From 1c2aa6446d471ac4ae1950bd34037785b2c92a36 Mon Sep 17 00:00:00 2001
From: Gael Varoquaux <gael.varoquaux@normalesup.org>
Date: Mon, 19 Apr 2010 14:15:47 +0000
Subject: [PATCH] ENH: Refactor the datasets to add the digits standard
 dataset.

git-svn-id: https://scikit-learn.svn.sourceforge.net/svnroot/scikit-learn/trunk@654 22fbfee3-77ab-4535-9bad-27d1bd3bc7d8
---
 examples/lda.py                           |   2 +-
 examples/naive_bayes.py                   |   4 +-
 examples/plot_feature_selection.py        |   2 +-
 examples/plot_neighbors.py                |   2 +-
 examples/plot_svm.py                      |   2 +-
 scikits/learn/datasets/__init__.py        |   2 +-
 scikits/learn/datasets/base.py            | 102 ++++++++++++++--------
 scikits/learn/datasets/data/digits.csv.gz | Bin 0 -> 57523 bytes
 scikits/learn/datasets/descr/digits.rst   |  55 ++++++++++++
 scikits/learn/datasets/descr/iris.rst     |   5 --
 10 files changed, 130 insertions(+), 46 deletions(-)
 create mode 100644 scikits/learn/datasets/data/digits.csv.gz
 create mode 100644 scikits/learn/datasets/descr/digits.rst

diff --git a/examples/lda.py b/examples/lda.py
index 149cc61421..8560026554 100644
--- a/examples/lda.py
+++ b/examples/lda.py
@@ -16,7 +16,7 @@ import pylab as pl
 
 # The IRIS dataset
 from scikits.learn import datasets, svm
-iris = datasets.load('iris')
+iris = datasets.load_iris()
 
 # Some noisy data not correlated
 E = np.random.normal(size=(len(iris.data), 35))
diff --git a/examples/naive_bayes.py b/examples/naive_bayes.py
index d4a39baa20..86b3a4cf3f 100644
--- a/examples/naive_bayes.py
+++ b/examples/naive_bayes.py
@@ -16,7 +16,7 @@ import pylab as pl
 
 # The IRIS dataset
 from scikits.learn import datasets, svm
-iris = datasets.load('iris')
+iris = datasets.load_iris()
 
 
 X = iris.data
@@ -29,4 +29,4 @@ gnb = GNB()
 
 y_pred = gnb.fit(X, y).predict(X)
 
-print "Number of mislabeled points : %d"%(y != y_pred).sum()
+print "Number of mislabeled points : %d" % (y != y_pred).sum()
diff --git a/examples/plot_feature_selection.py b/examples/plot_feature_selection.py
index 5d5bca900a..063b67ffc2 100644
--- a/examples/plot_feature_selection.py
+++ b/examples/plot_feature_selection.py
@@ -28,7 +28,7 @@ import pylab as pl
 
 # The IRIS dataset
 from scikits.learn import datasets, svm
-iris = datasets.load('iris')
+iris = datasets.load_iris()
 
 # Some noisy data not correlated
 E = np.random.normal(size=(len(iris.data), 35))
diff --git a/examples/plot_neighbors.py b/examples/plot_neighbors.py
index c1c932cd4d..3c22fe3e38 100644
--- a/examples/plot_neighbors.py
+++ b/examples/plot_neighbors.py
@@ -11,7 +11,7 @@ import pylab as pl
 from scikits.learn import neighbors, datasets
 
 # import some data to play with
-iris = datasets.load('iris')
+iris = datasets.load_iris()
 X = iris.data[:, :2] # we only take the first two features. We could
                      # avoid this ugly slicing by using a two-dim dataset
 Y = iris.target
diff --git a/examples/plot_svm.py b/examples/plot_svm.py
index 6d4a56f173..3a1aadade3 100644
--- a/examples/plot_svm.py
+++ b/examples/plot_svm.py
@@ -11,7 +11,7 @@ import pylab as pl
 from scikits.learn import svm, datasets
 
 # import some data to play with
-iris = datasets.load('iris')
+iris = datasets.load_iris()
 X = iris.data[:, :2] # we only take the first two features. We could
                      # avoid this ugly slicing by using a two-dim dataset
 Y = iris.target
diff --git a/scikits/learn/datasets/__init__.py b/scikits/learn/datasets/__init__.py
index d89713f7df..15bbd36d9f 100644
--- a/scikits/learn/datasets/__init__.py
+++ b/scikits/learn/datasets/__init__.py
@@ -1 +1 @@
-from base import load
+from base import load_iris, load_digits
diff --git a/scikits/learn/datasets/base.py b/scikits/learn/datasets/base.py
index 76e0e3f88b..f4de58c45e 100644
--- a/scikits/learn/datasets/base.py
+++ b/scikits/learn/datasets/base.py
@@ -1,67 +1,101 @@
 """
-Base object for all datasets
+Base IO code for all datasets
 """
 
 # Copyright (c) 2007 David Cournapeau <cournape@gmail.com>
 #               2010 Fabian Pedregosa <fabian.pedregosa@inria.fr>
 #
 
+import csv
+import os
 
 import numpy as np
 
-class Bunch(dict):
-    """
-    Container for dataset.
 
-    Members
-    -------
-    - data : a record array with the actual data
-    - label : label[i] = label index of data[i]
-    - class : class[i] is the string corresponding to label index i.
-    - COPYRIGHT, TITLE, SOURCE, DESCRSHORT, DESCRLONG,
-      NOTE. Information about the dataset.
+class Bunch(dict):
+    """ Container object for datasets: dictionnary-like object that
+        exposes its keys as attributes.
     """
 
     def __init__(self, **kwargs):
         dict.__init__(self, kwargs)
         self.__dict__ = self
 
-def load(dataset):
-    """load the data and returns them.
+
+################################################################################
+
+def load_iris():
+    """load the iris dataset and returns it.
     
     Returns
     -------
     data : Bunch
-        See docstring of bunch for a complete description of its members.
-
-    Available datasets
-     - iris
+        Dictionnary-like object, the interesting attributes are:
+        'data', the data to learn, 'target', the classification labels, 
+        'target_names', the meaning of the labels, and 'DESCR', the
+        full description of the dataset.
 
     Example
     -------
     Let's say you are interested in the samples 10, 25, and 50, and want to
     know their class name.
 
-    >>> data = load()
-    >>> print data.label #doctest: +ELLIPSIS
-    [ 0.  0. ...]
+    >>> data = load_iris()
+    >>> print data.target[[10, 25, 50]]
+    [0  0 1]
+    >>> print data.target_names[data.target[[10, 25, 50]]]
+    ['setosa' 'setosaosa' 'versicolor']
     """
-    import csv
-    import os
     
-    firis = csv.reader(open(os.path.dirname(__file__) 
-                        + '/data/%s.csv' % dataset))
+    data_file = csv.reader(open(os.path.dirname(__file__) 
+                        + '/data/iris.csv'))
     fdescr = open(os.path.dirname(__file__) 
-                        + '/descr/%s.rst' % dataset)
-    temp = firis.next()
-    nsamples = int(temp[0])
-    nfeat = int(temp[1])
-    targetnames = temp[2:]
-    data = np.empty((nsamples, nfeat))
-    target = np.empty((nsamples,))
-    for i, ir in enumerate(firis):
+                        + '/descr/iris.rst')
+    temp = data_file.next()
+    n_samples = int(temp[0])
+    n_features = int(temp[1])
+    target_names = np.array(temp[2:])
+    data = np.empty((n_samples, n_features))
+    target = np.empty((n_samples,), dtype=np.int)
+    for i, ir in enumerate(data_file):
         data[i] = np.asanyarray(ir[:-1], dtype=np.float)
-        target[i] = np.asanyarray(ir[-1], dtype=np.float)
-    return Bunch(data=data, target=target, targetnames=targetnames, 
+        target[i] = np.asanyarray(ir[-1], dtype=np.int)
+    return Bunch(data=data, target=target, target_names=target_names, 
+                 DESCR=fdescr.read())
+
+def load_digits():
+    """load the digits dataset and returns it.
+    
+    Returns
+    -------
+    data : Bunch
+        Dictionnary-like object, the interesting attributes are:
+        'data', the data to learn, `raw_data`, the images corresponding
+        to each sample, 'target', the classification labels for each
+        sample, 'target_names', the meaning of the labels, and 'DESCR', 
+        the full description of the dataset.
+
+    Example
+    -------
+    To load the data and visualize the images::
+
+        import pylab as pl
+        digits = datasets.load_digits()
+        pl.gray()
+        # Visualize the first image:
+        pl.matshow(digits.raw_data[0])
+
+"""
+    
+    data = np.loadtxt(os.path.join(os.path.dirname(__file__) 
+                        + '/data/digits.csv.gz'), delimiter=',')
+    fdescr = open(os.path.join(os.path.dirname(__file__) 
+                        + '/descr/iris.rst'))
+    target = data[:, -1]
+    flat_data = data[:, :-1]
+    images = flat_data.view()
+    images.shape = (-1, 8, 8)
+    return Bunch(data=data, target=target, target_names=np.arange(10), 
+                 raw_data=images,
                  DESCR=fdescr.read())
 
diff --git a/scikits/learn/datasets/data/digits.csv.gz b/scikits/learn/datasets/data/digits.csv.gz
new file mode 100644
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diff --git a/scikits/learn/datasets/descr/digits.rst b/scikits/learn/datasets/descr/digits.rst
new file mode 100644
index 0000000000..c8d92ecb30
--- /dev/null
+++ b/scikits/learn/datasets/descr/digits.rst
@@ -0,0 +1,55 @@
+ Optical Recognition of Handwritten Digits Data Set
+
+Data Set Characteristics:  
+        
+Source
+-------
+
+Creator: E. Alpaydin (alpaydin '@' boun.edu.tr)
+Date: July; 1998
+
+This is a copy of the test set of the UCI ML hand-written digits datasets 
+
+The data set contains images of hand-written digits: 10 classes where
+each class refers to a digit.
+
+Preprocessing programs made available by NIST were used to extract
+normalized bitmaps of handwritten digits from a preprinted form. From a
+total of 43 people, 30 contributed to the training set and different 13
+to the test set. 32x32 bitmaps are divided into nonoverlapping blocks of
+4x4 and the number of on pixels are counted in each block. This generates
+an input matrix of 8x8 where each element is an integer in the range
+0..16. This reduces dimensionality and gives invariance to small
+distortions.
+
+For info on NIST preprocessing routines, see M. D. Garris, J. L. Blue, G.
+T. Candela, D. L. Dimmick, J. Geist, P. J. Grother, S. A. Janet, and C.
+L. Wilson, NIST Form-Based Handprint Recognition System, NISTIR 5469,
+1994.
+
+
+References
+-----------
+
+  - C. Kaynak (1995) Methods of Combining Multiple Classifiers and Their
+    Applications to Handwritten Digit Recognition, MSc Thesis, Institute of
+    Graduate Studies in Science and Engineering, Bogazici University.
+  - E. Alpaydin, C. Kaynak (1998) Cascading Classifiers, Kybernetika.
+  - Ken Tang and Ponnuthurai N. Suganthan and Xi Yao and A. Kai Qin.
+    Linear dimensionalityreduction using relevance weighted LDA. School of
+    Electrical and Electronic Engineering Nanyang Technological University.
+    2005. 
+  - Claudio Gentile. A New Approximate Maximal Margin Classification
+    Algorithm. NIPS. 2000.
+  - ...
+
+
+Number of Instances: 5620
+
+Number of Attributes: 64
+
+Attribute Information: 8x8 image of integer pixels in the range 0..16.
+
+Missing Attribute Values: None 
+
+
diff --git a/scikits/learn/datasets/descr/iris.rst b/scikits/learn/datasets/descr/iris.rst
index 62a2d8e484..c5f4e1fbfb 100644
--- a/scikits/learn/datasets/descr/iris.rst
+++ b/scikits/learn/datasets/descr/iris.rst
@@ -62,8 +62,3 @@ Missing Attribute Values: None
 
 Class Distribution: 33.3% for each of 3 classes.
 
-Example
--------
-    >>> data = load()
-    >>> print data.label #doctest: +ELLIPSIS
-    [ 0. 0. ...][ 0.  0. ...]
-- 
GitLab