computed
+        according to a substitution matrix of the protein blocks.
+        If no substitution matrix is specified, use the matrix from the
+        PBxplore package.
+        """
+        dissimilarity = np.zeros((self.df.shape[0], self.df.shape[0]))
+        if matrix == None:
+            matrix = pd.read_table("data/PBs_substitution_matrix.dat",
+                                   index_col=False, sep='\t')
+            matrix = matrix/100 # because in this file weight where multiplied
+                                # by 100.
+        matrix.index = matrix.columns
+        ncol = self.df.shape[1]
+        nrow = self.df.shape[0]
+        for i in range(1, nrow): # compute each pairwise distance once only
+            for j in range(i):
+                for k in range(ncol):
+                    dissimilarity[i][j] += \
+                        matrix[self.df.loc[i, k]][self.df.loc[j, k]]
+        dissimilarity = dissimilarity + dissimilarity.T # fills the whole matrix
+
+        return self.dist_from_dissimilarity(dissimilarity)
+
+    def dist_from_dissimilarity(self, diss_matrix):
+        """
+        Using the substitution matrix from the PBxplore package, the obtained
+        dissimilarity matrix has both positive and negative values. Low value
+        represent strong differences as identical PB substitution are high
+        positive value.
+        This function returns a distance matrix from the dissimilarity matrix.
+
+        Arguments :
+            - diss_matrix : ndarray
+                obtained from Configurations.dissimilarity
+        """
+        diss_matrix = -diss_matrix
+        diss_matrix = (diss_matrix - np.min(diss_matrix))/np.ptp(diss_matrix)
+        dist = diss_matrix * abs((np.identity(self.df.shape[0])-1))
+
+        self.dissimilarity_dist = dist
+
+        return dist
+
+    def small_kmedoids(self, matrix, ncluster):
+        """
+        Returns clusters and medoids computed with kmedoids on a distance matrix
+        Arguments :
+            - matrix : str, ('identity' or 'dissimilarity')
+                       corresponding to the desired distance matrix to be
+                       computed
+            - ncluster number of clusters to be computed
+        """
+        if matrix == 'identity':
+
+            matrix = self.identity_dist
+            if matrix.all() == None:
+                print("Error : distance matrix from identity hasn't been " \
+                      "computed yet")
+                return
+        elif matrix == 'dissimilarity':
+            matrix = self.dissimilarity_dist
+            if matrix.all() == None:
+                print("Error : distance matrix from dissimilarity hasn't " \
+                      "been computed yet")
+                return
+
+        if ncluster > matrix.shape[0]:
+            print("Error : number of desired clusters > number of objects")
+            return
+
+        initial_medoids = np.random.randint(matrix.shape[0], size=ncluster)
+        kmed1 = kmedoids(matrix, initial_medoids, data_type='distance_matrix')
+        kmed1.process()
+
+        clusters = kmed1.get_clusters()
+        medoids = kmed1.get_medoids()
+
+        return (clusters, medoids)
+
+def visualise(clusters, output_name=None):
+    """
+    Generate an image to visualise clusters. Can currently display up to
+    seven different colors
+    Arguments :
+        - clusters : list of lists
+            output of the small_kmedoids method
+
+        - output_name : str
+            desired filename for the image output, if none don't save file
+    """
+    nb_confs = sum([len(x) for x in clusters])
+    confs = np.arange(nb_confs)
+    group = np.zeros(nb_confs)
+
+    for i in range(len(clusters)):
+        for j in clusters[i]:
+            group[j] = i+1
+
+    color = []
+    #dict_col = {1:'b',2:'c',3:'',4:'',5:'',6:''}
+    for i in group:
+        if i == 1:
+            color.append('b')
+        if i == 2:
+            color.append('g')
+        if i == 3:
+            color.append('y')
+        if i == 4:
+            color.append('r')
+        if i == 5:
+            color.append('c')
+        if i == 6:
+            color.append('m')
+        elif i > 6:
+            color.append('k')
+
+    plt.bar(confs, group, width=1.0, color=color)
+
+    if output_name != None:
+        plt.savefig("results/"+output_name)
+
+    plt.close()
diff --git a/src/projet8.py b/src/projet8.py
index 9205a92..f6be08d 100644
--- a/src/projet8.py
+++ b/src/projet8.py
@@ -1,189 +1,7 @@
 #!/bin/python3
 
-import pandas as pd
-import numpy as np
-import pbxplore as pbx
 import sys
-from scipy.spatial.distance import squareform, pdist, jaccard 
-from pyclustering.cluster.kmedoids import kmedoids
-from pyclustering.cluster import cluster_visualizer
-from pyclustering.utils import read_sample
-from pyclustering.samples.definitions import FCPS_SAMPLES
-import matplotlib.pyplot as plt
-
-class Conformations:
-    """
-    An instance of the class conformations contains differents conformations of
-    the same protein, encoded as 1D sequences of protein bloc, in a pandas
-    dataframe.
-    """
-    pass
-
-    def __init__(self, filename):
-        """
-        filename : a .pdb file or several pdb file containing the conformations
-
-        Attribute :
-            - df : pd.DataFrame object
-            - filename : a list of str, paths to the structure files
-            - simple_dist : matrix distance computed with the identity method
-                            Initiality empty, must be computed
-            - dissimilarity_dist : matrix distance computed with the
-                                   dissimilarity method, initialy empty because
-                                   the computation time is long
-        Each row of the dataframe is a conformation and each column a position
-        of the sequence.
-        """
-        self.df = pd.DataFrame()
-        self.filename = filename
-        self.identity_dist = np.array(None)
-        self.dissimilarity_dist = np.array(None)
-        for chain_name, chain in pbx.chains_from_files([filename]): 
-                dihedrals = chain.get_phi_psi_angles() 
-                pb_seq = pbx.assign(dihedrals) 
-                self.df = self.df.append(pd.Series(list(pb_seq)),
-                                         ignore_index=True)
- 
-    def identity(self):
-        """
-        Computes a distance matrix between all conformations based on
-        wether the PB at each position is identical or not.
-        Returns the matrix as a numpy.ndarray object.
-        """
-        dict_str_to_float = {'Z':0,'a':1,'b':2,'c':3,'d':4,'e':5,'f':6,'g':7,
-                             'h':8,'i':9,'j':10,'k':11,'l':12,'m':13,'n':14,
-                             'o':15,'p':16} # dict to transform PB to int,
-                                            # necessary for the pdsit function
-        dfnum = self.df.replace(dict_str_to_float)
-        dist = squareform(pdist(dfnum, metric ='jaccard'))
-        self.identity_dist = dist
-
-        return dist
-
-    def dissimilarity(self, matrix=None):
-        """
-        Returns a matrix of the distance between all conformations computed
-        according to a substitution matrix of the protein blocks.
-        If no substitution matrix is specified, use the matrix from the
-        PBxplore package.
-        """
-        dissimilarity = np.zeros((self.df.shape[0],self.df.shape[0])) 
-        if matrix == None:
-            matrix = pd.read_table("data/PBs_substitution_matrix.dat",
-                                   index_col=False, sep ='\t')
-            matrix = matrix/100 # because in this file weight where multiplied
-                                # by 100.
-        matrix.index = matrix.columns
-        ncol = self.df.shape[1]
-        nrow = self.df.shape[0]
-        it1 = self.df.iterrows()
-        for i in range(1,nrow): # compute each pairwise distance once only
-            for j in range(i): 
-                for k in range(ncol): 
-                    dissimilarity[i][j] += matrix[confs.df.loc[i,k]][confs.df.loc[j,k]]
-        dissimilarity = dissimilarity + dissimilarity.T # fills the whole matrix
-        
-        return self.dist_from_dissimilarity(dissimilarity)
-
-    def dist_from_dissimilarity(self, diss_matrix):
-        """
-        Using the substitution matrix from the PBxplore package, the obtained
-        dissimilarity matrix has both positive and negative values. Low value
-        represent strong differences as identical PB substitution are high
-        positive value.
-        This function returns a distance matrix from the dissimilarity matrix.
-        
-        Arguments :
-            - diss_matrix : ndarray 
-                obtained from Configurations.dissimilarity
-        """
-        diss_matrix = -diss_matrix
-        diss_matrix = (diss_matrix - np.min(diss_matrix))/np.ptp(diss_matrix)
-        dist = diss_matrix * abs((np.identity(confs.df.shape[0])-1))
-
-        self.dissimilarity_dist = dist
-
-        return dist
-    
-    def small_kmedoids(self, matrix, ncluster):
-        """
-        Returns clusters and medoids computed with kmedoids on a distance matrix
-        Arguments :
-            - matrix : str, ('identity' or 'dissimilarity')
-                       corresponding to the desired distance matrix to be
-                       computed
-            - ncluster number of clusters to be computed
-        """
-        if matrix == 'identity':
-
-            matrix = self.identity_dist
-            if matrix.all() == None:
-                print("Error : distance matrix from identity hasn't been " \
-                      "computed yet")
-                return
-        elif matrix == 'dissimilarity':
-            matrix = self.dissimilarity_dist
-            if matrix.all() == None:
-                print("Error : distance matrix from dissimilarity hasn't " \
-                      "been computed yet")
-                return
-        
-        if ncluster > matrix.shape[0]:
-            print("Error : number of desired clusters > number of objects")
-            return
-
-        initial_medoids = np.random.randint(matrix.shape[0], size=ncluster)
-        kmed1 = kmedoids(matrix, initial_medoids, data_type='distance_matrix')
-        kmed1.process()
-
-        clusters = kmed1.get_clusters()
-        medoids = kmed1.get_medoids()
-
-        return (clusters, medoids)
-
-    def visualise(clusters, output_name=None):
-        """
-        Generate an image to visualise clusters. Can currently display up to
-        seven different colors
-        Arguments :
-            - clusters : list of lists 
-                output of the small_kmedoids method
-            
-            - output_name : str
-                desired filename for the image output, if none don't save file
-        """
-        nb_confs = sum([len(x) for x in clusters])
-        x = np.arange(nb_confs)
-        y = np.zeros(nb_confs)
-
-        for i in range(len(clusters)):
-            for j in clusters[i]:
-                y[j] = i+1
-        
-        color = []
-        #dict_col = {1:'b',2:'c',3:'',4:'',5:'',6:''}
-        for i in y:
-            if i == 1:
-                color.append('b')
-            if i == 2:
-                color.append('g')
-            if i == 3:
-                color.append('y')
-            if i == 4:
-                color.append('r')
-            if i == 5:
-                color.append('c')
-            if i == 6:
-                color.append('m')
-            elif i > 6:
-                color.append('k')
-
-        plt.bar(x, y, width=1.0, color=color)
-        
-        if output_name != None:
-            plt.savefig("results/"+output_name)
-
-        plt.close()
+from conformations import *
 
 if __name__ == "__main__":
     if len(sys.argv) < 2:
@@ -195,7 +13,7 @@ if __name__ == "__main__":
     
     # Computation of the distance matrixes
     confs.identity()
-    confs.dissimilarity()
+    #confs.dissimilarity()
 
     # Running the kmedoids algorithm on the identity distance matrix
     clusters_idt = confs.small_kmedoids('identity', nclusters)
@@ -203,10 +21,7 @@ if __name__ == "__main__":
     clusters_idt = clusters_idt[0]
 
     # Running the kmedoids algorithm on the dissimilarity distance matrix
-    clusters_diss = confs.small_kmedoids('dissimilarity', nclusters)
-    medoids_diss = clusters_diss[1]
-    clusters_diss = clusters_diss[0]
+    #clusters_diss = confs.small_kmedoids('dissimilarity', nclusters)
+    #medoids_diss = clusters_diss[1]
+    #clusters_diss = clusters_diss[0]
     
-    
-
-    print(confs.df)