Fixed named attribute examples being displayed incorrectly

Author: seanlaw

stumpy/chains.py

@@ -53,7 +53,8 @@ def atsc(IL, IR, j):
     >>> stumpy.atsc(mp[:, 2], mp[:, 3], 1)
     array([1, 3])
 
-    # Alternative example using named attributes
+    >>> # Alternative example using named attributes
+    >>>
     >>> mp = stumpy.stump(np.array([584., -11., 23., 79., 1001., 0., -19.]), m=3)
     >>> stumpy.atsc(mp.left_I_, mp.right_I_, 1)
     array([1, 3])
@@ -124,7 +125,8 @@ def allc(IL, IR):
     >>> stumpy.allc(mp[:, 2], mp[:, 3])
     ([array([1, 3]), array([2]), array([0, 4])], array([0, 4]))
 
-    # Alternative example using named attributes
+    >>> # Alternative example using named attributes
+    >>>
     >>> mp = stumpy.stump(np.array([584., -11., 23., 79., 1001., 0., -19.]), m=3)
     >>> stumpy.allc(mp.left_I_, mp.right_I_)
     ([array([1, 3]), array([2]), array([0, 4])], array([0, 4]))

stumpy/floss.py

@@ -291,7 +291,8 @@ def fluss(I, L, n_regimes, excl_factor=5, custom_iac=None):
     >>> stumpy.fluss(mp[:, 0], 3, 2)
     (array([1., 1., 1., 1., 1.]), array([0]))
 
-    # Alternative example using named attributes
+    >>> # Alternative example using named attributes
+    >>>
     >>> mp = stumpy.stump(np.array([584., -11., 23., 79., 1001., 0., -19.]), m=3)
     >>> stumpy.fluss(mp.P_, 3, 2)
     (array([1., 1., 1., 1., 1.]), array([0]))

stumpy/motifs.py

@@ -299,7 +299,8 @@ def motifs(
     ...     max_distance=2.0)
     (array([[0.        , 0.11633857]]), array([[0, 4]]))
 
-    # Alternative example using named attributes
+    >>> # Alternative example using named attributes
+    >>>
     >>> mp = stumpy.stump(np.array([584., -11., 23., 79., 1001., 0., -19.]), m=3)
     >>> stumpy.motifs(
     ...     np.array([584., -11., 23., 79., 1001., 0., -19.]),