Change rand and randn back to not take tuple argument. Alter docstring to alert user what function to use to pass in a tuple.

1 files changed, 938 insertions, 1010 deletions

diff --git a/numpy/random/mtrand/mtrand.c b/numpy/random/mtrand/mtrand.c
index d1df7709a..33d7464fe 100644
--- a/numpy/random/mtrand/mtrand.c
+++ b/numpy/random/mtrand/mtrand.c
@@ -1,4 +1,4 @@
-/* Generated by Pyrex 0.9.3.1 on Fri Jun  2 11:42:06 2006 */
+/* Generated by Pyrex 0.9.3.1 on Fri Jun  2 16:13:19 2006 */
 
 #include "Python.h"
 #include "structmember.h"
@@ -1591,13 +1591,11 @@ static PyObject *__pyx_f_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self, P
 }
 
 static PyObject *__pyx_n_len;
-static PyObject *__pyx_n_isinstance;
-static PyObject *__pyx_n_tuple;
 static PyObject *__pyx_n_size;
 
 
 static PyObject *__pyx_f_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
-static char __pyx_doc_6mtrand_11RandomState_rand[] = "Return an array of the given dimensions which is initialized to \n        random numbers from a uniform distribution in the range [0,1).\n\n        rand(d0, d1, ..., dn) -> random values\n        ";
+static char __pyx_doc_6mtrand_11RandomState_rand[] = "Return an array of the given dimensions which is initialized to \n        random numbers from a uniform distribution in the range [0,1).\n\n        rand(d0, d1, ..., dn) -> random values\n\n        Note:  This is a convenience function. If you want an\n                    interface that takes a tuple as the first argument\n                    use numpy.random.random_sample(shape_tuple).\n        \n        ";
 static PyObject *__pyx_f_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
   PyObject *__pyx_v_args = 0;
   PyObject *__pyx_r;
@@ -1606,7 +1604,6 @@ static PyObject *__pyx_f_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyOb
   PyObject *__pyx_3 = 0;
   int __pyx_4;
   PyObject *__pyx_5 = 0;
-  PyObject *__pyx_6 = 0;
   static char *__pyx_argnames[] = {0};
   if (__Pyx_GetStarArgs(&__pyx_args, &__pyx_kwds, __pyx_argnames, 0, &__pyx_v_args, 0) < 0) return 0;
   if (!PyArg_ParseTupleAndKeywords(__pyx_args, __pyx_kwds, "", __pyx_argnames)) {
@@ -1617,25 +1614,25 @@ static PyObject *__pyx_f_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyOb
   }
   Py_INCREF(__pyx_v_self);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":431 */
-  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_len); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 431; goto __pyx_L1;}
-  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 431; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":436 */
+  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_len); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; goto __pyx_L1;}
+  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; goto __pyx_L1;}
   Py_INCREF(__pyx_v_args);
   PyTuple_SET_ITEM(__pyx_2, 0, __pyx_v_args);
-  __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 431; goto __pyx_L1;}
+  __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; goto __pyx_L1;}
   Py_DECREF(__pyx_1); __pyx_1 = 0;
   Py_DECREF(__pyx_2); __pyx_2 = 0;
-  __pyx_1 = PyInt_FromLong(0); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 431; goto __pyx_L1;}
-  if (PyObject_Cmp(__pyx_3, __pyx_1, &__pyx_4) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 431; goto __pyx_L1;}
+  __pyx_1 = PyInt_FromLong(0); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; goto __pyx_L1;}
+  if (PyObject_Cmp(__pyx_3, __pyx_1, &__pyx_4) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 436; goto __pyx_L1;}
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":432 */
-    __pyx_2 = PyObject_GetAttr(__pyx_v_self, __pyx_n_random_sample); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 432; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(0); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 432; goto __pyx_L1;}
-    __pyx_1 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 432; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":437 */
+    __pyx_2 = PyObject_GetAttr(__pyx_v_self, __pyx_n_random_sample); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 437; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(0); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 437; goto __pyx_L1;}
+    __pyx_1 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 437; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __pyx_r = __pyx_1;
@@ -1643,52 +1640,17 @@ static PyObject *__pyx_f_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyOb
     goto __pyx_L0;
     goto __pyx_L2;
   }
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-  __pyx_3 = PyInt_FromLong(0); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 433; goto __pyx_L1;}
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-  PyTuple_SET_ITEM(__pyx_5, 1, __pyx_3);
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-  if (__pyx_4) {
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":434 */
-    __pyx_3 = PyObject_GetAttr(__pyx_v_self, __pyx_n_random_sample); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 434; goto __pyx_L1;}
-    __pyx_2 = PyTuple_New(0); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 434; goto __pyx_L1;}
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-    goto __pyx_L2;
-  }
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":436 */
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-    Py_DECREF(__pyx_6); __pyx_6 = 0;
-    Py_DECREF(__pyx_3); __pyx_3 = 0;
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":439 */
+    __pyx_2 = PyObject_GetAttr(__pyx_v_self, __pyx_n_random_sample); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 439; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(0); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 439; goto __pyx_L1;}
+    __pyx_1 = PyDict_New(); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 439; goto __pyx_L1;}
+    if (PyDict_SetItem(__pyx_1, __pyx_n_size, __pyx_v_args) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 439; goto __pyx_L1;}
+    __pyx_5 = PyEval_CallObjectWithKeywords(__pyx_2, __pyx_3, __pyx_1); if (!__pyx_5) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 439; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
+    Py_DECREF(__pyx_3); __pyx_3 = 0;
+    Py_DECREF(__pyx_1); __pyx_1 = 0;
     __pyx_r = __pyx_5;
     __pyx_5 = 0;
     goto __pyx_L0;
@@ -1702,7 +1664,6 @@ static PyObject *__pyx_f_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyOb
   Py_XDECREF(__pyx_2);
   Py_XDECREF(__pyx_3);
   Py_XDECREF(__pyx_5);
-  Py_XDECREF(__pyx_6);
   __Pyx_AddTraceback("mtrand.RandomState.rand");
   __pyx_r = 0;
   __pyx_L0:;
@@ -1714,7 +1675,7 @@ static PyObject *__pyx_f_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyOb
 }
 
 static PyObject *__pyx_f_6mtrand_11RandomState_randn(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
-static char __pyx_doc_6mtrand_11RandomState_randn[] = "Returns zero-mean, unit-variance Gaussian random numbers in an \n        array of shape (d0, d1, ..., dn).\n\n        randn(d0, d1, ..., dn) -> random values\n        ";
+static char __pyx_doc_6mtrand_11RandomState_randn[] = "Returns zero-mean, unit-variance Gaussian random numbers in an \n        array of shape (d0, d1, ..., dn).\n\n        randn(d0, d1, ..., dn) -> random values\n\n        Note:  This is a convenience function. If you want an\n                    interface that takes a tuple as the first argument\n                    use numpy.random.standard_normal(shape_tuple).\n        ";
 static PyObject *__pyx_f_6mtrand_11RandomState_randn(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
   PyObject *__pyx_v_args = 0;
   PyObject *__pyx_r;
@@ -1722,7 +1683,6 @@ static PyObject *__pyx_f_6mtrand_11RandomState_randn(PyObject *__pyx_v_self, PyO
   PyObject *__pyx_2 = 0;
   PyObject *__pyx_3 = 0;
   int __pyx_4;
-  PyObject *__pyx_5 = 0;
   static char *__pyx_argnames[] = {0};
   if (__Pyx_GetStarArgs(&__pyx_args, &__pyx_kwds, __pyx_argnames, 0, &__pyx_v_args, 0) < 0) return 0;
   if (!PyArg_ParseTupleAndKeywords(__pyx_args, __pyx_kwds, "", __pyx_argnames)) {
@@ -1733,25 +1693,25 @@ static PyObject *__pyx_f_6mtrand_11RandomState_randn(PyObject *__pyx_v_self, PyO
   }
   Py_INCREF(__pyx_v_self);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":444 */
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-  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 444; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":451 */
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+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":452 */
+    __pyx_2 = PyObject_GetAttr(__pyx_v_self, __pyx_n_standard_normal); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 452; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(0); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 452; goto __pyx_L1;}
+    __pyx_1 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 452; goto __pyx_L1;}
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@@ -1759,48 +1719,15 @@ static PyObject *__pyx_f_6mtrand_11RandomState_randn(PyObject *__pyx_v_self, PyO
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     goto __pyx_L2;
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-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 449; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":454 */
+    __pyx_2 = PyObject_GetAttr(__pyx_v_self, __pyx_n_standard_normal); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 454; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 454; goto __pyx_L1;}
     Py_INCREF(__pyx_v_args);
     PyTuple_SET_ITEM(__pyx_3, 0, __pyx_v_args);
-    __pyx_1 = PyObject_CallObject(__pyx_5, __pyx_3); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 449; goto __pyx_L1;}
-    Py_DECREF(__pyx_5); __pyx_5 = 0;
+    __pyx_1 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 454; goto __pyx_L1;}
+    Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __pyx_r = __pyx_1;
     __pyx_1 = 0;
@@ -1814,7 +1741,6 @@ static PyObject *__pyx_f_6mtrand_11RandomState_randn(PyObject *__pyx_v_self, PyO
   Py_XDECREF(__pyx_1);
   Py_XDECREF(__pyx_2);
   Py_XDECREF(__pyx_3);
-  Py_XDECREF(__pyx_5);
   __Pyx_AddTraceback("mtrand.RandomState.randn");
   __pyx_r = 0;
   __pyx_L0:;
@@ -1845,17 +1771,17 @@ static PyObject *__pyx_f_6mtrand_11RandomState_random_integers(PyObject *__pyx_v
   Py_INCREF(__pyx_v_high);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":458 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":463 */
   __pyx_1 = __pyx_v_high == Py_None;
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":459 */
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":464 */
     Py_INCREF(__pyx_v_low);
     Py_DECREF(__pyx_v_high);
     __pyx_v_high = __pyx_v_low;
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":460 */
-    __pyx_2 = PyInt_FromLong(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 460; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":465 */
+    __pyx_2 = PyInt_FromLong(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 465; goto __pyx_L1;}
     Py_DECREF(__pyx_v_low);
     __pyx_v_low = __pyx_2;
     __pyx_2 = 0;
@@ -1863,19 +1789,19 @@ static PyObject *__pyx_f_6mtrand_11RandomState_random_integers(PyObject *__pyx_v
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":461 */
-  __pyx_2 = PyObject_GetAttr(__pyx_v_self, __pyx_n_randint); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 461; goto __pyx_L1;}
-  __pyx_3 = PyInt_FromLong(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 461; goto __pyx_L1;}
-  __pyx_4 = PyNumber_Add(__pyx_v_high, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 461; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":466 */
+  __pyx_2 = PyObject_GetAttr(__pyx_v_self, __pyx_n_randint); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 466; goto __pyx_L1;}
+  __pyx_3 = PyInt_FromLong(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 466; goto __pyx_L1;}
+  __pyx_4 = PyNumber_Add(__pyx_v_high, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 466; goto __pyx_L1;}
   Py_DECREF(__pyx_3); __pyx_3 = 0;
-  __pyx_3 = PyTuple_New(3); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 461; goto __pyx_L1;}
+  __pyx_3 = PyTuple_New(3); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 466; goto __pyx_L1;}
   Py_INCREF(__pyx_v_low);
   PyTuple_SET_ITEM(__pyx_3, 0, __pyx_v_low);
   PyTuple_SET_ITEM(__pyx_3, 1, __pyx_4);
   Py_INCREF(__pyx_v_size);
   PyTuple_SET_ITEM(__pyx_3, 2, __pyx_v_size);
   __pyx_4 = 0;
-  __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 461; goto __pyx_L1;}
+  __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 466; goto __pyx_L1;}
   Py_DECREF(__pyx_2); __pyx_2 = 0;
   Py_DECREF(__pyx_3); __pyx_3 = 0;
   __pyx_r = __pyx_4;
@@ -1910,8 +1836,8 @@ static PyObject *__pyx_f_6mtrand_11RandomState_standard_normal(PyObject *__pyx_v
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":469 */
-  __pyx_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_gauss,__pyx_v_size); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 469; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":474 */
+  __pyx_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_gauss,__pyx_v_size); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 474; goto __pyx_L1;}
   __pyx_r = __pyx_1;
   __pyx_1 = 0;
   goto __pyx_L0;
@@ -1928,9 +1854,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_standard_normal(PyObject *__pyx_v
   return __pyx_r;
 }
 
-static PyObject *__pyx_k67p;
+static PyObject *__pyx_k66p;
 
-static char (__pyx_k67[]) = "scale <= 0";
+static char (__pyx_k66[]) = "scale <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_normal(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_normal[] = "Normal distribution (mean=loc, stdev=scale).\n\n        normal(loc=0.0, scale=1.0, size=None) -> random values\n        ";
@@ -1951,27 +1877,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_normal(PyObject *__pyx_v_self, Py
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":476 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":481 */
   __pyx_1 = (__pyx_v_scale <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":477 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 477; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 477; goto __pyx_L1;}
-    Py_INCREF(__pyx_k67p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k67p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 477; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":482 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 482; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 482; goto __pyx_L1;}
+    Py_INCREF(__pyx_k66p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k66p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 482; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 477; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 482; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":478 */
-  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_normal,__pyx_v_size,__pyx_v_loc,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 478; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":483 */
+  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_normal,__pyx_v_size,__pyx_v_loc,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 483; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -1990,11 +1916,11 @@ static PyObject *__pyx_f_6mtrand_11RandomState_normal(PyObject *__pyx_v_self, Py
   return __pyx_r;
 }
 
+static PyObject *__pyx_k67p;
 static PyObject *__pyx_k68p;
-static PyObject *__pyx_k69p;
 
-static char (__pyx_k68[]) = "a <= 0";
-static char (__pyx_k69[]) = "b <= 0";
+static char (__pyx_k67[]) = "a <= 0";
+static char (__pyx_k68[]) = "b <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_beta(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_beta[] = "Beta distribution over [0, 1].\n\n        beta(a, b, size=None) -> random values\n        ";
@@ -2013,43 +1939,43 @@ static PyObject *__pyx_f_6mtrand_11RandomState_beta(PyObject *__pyx_v_self, PyOb
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":485 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":490 */
   __pyx_1 = (__pyx_v_a <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":486 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 486; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 486; goto __pyx_L1;}
-    Py_INCREF(__pyx_k68p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k68p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 486; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":491 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 491; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 491; goto __pyx_L1;}
+    Py_INCREF(__pyx_k67p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k67p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 491; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 486; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 491; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_b <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":488 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 488; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 488; goto __pyx_L1;}
-    Py_INCREF(__pyx_k69p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k69p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 488; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":493 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 493; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 493; goto __pyx_L1;}
+    Py_INCREF(__pyx_k68p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k68p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 493; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 488; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 493; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":489 */
-  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_beta,__pyx_v_size,__pyx_v_a,__pyx_v_b); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 489; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":494 */
+  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_beta,__pyx_v_size,__pyx_v_a,__pyx_v_b); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 494; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2068,9 +1994,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_beta(PyObject *__pyx_v_self, PyOb
   return __pyx_r;
 }
 
-static PyObject *__pyx_k70p;
+static PyObject *__pyx_k69p;
 
-static char (__pyx_k70[]) = "scale <= 0";
+static char (__pyx_k69[]) = "scale <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_exponential(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_exponential[] = "Exponential distribution.\n\n        exponential(scale=1.0, size=None) -> random values\n        ";
@@ -2089,27 +2015,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_exponential(PyObject *__pyx_v_sel
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":496 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":501 */
   __pyx_1 = (__pyx_v_scale <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":497 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 497; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 497; goto __pyx_L1;}
-    Py_INCREF(__pyx_k70p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k70p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 497; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":502 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 502; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 502; goto __pyx_L1;}
+    Py_INCREF(__pyx_k69p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k69p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 502; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 497; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 502; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":498 */
-  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_exponential,__pyx_v_size,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 498; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":503 */
+  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_exponential,__pyx_v_size,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 503; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2140,8 +2066,8 @@ static PyObject *__pyx_f_6mtrand_11RandomState_standard_exponential(PyObject *__
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":505 */
-  __pyx_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_standard_exponential,__pyx_v_size); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 505; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":510 */
+  __pyx_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_standard_exponential,__pyx_v_size); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 510; goto __pyx_L1;}
   __pyx_r = __pyx_1;
   __pyx_1 = 0;
   goto __pyx_L0;
@@ -2158,9 +2084,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_standard_exponential(PyObject *__
   return __pyx_r;
 }
 
-static PyObject *__pyx_k71p;
+static PyObject *__pyx_k70p;
 
-static char (__pyx_k71[]) = "shape <= 0";
+static char (__pyx_k70[]) = "shape <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_standard_gamma(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_standard_gamma[] = "Standard Gamma distribution.\n\n        standard_gamma(shape, size=None) -> random values\n        ";
@@ -2178,27 +2104,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_standard_gamma(PyObject *__pyx_v_
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":512 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":517 */
   __pyx_1 = (__pyx_v_shape <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":513 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 513; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 513; goto __pyx_L1;}
-    Py_INCREF(__pyx_k71p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k71p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 513; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":518 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 518; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 518; goto __pyx_L1;}
+    Py_INCREF(__pyx_k70p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k70p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 518; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 513; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 518; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":514 */
-  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_standard_gamma,__pyx_v_size,__pyx_v_shape); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 514; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":519 */
+  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_standard_gamma,__pyx_v_size,__pyx_v_shape); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 519; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2217,11 +2143,11 @@ static PyObject *__pyx_f_6mtrand_11RandomState_standard_gamma(PyObject *__pyx_v_
   return __pyx_r;
 }
 
+static PyObject *__pyx_k71p;
 static PyObject *__pyx_k72p;
-static PyObject *__pyx_k73p;
 
-static char (__pyx_k72[]) = "shape <= 0";
-static char (__pyx_k73[]) = "scale <= 0";
+static char (__pyx_k71[]) = "shape <= 0";
+static char (__pyx_k72[]) = "scale <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_gamma(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_gamma[] = "Gamma distribution.\n\n        gamma(shape, scale=1.0, size=None) -> random values\n        ";
@@ -2241,43 +2167,43 @@ static PyObject *__pyx_f_6mtrand_11RandomState_gamma(PyObject *__pyx_v_self, PyO
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":521 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":526 */
   __pyx_1 = (__pyx_v_shape <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":522 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 522; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 522; goto __pyx_L1;}
-    Py_INCREF(__pyx_k72p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k72p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 522; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":527 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 527; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 527; goto __pyx_L1;}
+    Py_INCREF(__pyx_k71p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k71p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 527; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 522; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 527; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_scale <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":524 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 524; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 524; goto __pyx_L1;}
-    Py_INCREF(__pyx_k73p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k73p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 524; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":529 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 529; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 529; goto __pyx_L1;}
+    Py_INCREF(__pyx_k72p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k72p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 529; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 524; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 529; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":525 */
-  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_gamma,__pyx_v_size,__pyx_v_shape,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 525; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":530 */
+  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_gamma,__pyx_v_size,__pyx_v_shape,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 530; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2296,11 +2222,11 @@ static PyObject *__pyx_f_6mtrand_11RandomState_gamma(PyObject *__pyx_v_self, PyO
   return __pyx_r;
 }
 
+static PyObject *__pyx_k73p;
 static PyObject *__pyx_k74p;
-static PyObject *__pyx_k75p;
 
-static char (__pyx_k74[]) = "dfnum <= 0";
-static char (__pyx_k75[]) = "dfden <= 0";
+static char (__pyx_k73[]) = "dfnum <= 0";
+static char (__pyx_k74[]) = "dfden <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_f(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_f[] = "F distribution.\n\n        f(dfnum, dfden, size=None) -> random values\n        ";
@@ -2319,43 +2245,43 @@ static PyObject *__pyx_f_6mtrand_11RandomState_f(PyObject *__pyx_v_self, PyObjec
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":532 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":537 */
   __pyx_1 = (__pyx_v_dfnum <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":533 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 533; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 533; goto __pyx_L1;}
-    Py_INCREF(__pyx_k74p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k74p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 533; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":538 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 538; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 538; goto __pyx_L1;}
+    Py_INCREF(__pyx_k73p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k73p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 538; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 533; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 538; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_dfden <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":535 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 535; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 535; goto __pyx_L1;}
-    Py_INCREF(__pyx_k75p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k75p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 535; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":540 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 540; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 540; goto __pyx_L1;}
+    Py_INCREF(__pyx_k74p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k74p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 540; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 535; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 540; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":536 */
-  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_f,__pyx_v_size,__pyx_v_dfnum,__pyx_v_dfden); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 536; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":541 */
+  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_f,__pyx_v_size,__pyx_v_dfnum,__pyx_v_dfden); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 541; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2374,13 +2300,13 @@ static PyObject *__pyx_f_6mtrand_11RandomState_f(PyObject *__pyx_v_self, PyObjec
   return __pyx_r;
 }
 
+static PyObject *__pyx_k75p;
 static PyObject *__pyx_k76p;
 static PyObject *__pyx_k77p;
-static PyObject *__pyx_k78p;
 
-static char (__pyx_k76[]) = "dfnum <= 1";
-static char (__pyx_k77[]) = "dfden <= 0";
-static char (__pyx_k78[]) = "nonc < 0";
+static char (__pyx_k75[]) = "dfnum <= 1";
+static char (__pyx_k76[]) = "dfden <= 0";
+static char (__pyx_k77[]) = "nonc < 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_noncentral_f[] = "Noncentral F distribution.\n\n        noncentral_f(dfnum, dfden, nonc, size=None) -> random values\n        ";
@@ -2400,59 +2326,59 @@ static PyObject *__pyx_f_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_se
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":543 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":548 */
   __pyx_1 = (__pyx_v_dfnum <= 1);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":544 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 544; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 544; goto __pyx_L1;}
-    Py_INCREF(__pyx_k76p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k76p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 544; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":549 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 549; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 549; goto __pyx_L1;}
+    Py_INCREF(__pyx_k75p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k75p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 549; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 544; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 549; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_dfden <= 0);
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":546 */
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-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 546; goto __pyx_L1;}
-    Py_INCREF(__pyx_k77p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k77p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 546; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":551 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 551; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 551; goto __pyx_L1;}
+    Py_INCREF(__pyx_k76p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k76p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 551; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 546; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 551; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_nonc < 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":548 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 548; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 548; goto __pyx_L1;}
-    Py_INCREF(__pyx_k78p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k78p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 548; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":553 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 553; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 553; goto __pyx_L1;}
+    Py_INCREF(__pyx_k77p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k77p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 553; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 548; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 553; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":549 */
-  __pyx_2 = __pyx_f_6mtrand_cont3_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_noncentral_f,__pyx_v_size,__pyx_v_dfnum,__pyx_v_dfden,__pyx_v_nonc); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 549; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":554 */
+  __pyx_2 = __pyx_f_6mtrand_cont3_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_noncentral_f,__pyx_v_size,__pyx_v_dfnum,__pyx_v_dfden,__pyx_v_nonc); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 554; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2471,9 +2397,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_se
   return __pyx_r;
 }
 
-static PyObject *__pyx_k79p;
+static PyObject *__pyx_k78p;
 
-static char (__pyx_k79[]) = "df <= 0";
+static char (__pyx_k78[]) = "df <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_chisquare(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_chisquare[] = "Chi^2 distribution.\n\n        chisquare(df, size=None) -> random values\n        ";
@@ -2491,27 +2417,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_chisquare(PyObject *__pyx_v_self,
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":557 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":562 */
   __pyx_1 = (__pyx_v_df <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":558 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 558; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 558; goto __pyx_L1;}
-    Py_INCREF(__pyx_k79p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k79p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 558; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":563 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 563; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 563; goto __pyx_L1;}
+    Py_INCREF(__pyx_k78p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k78p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 563; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 558; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 563; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":559 */
-  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_chisquare,__pyx_v_size,__pyx_v_df); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 559; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":564 */
+  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_chisquare,__pyx_v_size,__pyx_v_df); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 564; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2530,11 +2456,11 @@ static PyObject *__pyx_f_6mtrand_11RandomState_chisquare(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
+static PyObject *__pyx_k79p;
 static PyObject *__pyx_k80p;
-static PyObject *__pyx_k81p;
 
-static char (__pyx_k80[]) = "df <= 1";
-static char (__pyx_k81[]) = "nonc < 0";
+static char (__pyx_k79[]) = "df <= 1";
+static char (__pyx_k80[]) = "nonc < 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_noncentral_chisquare(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_noncentral_chisquare[] = "Noncentral Chi^2 distribution.\n\n        noncentral_chisquare(df, nonc, size=None) -> random values\n        ";
@@ -2553,43 +2479,43 @@ static PyObject *__pyx_f_6mtrand_11RandomState_noncentral_chisquare(PyObject *__
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":566 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":571 */
   __pyx_1 = (__pyx_v_df <= 1);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":567 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 567; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 567; goto __pyx_L1;}
-    Py_INCREF(__pyx_k80p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k80p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 567; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":572 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 572; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 572; goto __pyx_L1;}
+    Py_INCREF(__pyx_k79p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k79p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 572; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 567; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 572; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_nonc < 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":569 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 569; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 569; goto __pyx_L1;}
-    Py_INCREF(__pyx_k81p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k81p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 569; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":574 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 574; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 574; goto __pyx_L1;}
+    Py_INCREF(__pyx_k80p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k80p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 574; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 569; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 574; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":570 */
-  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_noncentral_chisquare,__pyx_v_size,__pyx_v_df,__pyx_v_nonc); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 570; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":575 */
+  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_noncentral_chisquare,__pyx_v_size,__pyx_v_df,__pyx_v_nonc); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 575; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2620,8 +2546,8 @@ static PyObject *__pyx_f_6mtrand_11RandomState_standard_cauchy(PyObject *__pyx_v
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":578 */
-  __pyx_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_standard_cauchy,__pyx_v_size); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 578; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":583 */
+  __pyx_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_standard_cauchy,__pyx_v_size); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 583; goto __pyx_L1;}
   __pyx_r = __pyx_1;
   __pyx_1 = 0;
   goto __pyx_L0;
@@ -2638,9 +2564,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_standard_cauchy(PyObject *__pyx_v
   return __pyx_r;
 }
 
-static PyObject *__pyx_k82p;
+static PyObject *__pyx_k81p;
 
-static char (__pyx_k82[]) = "df <= 0";
+static char (__pyx_k81[]) = "df <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_standard_t(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_standard_t[] = "Standard Student\'s t distribution with df degrees of freedom.\n\n        standard_t(df, size=None)\n        ";
@@ -2658,27 +2584,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_standard_t(PyObject *__pyx_v_self
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":585 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":590 */
   __pyx_1 = (__pyx_v_df <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":586 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 586; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 586; goto __pyx_L1;}
-    Py_INCREF(__pyx_k82p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k82p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 586; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":591 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 591; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 591; goto __pyx_L1;}
+    Py_INCREF(__pyx_k81p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k81p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 591; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 586; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 591; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":587 */
-  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_standard_t,__pyx_v_size,__pyx_v_df); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 587; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":592 */
+  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_standard_t,__pyx_v_size,__pyx_v_df); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 592; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2697,9 +2623,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_standard_t(PyObject *__pyx_v_self
   return __pyx_r;
 }
 
-static PyObject *__pyx_k83p;
+static PyObject *__pyx_k82p;
 
-static char (__pyx_k83[]) = "kappa < 0";
+static char (__pyx_k82[]) = "kappa < 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_vonmises(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_vonmises[] = "von Mises circular distribution with mode mu and dispersion parameter\n        kappa on [-pi, pi].\n\n        vonmises(mu, kappa, size=None)\n        ";
@@ -2718,27 +2644,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_vonmises(PyObject *__pyx_v_self,
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":595 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":600 */
   __pyx_1 = (__pyx_v_kappa < 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":596 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 596; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 596; goto __pyx_L1;}
-    Py_INCREF(__pyx_k83p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k83p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 596; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":601 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 601; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 601; goto __pyx_L1;}
+    Py_INCREF(__pyx_k82p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k82p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 601; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 596; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 601; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":597 */
-  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_vonmises,__pyx_v_size,__pyx_v_mu,__pyx_v_kappa); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 597; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":602 */
+  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_vonmises,__pyx_v_size,__pyx_v_mu,__pyx_v_kappa); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 602; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2757,9 +2683,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_vonmises(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
-static PyObject *__pyx_k84p;
+static PyObject *__pyx_k83p;
 
-static char (__pyx_k84[]) = "a <= 0";
+static char (__pyx_k83[]) = "a <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_pareto(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_pareto[] = "Pareto distribution.\n\n        pareto(a, size=None)\n        ";
@@ -2777,27 +2703,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_pareto(PyObject *__pyx_v_self, Py
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":604 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":609 */
   __pyx_1 = (__pyx_v_a <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":605 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 605; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 605; goto __pyx_L1;}
-    Py_INCREF(__pyx_k84p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k84p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 605; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":610 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 610; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 610; goto __pyx_L1;}
+    Py_INCREF(__pyx_k83p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k83p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 610; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 605; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 610; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":606 */
-  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_pareto,__pyx_v_size,__pyx_v_a); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 606; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":611 */
+  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_pareto,__pyx_v_size,__pyx_v_a); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 611; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2816,9 +2742,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_pareto(PyObject *__pyx_v_self, Py
   return __pyx_r;
 }
 
-static PyObject *__pyx_k85p;
+static PyObject *__pyx_k84p;
 
-static char (__pyx_k85[]) = "a <= 0";
+static char (__pyx_k84[]) = "a <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_weibull(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_weibull[] = "Weibull distribution.\n\n        weibull(a, size=None)\n        ";
@@ -2836,27 +2762,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_weibull(PyObject *__pyx_v_self, P
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":613 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":618 */
   __pyx_1 = (__pyx_v_a <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":614 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 614; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 614; goto __pyx_L1;}
-    Py_INCREF(__pyx_k85p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k85p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 614; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":619 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 619; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 619; goto __pyx_L1;}
+    Py_INCREF(__pyx_k84p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k84p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 619; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 614; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 619; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":615 */
-  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_weibull,__pyx_v_size,__pyx_v_a); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 615; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":620 */
+  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_weibull,__pyx_v_size,__pyx_v_a); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 620; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2875,9 +2801,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_weibull(PyObject *__pyx_v_self, P
   return __pyx_r;
 }
 
-static PyObject *__pyx_k86p;
+static PyObject *__pyx_k85p;
 
-static char (__pyx_k86[]) = "a <= 0";
+static char (__pyx_k85[]) = "a <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_power(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_power[] = "Power distribution.\n\n        power(a, size=None)\n        ";
@@ -2895,27 +2821,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_power(PyObject *__pyx_v_self, PyO
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":622 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":627 */
   __pyx_1 = (__pyx_v_a <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":623 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 623; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 623; goto __pyx_L1;}
-    Py_INCREF(__pyx_k86p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k86p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 623; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":628 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 628; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 628; goto __pyx_L1;}
+    Py_INCREF(__pyx_k85p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k85p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 628; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 623; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 628; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":624 */
-  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_power,__pyx_v_size,__pyx_v_a); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 624; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":629 */
+  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_power,__pyx_v_size,__pyx_v_a); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 629; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2934,9 +2860,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_power(PyObject *__pyx_v_self, PyO
   return __pyx_r;
 }
 
-static PyObject *__pyx_k87p;
+static PyObject *__pyx_k86p;
 
-static char (__pyx_k87[]) = "scale <= 0.0";
+static char (__pyx_k86[]) = "scale <= 0.0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_laplace(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_laplace[] = "Laplace distribution.\n        \n        laplace(loc=0.0, scale=1.0, size=None)\n        ";
@@ -2957,27 +2883,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_laplace(PyObject *__pyx_v_self, P
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":631 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":636 */
   __pyx_1 = (__pyx_v_scale <= 0.0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":632 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 632; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 632; goto __pyx_L1;}
-    Py_INCREF(__pyx_k87p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k87p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 632; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":637 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 637; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 637; goto __pyx_L1;}
+    Py_INCREF(__pyx_k86p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k86p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 637; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 632; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 637; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":633 */
-  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_laplace,__pyx_v_size,__pyx_v_loc,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 633; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":638 */
+  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_laplace,__pyx_v_size,__pyx_v_loc,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 638; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -2996,9 +2922,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_laplace(PyObject *__pyx_v_self, P
   return __pyx_r;
 }
 
-static PyObject *__pyx_k88p;
+static PyObject *__pyx_k87p;
 
-static char (__pyx_k88[]) = "scale <= 0.0";
+static char (__pyx_k87[]) = "scale <= 0.0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_gumbel(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_gumbel[] = "Gumbel distribution.\n        \n        gumbel(loc=0.0, scale=1.0, size=None)\n        ";
@@ -3019,27 +2945,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_gumbel(PyObject *__pyx_v_self, Py
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":640 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":645 */
   __pyx_1 = (__pyx_v_scale <= 0.0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":641 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 641; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 641; goto __pyx_L1;}
-    Py_INCREF(__pyx_k88p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k88p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 641; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":646 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 646; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 646; goto __pyx_L1;}
+    Py_INCREF(__pyx_k87p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k87p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 646; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 641; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 646; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":642 */
-  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_gumbel,__pyx_v_size,__pyx_v_loc,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 642; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":647 */
+  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_gumbel,__pyx_v_size,__pyx_v_loc,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 647; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3058,9 +2984,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_gumbel(PyObject *__pyx_v_self, Py
   return __pyx_r;
 }
 
-static PyObject *__pyx_k89p;
+static PyObject *__pyx_k88p;
 
-static char (__pyx_k89[]) = "scale <= 0.0";
+static char (__pyx_k88[]) = "scale <= 0.0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_logistic(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_logistic[] = "Logistic distribution.\n        \n        logistic(loc=0.0, scale=1.0, size=None)\n        ";
@@ -3081,27 +3007,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_logistic(PyObject *__pyx_v_self,
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":649 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":654 */
   __pyx_1 = (__pyx_v_scale <= 0.0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":650 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 650; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 650; goto __pyx_L1;}
-    Py_INCREF(__pyx_k89p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k89p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 650; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":655 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 655; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 655; goto __pyx_L1;}
+    Py_INCREF(__pyx_k88p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k88p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 655; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 650; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 655; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":651 */
-  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_logistic,__pyx_v_size,__pyx_v_loc,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 651; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":656 */
+  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_logistic,__pyx_v_size,__pyx_v_loc,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 656; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3120,9 +3046,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_logistic(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
-static PyObject *__pyx_k90p;
+static PyObject *__pyx_k89p;
 
-static char (__pyx_k90[]) = "sigma <= 0.0";
+static char (__pyx_k89[]) = "sigma <= 0.0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_lognormal[] = "Log-normal distribution.\n        \n        Note that the mean parameter is not the mean of this distribution, but \n        the underlying normal distribution.\n        \n            lognormal(mean, sigma) <=> exp(normal(mean, sigma))\n        \n        lognormal(mean=0.0, sigma=1.0, size=None)\n        ";
@@ -3143,27 +3069,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self,
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":663 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":668 */
   __pyx_1 = (__pyx_v_sigma <= 0.0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":664 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 664; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 664; goto __pyx_L1;}
-    Py_INCREF(__pyx_k90p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k90p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 664; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":669 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 669; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 669; goto __pyx_L1;}
+    Py_INCREF(__pyx_k89p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k89p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 669; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 664; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 669; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":665 */
-  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_lognormal,__pyx_v_size,__pyx_v_mean,__pyx_v_sigma); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 665; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":670 */
+  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_lognormal,__pyx_v_size,__pyx_v_mean,__pyx_v_sigma); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 670; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3182,9 +3108,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
-static PyObject *__pyx_k91p;
+static PyObject *__pyx_k90p;
 
-static char (__pyx_k91[]) = "scale <= 0.0";
+static char (__pyx_k90[]) = "scale <= 0.0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_rayleigh(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_rayleigh[] = "Rayleigh distribution.\n        \n        rayleigh(scale=1.0, size=None)\n        ";
@@ -3203,27 +3129,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_rayleigh(PyObject *__pyx_v_self,
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":672 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":677 */
   __pyx_1 = (__pyx_v_scale <= 0.0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":673 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 673; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 673; goto __pyx_L1;}
-    Py_INCREF(__pyx_k91p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k91p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 673; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":678 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 678; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 678; goto __pyx_L1;}
+    Py_INCREF(__pyx_k90p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k90p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 678; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 673; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 678; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":674 */
-  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_rayleigh,__pyx_v_size,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 674; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":679 */
+  __pyx_2 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_rayleigh,__pyx_v_size,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 679; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3242,11 +3168,11 @@ static PyObject *__pyx_f_6mtrand_11RandomState_rayleigh(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
+static PyObject *__pyx_k91p;
 static PyObject *__pyx_k92p;
-static PyObject *__pyx_k93p;
 
-static char (__pyx_k92[]) = "mean <= 0.0";
-static char (__pyx_k93[]) = "scale <= 0.0";
+static char (__pyx_k91[]) = "mean <= 0.0";
+static char (__pyx_k92[]) = "scale <= 0.0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_wald[] = "Wald (inverse Gaussian) distribution.\n        \n        wald(mean, scale, size=None)\n        ";
@@ -3265,43 +3191,43 @@ static PyObject *__pyx_f_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyOb
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":681 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":686 */
   __pyx_1 = (__pyx_v_mean <= 0.0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":682 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 682; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 682; goto __pyx_L1;}
-    Py_INCREF(__pyx_k92p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k92p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 682; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":687 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 687; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 687; goto __pyx_L1;}
+    Py_INCREF(__pyx_k91p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k91p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 687; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 682; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 687; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_scale <= 0.0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":684 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 684; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 684; goto __pyx_L1;}
-    Py_INCREF(__pyx_k93p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k93p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 684; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":689 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 689; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 689; goto __pyx_L1;}
+    Py_INCREF(__pyx_k92p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k92p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 689; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 684; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 689; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":685 */
-  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_wald,__pyx_v_size,__pyx_v_mean,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 685; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":690 */
+  __pyx_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_wald,__pyx_v_size,__pyx_v_mean,__pyx_v_scale); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 690; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3320,13 +3246,13 @@ static PyObject *__pyx_f_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyOb
   return __pyx_r;
 }
 
+static PyObject *__pyx_k93p;
 static PyObject *__pyx_k94p;
 static PyObject *__pyx_k95p;
-static PyObject *__pyx_k96p;
 
-static char (__pyx_k94[]) = "left > mode";
-static char (__pyx_k95[]) = "mode > right";
-static char (__pyx_k96[]) = "left == right";
+static char (__pyx_k93[]) = "left > mode";
+static char (__pyx_k94[]) = "mode > right";
+static char (__pyx_k95[]) = "left == right";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_triangular(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_triangular[] = "Triangular distribution starting at left, peaking at mode, and \n        ending at right (left <= mode <= right).\n        \n        triangular(left, mode, right, size=None)\n        ";
@@ -3346,59 +3272,59 @@ static PyObject *__pyx_f_6mtrand_11RandomState_triangular(PyObject *__pyx_v_self
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":693 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":698 */
   __pyx_1 = (__pyx_v_left > __pyx_v_mode);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":694 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 694; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 694; goto __pyx_L1;}
-    Py_INCREF(__pyx_k94p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k94p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 694; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":699 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 699; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 699; goto __pyx_L1;}
+    Py_INCREF(__pyx_k93p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k93p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 699; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 694; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 699; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_mode > __pyx_v_right);
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":696 */
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-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 696; goto __pyx_L1;}
-    Py_INCREF(__pyx_k95p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k95p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 696; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":701 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 701; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 701; goto __pyx_L1;}
+    Py_INCREF(__pyx_k94p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k94p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 701; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 696; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 701; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_left == __pyx_v_right);
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":698 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 698; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 698; goto __pyx_L1;}
-    Py_INCREF(__pyx_k96p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k96p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 698; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":703 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 703; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 703; goto __pyx_L1;}
+    Py_INCREF(__pyx_k95p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k95p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 703; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 698; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 703; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":699 */
-  __pyx_2 = __pyx_f_6mtrand_cont3_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_triangular,__pyx_v_size,__pyx_v_left,__pyx_v_mode,__pyx_v_right); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 699; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":704 */
+  __pyx_2 = __pyx_f_6mtrand_cont3_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_triangular,__pyx_v_size,__pyx_v_left,__pyx_v_mode,__pyx_v_right); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 704; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3417,13 +3343,13 @@ static PyObject *__pyx_f_6mtrand_11RandomState_triangular(PyObject *__pyx_v_self
   return __pyx_r;
 }
 
+static PyObject *__pyx_k96p;
 static PyObject *__pyx_k97p;
 static PyObject *__pyx_k98p;
-static PyObject *__pyx_k99p;
 
-static char (__pyx_k97[]) = "n <= 0";
-static char (__pyx_k98[]) = "p < 0";
-static char (__pyx_k99[]) = "p > 1";
+static char (__pyx_k96[]) = "n <= 0";
+static char (__pyx_k97[]) = "p < 0";
+static char (__pyx_k98[]) = "p > 1";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_binomial[] = "Binomial distribution of n trials and p probability of success.\n\n        binomial(n, p, size=None) -> random values\n        ";
@@ -3442,59 +3368,59 @@ static PyObject *__pyx_f_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":708 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":713 */
   __pyx_1 = (__pyx_v_n <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":709 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 709; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 709; goto __pyx_L1;}
-    Py_INCREF(__pyx_k97p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k97p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 709; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":714 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 714; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 714; goto __pyx_L1;}
+    Py_INCREF(__pyx_k96p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k96p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 714; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 709; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 714; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_p < 0);
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":711 */
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-    Py_INCREF(__pyx_k98p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k98p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 711; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":716 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 716; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 716; goto __pyx_L1;}
+    Py_INCREF(__pyx_k97p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k97p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 716; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 711; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 716; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_p > 1);
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":713 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 713; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 713; goto __pyx_L1;}
-    Py_INCREF(__pyx_k99p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k99p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 713; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":718 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 718; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 718; goto __pyx_L1;}
+    Py_INCREF(__pyx_k98p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k98p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 718; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 713; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 718; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":714 */
-  __pyx_2 = __pyx_f_6mtrand_discnp_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_binomial,__pyx_v_size,__pyx_v_n,__pyx_v_p); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 714; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":719 */
+  __pyx_2 = __pyx_f_6mtrand_discnp_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_binomial,__pyx_v_size,__pyx_v_n,__pyx_v_p); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 719; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3513,13 +3439,13 @@ static PyObject *__pyx_f_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
+static PyObject *__pyx_k99p;
 static PyObject *__pyx_k100p;
 static PyObject *__pyx_k101p;
-static PyObject *__pyx_k102p;
 
-static char (__pyx_k100[]) = "n <= 0";
-static char (__pyx_k101[]) = "p < 0";
-static char (__pyx_k102[]) = "p > 1";
+static char (__pyx_k99[]) = "n <= 0";
+static char (__pyx_k100[]) = "p < 0";
+static char (__pyx_k101[]) = "p > 1";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_negative_binomial(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_negative_binomial[] = "Negative Binomial distribution.\n\n        negative_binomial(n, p, size=None) -> random values\n        ";
@@ -3538,59 +3464,59 @@ static PyObject *__pyx_f_6mtrand_11RandomState_negative_binomial(PyObject *__pyx
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":721 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":726 */
   __pyx_1 = (__pyx_v_n <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":722 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 722; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 722; goto __pyx_L1;}
-    Py_INCREF(__pyx_k100p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k100p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 722; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":727 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 727; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 727; goto __pyx_L1;}
+    Py_INCREF(__pyx_k99p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k99p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 727; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 722; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 727; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_p < 0);
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":724 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 724; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 724; goto __pyx_L1;}
-    Py_INCREF(__pyx_k101p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k101p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 724; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":729 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 729; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 729; goto __pyx_L1;}
+    Py_INCREF(__pyx_k100p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k100p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 729; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 724; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 729; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_p > 1);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":726 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 726; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 726; goto __pyx_L1;}
-    Py_INCREF(__pyx_k102p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k102p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 726; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":731 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 731; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 731; goto __pyx_L1;}
+    Py_INCREF(__pyx_k101p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k101p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 731; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 726; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 731; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":727 */
-  __pyx_2 = __pyx_f_6mtrand_discnp_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_negative_binomial,__pyx_v_size,__pyx_v_n,__pyx_v_p); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 727; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":732 */
+  __pyx_2 = __pyx_f_6mtrand_discnp_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_negative_binomial,__pyx_v_size,__pyx_v_n,__pyx_v_p); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 732; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3609,9 +3535,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_negative_binomial(PyObject *__pyx
   return __pyx_r;
 }
 
-static PyObject *__pyx_k103p;
+static PyObject *__pyx_k102p;
 
-static char (__pyx_k103[]) = "lam <= 0";
+static char (__pyx_k102[]) = "lam <= 0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_poisson(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_poisson[] = "Poisson distribution.\n\n        poisson(lam=1.0, size=None) -> random values\n        ";
@@ -3630,27 +3556,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_poisson(PyObject *__pyx_v_self, P
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":735 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":740 */
   __pyx_1 = (__pyx_v_lam <= 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":736 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 736; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 736; goto __pyx_L1;}
-    Py_INCREF(__pyx_k103p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k103p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 736; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":741 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 741; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 741; goto __pyx_L1;}
+    Py_INCREF(__pyx_k102p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k102p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 741; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 736; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 741; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":737 */
-  __pyx_2 = __pyx_f_6mtrand_discd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_poisson,__pyx_v_size,__pyx_v_lam); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 737; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":742 */
+  __pyx_2 = __pyx_f_6mtrand_discd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_poisson,__pyx_v_size,__pyx_v_lam); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 742; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3669,9 +3595,9 @@ static PyObject *__pyx_f_6mtrand_11RandomState_poisson(PyObject *__pyx_v_self, P
   return __pyx_r;
 }
 
-static PyObject *__pyx_k104p;
+static PyObject *__pyx_k103p;
 
-static char (__pyx_k104[]) = "a <= 1.0";
+static char (__pyx_k103[]) = "a <= 1.0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_zipf(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_zipf[] = "Zipf distribution.\n        \n        zipf(a, size=None)\n        ";
@@ -3689,27 +3615,27 @@ static PyObject *__pyx_f_6mtrand_11RandomState_zipf(PyObject *__pyx_v_self, PyOb
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":744 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":749 */
   __pyx_1 = (__pyx_v_a <= 1.0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":745 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 745; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 745; goto __pyx_L1;}
-    Py_INCREF(__pyx_k104p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k104p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 745; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":750 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 750; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 750; goto __pyx_L1;}
+    Py_INCREF(__pyx_k103p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k103p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 750; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 745; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 750; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":746 */
-  __pyx_2 = __pyx_f_6mtrand_discd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_zipf,__pyx_v_size,__pyx_v_a); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 746; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":751 */
+  __pyx_2 = __pyx_f_6mtrand_discd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_zipf,__pyx_v_size,__pyx_v_a); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 751; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3728,11 +3654,11 @@ static PyObject *__pyx_f_6mtrand_11RandomState_zipf(PyObject *__pyx_v_self, PyOb
   return __pyx_r;
 }
 
+static PyObject *__pyx_k104p;
 static PyObject *__pyx_k105p;
-static PyObject *__pyx_k106p;
 
-static char (__pyx_k105[]) = "p < 0.0";
-static char (__pyx_k106[]) = "p > 1.0";
+static char (__pyx_k104[]) = "p < 0.0";
+static char (__pyx_k105[]) = "p > 1.0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_geometric(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_geometric[] = "Geometric distribution with p being the probability of \"success\" on\n        an individual trial.\n        \n        geometric(p, size=None)\n        ";
@@ -3750,43 +3676,43 @@ static PyObject *__pyx_f_6mtrand_11RandomState_geometric(PyObject *__pyx_v_self,
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":754 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":759 */
   __pyx_1 = (__pyx_v_p < 0.0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":755 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 755; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 755; goto __pyx_L1;}
-    Py_INCREF(__pyx_k105p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k105p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 755; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":760 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 760; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 760; goto __pyx_L1;}
+    Py_INCREF(__pyx_k104p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k104p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 760; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 755; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 760; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_p > 1.0);
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":757 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 757; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 757; goto __pyx_L1;}
-    Py_INCREF(__pyx_k106p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k106p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 757; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":762 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 762; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 762; goto __pyx_L1;}
+    Py_INCREF(__pyx_k105p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k105p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 762; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 757; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 762; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":758 */
-  __pyx_2 = __pyx_f_6mtrand_discd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_geometric,__pyx_v_size,__pyx_v_p); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 758; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":763 */
+  __pyx_2 = __pyx_f_6mtrand_discd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_geometric,__pyx_v_size,__pyx_v_p); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 763; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3805,15 +3731,15 @@ static PyObject *__pyx_f_6mtrand_11RandomState_geometric(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
+static PyObject *__pyx_k106p;
 static PyObject *__pyx_k107p;
 static PyObject *__pyx_k108p;
 static PyObject *__pyx_k109p;
-static PyObject *__pyx_k110p;
 
-static char (__pyx_k107[]) = "ngood < 1";
-static char (__pyx_k108[]) = "nbad < 1";
-static char (__pyx_k109[]) = "ngood + nbad < nsample";
-static char (__pyx_k110[]) = "nsample < 1";
+static char (__pyx_k106[]) = "ngood < 1";
+static char (__pyx_k107[]) = "nbad < 1";
+static char (__pyx_k108[]) = "ngood + nbad < nsample";
+static char (__pyx_k109[]) = "nsample < 1";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_hypergeometric(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_hypergeometric[] = "Hypergeometric distribution.\n        \n        Consider an urn with ngood \"good\" balls and nbad \"bad\" balls. If one \n        were to draw nsample balls from the urn without replacement, then \n        the hypergeometric distribution describes the distribution of \"good\" \n        balls in the sample.\n        \n        hypergeometric(ngood, nbad, nsample, size=None)        \n        ";
@@ -3833,75 +3759,75 @@ static PyObject *__pyx_f_6mtrand_11RandomState_hypergeometric(PyObject *__pyx_v_
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":770 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":775 */
   __pyx_1 = (__pyx_v_ngood < 1);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":771 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 771; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 771; goto __pyx_L1;}
-    Py_INCREF(__pyx_k107p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k107p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 771; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":776 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 776; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 776; goto __pyx_L1;}
+    Py_INCREF(__pyx_k106p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k106p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 776; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 771; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 776; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_nbad < 1);
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":773 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 773; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 773; goto __pyx_L1;}
-    Py_INCREF(__pyx_k108p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k108p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 773; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":778 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 778; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 778; goto __pyx_L1;}
+    Py_INCREF(__pyx_k107p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k107p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 778; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 773; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 778; goto __pyx_L1;}
     goto __pyx_L2;
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   __pyx_1 = ((__pyx_v_ngood + __pyx_v_nbad) < __pyx_v_nsample);
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":775 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 775; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 775; goto __pyx_L1;}
-    Py_INCREF(__pyx_k109p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k109p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 775; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":780 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 780; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 780; goto __pyx_L1;}
+    Py_INCREF(__pyx_k108p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k108p);
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     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 775; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 780; goto __pyx_L1;}
     goto __pyx_L2;
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-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 777; goto __pyx_L1;}
-    Py_INCREF(__pyx_k110p);
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+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":782 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 782; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 782; goto __pyx_L1;}
+    Py_INCREF(__pyx_k109p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k109p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 782; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 777; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 782; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":778 */
-  __pyx_2 = __pyx_f_6mtrand_discnmN_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_hypergeometric,__pyx_v_size,__pyx_v_ngood,__pyx_v_nbad,__pyx_v_nsample); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 778; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":783 */
+  __pyx_2 = __pyx_f_6mtrand_discnmN_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_hypergeometric,__pyx_v_size,__pyx_v_ngood,__pyx_v_nbad,__pyx_v_nsample); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 783; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -3920,11 +3846,11 @@ static PyObject *__pyx_f_6mtrand_11RandomState_hypergeometric(PyObject *__pyx_v_
   return __pyx_r;
 }
 
+static PyObject *__pyx_k110p;
 static PyObject *__pyx_k111p;
-static PyObject *__pyx_k112p;
 
-static char (__pyx_k111[]) = "p < 0";
-static char (__pyx_k112[]) = "p > 1";
+static char (__pyx_k110[]) = "p < 0";
+static char (__pyx_k111[]) = "p > 1";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_logseries(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_logseries[] = "Logarithmic series distribution.\n        \n        logseries(p, size=None)\n        ";
@@ -3942,43 +3868,43 @@ static PyObject *__pyx_f_6mtrand_11RandomState_logseries(PyObject *__pyx_v_self,
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_size);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":786 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":791 */
   __pyx_1 = (__pyx_v_p < 0);
   if (__pyx_1) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":787 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 787; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 787; goto __pyx_L1;}
-    Py_INCREF(__pyx_k111p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k111p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 787; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":792 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 792; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 792; goto __pyx_L1;}
+    Py_INCREF(__pyx_k110p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k110p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 792; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 787; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 792; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_1 = (__pyx_v_p > 1);
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":789 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 789; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 789; goto __pyx_L1;}
-    Py_INCREF(__pyx_k112p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k112p);
-    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 789; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":794 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 794; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 794; goto __pyx_L1;}
+    Py_INCREF(__pyx_k111p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k111p);
+    __pyx_4 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_4) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 794; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_4, 0, 0);
     Py_DECREF(__pyx_4); __pyx_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 789; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 794; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":790 */
-  __pyx_2 = __pyx_f_6mtrand_discd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_logseries,__pyx_v_size,__pyx_v_p); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 790; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":795 */
+  __pyx_2 = __pyx_f_6mtrand_discd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,rk_logseries,__pyx_v_size,__pyx_v_p); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 795; goto __pyx_L1;}
   __pyx_r = __pyx_2;
   __pyx_2 = 0;
   goto __pyx_L0;
@@ -4000,6 +3926,7 @@ static PyObject *__pyx_f_6mtrand_11RandomState_logseries(PyObject *__pyx_v_self,
 static PyObject *__pyx_n_array;
 static PyObject *__pyx_n_shape;
 static PyObject *__pyx_n_ArgumentError;
+static PyObject *__pyx_n_isinstance;
 static PyObject *__pyx_n_list;
 static PyObject *__pyx_n_append;
 static PyObject *__pyx_n_multiply;
@@ -4008,16 +3935,17 @@ static PyObject *__pyx_n_svd;
 static PyObject *__pyx_n_matrixmultiply;
 static PyObject *__pyx_n_sqrt;
 static PyObject *__pyx_n_add;
+static PyObject *__pyx_n_tuple;
 
+static PyObject *__pyx_k112p;
 static PyObject *__pyx_k113p;
 static PyObject *__pyx_k114p;
 static PyObject *__pyx_k115p;
-static PyObject *__pyx_k116p;
 
-static char (__pyx_k113[]) = "mean must be 1 dimensional";
-static char (__pyx_k114[]) = "cov must be 2 dimensional and square";
-static char (__pyx_k115[]) = "mean and cov must have same length";
-static char (__pyx_k116[]) = "numpy.dual";
+static char (__pyx_k112[]) = "mean must be 1 dimensional";
+static char (__pyx_k113[]) = "cov must be 2 dimensional and square";
+static char (__pyx_k114[]) = "mean and cov must have same length";
+static char (__pyx_k115[]) = "numpy.dual";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_multivariate_normal(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_multivariate_normal[] = "Return an array containing multivariate normally distributed random numbers\n        with specified mean and covariance.\n\n        multivariate_normal(mean, cov) -> random values\n        multivariate_normal(mean, cov, [m, n, ...]) -> random values\n\n        mean must be a 1 dimensional array. cov must be a square two dimensional\n        array with the same number of rows and columns as mean has elements.\n\n        The first form returns a single 1-D array containing a multivariate\n        normal.\n\n        The second form returns an array of shape (m, n, ..., cov.shape[0]).\n        In this case, output[i,j,...,:] is a 1-D array containing a multivariate\n        normal.\n        ";
@@ -4053,40 +3981,40 @@ static PyObject *__pyx_f_6mtrand_11RandomState_multivariate_normal(PyObject *__p
   __pyx_v_s = Py_None; Py_INCREF(__pyx_v_s);
   __pyx_v_v = Py_None; Py_INCREF(__pyx_v_v);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":811 */
-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_n__sp); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 811; goto __pyx_L1;}
-  __pyx_2 = PyObject_GetAttr(__pyx_1, __pyx_n_array); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 811; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":816 */
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_n__sp); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 816; goto __pyx_L1;}
+  __pyx_2 = PyObject_GetAttr(__pyx_1, __pyx_n_array); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 816; goto __pyx_L1;}
   Py_DECREF(__pyx_1); __pyx_1 = 0;
-  __pyx_1 = PyTuple_New(1); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 811; goto __pyx_L1;}
+  __pyx_1 = PyTuple_New(1); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 816; goto __pyx_L1;}
   Py_INCREF(__pyx_v_mean);
   PyTuple_SET_ITEM(__pyx_1, 0, __pyx_v_mean);
-  __pyx_3 = PyObject_CallObject(__pyx_2, __pyx_1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 811; goto __pyx_L1;}
+  __pyx_3 = PyObject_CallObject(__pyx_2, __pyx_1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 816; goto __pyx_L1;}
   Py_DECREF(__pyx_2); __pyx_2 = 0;
   Py_DECREF(__pyx_1); __pyx_1 = 0;
   Py_DECREF(__pyx_v_mean);
   __pyx_v_mean = __pyx_3;
   __pyx_3 = 0;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":812 */
-  __pyx_2 = __Pyx_GetName(__pyx_m, __pyx_n__sp); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 812; goto __pyx_L1;}
-  __pyx_1 = PyObject_GetAttr(__pyx_2, __pyx_n_array); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 812; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":817 */
+  __pyx_2 = __Pyx_GetName(__pyx_m, __pyx_n__sp); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 817; goto __pyx_L1;}
+  __pyx_1 = PyObject_GetAttr(__pyx_2, __pyx_n_array); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 817; goto __pyx_L1;}
   Py_DECREF(__pyx_2); __pyx_2 = 0;
-  __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 812; goto __pyx_L1;}
+  __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 817; goto __pyx_L1;}
   Py_INCREF(__pyx_v_cov);
   PyTuple_SET_ITEM(__pyx_3, 0, __pyx_v_cov);
-  __pyx_2 = PyObject_CallObject(__pyx_1, __pyx_3); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 812; goto __pyx_L1;}
+  __pyx_2 = PyObject_CallObject(__pyx_1, __pyx_3); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 817; goto __pyx_L1;}
   Py_DECREF(__pyx_1); __pyx_1 = 0;
   Py_DECREF(__pyx_3); __pyx_3 = 0;
   Py_DECREF(__pyx_v_cov);
   __pyx_v_cov = __pyx_2;
   __pyx_2 = 0;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":813 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":818 */
   __pyx_4 = __pyx_v_size == Py_None;
   if (__pyx_4) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":814 */
-    __pyx_1 = PyList_New(0); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 814; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":819 */
+    __pyx_1 = PyList_New(0); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 819; goto __pyx_L1;}
     Py_DECREF(__pyx_v_shape);
     __pyx_v_shape = __pyx_1;
     __pyx_1 = 0;
@@ -4094,140 +4022,140 @@ static PyObject *__pyx_f_6mtrand_11RandomState_multivariate_normal(PyObject *__p
   }
   /*else*/ {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":816 */
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":821 */
     Py_INCREF(__pyx_v_size);
     Py_DECREF(__pyx_v_shape);
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":817 */
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-  __pyx_2 = PyObject_GetAttr(__pyx_v_mean, __pyx_n_shape); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 817; goto __pyx_L1;}
-  __pyx_1 = PyTuple_New(1); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 817; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":822 */
+  __pyx_3 = __Pyx_GetName(__pyx_b, __pyx_n_len); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 822; goto __pyx_L1;}
+  __pyx_2 = PyObject_GetAttr(__pyx_v_mean, __pyx_n_shape); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 822; goto __pyx_L1;}
+  __pyx_1 = PyTuple_New(1); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 822; goto __pyx_L1;}
   PyTuple_SET_ITEM(__pyx_1, 0, __pyx_2);
   __pyx_2 = 0;
-  __pyx_2 = PyObject_CallObject(__pyx_3, __pyx_1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 817; goto __pyx_L1;}
+  __pyx_2 = PyObject_CallObject(__pyx_3, __pyx_1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 822; goto __pyx_L1;}
   Py_DECREF(__pyx_3); __pyx_3 = 0;
   Py_DECREF(__pyx_1); __pyx_1 = 0;
-  __pyx_3 = PyInt_FromLong(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 817; goto __pyx_L1;}
-  if (PyObject_Cmp(__pyx_2, __pyx_3, &__pyx_4) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 817; goto __pyx_L1;}
+  __pyx_3 = PyInt_FromLong(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 822; goto __pyx_L1;}
+  if (PyObject_Cmp(__pyx_2, __pyx_3, &__pyx_4) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 822; goto __pyx_L1;}
   __pyx_4 = __pyx_4 != 0;
   Py_DECREF(__pyx_2); __pyx_2 = 0;
   Py_DECREF(__pyx_3); __pyx_3 = 0;
   if (__pyx_4) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":818 */
-    __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_ArgumentError); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 818; goto __pyx_L1;}
-    __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 818; goto __pyx_L1;}
-    Py_INCREF(__pyx_k113p);
-    PyTuple_SET_ITEM(__pyx_2, 0, __pyx_k113p);
-    __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 818; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":823 */
+    __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_ArgumentError); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 823; goto __pyx_L1;}
+    __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 823; goto __pyx_L1;}
+    Py_INCREF(__pyx_k112p);
+    PyTuple_SET_ITEM(__pyx_2, 0, __pyx_k112p);
+    __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 823; goto __pyx_L1;}
     Py_DECREF(__pyx_1); __pyx_1 = 0;
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     __Pyx_Raise(__pyx_3, 0, 0);
     Py_DECREF(__pyx_3); __pyx_3 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 818; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 823; goto __pyx_L1;}
     goto __pyx_L3;
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-  __pyx_2 = PyObject_GetAttr(__pyx_v_cov, __pyx_n_shape); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 819; goto __pyx_L1;}
-  __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 819; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":824 */
+  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_len); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 824; goto __pyx_L1;}
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+  __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 824; goto __pyx_L1;}
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-static char (__pyx_k118[]) = "sum(pvals) > 1.0";
+static char (__pyx_k117[]) = "sum(pvals) > 1.0";
 
 static PyObject *__pyx_f_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
 static char __pyx_doc_6mtrand_11RandomState_multinomial[] = "Multinomial distribution.\n        \n        multinomial(n, pvals, size=None) -> random values\n\n        pvals is a sequence of probabilities that should sum to 1 (however, the\n        last element is always assumed to account for the remaining probability\n        as long as sum(pvals[:-1]) <= 1).\n        ";
@@ -4483,54 +4411,54 @@ static PyObject *__pyx_f_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_sel
   __pyx_v_shape = Py_None; Py_INCREF(__pyx_v_shape);
   __pyx_v_multin = Py_None; Py_INCREF(__pyx_v_multin);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":867 */
-  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_len); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 867; goto __pyx_L1;}
-  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 867; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":872 */
+  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_len); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 872; goto __pyx_L1;}
+  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 872; goto __pyx_L1;}
   Py_INCREF(__pyx_v_pvals);
   PyTuple_SET_ITEM(__pyx_2, 0, __pyx_v_pvals);
-  __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 867; goto __pyx_L1;}
+  __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 872; goto __pyx_L1;}
   Py_DECREF(__pyx_1); __pyx_1 = 0;
   Py_DECREF(__pyx_2); __pyx_2 = 0;
-  __pyx_4 = PyInt_AsLong(__pyx_3); if (PyErr_Occurred()) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 867; goto __pyx_L1;}
+  __pyx_4 = PyInt_AsLong(__pyx_3); if (PyErr_Occurred()) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 872; goto __pyx_L1;}
   Py_DECREF(__pyx_3); __pyx_3 = 0;
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":868 */
-  __pyx_1 = ((PyObject *)PyArray_ContiguousFromObject(__pyx_v_pvals,PyArray_DOUBLE,1,1)); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 868; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":873 */
+  __pyx_1 = ((PyObject *)PyArray_ContiguousFromObject(__pyx_v_pvals,PyArray_DOUBLE,1,1)); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 873; goto __pyx_L1;}
   Py_INCREF(((PyObject *)__pyx_1));
   Py_DECREF(((PyObject *)arrayObject_parr));
   arrayObject_parr = ((PyArrayObject *)__pyx_1);
   Py_DECREF(__pyx_1); __pyx_1 = 0;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":869 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":874 */
   __pyx_v_pix = ((double (*))arrayObject_parr->data);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":871 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":876 */
   __pyx_5 = (__pyx_f_6mtrand_kahan_sum(__pyx_v_pix,(__pyx_v_d - 1)) > 1.0);
   if (__pyx_5) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":872 */
-    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 872; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 872; goto __pyx_L1;}
-    Py_INCREF(__pyx_k118p);
-    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k118p);
-    __pyx_1 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 872; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":877 */
+    __pyx_2 = __Pyx_GetName(__pyx_b, __pyx_n_ValueError); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 877; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 877; goto __pyx_L1;}
+    Py_INCREF(__pyx_k117p);
+    PyTuple_SET_ITEM(__pyx_3, 0, __pyx_k117p);
+    __pyx_1 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 877; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_3); __pyx_3 = 0;
     __Pyx_Raise(__pyx_1, 0, 0);
     Py_DECREF(__pyx_1); __pyx_1 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 872; goto __pyx_L1;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 877; goto __pyx_L1;}
     goto __pyx_L2;
   }
   __pyx_L2:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":874 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":879 */
   __pyx_5 = __pyx_v_size == Py_None;
   if (__pyx_5) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":875 */
-    __pyx_2 = PyInt_FromLong(__pyx_v_d); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 875; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 875; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":880 */
+    __pyx_2 = PyInt_FromLong(__pyx_v_d); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 880; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(1); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 880; goto __pyx_L1;}
     PyTuple_SET_ITEM(__pyx_3, 0, __pyx_2);
     __pyx_2 = 0;
     Py_DECREF(__pyx_v_shape);
@@ -4538,22 +4466,22 @@ static PyObject *__pyx_f_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_sel
     __pyx_3 = 0;
     goto __pyx_L3;
   }
-  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_type); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 876; goto __pyx_L1;}
-  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 876; goto __pyx_L1;}
+  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_type); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 881; goto __pyx_L1;}
+  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 881; goto __pyx_L1;}
   Py_INCREF(__pyx_v_size);
   PyTuple_SET_ITEM(__pyx_2, 0, __pyx_v_size);
-  __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 876; goto __pyx_L1;}
+  __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 881; goto __pyx_L1;}
   Py_DECREF(__pyx_1); __pyx_1 = 0;
   Py_DECREF(__pyx_2); __pyx_2 = 0;
-  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_int); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 876; goto __pyx_L1;}
+  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_int); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 881; goto __pyx_L1;}
   __pyx_5 = __pyx_3 == __pyx_1;
   Py_DECREF(__pyx_3); __pyx_3 = 0;
   Py_DECREF(__pyx_1); __pyx_1 = 0;
   if (__pyx_5) {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":877 */
-    __pyx_2 = PyInt_FromLong(__pyx_v_d); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 877; goto __pyx_L1;}
-    __pyx_3 = PyTuple_New(2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 877; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":882 */
+    __pyx_2 = PyInt_FromLong(__pyx_v_d); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 882; goto __pyx_L1;}
+    __pyx_3 = PyTuple_New(2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 882; goto __pyx_L1;}
     Py_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_3, 0, __pyx_v_size);
     PyTuple_SET_ITEM(__pyx_3, 1, __pyx_2);
@@ -4565,12 +4493,12 @@ static PyObject *__pyx_f_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_sel
   }
   /*else*/ {
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":879 */
-    __pyx_1 = PyInt_FromLong(__pyx_v_d); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 879; goto __pyx_L1;}
-    __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 879; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":884 */
+    __pyx_1 = PyInt_FromLong(__pyx_v_d); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 884; goto __pyx_L1;}
+    __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 884; goto __pyx_L1;}
     PyTuple_SET_ITEM(__pyx_2, 0, __pyx_1);
     __pyx_1 = 0;
-    __pyx_3 = PyNumber_Add(__pyx_v_size, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 879; goto __pyx_L1;}
+    __pyx_3 = PyNumber_Add(__pyx_v_size, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 884; goto __pyx_L1;}
     Py_DECREF(__pyx_2); __pyx_2 = 0;
     Py_DECREF(__pyx_v_shape);
     __pyx_v_shape = __pyx_3;
@@ -4578,87 +4506,87 @@ static PyObject *__pyx_f_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_sel
   }
   __pyx_L3:;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":881 */
-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_n__sp); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 881; goto __pyx_L1;}
-  __pyx_2 = PyObject_GetAttr(__pyx_1, __pyx_n_zeros); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 881; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":886 */
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_n__sp); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 886; goto __pyx_L1;}
+  __pyx_2 = PyObject_GetAttr(__pyx_1, __pyx_n_zeros); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 886; goto __pyx_L1;}
   Py_DECREF(__pyx_1); __pyx_1 = 0;
-  __pyx_3 = __Pyx_GetName(__pyx_m, __pyx_n__sp); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 881; goto __pyx_L1;}
-  __pyx_1 = PyObject_GetAttr(__pyx_3, __pyx_n_Int); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 881; goto __pyx_L1;}
+  __pyx_3 = __Pyx_GetName(__pyx_m, __pyx_n__sp); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 886; goto __pyx_L1;}
+  __pyx_1 = PyObject_GetAttr(__pyx_3, __pyx_n_Int); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 886; goto __pyx_L1;}
   Py_DECREF(__pyx_3); __pyx_3 = 0;
-  __pyx_3 = PyTuple_New(2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 881; goto __pyx_L1;}
+  __pyx_3 = PyTuple_New(2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 886; goto __pyx_L1;}
   Py_INCREF(__pyx_v_shape);
   PyTuple_SET_ITEM(__pyx_3, 0, __pyx_v_shape);
   PyTuple_SET_ITEM(__pyx_3, 1, __pyx_1);
   __pyx_1 = 0;
-  __pyx_1 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 881; goto __pyx_L1;}
+  __pyx_1 = PyObject_CallObject(__pyx_2, __pyx_3); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 886; goto __pyx_L1;}
   Py_DECREF(__pyx_2); __pyx_2 = 0;
   Py_DECREF(__pyx_3); __pyx_3 = 0;
   Py_DECREF(__pyx_v_multin);
   __pyx_v_multin = __pyx_1;
   __pyx_1 = 0;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":882 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":887 */
   Py_INCREF(((PyObject *)__pyx_v_multin));
   Py_DECREF(((PyObject *)arrayObject_mnarr));
   arrayObject_mnarr = ((PyArrayObject *)__pyx_v_multin);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":883 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":888 */
   __pyx_v_mnix = ((long (*))arrayObject_mnarr->data);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":884 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":889 */
   __pyx_v_i = 0;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":885 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":890 */
   while (1) {
     __pyx_5 = (__pyx_v_i < PyArray_SIZE(arrayObject_mnarr));
     if (!__pyx_5) break;
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":886 */
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":891 */
     __pyx_v_Sum = 1.0;
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":887 */
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":892 */
     __pyx_v_dn = __pyx_v_n;
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":888 */
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":893 */
     __pyx_4 = (__pyx_v_d - 1);
     for (__pyx_v_j = 0; __pyx_v_j < __pyx_4; ++__pyx_v_j) {
 
-      /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":889 */
+      /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":894 */
       (__pyx_v_mnix[(__pyx_v_i + __pyx_v_j)]) = rk_binomial(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state,__pyx_v_dn,((__pyx_v_pix[__pyx_v_j]) / __pyx_v_Sum));
 
-      /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":890 */
+      /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":895 */
       __pyx_v_dn = (__pyx_v_dn - (__pyx_v_mnix[(__pyx_v_i + __pyx_v_j)]));
 
-      /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":891 */
+      /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":896 */
       __pyx_5 = (__pyx_v_dn <= 0);
       if (__pyx_5) {
 
-        /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":892 */
+        /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":897 */
         goto __pyx_L7;
         goto __pyx_L8;
       }
       __pyx_L8:;
 
-      /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":893 */
+      /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":898 */
       __pyx_v_Sum = (__pyx_v_Sum - (__pyx_v_pix[__pyx_v_j]));
     }
     __pyx_L7:;
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":894 */
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":899 */
     __pyx_5 = (__pyx_v_dn > 0);
     if (__pyx_5) {
 
-      /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":895 */
+      /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":900 */
       (__pyx_v_mnix[((__pyx_v_i + __pyx_v_d) - 1)]) = __pyx_v_dn;
       goto __pyx_L9;
     }
     __pyx_L9:;
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":897 */
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":902 */
     __pyx_v_i = (__pyx_v_i + __pyx_v_d);
   }
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":899 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":904 */
   Py_INCREF(__pyx_v_multin);
   __pyx_r = __pyx_v_multin;
   goto __pyx_L0;
@@ -4699,47 +4627,47 @@ static PyObject *__pyx_f_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self, P
   Py_INCREF(__pyx_v_self);
   Py_INCREF(__pyx_v_x);
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":910 */
-  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_len); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 910; goto __pyx_L1;}
-  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 910; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":915 */
+  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_len); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 915; goto __pyx_L1;}
+  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 915; goto __pyx_L1;}
   Py_INCREF(__pyx_v_x);
   PyTuple_SET_ITEM(__pyx_2, 0, __pyx_v_x);
-  __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 910; goto __pyx_L1;}
+  __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 915; goto __pyx_L1;}
   Py_DECREF(__pyx_1); __pyx_1 = 0;
   Py_DECREF(__pyx_2); __pyx_2 = 0;
-  __pyx_1 = PyInt_FromLong(1); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 910; goto __pyx_L1;}
-  __pyx_2 = PyNumber_Subtract(__pyx_3, __pyx_1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 910; goto __pyx_L1;}
+  __pyx_1 = PyInt_FromLong(1); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 915; goto __pyx_L1;}
+  __pyx_2 = PyNumber_Subtract(__pyx_3, __pyx_1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 915; goto __pyx_L1;}
   Py_DECREF(__pyx_3); __pyx_3 = 0;
   Py_DECREF(__pyx_1); __pyx_1 = 0;
-  __pyx_4 = PyInt_AsLong(__pyx_2); if (PyErr_Occurred()) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 910; goto __pyx_L1;}
+  __pyx_4 = PyInt_AsLong(__pyx_2); if (PyErr_Occurred()) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 915; goto __pyx_L1;}
   Py_DECREF(__pyx_2); __pyx_2 = 0;
   __pyx_v_i = __pyx_4;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":911 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":916 */
   while (1) {
     __pyx_5 = (__pyx_v_i > 0);
     if (!__pyx_5) break;
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":912 */
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":917 */
     __pyx_v_j = rk_interval(__pyx_v_i,((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state);
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":913 */
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-    __pyx_1 = PyObject_GetItem(__pyx_v_x, __pyx_3); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 913; goto __pyx_L1;}
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":918 */
+    __pyx_3 = PyInt_FromLong(__pyx_v_j); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 918; goto __pyx_L1;}
+    __pyx_1 = PyObject_GetItem(__pyx_v_x, __pyx_3); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 918; goto __pyx_L1;}
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-    __pyx_3 = PyObject_GetItem(__pyx_v_x, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 913; goto __pyx_L1;}
+    __pyx_2 = PyInt_FromLong(__pyx_v_i); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 918; goto __pyx_L1;}
+    __pyx_3 = PyObject_GetItem(__pyx_v_x, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 918; goto __pyx_L1;}
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-    __pyx_2 = PyInt_FromLong(__pyx_v_i); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 913; goto __pyx_L1;}
-    if (PyObject_SetItem(__pyx_v_x, __pyx_2, __pyx_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 913; goto __pyx_L1;}
+    __pyx_2 = PyInt_FromLong(__pyx_v_i); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 918; goto __pyx_L1;}
+    if (PyObject_SetItem(__pyx_v_x, __pyx_2, __pyx_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 918; goto __pyx_L1;}
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     Py_DECREF(__pyx_1); __pyx_1 = 0;
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-    if (PyObject_SetItem(__pyx_v_x, __pyx_2, __pyx_3) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 913; goto __pyx_L1;}
+    __pyx_2 = PyInt_FromLong(__pyx_v_j); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 918; goto __pyx_L1;}
+    if (PyObject_SetItem(__pyx_v_x, __pyx_2, __pyx_3) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 918; goto __pyx_L1;}
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     Py_DECREF(__pyx_3); __pyx_3 = 0;
 
-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":914 */
+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":919 */
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@@ -4775,28 +4703,28 @@ static PyObject *__pyx_f_6mtrand_11RandomState_permutation(PyObject *__pyx_v_sel
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":922 */
-  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_type); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 922; goto __pyx_L1;}
-  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 922; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":927 */
+  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_type); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 927; goto __pyx_L1;}
+  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 927; goto __pyx_L1;}
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+  __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 927; goto __pyx_L1;}
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-  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_int); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 922; goto __pyx_L1;}
+  __pyx_1 = __Pyx_GetName(__pyx_b, __pyx_n_int); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 927; goto __pyx_L1;}
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+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":928 */
+    __pyx_2 = __Pyx_GetName(__pyx_m, __pyx_n__sp); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 928; goto __pyx_L1;}
+    __pyx_3 = PyObject_GetAttr(__pyx_2, __pyx_n_arange); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 928; goto __pyx_L1;}
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-    __pyx_1 = PyTuple_New(1); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 923; goto __pyx_L1;}
+    __pyx_1 = PyTuple_New(1); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 928; goto __pyx_L1;}
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+    __pyx_2 = PyObject_CallObject(__pyx_3, __pyx_1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 928; goto __pyx_L1;}
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@@ -4806,14 +4734,14 @@ static PyObject *__pyx_f_6mtrand_11RandomState_permutation(PyObject *__pyx_v_sel
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-    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":925 */
-    __pyx_3 = __Pyx_GetName(__pyx_m, __pyx_n__sp); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 925; goto __pyx_L1;}
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+    /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":930 */
+    __pyx_3 = __Pyx_GetName(__pyx_m, __pyx_n__sp); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 930; goto __pyx_L1;}
+    __pyx_1 = PyObject_GetAttr(__pyx_3, __pyx_n_array); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 930; goto __pyx_L1;}
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-    __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 925; goto __pyx_L1;}
+    __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 930; goto __pyx_L1;}
     Py_INCREF(__pyx_v_x);
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+    __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 930; goto __pyx_L1;}
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@@ -4822,17 +4750,17 @@ static PyObject *__pyx_f_6mtrand_11RandomState_permutation(PyObject *__pyx_v_sel
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":926 */
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-  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 926; goto __pyx_L1;}
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":931 */
+  __pyx_1 = PyObject_GetAttr(__pyx_v_self, __pyx_n_shuffle); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 931; goto __pyx_L1;}
+  __pyx_2 = PyTuple_New(1); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 931; goto __pyx_L1;}
   Py_INCREF(__pyx_v_arr);
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-  __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 926; goto __pyx_L1;}
+  __pyx_3 = PyObject_CallObject(__pyx_1, __pyx_2); if (!__pyx_3) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 931; goto __pyx_L1;}
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":927 */
+  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":932 */
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@@ -4934,6 +4862,7 @@ static __Pyx_StringTabEntry __pyx_string_tab[] = {
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   {&__pyx_k64p, __pyx_k64, sizeof(__pyx_k64)},
+  {&__pyx_k66p, __pyx_k66, sizeof(__pyx_k66)},
   {&__pyx_k67p, __pyx_k67, sizeof(__pyx_k67)},
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-  {&__pyx_k116p, __pyx_k116, sizeof(__pyx_k116)},
-  {&__pyx_k118p, __pyx_k118, sizeof(__pyx_k118)},
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@@ -5241,478 +5169,478 @@ DL_EXPORT(void) initmtrand(void) {
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":451 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":464 */
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   Py_INCREF(Py_None);
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":471 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":480 */
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   __pyx_k17 = Py_None;
 
-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":491 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":500 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":507 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":516 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":527 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":538 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":552 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":561 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":573 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":580 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":589 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":599 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":608 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":626 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":635 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":644 */
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-  /* "/home/oliphant/numpy/numpy/random/mtrand/mtrand.pyx":667 */
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