From 6ccc7b94a5a0b4dfd3a9ab8bd4a266d1a3dcebf6 Mon Sep 17 00:00:00 2001 From: Dayvid Victor Date: Sun, 29 May 2016 12:23:27 -0300 Subject: [PATCH 01/14] instance hardness threshold undersampling method --- .../edited_nearest_neighbours.py | 2 +- .../under_sampling/instance_hardness.py | 227 ++++++++++++++++++ 2 files changed, 228 insertions(+), 1 deletion(-) create mode 100644 unbalanced_dataset/under_sampling/instance_hardness.py diff --git a/unbalanced_dataset/under_sampling/edited_nearest_neighbours.py b/unbalanced_dataset/under_sampling/edited_nearest_neighbours.py index 58b869c52..02a088085 100644 --- a/unbalanced_dataset/under_sampling/edited_nearest_neighbours.py +++ b/unbalanced_dataset/under_sampling/edited_nearest_neighbours.py @@ -16,7 +16,7 @@ class EditedNearestNeighbours(UnderSampler): - """Class to perform under-sampling based on the condensed nearest neighbour + """Class to perform under-sampling based on the edited nearest neighbour method. Parameters diff --git a/unbalanced_dataset/under_sampling/instance_hardness.py b/unbalanced_dataset/under_sampling/instance_hardness.py new file mode 100644 index 000000000..69a306824 --- /dev/null +++ b/unbalanced_dataset/under_sampling/instance_hardness.py @@ -0,0 +1,227 @@ +"""Class to perform under-sampling based on the instance hardness +threshold.""" +from __future__ import print_function +from __future__ import division + +import numpy as np + +from collections import Counter + +from scipy.stats import mode + +from sklearn.utils import check_X_y +from sklearn.neighbors import NearestNeighbors +from sklearn.cross_validation import StratifiedKFold + +from .under_sampler import UnderSampler + + +class InstanceHardnessThreshold(UnderSampler): + """Class to perform under-sampling based on the instance hardness + threshold. + + Parameters + ---------- + estimator : sklearn classifier + Classifier to be used in to estimate instance hardness of the samples. + + threshold : float, optional (default=0.3) + Threshold to be used when excluding samples (0.01 to 0.99). + + mode: str, optional (default='maj') + - If 'maj', only samples of the majority class are excluded. + - If 'all', samples of all classes are excluded. + + cv : int, optional (default=5) + Number of folds to be used when estimating samples' instance hardness. + + return_indices : bool, optional (default=False) + Either to return or not the indices which will be selected from + the majority class. + + random_state : int or None, optional (default=None) + Seed for random number generation. + + verbose : bool, optional (default=True) + Boolean to either or not print information about the processing + + n_jobs : int, optional (default=-1) + The number of thread to open when it is possible. + + + Attributes + ---------- + ratio_ : str or float, optional (default='auto') + If 'auto', the ratio will be defined automatically to balanced + the dataset. Otherwise, the ratio will corresponds to the number + of samples in the minority class over the the number of samples + in the majority class. + + rs_ : int or None, optional (default=None) + Seed for random number generation. + + min_c_ : str or int + The identifier of the minority class. + + max_c_ : str or int + The identifier of the majority class. + + stats_c_ : dict of str/int : int + A dictionary in which the number of occurences of each class is + reported. + + Notes + ----- + The method is based on [1]_. + + This class supports multi-class. + + References + ---------- + .. [1] D. Wilson, "Asymptotic Properties of Nearest Neighbor Rules Using + Edited Data," In IEEE Transactions on Systems, Man, and Cybernetrics, + vol. 2 (3), pp. 408-421, 1972. + + """ + + def __init__(self, estimator, threshold=0.3, mode='maj', cv=5, + return_indices=False, random_state=None, verbose=True, n_jobs=-1): + + """Initialisation of Instance Hardness Threshold object. + + Parameters + ---------- + estimator : sklearn classifier + Classifier to be used in to estimate instance hardness of the samples. + + threshold : float, optional (default=0.3) + Threshold to be used when excluding samples (0.01 to 0.99). + + mode: str, optional (default='maj') + - If 'maj', only samples of the majority class are excluded. + - If 'all', samples of all classes are excluded. + + cv : int, optional (default=5) + Number of folds to be used when estimating samples' instance hardness. + + return_indices : bool, optional (default=False) + Either to return or not the indices which will be selected from + the majority class. + + random_state : int or None, optional (default=None) + Seed for random number generation. + + verbose : bool, optional (default=True) + Boolean to either or not print information about the processing + + n_jobs : int, optional (default=-1) + The number of thread to open when it is possible. + + Returns + ------- + None + + """ + super(InstanceHardnessThreshold, self).__init__( + return_indices=return_indices, + random_state=random_state, + verbose=verbose) + + self.estimator = estimator + self.threshold = threshold + + possible_modes = ('all', 'mode') + if mode not in possible_modes: + raise ValueError('Unknown mode parameter.') + else: + self.mode = mode + + self.cv = cv + + self.n_jobs = n_jobs + + def fit(self, X, y): + """Find the classes statistics before to perform sampling. + + Parameters + ---------- + X : ndarray, shape (n_samples, n_features) + Matrix containing the data which have to be sampled. + + y : ndarray, shape (n_samples, ) + Corresponding label for each sample in X. + + Returns + ------- + self : object, + Return self. + + """ + # Check the consistency of X and y + X, y = check_X_y(X, y) + + super(InstanceHardnessThreshold, self).fit(X, y) + + return self + + def transform(self, X, y): + """Resample the dataset. + + Parameters + ---------- + X : ndarray, shape (n_samples, n_features) + Matrix containing the data which have to be sampled. + + y : ndarray, shape (n_samples, ) + Corresponding label for each sample in X. + + Returns + ------- + X_resampled : ndarray, shape (n_samples_new, n_features) + The array containing the resampled data. + + y_resampled : ndarray, shape (n_samples_new) + The corresponding label of `X_resampled` + + idx_under : ndarray, shape (n_samples, ) + If `return_indices` is `True`, a boolean array will be returned + containing the which samples have been selected. + + """ + # Check the consistency of X and y + X, y = check_X_y(X, y) + + super(InstanceHardnessThreshold, self).transform(X, y) + + + skf = StratifiedKFold(y, n_folds=self.cv, shuffle=False, + random_state=self.rs_) + + + probabilities = np.zeros(y.shape[0], dtype=float) + + for train_index, test_index in skf: + X_train, X_test = X[train_index], X[test_index] + y_train, y_test = y[train_index], y[test_index] + + self.estimator.fit(X_train, y_train) + + probs = self.estimator.predict_proba(X_test, y_test) + probabilities[test_index] = [\ + probs[l,np.where(self.estimator.classes_ == c)[0][0]] \ + for l, c in enumerate(yval)] + + if self.mode == 'all': + mask = probabilities >= self.threshold + elif self.mode == 'maj': + mask = np.logical_or(probabilities >= self.threshold, y == self.min_c_) + + X = X[mask].copy() + y = y[mask].copy() + + # If we need to offer support for the indices + if self.return_indices: + idx_under = np.nonzero(mask)[0] + return X_resampled, y_resampled, idx_under + else: + return X_resampled, y_resampled From 2ac3b207c8a3eac0baa0f339cef81f85fc300567 Mon Sep 17 00:00:00 2001 From: Dayvid Victor Date: Sun, 29 May 2016 13:47:50 -0300 Subject: [PATCH 02/14] instance_hardness_threshold.py updated --- unbalanced_dataset/under_sampling/__init__.py | 4 +++- ...ance_hardness.py => instance_hardness_threshold.py} | 10 +++++----- 2 files changed, 8 insertions(+), 6 deletions(-) rename unbalanced_dataset/under_sampling/{instance_hardness.py => instance_hardness_threshold.py} (96%) diff --git a/unbalanced_dataset/under_sampling/__init__.py b/unbalanced_dataset/under_sampling/__init__.py index f8cfa43d4..5e410628f 100644 --- a/unbalanced_dataset/under_sampling/__init__.py +++ b/unbalanced_dataset/under_sampling/__init__.py @@ -12,6 +12,7 @@ from .one_sided_selection import OneSidedSelection from .neighbourhood_cleaning_rule import NeighbourhoodCleaningRule from .edited_nearest_neighbours import EditedNearestNeighbours +from .instance_hardness_threshold import InstanceHardnessThreshold __all__ = ['UnderSampler', 'RandomUnderSampler', @@ -21,4 +22,5 @@ 'CondensedNearestNeighbour', 'OneSidedSelection', 'NeighbourhoodCleaningRule', - 'EditedNearestNeighbours'] + 'EditedNearestNeighbours', + 'InstanceHardnessThreshold'] diff --git a/unbalanced_dataset/under_sampling/instance_hardness.py b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py similarity index 96% rename from unbalanced_dataset/under_sampling/instance_hardness.py rename to unbalanced_dataset/under_sampling/instance_hardness_threshold.py index 69a306824..6d1c5e072 100644 --- a/unbalanced_dataset/under_sampling/instance_hardness.py +++ b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py @@ -130,7 +130,7 @@ def __init__(self, estimator, threshold=0.3, mode='maj', cv=5, self.estimator = estimator self.threshold = threshold - possible_modes = ('all', 'mode') + possible_modes = ('maj', 'all') if mode not in possible_modes: raise ValueError('Unknown mode parameter.') else: @@ -206,18 +206,18 @@ def transform(self, X, y): self.estimator.fit(X_train, y_train) - probs = self.estimator.predict_proba(X_test, y_test) + probs = self.estimator.predict_proba(X_test) probabilities[test_index] = [\ probs[l,np.where(self.estimator.classes_ == c)[0][0]] \ - for l, c in enumerate(yval)] + for l, c in enumerate(y_test)] if self.mode == 'all': mask = probabilities >= self.threshold elif self.mode == 'maj': mask = np.logical_or(probabilities >= self.threshold, y == self.min_c_) - X = X[mask].copy() - y = y[mask].copy() + X_resampled = X[mask].copy() + y_resampled = y[mask].copy() # If we need to offer support for the indices if self.return_indices: From a727d936a15bed338ce6e57dd47ecbf69df88aa4 Mon Sep 17 00:00:00 2001 From: Dayvid Victor Date: Sun, 29 May 2016 13:48:07 -0300 Subject: [PATCH 03/14] Instance Hardness Threshold example added --- .../plot_instance_hardness_threshold.py | 67 +++++++++++++++++++ 1 file changed, 67 insertions(+) create mode 100644 example/under-sampling/plot_instance_hardness_threshold.py diff --git a/example/under-sampling/plot_instance_hardness_threshold.py b/example/under-sampling/plot_instance_hardness_threshold.py new file mode 100644 index 000000000..5c391e9cc --- /dev/null +++ b/example/under-sampling/plot_instance_hardness_threshold.py @@ -0,0 +1,67 @@ +""" +=========================== +Instance Hardness Threshold +=========================== + +An illustration of the instance hardness threshold method. + +""" + +print(__doc__) + +import matplotlib.pyplot as plt +import seaborn as sns +sns.set() + +# Define some color for the plotting +almost_black = '#262626' +palette = sns.color_palette() + +from sklearn.datasets import make_classification +from sklearn.decomposition import PCA +from sklearn.tree import DecisionTreeClassifier + +from unbalanced_dataset.under_sampling import InstanceHardnessThreshold + +# Generate the dataset +X, y = make_classification(n_classes=2, class_sep=2, weights=[0.1, 0.9], + n_informative=3, n_redundant=1, flip_y=0, + n_features=20, n_clusters_per_class=1, + n_samples=5000, random_state=10) + +# Instanciate a PCA object for the sake of easy visualisation +pca = PCA(n_components=2) +# Fit and transform x to visualise inside a 2D feature space +X_vis = pca.fit_transform(X) + +# Apply the random under-sampling + + + +# Two subplots, unpack the axes array immediately +f, axs = plt.subplots(2, 2) + +axs = [a for ax in axs for a in ax] +for ax, threshold in zip(axs, [0.0,0.25,0.5,0.75]): + #import ipdb; ipdb.set_trace() + if threshold == 0.0: + ax.scatter(X_vis[y == 0, 0], X_vis[y == 0, 1], label="Class #0", alpha=0.5, + edgecolor=almost_black, facecolor=palette[0], linewidth=0.15) + ax.scatter(X_vis[y == 1, 0], X_vis[y == 1, 1], label="Class #1", alpha=0.5, + edgecolor=almost_black, facecolor=palette[2], linewidth=0.15) + ax.set_title('Original set') + else: + estimator = DecisionTreeClassifier(max_depth=2) + iht = InstanceHardnessThreshold(estimator, threshold=threshold) + X_resampled, y_resampled = iht.fit_transform(X, y) + X_res_vis = pca.transform(X_resampled) + + ax.scatter(X_res_vis[y_resampled == 0, 0], X_res_vis[y_resampled == 0, 1], + label="Class #0", alpha=.5, edgecolor=almost_black, + facecolor=palette[0], linewidth=0.15) + ax.scatter(X_res_vis[y_resampled == 1, 0], X_res_vis[y_resampled == 1, 1], + label="Class #1", alpha=.5, edgecolor=almost_black, + facecolor=palette[2], linewidth=0.15) + ax.set_title('Instance Hardness Threshold ({})'.format(threshold)) + +plt.show() From c8257d92d36d5c4f2c9dbea6dfc3c9034aa0eb17 Mon Sep 17 00:00:00 2001 From: Dayvid Victor Date: Sun, 29 May 2016 13:51:51 -0300 Subject: [PATCH 04/14] instance hardness threshold reference updated --- .../under_sampling/instance_hardness_threshold.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py index 6d1c5e072..0f08e8fbd 100644 --- a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py +++ b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py @@ -78,9 +78,9 @@ class InstanceHardnessThreshold(UnderSampler): References ---------- - .. [1] D. Wilson, "Asymptotic Properties of Nearest Neighbor Rules Using - Edited Data," In IEEE Transactions on Systems, Man, and Cybernetrics, - vol. 2 (3), pp. 408-421, 1972. + .. [1] D. Smith, Michael R., Tony Martinez, and Christophe Giraud-Carrier. + "An instance level analysis of data complexity." Machine learning + 95.2 (2014): 225-256. """ From d39d640648801bb8ad212fca2bde33b250d76ebd Mon Sep 17 00:00:00 2001 From: Dayvid Victor Date: Sun, 29 May 2016 13:53:00 -0300 Subject: [PATCH 05/14] instance hardness docs updated --- .../under_sampling/instance_hardness_threshold.py | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py index 0f08e8fbd..48ef12182 100644 --- a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py +++ b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py @@ -70,6 +70,19 @@ class InstanceHardnessThreshold(UnderSampler): A dictionary in which the number of occurences of each class is reported. + estimator : sklearn classifier + Classifier used in to estimate instance hardness of the samples. + + threshold : float, optional (default=0.3) + Threshold to be used for selecting samples (0.01 to 0.99). + + mode: str, optional (default='maj') + - If 'maj', only samples of the majority class are excluded. + - If 'all', samples of all classes are excluded. + + cv : int, optional (default=5) + Number of folds used when estimating samples' instance hardness. + Notes ----- The method is based on [1]_. From 6aa1f3054bb86efb4e6d45bb5d6d6e20609d5d75 Mon Sep 17 00:00:00 2001 From: Dayvid Victor Date: Tue, 31 May 2016 21:39:21 -0300 Subject: [PATCH 06/14] formating under_sampling/instance_hardness_threshold.py --- .../instance_hardness_threshold.py | 41 ++++++++++--------- 1 file changed, 21 insertions(+), 20 deletions(-) diff --git a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py index 48ef12182..4c5f68e4d 100644 --- a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py +++ b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py @@ -28,7 +28,7 @@ class InstanceHardnessThreshold(UnderSampler): threshold : float, optional (default=0.3) Threshold to be used when excluding samples (0.01 to 0.99). - mode: str, optional (default='maj') + kind_sel : str, optional (default='maj') - If 'maj', only samples of the majority class are excluded. - If 'all', samples of all classes are excluded. @@ -48,7 +48,6 @@ class InstanceHardnessThreshold(UnderSampler): n_jobs : int, optional (default=-1) The number of thread to open when it is possible. - Attributes ---------- ratio_ : str or float, optional (default='auto') @@ -76,7 +75,7 @@ class InstanceHardnessThreshold(UnderSampler): threshold : float, optional (default=0.3) Threshold to be used for selecting samples (0.01 to 0.99). - mode: str, optional (default='maj') + kind_sel : str, optional (default='maj') - If 'maj', only samples of the majority class are excluded. - If 'all', samples of all classes are excluded. @@ -97,7 +96,7 @@ class InstanceHardnessThreshold(UnderSampler): """ - def __init__(self, estimator, threshold=0.3, mode='maj', cv=5, + def __init__(self, estimator, threshold=0.3, kind_sel='maj', cv=5, return_indices=False, random_state=None, verbose=True, n_jobs=-1): """Initialisation of Instance Hardness Threshold object. @@ -110,7 +109,7 @@ def __init__(self, estimator, threshold=0.3, mode='maj', cv=5, threshold : float, optional (default=0.3) Threshold to be used when excluding samples (0.01 to 0.99). - mode: str, optional (default='maj') + kind_sel : str, optional (default='maj') - If 'maj', only samples of the majority class are excluded. - If 'all', samples of all classes are excluded. @@ -140,17 +139,20 @@ def __init__(self, estimator, threshold=0.3, mode='maj', cv=5, random_state=random_state, verbose=verbose) - self.estimator = estimator + if not hasattr(estimator, 'predict_proba'): + raise ValueError('Estimator does not have predict_proba method.') + else: + self.estimator = estimator + self.threshold = threshold - possible_modes = ('maj', 'all') - if mode not in possible_modes: - raise ValueError('Unknown mode parameter.') + possible_kind_sel = ('maj', 'all') + if kind_sel not in possible_kind_sel: + raise ValueError('Unknown kind_sel parameter.') else: - self.mode = mode + self.kind_sel = kind_sel self.cv = cv - self.n_jobs = n_jobs def fit(self, X, y): @@ -199,18 +201,16 @@ def transform(self, X, y): idx_under : ndarray, shape (n_samples, ) If `return_indices` is `True`, a boolean array will be returned containing the which samples have been selected. - + """ # Check the consistency of X and y X, y = check_X_y(X, y) super(InstanceHardnessThreshold, self).transform(X, y) - skf = StratifiedKFold(y, n_folds=self.cv, shuffle=False, random_state=self.rs_) - probabilities = np.zeros(y.shape[0], dtype=float) for train_index, test_index in skf: @@ -220,17 +220,18 @@ def transform(self, X, y): self.estimator.fit(X_train, y_train) probs = self.estimator.predict_proba(X_test) - probabilities[test_index] = [\ - probs[l,np.where(self.estimator.classes_ == c)[0][0]] \ + classes = self.estimator.classes_ + probabilities[test_index] = [ + probs[l,np.where(classes == c)[0][0]] for l, c in enumerate(y_test)] - if self.mode == 'all': + if self.kind_sel == 'all': mask = probabilities >= self.threshold - elif self.mode == 'maj': + elif self.kind_sel == 'maj': mask = np.logical_or(probabilities >= self.threshold, y == self.min_c_) - X_resampled = X[mask].copy() - y_resampled = y[mask].copy() + X_resampled = X[mask] + y_resampled = y[mask] # If we need to offer support for the indices if self.return_indices: From 2814d38bc8ba8ff75aedf2af32f08685f0ed2a62 Mon Sep 17 00:00:00 2001 From: Dayvid Victor Date: Tue, 31 May 2016 21:41:37 -0300 Subject: [PATCH 07/14] removing blank lines from example/under-sampling/plot_instance_hardness_threshold.py --- example/under-sampling/plot_instance_hardness_threshold.py | 5 ----- 1 file changed, 5 deletions(-) diff --git a/example/under-sampling/plot_instance_hardness_threshold.py b/example/under-sampling/plot_instance_hardness_threshold.py index 5c391e9cc..c1bd6ac10 100644 --- a/example/under-sampling/plot_instance_hardness_threshold.py +++ b/example/under-sampling/plot_instance_hardness_threshold.py @@ -34,16 +34,11 @@ # Fit and transform x to visualise inside a 2D feature space X_vis = pca.fit_transform(X) -# Apply the random under-sampling - - - # Two subplots, unpack the axes array immediately f, axs = plt.subplots(2, 2) axs = [a for ax in axs for a in ax] for ax, threshold in zip(axs, [0.0,0.25,0.5,0.75]): - #import ipdb; ipdb.set_trace() if threshold == 0.0: ax.scatter(X_vis[y == 0, 0], X_vis[y == 0, 1], label="Class #0", alpha=0.5, edgecolor=almost_black, facecolor=palette[0], linewidth=0.15) From d7b5c21f6cf054bbac524a233ce1aa104486cc13 Mon Sep 17 00:00:00 2001 From: Dayvid Victor Date: Fri, 17 Jun 2016 08:56:39 -0300 Subject: [PATCH 08/14] Instace hardness using ratio --- .../instance_hardness_threshold.py | 29 ++++++++++++++----- 1 file changed, 22 insertions(+), 7 deletions(-) diff --git a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py index 4c5f68e4d..82ee129e4 100644 --- a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py +++ b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py @@ -25,8 +25,11 @@ class InstanceHardnessThreshold(UnderSampler): estimator : sklearn classifier Classifier to be used in to estimate instance hardness of the samples. - threshold : float, optional (default=0.3) - Threshold to be used when excluding samples (0.01 to 0.99). + ratio : str or float, optional (default='auto') + If 'auto', the ratio will be defined automatically to balanced + the dataset. Otherwise, the ratio will corresponds to the number + of samples in the minority class over the the number of samples + in the majority class. kind_sel : str, optional (default='maj') - If 'maj', only samples of the majority class are excluded. @@ -96,7 +99,7 @@ class InstanceHardnessThreshold(UnderSampler): """ - def __init__(self, estimator, threshold=0.3, kind_sel='maj', cv=5, + def __init__(self, estimator, ratio='auto', kind_sel='maj', cv=5, return_indices=False, random_state=None, verbose=True, n_jobs=-1): """Initialisation of Instance Hardness Threshold object. @@ -106,8 +109,11 @@ def __init__(self, estimator, threshold=0.3, kind_sel='maj', cv=5, estimator : sklearn classifier Classifier to be used in to estimate instance hardness of the samples. - threshold : float, optional (default=0.3) - Threshold to be used when excluding samples (0.01 to 0.99). + ratio : str or float, optional (default='auto') + If 'auto', the ratio will be defined automatically to balanced + the dataset. Otherwise, the ratio will corresponds to the number + of samples in the minority class over the the number of samples + in the majority class. kind_sel : str, optional (default='maj') - If 'maj', only samples of the majority class are excluded. @@ -135,6 +141,7 @@ def __init__(self, estimator, threshold=0.3, kind_sel='maj', cv=5, """ super(InstanceHardnessThreshold, self).__init__( + ratio=ratio, return_indices=return_indices, random_state=random_state, verbose=verbose) @@ -144,7 +151,7 @@ def __init__(self, estimator, threshold=0.3, kind_sel='maj', cv=5, else: self.estimator = estimator - self.threshold = threshold + #self.threshold = threshold possible_kind_sel = ('maj', 'all') if kind_sel not in possible_kind_sel: @@ -204,7 +211,7 @@ def transform(self, X, y): """ # Check the consistency of X and y - X, y = check_X_y(X, y) + X, y = check_X_y(X, y) super(InstanceHardnessThreshold, self).transform(X, y) @@ -228,6 +235,14 @@ def transform(self, X, y): if self.kind_sel == 'all': mask = probabilities >= self.threshold elif self.kind_sel == 'maj': + ratios = np.zeros(100, ) + probs = np.linspace(0., 1., 100) + + for i, p in enumerate(probs): + ratios[i] = self.stats_c_[self.min_c_] / np.count_nonzero(np.logical_or(probabilities >= p, y == self.min_c_)) + ratios = np.abs(ratios - self.ratio) + + threshold = probs[ratios.argmin()] mask = np.logical_or(probabilities >= self.threshold, y == self.min_c_) X_resampled = X[mask] From ee51225cc90d0570fb87068877f25f5e9f97213c Mon Sep 17 00:00:00 2001 From: Dayvid Victor Date: Fri, 17 Jun 2016 15:58:10 -0300 Subject: [PATCH 09/14] instance hardness updated --- .gitignore | 3 +- .../plot_instance_hardness_threshold.py | 31 +++++++++---------- .../instance_hardness_threshold.py | 16 +++++----- 3 files changed, 24 insertions(+), 26 deletions(-) rename {example => examples}/under-sampling/plot_instance_hardness_threshold.py (57%) diff --git a/.gitignore b/.gitignore index 8edb32d96..67a6d646c 100644 --- a/.gitignore +++ b/.gitignore @@ -56,4 +56,5 @@ docs/_build/ # PyBuilder target/ -*~ \ No newline at end of file +# vim +*.swp diff --git a/example/under-sampling/plot_instance_hardness_threshold.py b/examples/under-sampling/plot_instance_hardness_threshold.py similarity index 57% rename from example/under-sampling/plot_instance_hardness_threshold.py rename to examples/under-sampling/plot_instance_hardness_threshold.py index c1bd6ac10..241807a68 100644 --- a/example/under-sampling/plot_instance_hardness_threshold.py +++ b/examples/under-sampling/plot_instance_hardness_threshold.py @@ -8,6 +8,7 @@ """ print(__doc__) +import numpy as np import matplotlib.pyplot as plt import seaborn as sns @@ -19,44 +20,42 @@ from sklearn.datasets import make_classification from sklearn.decomposition import PCA -from sklearn.tree import DecisionTreeClassifier +from sklearn.svm import SVC from unbalanced_dataset.under_sampling import InstanceHardnessThreshold # Generate the dataset -X, y = make_classification(n_classes=2, class_sep=2, weights=[0.1, 0.9], +X, y = make_classification(n_classes=2, class_sep=1., weights=[0.05, 0.95], n_informative=3, n_redundant=1, flip_y=0, n_features=20, n_clusters_per_class=1, n_samples=5000, random_state=10) -# Instanciate a PCA object for the sake of easy visualisation pca = PCA(n_components=2) -# Fit and transform x to visualise inside a 2D feature space -X_vis = pca.fit_transform(X) +X = pca.fit_transform(X) # Two subplots, unpack the axes array immediately f, axs = plt.subplots(2, 2) axs = [a for ax in axs for a in ax] -for ax, threshold in zip(axs, [0.0,0.25,0.5,0.75]): - if threshold == 0.0: - ax.scatter(X_vis[y == 0, 0], X_vis[y == 0, 1], label="Class #0", alpha=0.5, +for ax, ratio in zip(axs, [0.0,0.1,0.3,0.5]): + if ratio == 0.0: + ax.scatter(X[y == 0, 0], X[y == 0, 1], label="Class #0", alpha=0.5, edgecolor=almost_black, facecolor=palette[0], linewidth=0.15) - ax.scatter(X_vis[y == 1, 0], X_vis[y == 1, 1], label="Class #1", alpha=0.5, + ax.scatter(X[y == 1, 0], X[y == 1, 1], label="Class #1", alpha=0.5, edgecolor=almost_black, facecolor=palette[2], linewidth=0.15) ax.set_title('Original set') else: - estimator = DecisionTreeClassifier(max_depth=2) - iht = InstanceHardnessThreshold(estimator, threshold=threshold) - X_resampled, y_resampled = iht.fit_transform(X, y) - X_res_vis = pca.transform(X_resampled) + estimator = SVC(probability=True) + iht = InstanceHardnessThreshold(estimator, ratio=ratio) + X_res, y_res = iht.fit_transform(X, y) + print np.bincount(y_res) - ax.scatter(X_res_vis[y_resampled == 0, 0], X_res_vis[y_resampled == 0, 1], + ax.scatter(X_res[y_res == 0, 0], X_res[y_res == 0, 1], label="Class #0", alpha=.5, edgecolor=almost_black, facecolor=palette[0], linewidth=0.15) - ax.scatter(X_res_vis[y_resampled == 1, 0], X_res_vis[y_resampled == 1, 1], + ax.scatter(X_res[y_res == 1, 0], X_res[y_res == 1, 1], label="Class #1", alpha=.5, edgecolor=almost_black, facecolor=palette[2], linewidth=0.15) - ax.set_title('Instance Hardness Threshold ({})'.format(threshold)) + ax.set_title('Instance Hardness Threshold ({})'.format(ratio)) plt.show() diff --git a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py index 82ee129e4..b1b73ef58 100644 --- a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py +++ b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py @@ -233,17 +233,15 @@ def transform(self, X, y): for l, c in enumerate(y_test)] if self.kind_sel == 'all': - mask = probabilities >= self.threshold + mask = probabilities >= self.ratio_ elif self.kind_sel == 'maj': - ratios = np.zeros(100, ) - probs = np.linspace(0., 1., 100) + min_count = np.sum(y == self.min_c_) + max_count = len(y) - min_count + rem_count = max_count - (min_count / self.ratio_) - for i, p in enumerate(probs): - ratios[i] = self.stats_c_[self.min_c_] / np.count_nonzero(np.logical_or(probabilities >= p, y == self.min_c_)) - ratios = np.abs(ratios - self.ratio) - - threshold = probs[ratios.argmin()] - mask = np.logical_or(probabilities >= self.threshold, y == self.min_c_) + threshold = np.percentile(probabilities[y != self.min_c_], + 100*(rem_count/max_count)) + mask = np.logical_or(probabilities >= threshold, y == self.min_c_) X_resampled = X[mask] y_resampled = y[mask] From 542c76e7c0dfbb521a5784dbee0874459328ee01 Mon Sep 17 00:00:00 2001 From: Dayvid Victor Date: Fri, 17 Jun 2016 16:04:26 -0300 Subject: [PATCH 10/14] under-sampling instance hardness threshold pep8 --- .../plot_instance_hardness_threshold.py | 16 ++++++++-------- .../instance_hardness_threshold.py | 19 +++++++++---------- 2 files changed, 17 insertions(+), 18 deletions(-) diff --git a/examples/under-sampling/plot_instance_hardness_threshold.py b/examples/under-sampling/plot_instance_hardness_threshold.py index 241807a68..5d2f083dc 100644 --- a/examples/under-sampling/plot_instance_hardness_threshold.py +++ b/examples/under-sampling/plot_instance_hardness_threshold.py @@ -37,25 +37,25 @@ f, axs = plt.subplots(2, 2) axs = [a for ax in axs for a in ax] -for ax, ratio in zip(axs, [0.0,0.1,0.3,0.5]): +for ax, ratio in zip(axs, [0.0, 0.1, 0.3, 0.5]): if ratio == 0.0: ax.scatter(X[y == 0, 0], X[y == 0, 1], label="Class #0", alpha=0.5, - edgecolor=almost_black, facecolor=palette[0], linewidth=0.15) + edgecolor=almost_black, facecolor=palette[0], linewidth=0.15) ax.scatter(X[y == 1, 0], X[y == 1, 1], label="Class #1", alpha=0.5, - edgecolor=almost_black, facecolor=palette[2], linewidth=0.15) + edgecolor=almost_black, facecolor=palette[2], linewidth=0.15) ax.set_title('Original set') else: estimator = SVC(probability=True) - iht = InstanceHardnessThreshold(estimator, ratio=ratio) + iht = InstanceHardnessThreshold(estimator, ratio=ratio) X_res, y_res = iht.fit_transform(X, y) print np.bincount(y_res) ax.scatter(X_res[y_res == 0, 0], X_res[y_res == 0, 1], - label="Class #0", alpha=.5, edgecolor=almost_black, - facecolor=palette[0], linewidth=0.15) + label="Class #0", alpha=.5, edgecolor=almost_black, + facecolor=palette[0], linewidth=0.15) ax.scatter(X_res[y_res == 1, 0], X_res[y_res == 1, 1], - label="Class #1", alpha=.5, edgecolor=almost_black, - facecolor=palette[2], linewidth=0.15) + label="Class #1", alpha=.5, edgecolor=almost_black, + facecolor=palette[2], linewidth=0.15) ax.set_title('Instance Hardness Threshold ({})'.format(ratio)) plt.show() diff --git a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py index b1b73ef58..615c1d44c 100644 --- a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py +++ b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py @@ -99,9 +99,8 @@ class InstanceHardnessThreshold(UnderSampler): """ - def __init__(self, estimator, ratio='auto', kind_sel='maj', cv=5, - return_indices=False, random_state=None, verbose=True, n_jobs=-1): - + def __init__(self, estimator, ratio='auto', kind_sel='maj', cv=5, + return_indices=False, random_state=None, verbose=True, n_jobs=-1): """Initialisation of Instance Hardness Threshold object. Parameters @@ -208,15 +207,15 @@ def transform(self, X, y): idx_under : ndarray, shape (n_samples, ) If `return_indices` is `True`, a boolean array will be returned containing the which samples have been selected. - + """ # Check the consistency of X and y X, y = check_X_y(X, y) super(InstanceHardnessThreshold, self).transform(X, y) - skf = StratifiedKFold(y, n_folds=self.cv, shuffle=False, - random_state=self.rs_) + skf = StratifiedKFold(y, n_folds=self.cv, shuffle=False, + random_state=self.rs_) probabilities = np.zeros(y.shape[0], dtype=float) @@ -229,8 +228,8 @@ def transform(self, X, y): probs = self.estimator.predict_proba(X_test) classes = self.estimator.classes_ probabilities[test_index] = [ - probs[l,np.where(classes == c)[0][0]] - for l, c in enumerate(y_test)] + probs[l, np.where(classes == c)[0][0]] + for l, c in enumerate(y_test)] if self.kind_sel == 'all': mask = probabilities >= self.ratio_ @@ -239,8 +238,8 @@ def transform(self, X, y): max_count = len(y) - min_count rem_count = max_count - (min_count / self.ratio_) - threshold = np.percentile(probabilities[y != self.min_c_], - 100*(rem_count/max_count)) + threshold = np.percentile(probabilities[y != self.min_c_], + 100 * (rem_count / max_count)) mask = np.logical_or(probabilities >= threshold, y == self.min_c_) X_resampled = X[mask] From 48d66a2d18ee988d317ffb529b3b93ec949cf43d Mon Sep 17 00:00:00 2001 From: Guillaume Lemaitre Date: Sat, 18 Jun 2016 13:23:30 +0200 Subject: [PATCH 11/14] Change gitignore to avoid commmitting backup emacs file --- .gitignore | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.gitignore b/.gitignore index 67a6d646c..12b751b5f 100644 --- a/.gitignore +++ b/.gitignore @@ -58,3 +58,6 @@ target/ # vim *.swp + +# emacs +*~ \ No newline at end of file From d085bc3075f2dff36676a1a4732cc3289575cfa0 Mon Sep 17 00:00:00 2001 From: Guillaume Lemaitre Date: Sat, 18 Jun 2016 13:25:48 +0200 Subject: [PATCH 12/14] PEP8 --- .../under_sampling/instance_hardness_threshold.py | 15 +++++++++------ 1 file changed, 9 insertions(+), 6 deletions(-) diff --git a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py index 615c1d44c..6331c715a 100644 --- a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py +++ b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py @@ -17,7 +17,7 @@ class InstanceHardnessThreshold(UnderSampler): - """Class to perform under-sampling based on the instance hardness + """Class to perform under-sampling based on the instance hardness threshold. Parameters @@ -93,20 +93,22 @@ class InstanceHardnessThreshold(UnderSampler): References ---------- - .. [1] D. Smith, Michael R., Tony Martinez, and Christophe Giraud-Carrier. - "An instance level analysis of data complexity." Machine learning + .. [1] D. Smith, Michael R., Tony Martinez, and Christophe Giraud-Carrier. + "An instance level analysis of data complexity." Machine learning 95.2 (2014): 225-256. """ def __init__(self, estimator, ratio='auto', kind_sel='maj', cv=5, - return_indices=False, random_state=None, verbose=True, n_jobs=-1): + return_indices=False, random_state=None, verbose=True, + n_jobs=-1): """Initialisation of Instance Hardness Threshold object. Parameters ---------- estimator : sklearn classifier - Classifier to be used in to estimate instance hardness of the samples. + Classifier to be used in to estimate instance hardness of the + samples. ratio : str or float, optional (default='auto') If 'auto', the ratio will be defined automatically to balanced @@ -119,7 +121,8 @@ def __init__(self, estimator, ratio='auto', kind_sel='maj', cv=5, - If 'all', samples of all classes are excluded. cv : int, optional (default=5) - Number of folds to be used when estimating samples' instance hardness. + Number of folds to be used when estimating samples' instance + hardness. return_indices : bool, optional (default=False) Either to return or not the indices which will be selected from From 7b6ba9ed6e9f2924b122588eed2101d623ff4fd4 Mon Sep 17 00:00:00 2001 From: Guillaume Lemaitre Date: Sat, 18 Jun 2016 15:00:34 +0200 Subject: [PATCH 13/14] PEP8 and examples for IHT --- build_tools/travis/install.sh | 5 +- .../plot_instance_hardness_threshold.py | 6 +- .../instance_hardness_threshold.py | 67 +++----- .../under_sampling/tests/data/iht_idx.npy | Bin 0 -> 8616 bytes .../under_sampling/tests/data/iht_x.npy | Bin 0 -> 170800 bytes .../under_sampling/tests/data/iht_x_05.npy | Bin 0 -> 258800 bytes .../under_sampling/tests/data/iht_y.npy | Bin 0 -> 8616 bytes .../under_sampling/tests/data/iht_y_05.npy | Bin 0 -> 13016 bytes .../tests/test_instance_hardness_threshold.py | 159 ++++++++++++++++++ .../tests/test_random_under_sampler.py | 2 +- unbalanced_dataset/version.py | 9 +- 11 files changed, 196 insertions(+), 52 deletions(-) create mode 100644 unbalanced_dataset/under_sampling/tests/data/iht_idx.npy create mode 100644 unbalanced_dataset/under_sampling/tests/data/iht_x.npy create mode 100644 unbalanced_dataset/under_sampling/tests/data/iht_x_05.npy create mode 100644 unbalanced_dataset/under_sampling/tests/data/iht_y.npy create mode 100644 unbalanced_dataset/under_sampling/tests/data/iht_y_05.npy create mode 100644 unbalanced_dataset/under_sampling/tests/test_instance_hardness_threshold.py diff --git a/build_tools/travis/install.sh b/build_tools/travis/install.sh index 9b15aa46a..a3ba43624 100644 --- a/build_tools/travis/install.sh +++ b/build_tools/travis/install.sh @@ -33,7 +33,10 @@ conda create -n testenv --yes python=$PYTHON_VERSION pip nose \ pip install nose-timer # Install libgfortran with conda -conda install --yes libgfortran scikit-learn six +conda install --yes libgfortran \ + numpy=1.10.4 scipy=0.17.1 \ + scikit-learn=0.17.1 \ + six=1.10.0 if [[ "$COVERAGE" == "true" ]]; then pip install coverage coveralls diff --git a/examples/under-sampling/plot_instance_hardness_threshold.py b/examples/under-sampling/plot_instance_hardness_threshold.py index 5d2f083dc..e47cf4e4c 100644 --- a/examples/under-sampling/plot_instance_hardness_threshold.py +++ b/examples/under-sampling/plot_instance_hardness_threshold.py @@ -40,9 +40,11 @@ for ax, ratio in zip(axs, [0.0, 0.1, 0.3, 0.5]): if ratio == 0.0: ax.scatter(X[y == 0, 0], X[y == 0, 1], label="Class #0", alpha=0.5, - edgecolor=almost_black, facecolor=palette[0], linewidth=0.15) + edgecolor=almost_black, facecolor=palette[0], + linewidth=0.15) ax.scatter(X[y == 1, 0], X[y == 1, 1], label="Class #1", alpha=0.5, - edgecolor=almost_black, facecolor=palette[2], linewidth=0.15) + edgecolor=almost_black, facecolor=palette[2], + linewidth=0.15) ax.set_title('Original set') else: estimator = SVC(probability=True) diff --git a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py index 6331c715a..2b09c5306 100644 --- a/unbalanced_dataset/under_sampling/instance_hardness_threshold.py +++ b/unbalanced_dataset/under_sampling/instance_hardness_threshold.py @@ -7,10 +7,7 @@ from collections import Counter -from scipy.stats import mode - from sklearn.utils import check_X_y -from sklearn.neighbors import NearestNeighbors from sklearn.cross_validation import StratifiedKFold from .under_sampler import UnderSampler @@ -31,10 +28,6 @@ class InstanceHardnessThreshold(UnderSampler): of samples in the minority class over the the number of samples in the majority class. - kind_sel : str, optional (default='maj') - - If 'maj', only samples of the majority class are excluded. - - If 'all', samples of all classes are excluded. - cv : int, optional (default=5) Number of folds to be used when estimating samples' instance hardness. @@ -72,16 +65,9 @@ class InstanceHardnessThreshold(UnderSampler): A dictionary in which the number of occurences of each class is reported. - estimator : sklearn classifier + estimator_ : sklearn classifier Classifier used in to estimate instance hardness of the samples. - threshold : float, optional (default=0.3) - Threshold to be used for selecting samples (0.01 to 0.99). - - kind_sel : str, optional (default='maj') - - If 'maj', only samples of the majority class are excluded. - - If 'all', samples of all classes are excluded. - cv : int, optional (default=5) Number of folds used when estimating samples' instance hardness. @@ -89,7 +75,7 @@ class InstanceHardnessThreshold(UnderSampler): ----- The method is based on [1]_. - This class supports multi-class. + This class does not support multi-class. References ---------- @@ -99,9 +85,8 @@ class InstanceHardnessThreshold(UnderSampler): """ - def __init__(self, estimator, ratio='auto', kind_sel='maj', cv=5, - return_indices=False, random_state=None, verbose=True, - n_jobs=-1): + def __init__(self, estimator, ratio='auto', return_indices=False, cv=5, + random_state=None, verbose=True, n_jobs=-1): """Initialisation of Instance Hardness Threshold object. Parameters @@ -116,10 +101,6 @@ def __init__(self, estimator, ratio='auto', kind_sel='maj', cv=5, of samples in the minority class over the the number of samples in the majority class. - kind_sel : str, optional (default='maj') - - If 'maj', only samples of the majority class are excluded. - - If 'all', samples of all classes are excluded. - cv : int, optional (default=5) Number of folds to be used when estimating samples' instance hardness. @@ -151,15 +132,7 @@ def __init__(self, estimator, ratio='auto', kind_sel='maj', cv=5, if not hasattr(estimator, 'predict_proba'): raise ValueError('Estimator does not have predict_proba method.') else: - self.estimator = estimator - - #self.threshold = threshold - - possible_kind_sel = ('maj', 'all') - if kind_sel not in possible_kind_sel: - raise ValueError('Unknown kind_sel parameter.') - else: - self.kind_sel = kind_sel + self.estimator_ = estimator self.cv = cv self.n_jobs = n_jobs @@ -226,28 +199,34 @@ def transform(self, X, y): X_train, X_test = X[train_index], X[test_index] y_train, y_test = y[train_index], y[test_index] - self.estimator.fit(X_train, y_train) + self.estimator_.fit(X_train, y_train) - probs = self.estimator.predict_proba(X_test) - classes = self.estimator.classes_ + probs = self.estimator_.predict_proba(X_test) + classes = self.estimator_.classes_ probabilities[test_index] = [ probs[l, np.where(classes == c)[0][0]] for l, c in enumerate(y_test)] - if self.kind_sel == 'all': - mask = probabilities >= self.ratio_ - elif self.kind_sel == 'maj': - min_count = np.sum(y == self.min_c_) - max_count = len(y) - min_count - rem_count = max_count - (min_count / self.ratio_) + # Compute the number of cluster needed + if self.ratio_ == 'auto': + num_samples = self.stats_c_[self.min_c_] + else: + num_samples = int(self.stats_c_[self.min_c_] / self.ratio_) + + # Find the percentile corresponding to the top num_samples + threshold = np.percentile( + probabilities[y != self.min_c_], + (1. - (num_samples / self.stats_c_[self.maj_c_])) * 100.) - threshold = np.percentile(probabilities[y != self.min_c_], - 100 * (rem_count / max_count)) - mask = np.logical_or(probabilities >= threshold, y == self.min_c_) + mask = np.logical_or(probabilities >= threshold, y == self.min_c_) + # Sample the data X_resampled = X[mask] y_resampled = y[mask] + if self.verbose: + print("Under-sampling performed: {}".format(Counter(y_resampled))) + # If we need to offer support for the indices if self.return_indices: idx_under = np.nonzero(mask)[0] diff --git a/unbalanced_dataset/under_sampling/tests/data/iht_idx.npy b/unbalanced_dataset/under_sampling/tests/data/iht_idx.npy new file mode 100644 index 0000000000000000000000000000000000000000..880becfe4235717e244301e9ec007f6e868fa23e GIT binary patch literal 8616 zcmXxqd6>`D9tUs~jh(SH$}-3dMYgdGgDhhj8Ht&=jV)`o8Dn3D$bO{^vZq4Ul1jL4 zmdH+aWf^N1Axm7#h`P`3bYaR^FGh{exC1np6|4{_-3!S$($)V)3ET)UHWxO 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+from numpy.testing import assert_array_equal + +from sklearn.datasets import make_classification +from sklearn.ensemble import GradientBoostingClassifier +from sklearn.svm import SVC + +from unbalanced_dataset.under_sampling import InstanceHardnessThreshold + + +# Generate a global dataset to use +RND_SEED = 0 +X, Y = make_classification(n_classes=2, class_sep=2, weights=[0.1, 0.9], + n_informative=3, n_redundant=1, flip_y=0, + n_features=20, n_clusters_per_class=1, + n_samples=5000, random_state=RND_SEED) +ESTIMATOR = GradientBoostingClassifier() + + +def test_iht_bad_ratio(): + """Test either if an error is raised with a wrong decimal value for + the ratio""" + + # Define a negative ratio + ratio = -1.0 + assert_raises(ValueError, InstanceHardnessThreshold, ESTIMATOR, + ratio=ratio) + + # Define a ratio greater than 1 + ratio = 100.0 + assert_raises(ValueError, InstanceHardnessThreshold, ESTIMATOR, + ratio=ratio) + + # Define ratio as an unknown string + ratio = 'rnd' + assert_raises(ValueError, InstanceHardnessThreshold, ESTIMATOR, + ratio=ratio) + + # Define ratio as a list which is not supported + ratio = [.5, .5] + assert_raises(ValueError, InstanceHardnessThreshold, ESTIMATOR, + ratio=ratio) + + +def test_iht_estimator_no_proba(): + """Test either if an error is raised when the estimator does not have + predict_proba function""" + + # Resample the data + ratio = 0.5 + est = SVC() + assert_raises(ValueError, InstanceHardnessThreshold, est, ratio=ratio, + random_state=RND_SEED) + +def test_iht_init(): + """Test the initialisation of the object""" + + # Define a ratio + verbose = True + ratio = 'auto' + iht = InstanceHardnessThreshold(ESTIMATOR, ratio=ratio, + random_state=RND_SEED, + verbose=verbose) + + assert_equal(iht.rs_, RND_SEED) + assert_equal(iht.verbose, verbose) + assert_equal(iht.min_c_, None) + assert_equal(iht.maj_c_, None) + assert_equal(iht.stats_c_, {}) + + +def test_iht_fit_single_class(): + """Test either if an error when there is a single class""" + + # Create the object + iht = InstanceHardnessThreshold(ESTIMATOR, random_state=RND_SEED) + # Resample the data + # Create a wrong y + y_single_class = np.zeros((X.shape[0], )) + assert_raises(RuntimeError, iht.fit, X, y_single_class) + + +def test_iht_fit(): + """Test the fitting method""" + + # Create the object + iht = InstanceHardnessThreshold(ESTIMATOR, random_state=RND_SEED) + # Fit the data + iht.fit(X, Y) + + # Check if the data information have been computed + assert_equal(iht.min_c_, 0) + assert_equal(iht.maj_c_, 1) + assert_equal(iht.stats_c_[0], 500) + assert_equal(iht.stats_c_[1], 4500) + + +def test_iht_transform_wt_fit(): + """Test either if an error is raised when transform is called before + fitting""" + + # Create the object + iht = InstanceHardnessThreshold(ESTIMATOR, random_state=RND_SEED) + assert_raises(RuntimeError, iht.transform, X, Y) + + +def test_iht_fit_transform(): + """Test the fit transform routine""" + + # Resample the data + iht = InstanceHardnessThreshold(ESTIMATOR, random_state=RND_SEED) + X_resampled, y_resampled = iht.fit_transform(X, Y) + + currdir = os.path.dirname(os.path.abspath(__file__)) + X_gt = np.load(os.path.join(currdir, 'data', 'iht_x.npy')) + y_gt = np.load(os.path.join(currdir, 'data', 'iht_y.npy')) + assert_array_equal(X_resampled, X_gt) + assert_array_equal(y_resampled, y_gt) + + +def test_iht_fit_transform_with_indices(): + """Test the fit transform routine with indices support""" + + # Resample the data + iht = InstanceHardnessThreshold(ESTIMATOR, return_indices=True, + random_state=RND_SEED) + X_resampled, y_resampled, idx_under = iht.fit_transform(X, Y) + + currdir = os.path.dirname(os.path.abspath(__file__)) + X_gt = np.load(os.path.join(currdir, 'data', 'iht_x.npy')) + y_gt = np.load(os.path.join(currdir, 'data', 'iht_y.npy')) + idx_gt = np.load(os.path.join(currdir, 'data', 'iht_idx.npy')) + assert_array_equal(X_resampled, X_gt) + assert_array_equal(y_resampled, y_gt) + assert_array_equal(idx_under, idx_gt) + + +def test_iht_fit_transform_half(): + """Test the fit transform routine with a 0.5 ratio""" + + # Resample the data + ratio = 0.5 + iht = InstanceHardnessThreshold(ESTIMATOR, ratio=ratio, + random_state=RND_SEED) + X_resampled, y_resampled = iht.fit_transform(X, Y) + + currdir = os.path.dirname(os.path.abspath(__file__)) + X_gt = np.load(os.path.join(currdir, 'data', 'iht_x_05.npy')) + y_gt = np.load(os.path.join(currdir, 'data', 'iht_y_05.npy')) + assert_array_equal(X_resampled, X_gt) + assert_array_equal(y_resampled, y_gt) + diff --git a/unbalanced_dataset/under_sampling/tests/test_random_under_sampler.py b/unbalanced_dataset/under_sampling/tests/test_random_under_sampler.py index e304dd75c..ec39359dc 100644 --- a/unbalanced_dataset/under_sampling/tests/test_random_under_sampler.py +++ b/unbalanced_dataset/under_sampling/tests/test_random_under_sampler.py @@ -1,4 +1,4 @@ -"""Test the module under sampler.""" +"""Test the module random under sampler.""" from __future__ import print_function import os diff --git a/unbalanced_dataset/version.py b/unbalanced_dataset/version.py index 618cfb83f..5eb391eeb 100644 --- a/unbalanced_dataset/version.py +++ b/unbalanced_dataset/version.py @@ -31,7 +31,7 @@ # collections.OrderedDict to preserve Python 2.6 compatibility. REQUIRED_MODULE_METADATA = ( ('numpy', { - 'min_version': '1.11.0', + 'min_version': '1.10.4', 'required_at_installation': True, 'install_info': _UNBALANCED_DATASET_INSTALL_MSG}), ('scipy', { @@ -60,7 +60,8 @@ def _import_module_with_version_check( except ImportError as exc: user_friendly_info = ('Module "{0}" could not be found. {1}').format( module_name, - install_info or 'Please install it properly to use unbalanced_dataset.') + install_info or 'Please install it properly to use' + ' unbalanced_dataset.') exc.args += (user_friendly_info,) raise @@ -73,8 +74,8 @@ def _import_module_with_version_check( if version_too_old: message = ( 'A {module_name} version of at least {minimum_version} ' - 'is required to use unbalanced_dataset. {module_version} was found. ' - 'Please upgrade {module_name}').format( + 'is required to use unbalanced_dataset. {module_version} was ' + 'found. Please upgrade {module_name}').format( module_name=module_name, minimum_version=minimum_version, module_version=module_version) From d78887d48f77ded730cf74f545b95266df6c6945 Mon Sep 17 00:00:00 2001 From: Guillaume Lemaitre Date: Sat, 18 Jun 2016 15:07:18 +0200 Subject: [PATCH 14/14] Correct the error with PCA in the example --- doc/api.rst | 1 + .../plot_instance_hardness_threshold.py | 18 +++++++++--------- 2 files changed, 10 insertions(+), 9 deletions(-) diff --git a/doc/api.rst b/doc/api.rst index 74cfca2a7..f8f6f368b 100644 --- a/doc/api.rst +++ b/doc/api.rst @@ -22,6 +22,7 @@ Classes unbalanced_dataset.under_sampling.ClusterCentroids unbalanced_dataset.under_sampling.CondensedNearestNeighbour unbalanced_dataset.under_sampling.EditedNearestNeighbours + unbalanced_dataset.under_sampling.InstanceHardnessThreshold unbalanced_dataset.under_sampling.NearMiss unbalanced_dataset.under_sampling.NeighbourhoodCleaningRule unbalanced_dataset.under_sampling.OneSidedSelection diff --git a/examples/under-sampling/plot_instance_hardness_threshold.py b/examples/under-sampling/plot_instance_hardness_threshold.py index e47cf4e4c..f7d83ae81 100644 --- a/examples/under-sampling/plot_instance_hardness_threshold.py +++ b/examples/under-sampling/plot_instance_hardness_threshold.py @@ -31,7 +31,7 @@ n_samples=5000, random_state=10) pca = PCA(n_components=2) -X = pca.fit_transform(X) +X_vis = pca.fit_transform(X) # Two subplots, unpack the axes array immediately f, axs = plt.subplots(2, 2) @@ -39,23 +39,23 @@ axs = [a for ax in axs for a in ax] for ax, ratio in zip(axs, [0.0, 0.1, 0.3, 0.5]): if ratio == 0.0: - ax.scatter(X[y == 0, 0], X[y == 0, 1], label="Class #0", alpha=0.5, - edgecolor=almost_black, facecolor=palette[0], - linewidth=0.15) - ax.scatter(X[y == 1, 0], X[y == 1, 1], label="Class #1", alpha=0.5, - edgecolor=almost_black, facecolor=palette[2], + ax.scatter(X_vis[y == 0, 0], X_vis[y == 0, 1], label="Class #0", + alpha=0.5, edgecolor=almost_black, facecolor=palette[0], + linewidth=0.15) + ax.scatter(X_vis[y == 1, 0], X_vis[y == 1, 1], label="Class #1", + alpha=0.5, edgecolor=almost_black, facecolor=palette[2], linewidth=0.15) ax.set_title('Original set') else: estimator = SVC(probability=True) iht = InstanceHardnessThreshold(estimator, ratio=ratio) X_res, y_res = iht.fit_transform(X, y) - print np.bincount(y_res) + X_res_vis = pca.transform(X_res) - ax.scatter(X_res[y_res == 0, 0], X_res[y_res == 0, 1], + ax.scatter(X_res_vis[y_res == 0, 0], X_res_vis[y_res == 0, 1], label="Class #0", alpha=.5, edgecolor=almost_black, facecolor=palette[0], linewidth=0.15) - ax.scatter(X_res[y_res == 1, 0], X_res[y_res == 1, 1], + ax.scatter(X_res_vis[y_res == 1, 0], X_res_vis[y_res == 1, 1], label="Class #1", alpha=.5, edgecolor=almost_black, facecolor=palette[2], linewidth=0.15) ax.set_title('Instance Hardness Threshold ({})'.format(ratio))