From b9da01d3e0ced844360bb154cf52b4000a44ce6a Mon Sep 17 00:00:00 2001 From: Faure Paul Date: Sun, 9 Jan 2022 10:35:05 +0100 Subject: [PATCH] Ajout dataset artificiels --- mydatalib.py | 9 + new-data/Ground-Truth/d32-gt.txt | 16 + new-data/Ground-Truth/d64-gt.txt | 16 + new-data/Ground-Truth/n1-gt.txt | 3 + new-data/Ground-Truth/n2-gt.txt | 6 + new-data/d32.txt | 1024 + new-data/d64.txt | 1024 + new-data/n1.txt | 2250 + new-data/n2.txt | 5500 ++ new-data/pluie.csv | 35 + new-data/w2.txt | 105600 ++++++++++++++++++++++++++++ tp3-dbscan.py | 19 +- tp5-artificial-dataset.py | 268 +- tp5-preprocessing.py | 40 + 14 files changed, 115721 insertions(+), 89 deletions(-) create mode 100644 new-data/Ground-Truth/d32-gt.txt create mode 100644 new-data/Ground-Truth/d64-gt.txt create mode 100644 new-data/Ground-Truth/n1-gt.txt create mode 100644 new-data/Ground-Truth/n2-gt.txt create mode 100644 new-data/d32.txt create mode 100644 new-data/d64.txt create mode 100644 new-data/n1.txt create mode 100644 new-data/n2.txt create mode 100644 new-data/pluie.csv create mode 100644 new-data/w2.txt create mode 100644 tp5-preprocessing.py diff --git a/mydatalib.py b/mydatalib.py index 919d73e..6d9c614 100644 --- a/mydatalib.py +++ b/mydatalib.py @@ -21,6 +21,15 @@ def extract_data_3d(data_path): return np.array([[x[0], x[1], x[2]] for x in databrut[0]]) +def extract_data_txt(data_path): + databrut = open(data_path + ".txt").readlines() + ret = [] + for x in databrut: + line = list(map(float, x.split())) + ret += [line] + return np.array(ret) + + def scale_data(data): scaler = preprocessing.StandardScaler() return scaler.fit_transform(data) diff --git a/new-data/Ground-Truth/d32-gt.txt b/new-data/Ground-Truth/d32-gt.txt new file mode 100644 index 0000000..23e3b1a --- /dev/null +++ b/new-data/Ground-Truth/d32-gt.txt @@ -0,0 +1,16 @@ + 84 152 100 52 96 186 169 107 36 186 139 200 100 104 88 114 54 186 77 152 155 70 188 65 214 116 75 55 124 65 154 177 + 65 113 75 199 203 126 122 165 167 199 76 186 109 165 141 66 74 109 162 168 85 195 209 203 122 119 112 50 215 110 118 152 + 153 106 172 119 203 132 158 59 121 99 33 194 53 196 143 33 134 70 144 168 52 53 216 46 61 66 53 181 54 56 67 73 + 88 50 94 163 35 152 212 80 62 39 182 114 148 70 132 167 118 165 108 184 207 40 60 215 175 117 67 143 160 216 112 145 + 141 206 77 151 182 149 160 88 77 119 199 106 100 204 37 113 179 171 187 81 79 212 204 156 180 51 33 199 68 198 69 120 + 73 213 76 166 152 116 164 180 144 218 74 195 136 46 207 93 57 33 169 73 147 77 50 58 181 198 115 142 204 208 107 86 + 122 69 159 211 167 127 172 198 114 187 38 94 196 208 196 89 187 86 133 215 123 69 84 213 192 167 165 135 45 149 187 97 + 36 121 105 154 35 219 178 34 77 51 183 121 51 91 181 123 215 154 102 108 180 56 135 138 97 52 121 147 214 62 153 54 + 110 74 168 57 193 104 82 64 68 46 48 88 103 59 188 100 191 166 85 76 96 208 62 211 84 209 160 160 182 107 52 196 + 89 58 42 76 171 104 61 221 146 158 204 180 172 200 49 217 108 91 101 46 137 131 36 185 186 190 161 212 57 124 67 97 + 43 84 211 84 54 132 69 156 96 187 185 191 76 82 85 41 147 198 42 58 77 78 46 169 43 137 198 34 198 66 71 42 + 120 142 54 161 108 54 67 195 61 208 75 186 59 82 105 121 52 162 136 167 63 99 114 213 73 207 133 48 157 99 60 83 + 83 53 168 145 181 90 168 135 33 185 155 129 128 83 36 198 142 220 144 196 212 36 184 61 34 35 41 57 169 110 208 53 + 144 203 63 87 182 84 155 206 158 178 82 44 206 201 194 146 157 73 182 159 53 146 110 174 160 101 83 198 93 217 129 213 + 73 48 70 139 75 173 184 77 64 35 165 110 191 156 91 139 182 124 66 74 144 221 35 179 65 105 116 118 61 175 49 208 + 105 53 169 77 188 142 155 181 128 63 215 129 95 62 94 161 216 116 91 122 194 68 196 192 114 102 58 78 80 132 97 75 diff --git a/new-data/Ground-Truth/d64-gt.txt b/new-data/Ground-Truth/d64-gt.txt new file mode 100644 index 0000000..239f298 --- /dev/null +++ b/new-data/Ground-Truth/d64-gt.txt @@ -0,0 +1,16 @@ + 167 102 189 123 155 52 73 81 91 108 208 38 195 46 110 187 159 146 212 66 138 42 44 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b/new-data/Ground-Truth/n2-gt.txt new file mode 100644 index 0000000..877d6cb --- /dev/null +++ b/new-data/Ground-Truth/n2-gt.txt @@ -0,0 +1,6 @@ + 5000 5000 + 4800 6000 + 6000 6500 + 4200 5500 + 5500 5500 + 8000 4500 diff --git a/new-data/d32.txt b/new-data/d32.txt new file mode 100644 index 0000000..ad99ba4 --- /dev/null +++ b/new-data/d32.txt @@ -0,0 +1,1024 @@ + 84 152 100 52 95 186 169 106 37 186 140 202 99 105 88 114 55 186 78 152 155 69 190 65 214 116 75 55 123 65 154 177 + 86 149 101 56 93 181 171 116 37 192 141 195 100 106 85 113 50 188 83 145 154 75 191 79 215 116 76 60 130 71 151 181 + 83 149 99 51 96 187 169 108 34 191 142 198 102 102 91 114 55 184 81 149 153 68 190 65 213 118 73 55 125 63 155 178 + 86 142 101 64 105 183 172 116 49 180 147 196 90 91 90 122 64 176 75 153 153 72 186 69 209 120 68 56 123 67 144 181 + 89 145 108 54 91 180 175 107 35 192 142 207 99 100 95 110 47 183 80 149 155 75 188 67 212 118 91 50 135 58 147 165 + 84 152 100 52 96 187 171 109 38 187 140 198 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+Ville,JANVIERp,FEVRIERp,MARSp,AVRILp,MAIp,JUINp,JUILLETp,AOUTp,SEPTEMBREp,OCTOBREp,NOVEMBREp,DECEMBREp,Précipitations annuelles,JANVIERnb.j.pl,FEVRIERnb.j.pl,MARSnb.j.pl,AVRILnb.j.pl,MAInb.j.pl,JUINnb.j.pl,JUILLETnb.j.pl,AOUTnb.j.pl,SEPTEMBREnb.j.pl,OCTOBREnb.j.pl,NOVEMBREnb.j.pl,DECEMBREnb.j.pl,Nombre annuel de jours de pluie,Température moyenne annuelle,Amplitude annuelle des températures,Insolation annuelle,Latitude,Longitude,Précipitations de mai à aout,Précipitations sept-oct,Géographie +Ajaccio,78.00,69.00,51.00,39.00,43.00,23.00,10.00,15.00,43.00,81.00,105.00,96.00,653.00,12.00,10.00,9.00,9.00,8.00,4.00,1.00,2.00,6.00,10.00,11.00,13.00,95.00,14.71,14.50,2811.00,41.55,8.44,13.90,25.80,Sud +Angers,65.00,50.00,60.00,45.00,50.00,55.00,35.00,60.00,55.00,65.00,80.00,70.00,690.00,16.00,13.00,12.00,12.00,13.00,10.00,11.00,11.00,12.00,13.00,15.00,16.00,154.00,11.28,14.50,1899.00,47.28,-0.33,29.00,30.80,Ouest +Angouleme,79.00,68.00,64.00,62.00,70.00,58.00,53.00,66.00,69.00,70.00,79.00,88.00,826.00,16.00,14.00,13.00,12.00,14.00,11.00,12.00,12.00,12.00,13.00,15.00,16.00,160.00,12.02,14.90,1989.00,45.39,0.09,29.90,31.00,Ouest +Besancon,94.00,87.00,75.00,74.00,86.00,107.00,80.00,116.00,106.00,78.00,92.00,93.00,1088.00,17.00,14.00,12.00,14.00,14.00,14.00,14.00,13.00,13.00,14.00,15.00,15.00,169.00,10.04,17.60,1897.00,47.15,6.02,35.80,35.50,Est +Biarritz,128.00,105.00,98.00,102.00,100.00,91.00,69.00,123.00,155.00,152.00,175.00,176.00,1474.00,16.00,14.00,13.00,15.00,17.00,14.00,13.00,13.00,14.00,15.00,16.00,17.00,177.00,13.58,12.30,1921.00,43.29,-1.34,26.00,36.80,Ouest +Bordeaux,100.00,84.00,66.00,57.00,64.00,71.00,52.00,65.00,88.00,84.00,99.00,117.00,947.00,16.00,13.00,13.00,13.00,14.00,11.00,11.00,12.00,13.00,14.00,15.00,17.00,162.00,13.33,15.40,2076.00,44.50,-0.34,26.60,31.30,Ouest 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+3347.1 2804.9 +3257.7 2823.8 +3461.8 2846.1 +3469.6 2738.9 +3358.2 2794.9 +3489.8 2509.4 +3462.7 2708.3 +3480 2555.6 +3355.7 2661.3 +3586.1 2628.9 +3457.4 2736.6 +2458.6 2904.8 +2982 2505.6 +4784.6 3285.1 +2487.3 1956.1 +3960.8 3784.6 +3203.7 2714.1 +3572.4 958.55 +3750.5 2749 +3478.9 2631.2 +3494 2690.4 +3431.4 2719.8 +3317.3 2875.2 +3573.4 2706.3 +3439.9 2557 +3535 2773.3 +3397.3 2780.9 +3378.9 2694.7 +3628.8 2639.8 +3326.1 2742.4 +3372.1 2731.2 +3352.2 2769 +3440.9 2704.4 +3405.5 2796.1 +3393.8 2842.6 +4162.9 2301 +3807.6 1783.1 +3048.7 2232.2 +4927.9 3388.6 +3809.2 2959.7 +3473 2407.5 +2673.8 1933.9 +3469.3 2183.6 +3413.1 2648.6 +3470 2698.1 +3389.4 2916.6 +3385.8 2551.7 +3415.3 2728.4 +3281.1 2684.1 +3567.9 2770.4 +3491.1 2709.3 +3363.9 2656.2 +3417.5 2642 +3420.5 2802.9 +3390.3 2809.9 +3457.2 2643.8 +3394.5 2764.7 +3479 2656.9 +3410.1 2682.6 +3473.2 2474.9 +4234.8 3538.6 +4295.2 4157.1 +3750.6 3212.3 +4868.8 2223.8 +3570.4 2424.5 +4949 2416 +3049.7 2410.4 +3411.7 2800.6 +3550.3 2694 +3306.7 2923.1 +3442 2691.1 +3516.8 2706.3 +3492.5 2649.9 +3481 2636.6 +3377.9 2747 +3484 2621.1 +3396.6 2720.3 +3401.6 2656.1 +3479.8 2655.9 +3441.9 2846.3 +3435.6 2702.8 +3465.4 2669.1 +3493.4 2638.8 +4162.1 1532.1 +1532.8 2710.2 +2608.4 2806.3 +3604.1 1895.9 +3765.8 2164.7 +2180.4 2534.6 +3347.6 3439.6 +3366.8 2040.4 +3365.7 2566.4 +3327.4 2649.4 +3361.6 2725.2 +3497.6 2735.7 +3351.3 2627.8 +3472.7 2727.4 +3432.2 2633.6 +3388.7 2684.4 +3350.7 2643.6 +3345.5 2844.5 +3323.7 2793.2 +3590.4 2809.4 +3495.4 2841.5 +3363.5 2723 +3301.9 2736 +3280.8 2753.6 +3087.1 2132.7 +2946.7 2464.7 +3282 2934.2 +3628.7 2568.6 +3332.3 3174.7 +3394.8 2505.5 +3791.6 2928.2 +3628.6 2190.7 +3448.4 2704 +3388.9 2637 +3412.2 2787.7 +3355.5 2815.4 +3405.3 2639.7 +3512.9 2660.6 +3332.9 2673.2 +3504.8 2661.6 +3400 2679.3 +3527 2599.6 +3386.5 2805.2 +3434.1 2629.6 +3593.7 2665.8 +3340.1 2668.8 +3472.6 2648.2 +3449.1 2521.2 +3052.4 2510.3 +4568.5 3990.3 +2664 3285.8 +3567.9 3583.4 +3383.9 3897.8 +3259.6 2970.7 +2688.7 2958.6 +4095.2 2344 diff --git a/tp3-dbscan.py b/tp3-dbscan.py index 2d1b750..e7dfa19 100644 --- a/tp3-dbscan.py +++ b/tp3-dbscan.py @@ -13,7 +13,7 @@ from myplotlib import print_1d_data, print_2d_data from mydatalib import extract_data_2d, scale_data, apply_DBSCAN, evaluate path = './artificial/' -dataset_name = "banana" +dataset_name = "s-set1" save = True print("-----------------------------------------------------------") @@ -30,23 +30,22 @@ print_2d_data(data_scaled, dataset_name=dataset_name + print("-----------------------------------------------------------") print(" Calcul du voisinage") -n = 50 +n = 7 neighbors = NearestNeighbors(n_neighbors=n) -neighbors.fit(data) -distances, indices = neighbors.kneighbors(data) +neighbors.fit(data_scaled) +distances, indices = neighbors.kneighbors(data_scaled) distances = list(map(lambda x: sum(x[1:n-1])/(len(x)-1), distances)) -print(distances) distances = np.sort(distances, axis=0) -print(distances) print_1d_data(distances, range(1, len(distances)+1), x_name="distance_moyenne", - y_name="nombre_de_points", stop=False, save=False) + y_name="nombre_de_points", dataset_name=dataset_name, + method_name="DBSCAN", stop=False, save=save) print("-----------------------------------------------------------") print(" Création clusters : DBSCAN") params = [] -for i in range(1, 20): - params += [(i/100, 5)] +for i in range(1, 30): + params += [(0.1, i)] durations = [] silouettes = [] daviess = [] @@ -55,7 +54,7 @@ clusters = [] noise_points = [] for (distance, min_pts) in params: # Application du clustering agglomeratif - (model, duration) = apply_DBSCAN(data, distance, min_pts) + (model, duration) = apply_DBSCAN(data_scaled, distance, min_pts) cl_pred = model.labels_ # Affichage des clusters# Affichage des clusters print_2d_data(data_scaled, dataset_name=dataset_name, diff --git a/tp5-artificial-dataset.py b/tp5-artificial-dataset.py index 2d1b750..d287f31 100644 --- a/tp5-artificial-dataset.py +++ b/tp5-artificial-dataset.py @@ -5,90 +5,200 @@ Created on Wed Dec 8 16:07:28 2021 @author: pfaure """ +from numpy import arange +from myplotlib import print_1d_data +from mydatalib import (extract_data_txt, scale_data, apply_kmeans, + apply_agglomerative_clustering, apply_DBSCAN, + apply_mean_shift, evaluate) -from sklearn.neighbors import NearestNeighbors -import numpy as np - -from myplotlib import print_1d_data, print_2d_data -from mydatalib import extract_data_2d, scale_data, apply_DBSCAN, evaluate - -path = './artificial/' -dataset_name = "banana" +path = './new-data/' +dataset_name_list = ["d32", "d64"] +#eps_list = [0.6, 0.75, 0.2, 0.8, 0.8] +eps_list = [0.8, 0.8] save = True +for i in range(0, 2): + dataset_name = dataset_name_list[i] + eps = eps_list[i] -print("-----------------------------------------------------------") -print(" Chargement du dataset : " + dataset_name) -data = extract_data_2d(path + dataset_name) -print_2d_data(data, dataset_name=dataset_name + - "_brutes", stop=False, save=save) + print("-----------------------------------------------------------") + print(" Chargement du dataset : " + dataset_name) + data = extract_data_txt(path + dataset_name) -print("-----------------------------------------------------------") -print(" Mise à l'échelle") -data_scaled = scale_data(data) -print_2d_data(data_scaled, dataset_name=dataset_name + - "_scaled", stop=False, save=save) + print("-----------------------------------------------------------") + print(" Mise à l'échelle") + data_scaled = scale_data(data) -print("-----------------------------------------------------------") -print(" Calcul du voisinage") -n = 50 -neighbors = NearestNeighbors(n_neighbors=n) -neighbors.fit(data) -distances, indices = neighbors.kneighbors(data) -distances = list(map(lambda x: sum(x[1:n-1])/(len(x)-1), distances)) -print(distances) -distances = np.sort(distances, axis=0) -print(distances) -print_1d_data(distances, range(1, len(distances)+1), x_name="distance_moyenne", - y_name="nombre_de_points", stop=False, save=False) + k_max = 10 + print("-----------------------------------------------------------") + print(" Application de k-means") + # Application de k-means pour plusieurs valeurs de k + # et evaluation de la solution + k = [] + durations = [] + silouettes = [] + daviess = [] + calinskis = [] + inerties = [] + iterations = [] + for i in range(2, k_max): + # Application de k-means + (model, duration) = apply_kmeans(data_scaled, k=i, init="k-means++") + # Evaluation de la solution de clustering + (silouette, davies, calinski) = evaluate(data_scaled, model) + # Enregistrement des valeurs + k += [i] + durations += [duration] + silouettes += [silouette] + daviess += [davies] + calinskis += [calinski] + inerties += [model.inertia_] + iterations += [model.n_iter_] + # Affichage des résultats + print_1d_data(k, k, x_name="k", y_name="k", dataset_name=dataset_name, + method_name="k-means", stop=False, save=save) + print_1d_data(k, durations, x_name="k", y_name="temps_de_calcul", y_unit="ms", + dataset_name=dataset_name, method_name="k-means", + stop=False, save=save) + print_1d_data(k, silouettes, x_name="k", y_name="coeficient_de_silhouette", + dataset_name=dataset_name, method_name="k-means", + stop=False, save=save) + print_1d_data(k, daviess, x_name="k", y_name="coeficient_de_Davies", + dataset_name=dataset_name, method_name="k-means", + stop=False, save=save) + print_1d_data(k, calinskis, x_name="k", y_name="coeficient_de_Calinski", + dataset_name=dataset_name, method_name="k-means", + stop=False, save=save) + print_1d_data(k, inerties, x_name="k", y_name="inertie", + dataset_name=dataset_name, method_name="k-means", + stop=False, save=save) + print_1d_data(k, iterations, x_name="k", y_name="nombre_d_iterations", + dataset_name=dataset_name, method_name="k-means", + stop=True, save=save) -print("-----------------------------------------------------------") -print(" Création clusters : DBSCAN") -params = [] -for i in range(1, 20): - params += [(i/100, 5)] -durations = [] -silouettes = [] -daviess = [] -calinskis = [] -clusters = [] -noise_points = [] -for (distance, min_pts) in params: - # Application du clustering agglomeratif - (model, duration) = apply_DBSCAN(data, distance, min_pts) - cl_pred = model.labels_ - # Affichage des clusters# Affichage des clusters - print_2d_data(data_scaled, dataset_name=dataset_name, - method_name="DBSCAN-Eps=" + - str(distance)+"-Minpt="+str(min_pts), - k=0, stop=False, save=save, c=cl_pred) - # Evaluation de la solution de clustering - (silouette, davies, calinski) = evaluate(data_scaled, model) - # Enregistrement des valeurs - durations += [duration] - silouettes += [silouette] - daviess += [davies] - calinskis += [calinski] - clusters += [len(set(cl_pred)) - (1 if -1 in cl_pred else 0)] - noise_points += [list(cl_pred).count(-1)] + print("-----------------------------------------------------------") + print(" Création clusters : agglomerative ") + # Application du clustering agglomeratif pour plusieurs valeurs de k + # et evaluation de la solution + linkage = "ward" + k = [] + durations = [] + silouettes = [] + daviess = [] + calinskis = [] + for i in range(2, k_max): + # Application du clustering agglomeratif + (model, duration) = apply_agglomerative_clustering( + data_scaled, k=i, linkage=linkage) + # Evaluation de la solution de clustering + (silouette, davies, calinski) = evaluate(data_scaled, model) + # Enregistrement des valeurs + k += [i] + durations += [duration] + silouettes += [silouette] + daviess += [davies] + calinskis += [calinski] -# Affichage des résultats -params = [str(i) for i in params] -print_1d_data(params, durations, x_name="(eps,min_pts)", - y_name="temps_de_calcul", y_unit="ms", dataset_name=dataset_name, - method_name="DBSCAN", stop=False, save=save) -print_1d_data(params, silouettes, x_name="(eps,min_pts)", - y_name="coeficient_de_silhouette", dataset_name=dataset_name, - method_name="DBSCAN", stop=False, save=save) -print_1d_data(params, daviess, x_name="(eps,min_pts)", - y_name="coeficient_de_Davies", dataset_name=dataset_name, - method_name="DBSCAN", stop=False, save=save) -print_1d_data(params, calinskis, x_name="(eps,min_pts)", - y_name="coeficient_de_Calinski", dataset_name=dataset_name, - method_name="DBSCAN", stop=False, save=save) -print_1d_data(params, clusters, x_name="(eps,min_pts)", - y_name="nombre_de_clusters", dataset_name=dataset_name, - method_name="DBSCAN", stop=False, save=save) -print_1d_data(params, noise_points, x_name="(eps,min_pts)", - y_name="points_de_bruit", dataset_name=dataset_name, - method_name="DBSCAN", stop=False, save=save) + # Affichage des résultats + print_1d_data(k, k, x_name="k", y_name="k", dataset_name=dataset_name, + method_name="agglomerative_" + linkage, stop=False, save=save) + print_1d_data(k, durations, x_name="k", y_name="temps_de_calcul", y_unit="ms", + dataset_name=dataset_name, + method_name="agglomerative_" + linkage, stop=False, save=save) + print_1d_data(k, silouettes, x_name="k", y_name="coeficient_de_silhouette", + dataset_name=dataset_name, + method_name="agglomerative_" + linkage, stop=False, save=save) + print_1d_data(k, daviess, x_name="k", y_name="coeficient_de_Davies", + dataset_name=dataset_name, + method_name="agglomerative_" + linkage, stop=False, save=save) + print_1d_data(k, calinskis, x_name="k", y_name="coeficient_de_Calinski", + dataset_name=dataset_name, + method_name="agglomerative_" + linkage, stop=False, save=save) + + min_sample_max = 30 + print("-----------------------------------------------------------") + print(" Création clusters : DBSCAN") + params = [] + for i in range(1, min_sample_max): + params += [(eps, i)] + durations = [] + silouettes = [] + daviess = [] + calinskis = [] + clusters = [] + noise_points = [] + for (distance, min_pts) in params: + # Application du clustering agglomeratif + (model, duration) = apply_DBSCAN(data_scaled, distance, min_pts) + cl_pred = model.labels_ + # Evaluation de la solution de clustering + (silouette, davies, calinski) = evaluate(data_scaled, model) + # Enregistrement des valeurs + durations += [duration] + silouettes += [silouette] + daviess += [davies] + calinskis += [calinski] + clusters += [len(set(cl_pred)) - (1 if -1 in cl_pred else 0)] + noise_points += [list(cl_pred).count(-1)] + + # Affichage des résultats + params = [str(i) for i in params] + print_1d_data(params, durations, x_name="(eps,min_pts)", + y_name="temps_de_calcul", y_unit="ms", dataset_name=dataset_name, + method_name="DBSCAN", stop=False, save=save) + print_1d_data(params, silouettes, x_name="(eps,min_pts)", + y_name="coeficient_de_silhouette", dataset_name=dataset_name, + method_name="DBSCAN", stop=False, save=save) + print_1d_data(params, daviess, x_name="(eps,min_pts)", + y_name="coeficient_de_Davies", dataset_name=dataset_name, + method_name="DBSCAN", stop=False, save=save) + print_1d_data(params, calinskis, x_name="(eps,min_pts)", + y_name="coeficient_de_Calinski", dataset_name=dataset_name, + method_name="DBSCAN", stop=False, save=save) + print_1d_data(params, clusters, x_name="(eps,min_pts)", + y_name="nombre_de_clusters", dataset_name=dataset_name, + method_name="DBSCAN", stop=False, save=save) + print_1d_data(params, noise_points, x_name="(eps,min_pts)", + y_name="points_de_bruit", dataset_name=dataset_name, + method_name="DBSCAN", stop=False, save=save) + + print("-----------------------------------------------------------") + print(" Création clusters : mean-shift") + # Application de Affinity Propagation pour plusieurs valeurs de préférence + # et evaluation de la solution + + k_max = 2 + + k = [] + durations = [] + silouettes = [] + daviess = [] + calinskis = [] + for bandwidth in arange(0.1, k_max, 0.2): + # Application du clustering + (model, duration) = apply_mean_shift( + data_scaled, bandwidth=bandwidth) + # Evaluation de la solution de clustering + (silouette, davies, calinski) = evaluate(data_scaled, model) + # Enregistrement des valeurs + k += [bandwidth] + durations += [duration] + silouettes += [silouette] + daviess += [davies] + calinskis += [calinski] + + # Affichage des résultats + print_1d_data(k, k, x_name="k", y_name="k", dataset_name=dataset_name, + method_name="mean-shift", stop=False, save=save) + print_1d_data(k, durations, x_name="k", y_name="temps_de_calcul", y_unit="ms", + dataset_name=dataset_name, + method_name="mean-shift", stop=False, save=save) + print_1d_data(k, silouettes, x_name="k", y_name="coeficient_de_silhouette", + dataset_name=dataset_name, + method_name="mean-shift", stop=False, save=save) + print_1d_data(k, daviess, x_name="k", y_name="coeficient_de_Davies", + dataset_name=dataset_name, + method_name="mean-shift", stop=False, save=save) + print_1d_data(k, calinskis, x_name="k", y_name="coeficient_de_Calinski", + dataset_name=dataset_name, + method_name="mean-shift", stop=False, save=save) diff --git a/tp5-preprocessing.py b/tp5-preprocessing.py new file mode 100644 index 0000000..ee57965 --- /dev/null +++ b/tp5-preprocessing.py @@ -0,0 +1,40 @@ +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- +""" +Created on Wed Dec 8 16:07:28 2021 + +@author: pfaure +""" + +from sklearn.neighbors import NearestNeighbors +import numpy as np + +from myplotlib import print_1d_data, print_2d_data +from mydatalib import extract_data_txt, scale_data + +path = './new-data/' +dataset_name = "d32" +save = False + +print("-----------------------------------------------------------") +print(" Chargement du dataset : " + dataset_name) +data = extract_data_txt(path + dataset_name) +print_2d_data(data, dataset_name=dataset_name + + "_brutes", stop=False, save=save) + +print("-----------------------------------------------------------") +print(" Mise à l'échelle") +data_scaled = scale_data(data) +print_2d_data(data_scaled, dataset_name=dataset_name + + "_scaled", stop=False, save=save) + +print("-----------------------------------------------------------") +print(" Calcul du voisinage") +n = 50 +neighbors = NearestNeighbors(n_neighbors=n) +neighbors.fit(data_scaled) +distances, indices = neighbors.kneighbors(data_scaled) +distances = list(map(lambda x: sum(x[1:n-1])/(len(x)-1), distances)) +distances = np.sort(distances, axis=0) +print_1d_data(distances, range(1, len(distances)+1), x_name="distance_moyenne", + y_name="nombre_de_points", stop=False, save=save)