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first commit

Farina Louis 2 years ago
commit
adcff8fe31
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+ 78
- 0
test.py View File

@@ -0,0 +1,78 @@
1
+from scipy.io import arff
2
+from sklearn.cluster import KMeans
3
+from sklearn.cluster import AgglomerativeClustering
4
+from sklearn.cluster import DBSCAN
5
+from sklearn import metrics
6
+import matplotlib.pyplot as plt
7
+import numpy as np
8
+import matplotlib.colors as colors
9
+import random
10
+import hdbscan
11
+import csv
12
+
13
+colors_list = list(colors._colors_full_map.values())
14
+random.shuffle(colors_list)
15
+#datasets = ["R15", "2d-10c", "square1"] #Marche avec kmeans
16
+#datasets = ["donut1", "banana", "spiral", "long1"] #Ne marche pas avec kmeans
17
+
18
+#datasets = ["donut1", "banana", "spiral", "long1"] #Marche avec Agglomerative
19
+#datasets = ["dartboard1", "R15", "atom"] #Ne marche pas avec Agglomerative
20
+
21
+"""
22
+datasets = ["dartboard1", "long1", "banana"] #Marche avec DBSCAN
23
+eps_list = [0.05, 0.4, 0.04]
24
+min_samples_list=[5,3,5]
25
+"""
26
+
27
+"""
28
+datasets = ["diamond9", "R15", "atom"] #Ne marche pas avec DBSCAN
29
+eps_list = [0.13, 0.35, 1.75]
30
+min_samples_list=[5,3,5]
31
+"""
32
+
33
+
34
+datasets=["a", "h", "t", "tr", "zgn", "zgo"]
35
+eps_list=[1.75, 0.85, 0.4, 0.5, 0.36, 0.5]
36
+min_samples_list=[5,5,3,5,3,5]
37
+
38
+#n_clu = [9, 4, 15]
39
+
40
+data = []
41
+
42
+for dataset in datasets:
43
+    #data += [arff.loadarff(open('clustering-benchmark/src/main/resources/datasets/artificial/' + dataset + '.arff','r'))]
44
+    
45
+    csvfile = open('dataset/' + dataset + '.data','r')
46
+    data += [[list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\t')]]
47
+    #print(data)
48
+    
49
+for i in range(len(data)):
50
+    #points = np.array([[data[i][0][j][0], data[i][0][j][1]] for j in range(len(data[i][0]))])
51
+    points = np.array(data[i])
52
+    
53
+    best_coef = 0
54
+    best_labels = []
55
+    for n in range(2,16):
56
+        labels = KMeans(n_clusters = n).fit_predict(points)
57
+        #labels = AgglomerativeClustering(n_clusters = n, linkage = 'single').fit_predict(points)
58
+        coef = metrics.silhouette_score(points, labels)
59
+        #coef = metrics.calinski_harabasz_score(points, labels)
60
+        if coef > best_coef:
61
+            best_coef = coef
62
+            best_labels = labels
63
+        
64
+    #best_labels = DBSCAN(eps=eps_list[i], min_samples=min_samples_list[i]).fit_predict(points)
65
+    #best_labels = hdbscan.HDBSCAN(min_samples=min_samples_list[i]).fit_predict(points)
66
+    
67
+    n_clu_best = max(best_labels)+1
68
+    
69
+    fig = plt.figure()
70
+    
71
+    if len(points[0]) == 2:
72
+        ax = fig.add_subplot(111)
73
+        ax.scatter(points[:,0], points[:,1], s = 1, c = best_labels)
74
+    elif len(points[0]) == 3:
75
+        ax = fig.add_subplot(111, projection='3d')
76
+        ax.scatter(points[:,0], points[:,1], points[:,2], s = 1, c = best_labels)
77
+    plt.title(datasets[i] + "(" + str(n_clu_best) + " clusters)")
78
+    plt.show()

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