From 085544eb5ee444d77eb780b1775bb3450355a5bf Mon Sep 17 00:00:00 2001
From: Fabian Pedregosa <fabian.pedregosa@inria.fr>
Date: Fri, 3 Dec 2010 15:08:24 +0100
Subject: [PATCH] Use original diabetes data as shipped by the R package lars.
This also gets rid of stupid customizations in example.
---
examples/linear_model/plot_lasso_lars.py | 2 -
scikits/learn/datasets/base.py | 8 +-
scikits/learn/datasets/data/diabetes.csv | 442 ------------------
.../learn/datasets/data/diabetes_data.csv.gz | Bin 0 -> 23803 bytes
.../datasets/data/diabetes_target.csv.gz | Bin 0 -> 1050 bytes
5 files changed, 3 insertions(+), 449 deletions(-)
delete mode 100644 scikits/learn/datasets/data/diabetes.csv
create mode 100644 scikits/learn/datasets/data/diabetes_data.csv.gz
create mode 100644 scikits/learn/datasets/data/diabetes_target.csv.gz
diff --git a/examples/linear_model/plot_lasso_lars.py b/examples/linear_model/plot_lasso_lars.py
index d613708999..483bd94dff 100644
--- a/examples/linear_model/plot_lasso_lars.py
+++ b/examples/linear_model/plot_lasso_lars.py
@@ -24,8 +24,6 @@ diabetes = datasets.load_diabetes()
X = diabetes.data
y = diabetes.target
-X[:,6] *= -1 # To reproduce wikipedia LASSO page
-
print "Computing regularization path using the LARS ..."
_, _, coefs_ = linear_model.lars_path(X, y, method='lasso', verbose=True)
diff --git a/scikits/learn/datasets/base.py b/scikits/learn/datasets/base.py
index 6a0033ad1e..f6bac1adf2 100644
--- a/scikits/learn/datasets/base.py
+++ b/scikits/learn/datasets/base.py
@@ -203,10 +203,8 @@ def load_digits():
DESCR=fdescr.read())
-
def load_diabetes():
- data = np.loadtxt(os.path.join(os.path.dirname(__file__) +
- '/data/diabetes.csv'))
- target = data[:, -1]
- data = data[:, :-1]
+ base_dir = os.path.join(os.path.dirname(__file__), 'data/')
+ data = np.loadtxt(base_dir + 'diabetes_data.csv.gz')
+ target = np.loadtxt(base_dir + 'diabetes_target.csv.gz')
return Bunch (data=data, target=target)
diff --git a/scikits/learn/datasets/data/diabetes.csv b/scikits/learn/datasets/data/diabetes.csv
deleted file mode 100644
index fa914a30a9..0000000000
--- a/scikits/learn/datasets/data/diabetes.csv
+++ /dev/null
@@ -1,442 +0,0 @@
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diff --git a/scikits/learn/datasets/data/diabetes_data.csv.gz b/scikits/learn/datasets/data/diabetes_data.csv.gz
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GitLab