commit adcff8fe3143766dafff413fc28d69097ebebab1
Author: Farina Louis <farina@srv-tp04.insa-toulouse.fr>
Date:   Wed Jan 12 14:59:06 2022 +0100

    first commit

diff --git a/clustering-benchmark b/clustering-benchmark
new file mode 160000
index 0000000..fc7aba7
--- /dev/null
+++ b/clustering-benchmark
@@ -0,0 +1 @@
+Subproject commit fc7aba73c873b0e017dd3a6d7113b1cb2ede118a
diff --git a/dataset/a.data b/dataset/a.data
new file mode 100644
index 0000000..a1a6eb5
--- /dev/null
+++ b/dataset/a.data
@@ -0,0 +1,800 @@
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diff --git a/dataset/h.data b/dataset/h.data
new file mode 100644
index 0000000..217469c
--- /dev/null
+++ b/dataset/h.data
@@ -0,0 +1,212 @@
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diff --git a/dataset/t.data b/dataset/t.data
new file mode 100644
index 0000000..832ea36
--- /dev/null
+++ b/dataset/t.data
@@ -0,0 +1,400 @@
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diff --git a/dataset/tr.data b/dataset/tr.data
new file mode 100644
index 0000000..547ce6f
--- /dev/null
+++ b/dataset/tr.data
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diff --git a/dataset/zgn.data b/dataset/zgn.data
new file mode 100644
index 0000000..9509396
--- /dev/null
+++ b/dataset/zgn.data
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diff --git a/dataset/zgo.data b/dataset/zgo.data
new file mode 100644
index 0000000..76bed7d
--- /dev/null
+++ b/dataset/zgo.data
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diff --git a/test.py b/test.py
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index 0000000..3b68da5
--- /dev/null
+++ b/test.py
@@ -0,0 +1,78 @@
+from scipy.io import arff
+from sklearn.cluster import KMeans
+from sklearn.cluster import AgglomerativeClustering
+from sklearn.cluster import DBSCAN
+from sklearn import metrics
+import matplotlib.pyplot as plt
+import numpy as np
+import matplotlib.colors as colors
+import random
+import hdbscan
+import csv
+
+colors_list = list(colors._colors_full_map.values())
+random.shuffle(colors_list)
+#datasets = ["R15", "2d-10c", "square1"] #Marche avec kmeans
+#datasets = ["donut1", "banana", "spiral", "long1"] #Ne marche pas avec kmeans
+
+#datasets = ["donut1", "banana", "spiral", "long1"] #Marche avec Agglomerative
+#datasets = ["dartboard1", "R15", "atom"] #Ne marche pas avec Agglomerative
+
+"""
+datasets = ["dartboard1", "long1", "banana"] #Marche avec DBSCAN
+eps_list = [0.05, 0.4, 0.04]
+min_samples_list=[5,3,5]
+"""
+
+"""
+datasets = ["diamond9", "R15", "atom"] #Ne marche pas avec DBSCAN
+eps_list = [0.13, 0.35, 1.75]
+min_samples_list=[5,3,5]
+"""
+
+
+datasets=["a", "h", "t", "tr", "zgn", "zgo"]
+eps_list=[1.75, 0.85, 0.4, 0.5, 0.36, 0.5]
+min_samples_list=[5,5,3,5,3,5]
+
+#n_clu = [9, 4, 15]
+
+data = []
+
+for dataset in datasets:
+    #data += [arff.loadarff(open('clustering-benchmark/src/main/resources/datasets/artificial/' + dataset + '.arff','r'))]
+    
+    csvfile = open('dataset/' + dataset + '.data','r')
+    data += [[list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\t')]]
+    #print(data)
+    
+for i in range(len(data)):
+    #points = np.array([[data[i][0][j][0], data[i][0][j][1]] for j in range(len(data[i][0]))])
+    points = np.array(data[i])
+    
+    best_coef = 0
+    best_labels = []
+    for n in range(2,16):
+        labels = KMeans(n_clusters = n).fit_predict(points)
+        #labels = AgglomerativeClustering(n_clusters = n, linkage = 'single').fit_predict(points)
+        coef = metrics.silhouette_score(points, labels)
+        #coef = metrics.calinski_harabasz_score(points, labels)
+        if coef > best_coef:
+            best_coef = coef
+            best_labels = labels
+        
+    #best_labels = DBSCAN(eps=eps_list[i], min_samples=min_samples_list[i]).fit_predict(points)
+    #best_labels = hdbscan.HDBSCAN(min_samples=min_samples_list[i]).fit_predict(points)
+    
+    n_clu_best = max(best_labels)+1
+    
+    fig = plt.figure()
+    
+    if len(points[0]) == 2:
+        ax = fig.add_subplot(111)
+        ax.scatter(points[:,0], points[:,1], s = 1, c = best_labels)
+    elif len(points[0]) == 3:
+        ax = fig.add_subplot(111, projection='3d')
+        ax.scatter(points[:,0], points[:,1], points[:,2], s = 1, c = best_labels)
+    plt.title(datasets[i] + "(" + str(n_clu_best) + " clusters)")
+    plt.show()
\ No newline at end of file