From a82d814665a7aa1967164bcc6ae69a8a21045672 Mon Sep 17 00:00:00 2001
From: Vighnesh Birodkar <vighneshbirodkar@gmail.com>
Date: Mon, 28 Apr 2014 00:05:09 +0530
Subject: [PATCH] Changed example and hubble_deep_field doc string

---
 doc/examples/plot_blob.py | 21 +++++++--------------
 skimage/data/__init__.py  |  7 ++++---
 2 files changed, 11 insertions(+), 17 deletions(-)

diff --git a/doc/examples/plot_blob.py b/doc/examples/plot_blob.py
index 0c433317..53ac95d4 100644
--- a/doc/examples/plot_blob.py
+++ b/doc/examples/plot_blob.py
@@ -6,7 +6,7 @@ Blob Detection
 Blobs are bright on dark or dark on bright regions in an image. In
 this example, blobs are detected using 3 algorithms. The image used
 in this case is the Hubble eXtreme Deep Field. Each bright dot in the
-image is a star or a galaxy, so we are literally counting stars.
+image is a star or a galaxy.
 
 Laplacian of Gaussian (LoG)
 -----------------------------
@@ -53,22 +53,15 @@ blobs_dog[:, 2] = blobs_dog[:, 2] * sqrt(2)
 
 blobs_doh = blob_doh(image_gray, max_sigma=30, threshold=.01)
 
-fig1, ax1 = plt.subplots(1, 1)
-ax1.set_title('Laplacian of Gaussian')
-
-fig2, ax2 = plt.subplots(1, 1)
-ax2.set_title('Difference of Gaussian')
-
-fig3, ax3 = plt.subplots(1, 1)
-ax3.set_title('Determinant of Hessian')
-
-axes = [ax1, ax2, ax3]
 blobs_list = [blobs_log, blobs_dog, blobs_doh]
 colors = ['yellow', 'lime', 'red']
+titles = ['Laplacian of Gaussian', 'Difference of Gaussian',
+          'Determinant of Hessian']
+sequence = zip(blobs_list, colors, titles)
 
-sequence = zip(axes, blobs_list, colors)
-
-for ax, blobs, color in sequence:
+for blobs, color, title in sequence:
+    fig, ax = plt.subplots(1, 1)
+    ax.set_title(title)
     ax.imshow(image, interpolation='nearest')
     for blob in blobs:
         y, x, r = blob
diff --git a/skimage/data/__init__.py b/skimage/data/__init__.py
index d3326451..67d527a8 100644
--- a/skimage/data/__init__.py
+++ b/skimage/data/__init__.py
@@ -204,10 +204,10 @@ def coffee():
 
 
 def hubble_deep_field():
-    """Hubble eXtreme Deep Field
+    """Hubble eXtreme Deep Field.
 
     This photograph contains the Hubble Telescope's farthest ever view of
-    the universe. Originally intended to be used as an example of blob
+    the universe. It can be useful as an example for multi-scale
     detection.
 
     Notes
@@ -216,7 +216,8 @@ def hubble_deep_field():
     `HubbleSite
     <http://hubblesite.org/newscenter/archive/releases/2012/37/image/a/>`__.
 
-    The image was captured by NASA and `may be freely used in the public domain <http://www.nasa.gov/audience/formedia/features/MP_Photo_Guidelines.html>`_.
+    The image was captured by NASA and `may be freely used in the 
+    public domain <http://www.nasa.gov/audience/formedia/features/MP_Photo_Guidelines.html>`_.
 
     """
     return load("hubble_deep_field.jpg")