From 9118b84ac481670cc9323e67c8f8b0e53d8fd173 Mon Sep 17 00:00:00 2001
From: "aurian.jault" <aurian.jault@etu.uca.fr>
Date: Mon, 12 Feb 2024 09:51:52 +0100
Subject: [PATCH 1/3] Adding worst model + some comments

---
 docs/piplot.png | 1636 +++++++++++++++++++++++++++++++++++++++++++++++
 src/main.py     |  104 ++-
 2 files changed, 1710 insertions(+), 30 deletions(-)
 create mode 100644 docs/piplot.png

diff --git a/docs/piplot.png b/docs/piplot.png
new file mode 100644
index 0000000..80a60df
--- /dev/null
+++ b/docs/piplot.png
@@ -0,0 +1,1636 @@
+%% Creator: Matplotlib, PGF backend
+%%
+%% To include the figure in your LaTeX document, write
+%%   \input{<filename>.pgf}
+%%
+%% Make sure the required packages are loaded in your preamble
+%%   \usepackage{pgf}
+%%
+%% Also ensure that all the required font packages are loaded; for instance,
+%% the lmodern package is sometimes necessary when using math font.
+%%   \usepackage{lmodern}
+%%
+%% Figures using additional raster images can only be included by \input if
+%% they are in the same directory as the main LaTeX file. For loading figures
+%% from other directories you can use the `import` package
+%%   \usepackage{import}
+%%
+%% and then include the figures with
+%%   \import{<path to file>}{<filename>.pgf}
+%%
+%% Matplotlib used the following preamble
+%%   \def\mathdefault#1{#1}
+%%   \everymath=\expandafter{\the\everymath\displaystyle}
+%%   
+%%   \usepackage{fontspec}
+%%   \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/home/aurian/.local/lib/python3.12/site-packages/matplotlib/mpl-data/fonts/ttf/}]
+%%   \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/home/aurian/.local/lib/python3.12/site-packages/matplotlib/mpl-data/fonts/ttf/}]
+%%   \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/home/aurian/.local/lib/python3.12/site-packages/matplotlib/mpl-data/fonts/ttf/}]
+%%   \makeatletter\@ifpackageloaded{underscore}{}{\usepackage[strings]{underscore}}\makeatother
+%%
+\begingroup%
+\makeatletter%
+\begin{pgfpicture}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{9.450000in}{9.820000in}}%
+\pgfusepath{use as bounding box, clip}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
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+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.000000pt}%
+\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
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+\pgfpathclose%
+\pgfusepath{fill}%
+\end{pgfscope}%
+\begin{pgfscope}%
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+\pgfsetstrokecolor{currentstroke}%
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diff --git a/src/main.py b/src/main.py
index ae29bd2..45b504a 100755
--- a/src/main.py
+++ b/src/main.py
@@ -188,18 +188,26 @@ def allModels(df):
         arrayColumns = [x[i]]
         for j in range(i+1,len(x)):
             xValues = dfTemp[arrayColumns]
-            for k in range(0,len(modelArray)):
-                if modelArray[k] == "KNN":
-                    model = model_switch(1)
-                elif modelArray[k] == "Classifier":
-                    model = model_switch(2)
-                else:
-                    model = model_switch(1)
-                print("Model used : ",modelArray[k], "---- Case : ",model)
-                print("X values used : ",arrayColumns)
-                accu = customTrainingRaw(model,xValues,y,3)
-                it = [modelArray[k],arrayColumns,accu]
-                datas.append(it)
+            
+            # Knn model train
+            model = model_switch(1)
+            accuKnn = customTrainingRaw(model,xValues,y,3)
+            print("Model used : Knn ---- Case : ",model)
+            print("X values used : ",arrayColumns)
+
+            # Tree model train
+            model = model_switch(3)
+            accuTree = customTrainingRaw(model,xValues,y,3)
+            print("Model used : Tree ---- Case : ",model)
+            print("X values used : ",arrayColumns)
+
+            
+            dico = dict()
+            setUp = [arrayColumns.copy(),dico]
+            setUp[1]['Knn'] = accuKnn
+            setUp[1]['Tree'] = accuTree
+            datas.append(setUp.copy())
+            
             arrayColumns.append(x[j])
     return datas
 
@@ -216,25 +224,61 @@ def customTrainingRaw(model, x, y,res=-1):
     print(accuracy_score(ytest, ypredit))
     return accuracy_score(ytest, ypredit)
 
-def bestModelFinder(datas):
-    maxi = 0
-    knnMean= 0
-    treeMean= 0
+def showStat(datas):
+    fig, ax = plt.subplots()
+    x_data = []
+    y_dataKnn = []
+    y_dataTree = []
     for i in range(0,len(datas)):
-        if datas[i][0] == 'KNN':
-            knnMean += datas[i][2]
-        else:
-            treeMean += datas[i][2]
-        if (datas[i][2] > maxi):
-            maxi = datas[i][2]
+        x_data.append("/".join(datas[i][0]))
+        y_dataKnn.append(datas[i][1]['Knn'])
+        y_dataTree.append(datas[i][1]['Tree'])
+
+    ax.scatter(x_data, y_dataKnn, label=f'Y = Knn')
+    ax.scatter(x_data, y_dataTree, label=f'Y = Tree')
+    ax.set_xlabel('Axe X')
+    ax.set_ylabel('Axe Y')
+    ax.legend()
+    plt.show()
+
+
+def bestModel(datas):
+    max = 0
+    min = 1
+    for i in range(0,len(datas)):
+        if(datas[i][1]['Knn'] < min):
+            min = datas[i][1]['Knn']
+            resMin = datas[i]
+            modelMin = 'Knn'
+        elif datas[i][1]['Tree'] < min:
+            min = datas[i][1]['Tree']
+            resMin = datas[i]
+            modelMin = 'Tree'
+
+        if(datas[i][1]['Knn'] > max):
+            max = datas[i][1]['Knn']
+            res = datas[i]
+            model = 'Knn'
+        elif datas[i][1]['Tree'] > max:
+            max = datas[i][1]['Tree']
             res = datas[i]
-    print("BEST CHOICE IS :", res)
-    print("Knn mean accuracy_score : ", mean(knnMean))
-    print("Knn variance accuracy_score : ", variance(knnMean))
-    print("Knn ecart-type accuracy_score : ", stdev(knnMean))
-    print("Tree mean accuracy_score : ", mean(treeMean))
-    print("Tree variance accuracy_score : ", variance(treeMean))
-    print("Tree ecart-type accuracy_score : ", stdev(treeMean))
+            model = 'Tree'
+    print("Best model : ",model," columns : ",res[0]," Accuracy : ", res[1][model])
+    print("Worst model : ",modelMin," columns : ",resMin[0]," Accuracy : ", resMin[1][model])
+
+df = read_dataset('data.csv')
+
+# Affiche la répartitions des objets stélaires dans la base de données
+#showData(df)
+
+# Affiche le meilleur models avec les meilleurs colonnes entre KNeighborsClassifier et DecisionTreeClassifier
+#datas = allModels(df)
+#bestModel(datas)
 
+# Génère un nuage de points affichant l'accuracy du model Knn et TreeClassifier en fonction des colonnes utilisées.
+datas = allModels(df)
+showStat(datas)
+bestModel(datas)
 
-main()
+# Affiche un menu permettant de choisir le model à entrainer, ainsi que des stats suplémentaires
+# main()

From 79faffd3ccc348545e889f19b6884faa125c67a1 Mon Sep 17 00:00:00 2001
From: "aurian.jault" <aurian.jault@etu.uca.fr>
Date: Tue, 13 Feb 2024 22:47:27 +0100
Subject: [PATCH 2/3] Adding some comments

---
 src/main.py | 40 ++++++++++++++++++++++++++++++----------
 1 file changed, 30 insertions(+), 10 deletions(-)

diff --git a/src/main.py b/src/main.py
index 5dede52..4f1029f 100755
--- a/src/main.py
+++ b/src/main.py
@@ -122,6 +122,7 @@ def printStatValues(ypredit,ytest):
 
 # Train model
 def training(model, x, y):
+    # Sépare les données test (25%) des données d'entrainement (65%)
     Xtrain, Xtest, ytrain, ytest = train_test_split(x, y,test_size=0.25, random_state=0)
     Xtrain = Xtrain.values
     Xtest = Xtest.values
@@ -130,12 +131,11 @@ def training(model, x, y):
         Xtrain = Xtrain.reshape(-1, 1)
     if len(Xtest.shape) < 2:
         Xtest = Xtest.reshape(-1, 1)
- 
+    
+    # Entrainement du model choisi
     model.fit(Xtrain,ytrain)
 
     ypredict = model.predict(Xtest)
-    # confusion_matrix(ytrain, ypredict)
-    # os.system("clear")
     res = -1
     while(res != 0):
         print(" Rentre un chiffre:\n\n1 - Stats %\n2 - Stats raw\n3 - accuracy_score")
@@ -155,6 +155,9 @@ def training(model, x, y):
         else:
             raise Exception('Wrong entry')
 
+
+# Divise par 1.5 le nombre de galaxy 
+# (On a essayé d'équilibrer les différentes classes mais ça a affaiblit nos modèles à chaque fois)
 def clearData(df):
     res = df["class"].value_counts()
     dtemp = df.sort_values(by=['class'])
@@ -163,6 +166,7 @@ def clearData(df):
     dtemp = dtemp.iloc[34000:]
     return dtemp
 
+# Affiche un camembert de la répartition des classes présentes dans le csv
 def showData(df):
     res = df["class"].value_counts()
     x = [res["GALAXY"],res["QSO"],res["STAR"]]
@@ -184,7 +188,14 @@ def rfecv_test(x, y, model):
     rfe.fit(x,y)
     for i in range(x.shape[1]):
         print('Column: %d, Selected %s, Rank: %.3f' % (i, rfe.support_[i], rfe.ranking_[i]))
-    
+
+# Entraine "tout" les modèles en itérant sur les colonnes fournis (pas tous les cas car trop long).
+# Seulement sur les modèles KNN et TreeClassifier car trop long
+# EXEMPLE => colonnes = [A,B,C]
+# itèrations :
+# [A], [A,B], [A,B,C]
+# [B], [B,C]
+# [C]
 def allModels(df):
     dfClone = df.copy()
     # Aditionnale model randomforestclassifier(n_estimators=100 ,criterion='entropy', n_jobs=-1)
@@ -193,6 +204,7 @@ def allModels(df):
     y = df['class'].values
     x = list(dfTemp.columns.values)
     datas = []
+    # Itère sur les colonnes
     for i in range(0,len(x)):
         arrayColumns = [x[i]]
         for j in range(i+1,len(x)):
@@ -218,8 +230,15 @@ def allModels(df):
             datas.append(setUp.copy())
             
             arrayColumns.append(x[j])
+    # datas est de la forme suivante :
+    # datas =  
+    # [
+    #   [Listes_des_colonnes],
+    #   {'KNN': acccuray,'Tree': accuracy}
+    # ]
     return datas
 
+# Permet d'entrainer un model et retourne l'accuracy score
 def customTrainingRaw(model, x, y,res=-1):
     Xtrain, Xtest, ytrain, ytest = train_test_split(x, y,test_size=0.25, random_state=0)
     Xtrain = Xtrain.values
@@ -233,6 +252,7 @@ def customTrainingRaw(model, x, y,res=-1):
     print(accuracy_score(ytest, ypredit))
     return accuracy_score(ytest, ypredit)
 
+# Créer un nuiage de points de l'accuracy en fonction des colonnes itérées pour Knn et Tree
 def showStat(datas):
     fig, ax = plt.subplots()
     x_data = []
@@ -250,7 +270,7 @@ def showStat(datas):
     ax.legend()
     plt.show()
 
-
+# Trouve la meilleur accuracy et print le model + les colonnes
 def bestModel(datas):
     max = 0
     min = 1
@@ -292,7 +312,7 @@ def auto_sklearn():
     print("Accuracy score", sklearn.metrics.accuracy_score(y_test, y_hat))
 
 def plotAll():
-    df = read_dataset('data.csv')
+    x,df,y = read_dataset('data.csv')
     
     plotHistograms(df)
     plotDensity(df)
@@ -337,9 +357,9 @@ def plotScatterMatrix(df):
 #bestModel(datas)
 
 # Génère un nuage de points affichant l'accuracy du model Knn et TreeClassifier en fonction des colonnes utilisées.
-datas = allModels(df)
-showStat(datas)
-bestModel(datas)
+# datas = allModels(df)
+# showStat(datas)
+# bestModel(datas)
 
 # Affiche un menu permettant de choisir le model à entrainer, ainsi que des stats suplémentaires
-# main()
+main()

From 798f4627d28bb2bc7e863e685374e0da51959528 Mon Sep 17 00:00:00 2001
From: "aurian.jault" <aurian.jault@etu.uca.fr>
Date: Tue, 13 Feb 2024 22:51:56 +0100
Subject: [PATCH 3/3] Adding 1 line comment

---
 src/main.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/main.py b/src/main.py
index 4f1029f..91e4bd5 100755
--- a/src/main.py
+++ b/src/main.py
@@ -97,11 +97,13 @@ def model_switch(choice):
 def plot_columns_hist(columns):
     x.hist()
     plt.show()
-    
+
+
 def printPredictedValues(ypredit,ytest):
     for i in range(0,len(ypredit)):
         print("✅ Prédit/Réel: ",ypredit[i],ytest[i]) if ypredit[i]==ytest[i] else print("🔴 Prédit/Réel: ",ypredit[i], ytest[i])
 
+# Affiche le pourcentage d'apparition dans les résultats faux du modèle pour chacune des classes
 def printStatValues(ypredit,ytest):
     galaxyStats = 0 
     starStats = 0