random: regenrate mtrand.c

1 files changed, 2630 insertions, 2550 deletions

diff --git a/numpy/random/mtrand/mtrand.c b/numpy/random/mtrand/mtrand.c
index f75000b9d..ac34110a8 100644
--- a/numpy/random/mtrand/mtrand.c
+++ b/numpy/random/mtrand/mtrand.c
@@ -1,11 +1,11 @@
-/* Generated by Cython 0.11.2 on Fri Oct  2 21:41:46 2009 */
+/* Generated by Cython 0.11.3 on Mon Nov 23 22:36:25 2009 */
 
 #define PY_SSIZE_T_CLEAN
 #include "Python.h"
 #include "structmember.h"
 #ifndef Py_PYTHON_H
     #error Python headers needed to compile C extensions, please install development version of Python.
-#endif
+#else
 #ifndef PY_LONG_LONG
   #define PY_LONG_LONG LONG_LONG
 #endif
@@ -135,6 +135,7 @@
 #include "string.h"
 #include "math.h"
 #include "numpy/arrayobject.h"
+#include "mtrand_py_helper.h"
 #include "randomkit.h"
 #include "distributions.h"
 #include "initarray.h"
@@ -168,6 +169,9 @@ static int __pyx_skip_dispatch = 0;
 #define __Pyx_PyBytes_AsString            PyBytes_AsString
 #endif
 
+#define __Pyx_PyBytes_FromUString(s)      __Pyx_PyBytes_FromString((char*)s)
+#define __Pyx_PyBytes_AsUString(s)        ((unsigned char*) __Pyx_PyBytes_AsString(s))
+
 #define __Pyx_PyBool_FromLong(b) ((b) ? (Py_INCREF(Py_True), Py_True) : (Py_INCREF(Py_False), Py_False))
 static INLINE int __Pyx_PyObject_IsTrue(PyObject*);
 static INLINE PyObject* __Pyx_PyNumber_Int(PyObject* x);
@@ -187,6 +191,40 @@ static INLINE PyObject* __Pyx_PyNumber_Int(PyObject* x);
 #endif
 #endif
 
+
+#if !defined(T_ULONGLONG)
+#define __Pyx_T_UNSIGNED_INT(x) \
+        ((sizeof(x) == sizeof(unsigned char))  ? T_UBYTE : \
+        ((sizeof(x) == sizeof(unsigned short)) ? T_USHORT : \
+        ((sizeof(x) == sizeof(unsigned int))   ? T_UINT : \
+        ((sizeof(x) == sizeof(unsigned long))  ? T_ULONG : -1))))
+#else
+#define __Pyx_T_UNSIGNED_INT(x) \
+        ((sizeof(x) == sizeof(unsigned char))  ? T_UBYTE : \
+        ((sizeof(x) == sizeof(unsigned short)) ? T_USHORT : \
+        ((sizeof(x) == sizeof(unsigned int))   ? T_UINT : \
+        ((sizeof(x) == sizeof(unsigned long))  ? T_ULONG : \
+        ((sizeof(x) == sizeof(unsigned PY_LONG_LONG)) ? T_ULONGLONG : -1)))))
+#endif
+#if !defined(T_LONGLONG)
+#define __Pyx_T_SIGNED_INT(x) \
+        ((sizeof(x) == sizeof(char))  ? T_BYTE : \
+        ((sizeof(x) == sizeof(short)) ? T_SHORT : \
+        ((sizeof(x) == sizeof(int))   ? T_INT : \
+        ((sizeof(x) == sizeof(long))  ? T_LONG : -1))))
+#else
+#define __Pyx_T_SIGNED_INT(x) \
+        ((sizeof(x) == sizeof(char))  ? T_BYTE : \
+        ((sizeof(x) == sizeof(short)) ? T_SHORT : \
+        ((sizeof(x) == sizeof(int))   ? T_INT : \
+        ((sizeof(x) == sizeof(long))  ? T_LONG : \
+        ((sizeof(x) == sizeof(PY_LONG_LONG))   ? T_LONGLONG : -1)))))
+#endif
+
+#define __Pyx_T_FLOATING(x) \
+        ((sizeof(x) == sizeof(float)) ? T_FLOAT : \
+        ((sizeof(x) == sizeof(double)) ? T_DOUBLE : -1))
+
 #if !defined(T_SIZET)
 #if !defined(T_ULONGLONG)
 #define T_SIZET \
@@ -224,6 +262,7 @@ static INLINE size_t __Pyx_PyInt_AsSize_t(PyObject*);
 static PyObject *__pyx_m;
 static PyObject *__pyx_b;
 static PyObject *__pyx_empty_tuple;
+static PyObject *__pyx_empty_bytes;
 static int __pyx_lineno;
 static int __pyx_clineno = 0;
 static const char * __pyx_cfilenm= __FILE__;
@@ -412,8 +451,6 @@ static INLINE PyObject* __Pyx_PyObject_Append(PyObject* L, PyObject* x) {
     }
 }
 
-static INLINE int __Pyx_StrEq(const char *, const char *); /*proto*/
-
 static INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject *);
 
 static INLINE unsigned short __Pyx_PyInt_AsUnsignedShort(PyObject *);
@@ -472,7 +509,7 @@ typedef long (*__pyx_t_6mtrand_rk_discnmN)(rk_state *, long, long, long);
 
 typedef long (*__pyx_t_6mtrand_rk_discd)(rk_state *, double);
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":519
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":522
  *     return sum
  * 
  * cdef class RandomState:             # <<<<<<<<<<<<<<
@@ -986,7 +1023,7 @@ static char __pyx_k_127[] = "mean and cov must have same length";
 static PyObject *__pyx_kp_129;
 static char __pyx_k_129[] = "sum(pvals[:-1]) > 1.0";
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":125
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":128
  * import numpy as np
  * 
  * cdef object cont0_array(rk_state *state, rk_cont0 func, object size):             # <<<<<<<<<<<<<<
@@ -1009,7 +1046,7 @@ static  PyObject *__pyx_f_6mtrand_cont0_array(rk_state *__pyx_v_state, __pyx_t_6
   __Pyx_SetupRefcountContext("cont0_array");
   arrayObject = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":131
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":134
  *     cdef long i
  * 
  *     if size is None:             # <<<<<<<<<<<<<<
@@ -1019,7 +1056,7 @@ static  PyObject *__pyx_f_6mtrand_cont0_array(rk_state *__pyx_v_state, __pyx_t_6
   __pyx_t_1 = (__pyx_v_size == Py_None);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":132
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":135
  * 
  *     if size is None:
  *         return func(state)             # <<<<<<<<<<<<<<
@@ -1027,7 +1064,7 @@ static  PyObject *__pyx_f_6mtrand_cont0_array(rk_state *__pyx_v_state, __pyx_t_6
  *         array = <ndarray>np.empty(size, np.float64)
  */
     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_2 = PyFloat_FromDouble(__pyx_v_func(__pyx_v_state)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 132; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyFloat_FromDouble(__pyx_v_func(__pyx_v_state)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 135; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __pyx_r = __pyx_t_2;
     __pyx_t_2 = 0;
@@ -1036,24 +1073,24 @@ static  PyObject *__pyx_f_6mtrand_cont0_array(rk_state *__pyx_v_state, __pyx_t_6
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":134
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":137
  *         return func(state)
  *     else:
  *         array = <ndarray>np.empty(size, np.float64)             # <<<<<<<<<<<<<<
  *         length = PyArray_SIZE(array)
  *         array_data = <double *>array.data
  */
-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 134; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 137; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 134; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 137; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 134; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 137; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 134; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 137; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_3);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 134; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 137; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_4));
     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_size);
@@ -1061,7 +1098,7 @@ static  PyObject *__pyx_f_6mtrand_cont0_array(rk_state *__pyx_v_state, __pyx_t_6
     PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_t_3);
     __Pyx_GIVEREF(__pyx_t_3);
     __pyx_t_3 = 0;
-    __pyx_t_3 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 134; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 137; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_3);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
     __Pyx_DECREF(((PyObject *)__pyx_t_4)); __pyx_t_4 = 0;
@@ -1070,7 +1107,7 @@ static  PyObject *__pyx_f_6mtrand_cont0_array(rk_state *__pyx_v_state, __pyx_t_6
     arrayObject = ((PyArrayObject *)__pyx_t_3);
     __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":135
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":138
  *     else:
  *         array = <ndarray>np.empty(size, np.float64)
  *         length = PyArray_SIZE(array)             # <<<<<<<<<<<<<<
@@ -1079,7 +1116,7 @@ static  PyObject *__pyx_f_6mtrand_cont0_array(rk_state *__pyx_v_state, __pyx_t_6
  */
     __pyx_v_length = PyArray_SIZE(arrayObject);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":136
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":139
  *         array = <ndarray>np.empty(size, np.float64)
  *         length = PyArray_SIZE(array)
  *         array_data = <double *>array.data             # <<<<<<<<<<<<<<
@@ -1088,7 +1125,7 @@ static  PyObject *__pyx_f_6mtrand_cont0_array(rk_state *__pyx_v_state, __pyx_t_6
  */
     __pyx_v_array_data = ((double *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":137
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":140
  *         length = PyArray_SIZE(array)
  *         array_data = <double *>array.data
  *         for i from 0 <= i < length:             # <<<<<<<<<<<<<<
@@ -1098,7 +1135,7 @@ static  PyObject *__pyx_f_6mtrand_cont0_array(rk_state *__pyx_v_state, __pyx_t_6
     __pyx_t_5 = __pyx_v_length;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_5; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":138
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":141
  *         array_data = <double *>array.data
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state)             # <<<<<<<<<<<<<<
@@ -1108,7 +1145,7 @@ static  PyObject *__pyx_f_6mtrand_cont0_array(rk_state *__pyx_v_state, __pyx_t_6
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state);
     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":139
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":142
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state)
  *         return array             # <<<<<<<<<<<<<<
@@ -1138,7 +1175,7 @@ static  PyObject *__pyx_f_6mtrand_cont0_array(rk_state *__pyx_v_state, __pyx_t_6
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":142
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":145
  * 
  * 
  * cdef object cont1_array_sc(rk_state *state, rk_cont1 func, object size, double a):             # <<<<<<<<<<<<<<
@@ -1161,7 +1198,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array_sc(rk_state *__pyx_v_state, __pyx_
   __Pyx_SetupRefcountContext("cont1_array_sc");
   arrayObject = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":148
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":151
  *     cdef long i
  * 
  *     if size is None:             # <<<<<<<<<<<<<<
@@ -1171,7 +1208,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array_sc(rk_state *__pyx_v_state, __pyx_
   __pyx_t_1 = (__pyx_v_size == Py_None);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":149
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":152
  * 
  *     if size is None:
  *         return func(state, a)             # <<<<<<<<<<<<<<
@@ -1179,7 +1216,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array_sc(rk_state *__pyx_v_state, __pyx_
  *         array = <ndarray>np.empty(size, np.float64)
  */
     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_2 = PyFloat_FromDouble(__pyx_v_func(__pyx_v_state, __pyx_v_a)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 149; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyFloat_FromDouble(__pyx_v_func(__pyx_v_state, __pyx_v_a)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 152; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __pyx_r = __pyx_t_2;
     __pyx_t_2 = 0;
@@ -1188,24 +1225,24 @@ static  PyObject *__pyx_f_6mtrand_cont1_array_sc(rk_state *__pyx_v_state, __pyx_
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":151
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":154
  *         return func(state, a)
  *     else:
  *         array = <ndarray>np.empty(size, np.float64)             # <<<<<<<<<<<<<<
  *         length = PyArray_SIZE(array)
  *         array_data = <double *>array.data
  */
-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 151; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 154; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 151; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 154; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 151; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 154; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 154; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 154; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_size);
@@ -1213,7 +1250,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array_sc(rk_state *__pyx_v_state, __pyx_
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     __Pyx_GIVEREF(__pyx_t_3);
     __pyx_t_3 = 0;
-    __pyx_t_3 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 151; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 154; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -1222,7 +1259,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array_sc(rk_state *__pyx_v_state, __pyx_
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":152
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":155
  *     else:
  *         array = <ndarray>np.empty(size, np.float64)
  *         length = PyArray_SIZE(array)             # <<<<<<<<<<<<<<
@@ -1231,7 +1268,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array_sc(rk_state *__pyx_v_state, __pyx_
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     __pyx_v_length = PyArray_SIZE(arrayObject);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":153
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":156
  *         array = <ndarray>np.empty(size, np.float64)
  *         length = PyArray_SIZE(array)
  *         array_data = <double *>array.data             # <<<<<<<<<<<<<<
@@ -1240,7 +1277,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array_sc(rk_state *__pyx_v_state, __pyx_
  */
     __pyx_v_array_data = ((double *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":154
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":157
  *         length = PyArray_SIZE(array)
  *         array_data = <double *>array.data
  *         for i from 0 <= i < length:             # <<<<<<<<<<<<<<
@@ -1250,7 +1287,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array_sc(rk_state *__pyx_v_state, __pyx_
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":155
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":158
  *         array_data = <double *>array.data
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, a)             # <<<<<<<<<<<<<<
@@ -1260,7 +1297,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array_sc(rk_state *__pyx_v_state, __pyx_
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, __pyx_v_a);
     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":156
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":159
  *         for i from 0 <= i < length:
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@@ -1290,7 +1327,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array_sc(rk_state *__pyx_v_state, __pyx_
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":158
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":161
  *         return array
  * 
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":167
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":170
  *     cdef broadcast multi
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@@ -1328,21 +1365,21 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":168
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":171
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  *         array = <ndarray>PyArray_SimpleNew(oa.nd, oa.dimensions, NPY_DOUBLE)             # <<<<<<<<<<<<<<
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-    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_oa->nd, __pyx_v_oa->dimensions, NPY_DOUBLE); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 168; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_oa->nd, __pyx_v_oa->dimensions, NPY_DOUBLE); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 171; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":169
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":172
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@@ -1351,7 +1388,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":170
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":173
  *         array = <ndarray>PyArray_SimpleNew(oa.nd, oa.dimensions, NPY_DOUBLE)
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@@ -1360,21 +1397,21 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
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     __pyx_v_array_data = ((double *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":171
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":174
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-    __pyx_t_2 = PyArray_IterNew(((PyObject *)__pyx_v_oa)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 171; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_IterNew(((PyObject *)__pyx_v_oa)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 174; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":172
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":175
  *         array_data = <double *>array.data
  *         itera = <flatiter>PyArray_IterNew(<object>oa)
  *         for i from 0 <= i < length:             # <<<<<<<<<<<<<<
@@ -1384,7 +1421,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
     __pyx_t_3 = __pyx_v_length;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_3; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":173
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":176
  *         itera = <flatiter>PyArray_IterNew(<object>oa)
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, (<double *>(itera.dataptr))[0])             # <<<<<<<<<<<<<<
@@ -1393,7 +1430,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, (((double *)__pyx_v_itera->dataptr)[0]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":174
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":177
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, (<double *>(itera.dataptr))[0])
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@@ -1406,24 +1443,24 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":176
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":179
  *             PyArray_ITER_NEXT(itera)
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  *         array = <ndarray>np.empty(size, np.float64)             # <<<<<<<<<<<<<<
  *         array_data = <double *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(2, <void *>array,
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 176; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 179; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 176; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 179; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 176; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 179; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_4 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 176; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 179; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
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-    __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 176; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 179; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_5));
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@@ -1431,7 +1468,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
     PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_t_4);
     __Pyx_GIVEREF(__pyx_t_4);
     __pyx_t_4 = 0;
-    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 176; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 179; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -1440,7 +1477,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":177
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":180
  *     else:
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@@ -1449,21 +1486,21 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
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     __pyx_v_array_data = ((double *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":179
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":182
  *         array_data = <double *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(2, <void *>array,
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-    __pyx_t_4 = PyArray_MultiIterNew(2, ((void *)arrayObject), ((void *)__pyx_v_oa)); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 178; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyArray_MultiIterNew(2, ((void *)arrayObject), ((void *)__pyx_v_oa)); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 181; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_INCREF(((PyObject *)((PyArrayMultiIterObject *)__pyx_t_4)));
     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":180
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":183
  *         multi = <broadcast>PyArray_MultiIterNew(2, <void *>array,
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@@ -1473,29 +1510,29 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
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     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":181
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":184
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-      __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 181; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 184; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(((PyObject *)__pyx_t_4));
       __Pyx_INCREF(__pyx_kp_20);
       PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_kp_20);
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-      __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 181; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 184; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(__pyx_t_5);
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       __Pyx_Raise(__pyx_t_5, 0, 0);
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 181; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 184; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L6;
     }
     __pyx_L6:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":182
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":185
  *         if (multi.size != PyArray_SIZE(array)):
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  *         for i from 0 <= i < multi.size:             # <<<<<<<<<<<<<<
@@ -1505,7 +1542,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":183
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":186
  *             raise ValueError("size is not compatible with inputs")
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)             # <<<<<<<<<<<<<<
@@ -1514,7 +1551,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
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       __pyx_v_oa_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 1));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":184
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":187
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             array_data[i] = func(state, oa_data[0])             # <<<<<<<<<<<<<<
@@ -1523,7 +1560,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
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       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, (__pyx_v_oa_data[0]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":185
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":188
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             array_data[i] = func(state, oa_data[0])
  *             PyArray_MultiIter_NEXTi(multi, 1)             # <<<<<<<<<<<<<<
@@ -1535,7 +1572,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
   }
   __pyx_L3:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":186
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":189
  *             array_data[i] = func(state, oa_data[0])
  *             PyArray_MultiIter_NEXTi(multi, 1)
  *     return array             # <<<<<<<<<<<<<<
@@ -1565,7 +1602,7 @@ static  PyObject *__pyx_f_6mtrand_cont1_array(rk_state *__pyx_v_state, __pyx_t_6
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":188
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":191
  *     return array
  * 
  * cdef object cont2_array_sc(rk_state *state, rk_cont2 func, object size, double a,             # <<<<<<<<<<<<<<
@@ -1588,7 +1625,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array_sc(rk_state *__pyx_v_state, __pyx_
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":195
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":198
  *     cdef long i
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@@ -1598,7 +1635,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array_sc(rk_state *__pyx_v_state, __pyx_
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":196
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":199
  * 
  *     if size is None:
  *         return func(state, a, b)             # <<<<<<<<<<<<<<
@@ -1606,7 +1643,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array_sc(rk_state *__pyx_v_state, __pyx_
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     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_2 = PyFloat_FromDouble(__pyx_v_func(__pyx_v_state, __pyx_v_a, __pyx_v_b)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 196; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyFloat_FromDouble(__pyx_v_func(__pyx_v_state, __pyx_v_a, __pyx_v_b)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 199; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -1615,24 +1652,24 @@ static  PyObject *__pyx_f_6mtrand_cont2_array_sc(rk_state *__pyx_v_state, __pyx_
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":198
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":201
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 198; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 201; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 198; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 201; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 198; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 201; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 198; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 201; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 198; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 201; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -1640,7 +1677,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array_sc(rk_state *__pyx_v_state, __pyx_
     PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_t_3);
     __Pyx_GIVEREF(__pyx_t_3);
     __pyx_t_3 = 0;
-    __pyx_t_3 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 198; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 201; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_DECREF(((PyObject *)__pyx_t_4)); __pyx_t_4 = 0;
@@ -1649,7 +1686,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array_sc(rk_state *__pyx_v_state, __pyx_
     arrayObject = ((PyArrayObject *)__pyx_t_3);
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":199
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":202
  *     else:
  *         array = <ndarray>np.empty(size, np.float64)
  *         length = PyArray_SIZE(array)             # <<<<<<<<<<<<<<
@@ -1658,7 +1695,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array_sc(rk_state *__pyx_v_state, __pyx_
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     __pyx_v_length = PyArray_SIZE(arrayObject);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":200
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":203
  *         array = <ndarray>np.empty(size, np.float64)
  *         length = PyArray_SIZE(array)
  *         array_data = <double *>array.data             # <<<<<<<<<<<<<<
@@ -1667,7 +1704,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array_sc(rk_state *__pyx_v_state, __pyx_
  */
     __pyx_v_array_data = ((double *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":201
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":204
  *         length = PyArray_SIZE(array)
  *         array_data = <double *>array.data
  *         for i from 0 <= i < length:             # <<<<<<<<<<<<<<
@@ -1677,7 +1714,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array_sc(rk_state *__pyx_v_state, __pyx_
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":202
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":205
  *         array_data = <double *>array.data
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, a, b)             # <<<<<<<<<<<<<<
@@ -1687,7 +1724,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array_sc(rk_state *__pyx_v_state, __pyx_
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     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":203
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":206
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, a, b)
  *         return array             # <<<<<<<<<<<<<<
@@ -1717,7 +1754,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array_sc(rk_state *__pyx_v_state, __pyx_
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":206
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":209
  * 
  * 
  * cdef object cont2_array(rk_state *state, rk_cont2 func, object size,             # <<<<<<<<<<<<<<
@@ -1743,7 +1780,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
   arrayObject = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
   __pyx_v_multi = ((PyArrayMultiIterObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":216
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":219
  *     cdef broadcast multi
  * 
  *     if size is None:             # <<<<<<<<<<<<<<
@@ -1753,35 +1790,35 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
   __pyx_t_1 = (__pyx_v_size == Py_None);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":217
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":220
  * 
  *     if size is None:
  *         multi = <broadcast> PyArray_MultiIterNew(2, <void *>oa, <void *>ob)             # <<<<<<<<<<<<<<
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_DOUBLE)
  *         array_data = <double *>array.data
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-    __pyx_t_2 = PyArray_MultiIterNew(2, ((void *)__pyx_v_oa), ((void *)__pyx_v_ob)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 217; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_MultiIterNew(2, ((void *)__pyx_v_oa), ((void *)__pyx_v_ob)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_INCREF(((PyObject *)((PyArrayMultiIterObject *)__pyx_t_2)));
     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
     __pyx_v_multi = ((PyArrayMultiIterObject *)__pyx_t_2);
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":218
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":221
  *     if size is None:
  *         multi = <broadcast> PyArray_MultiIterNew(2, <void *>oa, <void *>ob)
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_DOUBLE)             # <<<<<<<<<<<<<<
  *         array_data = <double *>array.data
  *         for i from 0 <= i < multi.size:
  */
-    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_multi->nd, __pyx_v_multi->dimensions, NPY_DOUBLE); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 218; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_multi->nd, __pyx_v_multi->dimensions, NPY_DOUBLE); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 221; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
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     arrayObject = ((PyArrayObject *)__pyx_t_2);
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":219
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":222
  *         multi = <broadcast> PyArray_MultiIterNew(2, <void *>oa, <void *>ob)
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_DOUBLE)
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@@ -1790,7 +1827,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
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     __pyx_v_array_data = ((double *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":220
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":223
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_DOUBLE)
  *         array_data = <double *>array.data
  *         for i from 0 <= i < multi.size:             # <<<<<<<<<<<<<<
@@ -1800,7 +1837,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":221
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":224
  *         array_data = <double *>array.data
  *         for i from 0 <= i < multi.size:
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@@ -1809,7 +1846,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":222
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":225
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 0)
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 1)             # <<<<<<<<<<<<<<
@@ -1818,7 +1855,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
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       __pyx_v_ob_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 1));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":223
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":226
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 0)
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 1)
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@@ -1827,7 +1864,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":224
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":227
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 1)
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@@ -1840,24 +1877,24 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":226
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":229
  *             PyArray_MultiIter_NEXT(multi)
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  *         array = <ndarray>np.empty(size, np.float64)             # <<<<<<<<<<<<<<
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  *         multi = <broadcast>PyArray_MultiIterNew(3, <void*>array, <void *>oa, <void *>ob)
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 226; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 229; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 226; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 229; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 226; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 229; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_4 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 229; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 226; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 229; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_v_size);
@@ -1865,7 +1902,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
     PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_t_4);
     __Pyx_GIVEREF(__pyx_t_4);
     __pyx_t_4 = 0;
-    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 226; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 229; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_DECREF(((PyObject *)__pyx_t_5)); __pyx_t_5 = 0;
@@ -1874,7 +1911,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
     arrayObject = ((PyArrayObject *)__pyx_t_4);
     __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":227
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":230
  *     else:
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@@ -1883,21 +1920,21 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
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     __pyx_v_array_data = ((double *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":228
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":231
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-    __pyx_t_4 = PyArray_MultiIterNew(3, ((void *)arrayObject), ((void *)__pyx_v_oa), ((void *)__pyx_v_ob)); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 228; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyArray_MultiIterNew(3, ((void *)arrayObject), ((void *)__pyx_v_oa), ((void *)__pyx_v_ob)); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 231; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":229
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":232
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@@ -1907,29 +1944,29 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
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     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":230
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":233
  *         multi = <broadcast>PyArray_MultiIterNew(3, <void*>array, <void *>oa, <void *>ob)
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  *         for i from 0 <= i < multi.size:
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-      __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 230; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 233; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 230; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 233; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 230; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 233; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L6;
     }
     __pyx_L6:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":231
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":234
  *         if (multi.size != PyArray_SIZE(array)):
  *             raise ValueError("size is not compatible with inputs")
  *         for i from 0 <= i < multi.size:             # <<<<<<<<<<<<<<
@@ -1939,7 +1976,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":232
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":235
  *             raise ValueError("size is not compatible with inputs")
  *         for i from 0 <= i < multi.size:
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@@ -1948,7 +1985,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
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       __pyx_v_oa_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 1));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":233
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":236
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 2)             # <<<<<<<<<<<<<<
@@ -1957,7 +1994,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       __pyx_v_ob_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 2));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":234
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":237
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 2)
  *             array_data[i] = func(state, oa_data[0], ob_data[0])             # <<<<<<<<<<<<<<
@@ -1966,7 +2003,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
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       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, (__pyx_v_oa_data[0]), (__pyx_v_ob_data[0]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":235
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":238
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 2)
  *             array_data[i] = func(state, oa_data[0], ob_data[0])
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@@ -1975,7 +2012,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       PyArray_MultiIter_NEXTi(__pyx_v_multi, 1);
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":236
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":239
  *             array_data[i] = func(state, oa_data[0], ob_data[0])
  *             PyArray_MultiIter_NEXTi(multi, 1)
  *             PyArray_MultiIter_NEXTi(multi, 2)             # <<<<<<<<<<<<<<
@@ -1987,7 +2024,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":237
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":240
  *             PyArray_MultiIter_NEXTi(multi, 1)
  *             PyArray_MultiIter_NEXTi(multi, 2)
  *     return array             # <<<<<<<<<<<<<<
@@ -2016,7 +2053,7 @@ static  PyObject *__pyx_f_6mtrand_cont2_array(rk_state *__pyx_v_state, __pyx_t_6
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":239
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":242
  *     return array
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@@ -2039,7 +2076,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array_sc(rk_state *__pyx_v_state, __pyx_
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":247
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":250
  *     cdef long i
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":248
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":251
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     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_2 = PyFloat_FromDouble(__pyx_v_func(__pyx_v_state, __pyx_v_a, __pyx_v_b, __pyx_v_c)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 248; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyFloat_FromDouble(__pyx_v_func(__pyx_v_state, __pyx_v_a, __pyx_v_b, __pyx_v_c)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 251; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -2066,24 +2103,24 @@ static  PyObject *__pyx_f_6mtrand_cont3_array_sc(rk_state *__pyx_v_state, __pyx_
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":250
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":253
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 250; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 253; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 250; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 253; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 253; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 250; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 253; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 253; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -2091,7 +2128,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array_sc(rk_state *__pyx_v_state, __pyx_
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-    __pyx_t_3 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 250; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 253; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -2100,7 +2137,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array_sc(rk_state *__pyx_v_state, __pyx_
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":251
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":254
  *     else:
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  *         length = PyArray_SIZE(array)             # <<<<<<<<<<<<<<
@@ -2109,7 +2146,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array_sc(rk_state *__pyx_v_state, __pyx_
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":252
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":255
  *         array = <ndarray>np.empty(size, np.float64)
  *         length = PyArray_SIZE(array)
  *         array_data = <double *>array.data             # <<<<<<<<<<<<<<
@@ -2118,7 +2155,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array_sc(rk_state *__pyx_v_state, __pyx_
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     __pyx_v_array_data = ((double *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":253
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":256
  *         length = PyArray_SIZE(array)
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@@ -2128,7 +2165,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array_sc(rk_state *__pyx_v_state, __pyx_
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":254
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":257
  *         array_data = <double *>array.data
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@@ -2138,7 +2175,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array_sc(rk_state *__pyx_v_state, __pyx_
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     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":255
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":258
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, a, b, c)
  *         return array             # <<<<<<<<<<<<<<
@@ -2168,7 +2205,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array_sc(rk_state *__pyx_v_state, __pyx_
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":257
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":260
  *         return array
  * 
  * cdef object cont3_array(rk_state *state, rk_cont3 func, object size, ndarray oa,             # <<<<<<<<<<<<<<
@@ -2195,7 +2232,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
   arrayObject = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
   __pyx_v_multi = ((PyArrayMultiIterObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":269
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":272
  *     cdef broadcast multi
  * 
  *     if size is None:             # <<<<<<<<<<<<<<
@@ -2205,35 +2242,35 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
   __pyx_t_1 = (__pyx_v_size == Py_None);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":270
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":273
  * 
  *     if size is None:
  *         multi = <broadcast> PyArray_MultiIterNew(3, <void *>oa, <void *>ob, <void *>oc)             # <<<<<<<<<<<<<<
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_DOUBLE)
  *         array_data = <double *>array.data
  */
-    __pyx_t_2 = PyArray_MultiIterNew(3, ((void *)__pyx_v_oa), ((void *)__pyx_v_ob), ((void *)__pyx_v_oc)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 270; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_MultiIterNew(3, ((void *)__pyx_v_oa), ((void *)__pyx_v_ob), ((void *)__pyx_v_oc)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 273; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_INCREF(((PyObject *)((PyArrayMultiIterObject *)__pyx_t_2)));
     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
     __pyx_v_multi = ((PyArrayMultiIterObject *)__pyx_t_2);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":271
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":274
  *     if size is None:
  *         multi = <broadcast> PyArray_MultiIterNew(3, <void *>oa, <void *>ob, <void *>oc)
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_DOUBLE)             # <<<<<<<<<<<<<<
  *         array_data = <double *>array.data
  *         for i from 0 <= i < multi.size:
  */
-    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_multi->nd, __pyx_v_multi->dimensions, NPY_DOUBLE); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 271; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_multi->nd, __pyx_v_multi->dimensions, NPY_DOUBLE); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 274; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
     __Pyx_DECREF(((PyObject *)arrayObject));
     arrayObject = ((PyArrayObject *)__pyx_t_2);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":272
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":275
  *         multi = <broadcast> PyArray_MultiIterNew(3, <void *>oa, <void *>ob, <void *>oc)
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_DOUBLE)
  *         array_data = <double *>array.data             # <<<<<<<<<<<<<<
@@ -2242,7 +2279,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
  */
     __pyx_v_array_data = ((double *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":273
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":276
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_DOUBLE)
  *         array_data = <double *>array.data
  *         for i from 0 <= i < multi.size:             # <<<<<<<<<<<<<<
@@ -2252,7 +2289,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
     __pyx_t_3 = __pyx_v_multi->size;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_3; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":274
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":277
  *         array_data = <double *>array.data
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 0)             # <<<<<<<<<<<<<<
@@ -2261,7 +2298,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       __pyx_v_oa_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 0));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":275
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":278
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 0)
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 1)             # <<<<<<<<<<<<<<
@@ -2270,7 +2307,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       __pyx_v_ob_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 1));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":276
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":279
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 0)
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             oc_data = <double *>PyArray_MultiIter_DATA(multi, 2)             # <<<<<<<<<<<<<<
@@ -2279,7 +2316,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       __pyx_v_oc_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 2));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":277
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":280
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             oc_data = <double *>PyArray_MultiIter_DATA(multi, 2)
  *             array_data[i] = func(state, oa_data[0], ob_data[0], oc_data[0])             # <<<<<<<<<<<<<<
@@ -2288,7 +2325,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, (__pyx_v_oa_data[0]), (__pyx_v_ob_data[0]), (__pyx_v_oc_data[0]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":278
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":281
  *             oc_data = <double *>PyArray_MultiIter_DATA(multi, 2)
  *             array_data[i] = func(state, oa_data[0], ob_data[0], oc_data[0])
  *             PyArray_MultiIter_NEXT(multi)             # <<<<<<<<<<<<<<
@@ -2301,24 +2338,24 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":280
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":283
  *             PyArray_MultiIter_NEXT(multi)
  *     else:
  *         array = <ndarray>np.empty(size, np.float64)             # <<<<<<<<<<<<<<
  *         array_data = <double *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(4, <void*>array, <void *>oa,
  */
-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 280; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 283; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 280; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 283; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 280; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 283; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_4 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 280; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 283; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 280; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 283; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_5));
     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_v_size);
@@ -2326,7 +2363,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
     PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_t_4);
     __Pyx_GIVEREF(__pyx_t_4);
     __pyx_t_4 = 0;
-    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 280; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 283; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
     __Pyx_DECREF(((PyObject *)__pyx_t_5)); __pyx_t_5 = 0;
@@ -2335,7 +2372,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
     arrayObject = ((PyArrayObject *)__pyx_t_4);
     __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":281
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":284
  *     else:
  *         array = <ndarray>np.empty(size, np.float64)
  *         array_data = <double *>array.data             # <<<<<<<<<<<<<<
@@ -2344,21 +2381,21 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
  */
     __pyx_v_array_data = ((double *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":283
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":286
  *         array_data = <double *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(4, <void*>array, <void *>oa,
  *                                                 <void *>ob, <void *>oc)             # <<<<<<<<<<<<<<
  *         if (multi.size != PyArray_SIZE(array)):
  *             raise ValueError("size is not compatible with inputs")
  */
-    __pyx_t_4 = PyArray_MultiIterNew(4, ((void *)arrayObject), ((void *)__pyx_v_oa), ((void *)__pyx_v_ob), ((void *)__pyx_v_oc)); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 282; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyArray_MultiIterNew(4, ((void *)arrayObject), ((void *)__pyx_v_oa), ((void *)__pyx_v_ob), ((void *)__pyx_v_oc)); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 285; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
     __Pyx_INCREF(((PyObject *)((PyArrayMultiIterObject *)__pyx_t_4)));
     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
     __pyx_v_multi = ((PyArrayMultiIterObject *)__pyx_t_4);
     __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":284
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":287
  *         multi = <broadcast>PyArray_MultiIterNew(4, <void*>array, <void *>oa,
  *                                                 <void *>ob, <void *>oc)
  *         if (multi.size != PyArray_SIZE(array)):             # <<<<<<<<<<<<<<
@@ -2368,29 +2405,29 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
     __pyx_t_1 = (__pyx_v_multi->size != PyArray_SIZE(arrayObject));
     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":285
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":288
  *                                                 <void *>ob, <void *>oc)
  *         if (multi.size != PyArray_SIZE(array)):
  *             raise ValueError("size is not compatible with inputs")             # <<<<<<<<<<<<<<
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  */
-      __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 285; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 288; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(((PyObject *)__pyx_t_4));
       __Pyx_INCREF(__pyx_kp_22);
       PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_kp_22);
       __Pyx_GIVEREF(__pyx_kp_22);
-      __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 285; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 288; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(__pyx_t_5);
       __Pyx_DECREF(((PyObject *)__pyx_t_4)); __pyx_t_4 = 0;
       __Pyx_Raise(__pyx_t_5, 0, 0);
       __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 285; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 288; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L6;
     }
     __pyx_L6:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":286
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":289
  *         if (multi.size != PyArray_SIZE(array)):
  *             raise ValueError("size is not compatible with inputs")
  *         for i from 0 <= i < multi.size:             # <<<<<<<<<<<<<<
@@ -2400,7 +2437,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
     __pyx_t_3 = __pyx_v_multi->size;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_3; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":287
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":290
  *             raise ValueError("size is not compatible with inputs")
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)             # <<<<<<<<<<<<<<
@@ -2409,7 +2446,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       __pyx_v_oa_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 1));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":288
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":291
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 2)             # <<<<<<<<<<<<<<
@@ -2418,7 +2455,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       __pyx_v_ob_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 2));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":289
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":292
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 2)
  *             oc_data = <double *>PyArray_MultiIter_DATA(multi, 3)             # <<<<<<<<<<<<<<
@@ -2427,7 +2464,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       __pyx_v_oc_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 3));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":290
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":293
  *             ob_data = <double *>PyArray_MultiIter_DATA(multi, 2)
  *             oc_data = <double *>PyArray_MultiIter_DATA(multi, 3)
  *             array_data[i] = func(state, oa_data[0], ob_data[0], oc_data[0])             # <<<<<<<<<<<<<<
@@ -2436,7 +2473,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":291
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":294
  *             oc_data = <double *>PyArray_MultiIter_DATA(multi, 3)
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@@ -2448,7 +2485,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
   }
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":292
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":295
  *             array_data[i] = func(state, oa_data[0], ob_data[0], oc_data[0])
  *             PyArray_MultiIter_NEXT(multi)
  *     return array             # <<<<<<<<<<<<<<
@@ -2477,7 +2514,7 @@ static  PyObject *__pyx_f_6mtrand_cont3_array(rk_state *__pyx_v_state, __pyx_t_6
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":294
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":297
  *     return array
  * 
  * cdef object disc0_array(rk_state *state, rk_disc0 func, object size):             # <<<<<<<<<<<<<<
@@ -2500,7 +2537,7 @@ static  PyObject *__pyx_f_6mtrand_disc0_array(rk_state *__pyx_v_state, __pyx_t_6
   __Pyx_SetupRefcountContext("disc0_array");
   arrayObject = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":300
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":303
  *     cdef long i
  * 
  *     if size is None:             # <<<<<<<<<<<<<<
@@ -2510,7 +2547,7 @@ static  PyObject *__pyx_f_6mtrand_disc0_array(rk_state *__pyx_v_state, __pyx_t_6
   __pyx_t_1 = (__pyx_v_size == Py_None);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":301
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":304
  * 
  *     if size is None:
  *         return func(state)             # <<<<<<<<<<<<<<
@@ -2518,7 +2555,7 @@ static  PyObject *__pyx_f_6mtrand_disc0_array(rk_state *__pyx_v_state, __pyx_t_6
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  */
     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_2 = PyInt_FromLong(__pyx_v_func(__pyx_v_state)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 301; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyInt_FromLong(__pyx_v_func(__pyx_v_state)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 304; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __pyx_r = __pyx_t_2;
     __pyx_t_2 = 0;
@@ -2527,19 +2564,19 @@ static  PyObject *__pyx_f_6mtrand_disc0_array(rk_state *__pyx_v_state, __pyx_t_6
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":303
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":306
  *         return func(state)
  *     else:
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 303; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 306; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 303; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 306; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 303; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 306; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -2547,7 +2584,7 @@ static  PyObject *__pyx_f_6mtrand_disc0_array(rk_state *__pyx_v_state, __pyx_t_6
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     PyTuple_SET_ITEM(__pyx_t_3, 1, ((PyObject *)((PyObject*)&PyInt_Type)));
     __Pyx_GIVEREF(((PyObject *)((PyObject*)&PyInt_Type)));
-    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 303; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 306; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -2556,7 +2593,7 @@ static  PyObject *__pyx_f_6mtrand_disc0_array(rk_state *__pyx_v_state, __pyx_t_6
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     __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":304
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":307
  *     else:
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  *         length = PyArray_SIZE(array)             # <<<<<<<<<<<<<<
@@ -2565,7 +2602,7 @@ static  PyObject *__pyx_f_6mtrand_disc0_array(rk_state *__pyx_v_state, __pyx_t_6
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     __pyx_v_length = PyArray_SIZE(arrayObject);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":305
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":308
  *         array = <ndarray>np.empty(size, int)
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -2574,7 +2611,7 @@ static  PyObject *__pyx_f_6mtrand_disc0_array(rk_state *__pyx_v_state, __pyx_t_6
  */
     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":306
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":309
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data
  *         for i from 0 <= i < length:             # <<<<<<<<<<<<<<
@@ -2584,7 +2621,7 @@ static  PyObject *__pyx_f_6mtrand_disc0_array(rk_state *__pyx_v_state, __pyx_t_6
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     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_5; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":307
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":310
  *         array_data = <long *>array.data
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state)             # <<<<<<<<<<<<<<
@@ -2594,7 +2631,7 @@ static  PyObject *__pyx_f_6mtrand_disc0_array(rk_state *__pyx_v_state, __pyx_t_6
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state);
     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":308
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":311
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state)
  *         return array             # <<<<<<<<<<<<<<
@@ -2624,7 +2661,7 @@ static  PyObject *__pyx_f_6mtrand_disc0_array(rk_state *__pyx_v_state, __pyx_t_6
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":310
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":313
  *         return array
  * 
  * cdef object discnp_array_sc(rk_state *state, rk_discnp func, object size, long n, double p):             # <<<<<<<<<<<<<<
@@ -2647,7 +2684,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array_sc(rk_state *__pyx_v_state, __pyx
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   arrayObject = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":316
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":319
  *     cdef long i
  * 
  *     if size is None:             # <<<<<<<<<<<<<<
@@ -2657,7 +2694,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array_sc(rk_state *__pyx_v_state, __pyx
   __pyx_t_1 = (__pyx_v_size == Py_None);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":317
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":320
  * 
  *     if size is None:
  *         return func(state, n, p)             # <<<<<<<<<<<<<<
@@ -2665,7 +2702,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array_sc(rk_state *__pyx_v_state, __pyx
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  */
     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_2 = PyInt_FromLong(__pyx_v_func(__pyx_v_state, __pyx_v_n, __pyx_v_p)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 317; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyInt_FromLong(__pyx_v_func(__pyx_v_state, __pyx_v_n, __pyx_v_p)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 320; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __pyx_t_2 = 0;
@@ -2674,19 +2711,19 @@ static  PyObject *__pyx_f_6mtrand_discnp_array_sc(rk_state *__pyx_v_state, __pyx
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":319
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":322
  *         return func(state, n, p)
  *     else:
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  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 319; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 322; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 319; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 322; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 319; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 322; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v_size);
@@ -2694,7 +2731,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array_sc(rk_state *__pyx_v_state, __pyx
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     PyTuple_SET_ITEM(__pyx_t_3, 1, ((PyObject *)((PyObject*)&PyInt_Type)));
     __Pyx_GIVEREF(((PyObject *)((PyObject*)&PyInt_Type)));
-    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 319; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 322; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0;
@@ -2703,7 +2740,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array_sc(rk_state *__pyx_v_state, __pyx
     arrayObject = ((PyArrayObject *)__pyx_t_4);
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":320
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":323
  *     else:
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  *         length = PyArray_SIZE(array)             # <<<<<<<<<<<<<<
@@ -2712,7 +2749,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array_sc(rk_state *__pyx_v_state, __pyx
  */
     __pyx_v_length = PyArray_SIZE(arrayObject);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":321
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":324
  *         array = <ndarray>np.empty(size, int)
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -2721,7 +2758,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array_sc(rk_state *__pyx_v_state, __pyx
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     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":322
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":325
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data
  *         for i from 0 <= i < length:             # <<<<<<<<<<<<<<
@@ -2731,7 +2768,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array_sc(rk_state *__pyx_v_state, __pyx
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":323
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":326
  *         array_data = <long *>array.data
  *         for i from 0 <= i < length:
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@@ -2741,7 +2778,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array_sc(rk_state *__pyx_v_state, __pyx
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     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":324
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":327
  *         for i from 0 <= i < length:
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@@ -2771,7 +2808,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array_sc(rk_state *__pyx_v_state, __pyx
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":326
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":329
  *         return array
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  * cdef object discnp_array(rk_state *state, rk_discnp func, object size, ndarray on, ndarray op):             # <<<<<<<<<<<<<<
@@ -2797,7 +2834,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":335
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":338
  *     cdef broadcast multi
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  *     if size is None:             # <<<<<<<<<<<<<<
@@ -2807,35 +2844,35 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":336
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":339
  * 
  *     if size is None:
  *         multi = <broadcast> PyArray_MultiIterNew(2, <void *>on, <void *>op)             # <<<<<<<<<<<<<<
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)
  *         array_data = <long *>array.data
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-    __pyx_t_2 = PyArray_MultiIterNew(2, ((void *)__pyx_v_on), ((void *)__pyx_v_op)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 336; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_MultiIterNew(2, ((void *)__pyx_v_on), ((void *)__pyx_v_op)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 339; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":337
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":340
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  *         multi = <broadcast> PyArray_MultiIterNew(2, <void *>on, <void *>op)
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)             # <<<<<<<<<<<<<<
  *         array_data = <long *>array.data
  *         for i from 0 <= i < multi.size:
  */
-    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_multi->nd, __pyx_v_multi->dimensions, NPY_LONG); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 337; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_multi->nd, __pyx_v_multi->dimensions, NPY_LONG); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 340; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
     __Pyx_DECREF(((PyObject *)arrayObject));
     arrayObject = ((PyArrayObject *)__pyx_t_2);
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":338
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":341
  *         multi = <broadcast> PyArray_MultiIterNew(2, <void *>on, <void *>op)
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)
  *         array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -2844,7 +2881,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
  */
     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":339
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":342
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)
  *         array_data = <long *>array.data
  *         for i from 0 <= i < multi.size:             # <<<<<<<<<<<<<<
@@ -2854,7 +2891,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
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     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_3; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":340
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":343
  *         array_data = <long *>array.data
  *         for i from 0 <= i < multi.size:
  *             on_data = <long *>PyArray_MultiIter_DATA(multi, 0)             # <<<<<<<<<<<<<<
@@ -2863,7 +2900,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
  */
       __pyx_v_on_data = ((long *)PyArray_MultiIter_DATA(__pyx_v_multi, 0));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":341
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":344
  *         for i from 0 <= i < multi.size:
  *             on_data = <long *>PyArray_MultiIter_DATA(multi, 0)
  *             op_data = <double *>PyArray_MultiIter_DATA(multi, 1)             # <<<<<<<<<<<<<<
@@ -2872,7 +2909,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
  */
       __pyx_v_op_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 1));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":342
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":345
  *             on_data = <long *>PyArray_MultiIter_DATA(multi, 0)
  *             op_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             array_data[i] = func(state, on_data[0], op_data[0])             # <<<<<<<<<<<<<<
@@ -2881,7 +2918,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
  */
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, (__pyx_v_on_data[0]), (__pyx_v_op_data[0]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":343
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":346
  *             op_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             array_data[i] = func(state, on_data[0], op_data[0])
  *             PyArray_MultiIter_NEXT(multi)             # <<<<<<<<<<<<<<
@@ -2894,19 +2931,19 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":345
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":348
  *             PyArray_MultiIter_NEXT(multi)
  *     else:
  *         array = <ndarray>np.empty(size, int)             # <<<<<<<<<<<<<<
  *         array_data = <long *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(3, <void*>array, <void *>on, <void *>op)
  */
-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 345; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 348; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 345; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 348; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 345; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 348; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_4));
     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_size);
@@ -2914,7 +2951,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
     __Pyx_INCREF(((PyObject *)((PyObject*)&PyInt_Type)));
     PyTuple_SET_ITEM(__pyx_t_4, 1, ((PyObject *)((PyObject*)&PyInt_Type)));
     __Pyx_GIVEREF(((PyObject *)((PyObject*)&PyInt_Type)));
-    __pyx_t_5 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 345; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 348; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_5);
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     __Pyx_DECREF(((PyObject *)__pyx_t_4)); __pyx_t_4 = 0;
@@ -2923,7 +2960,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
     arrayObject = ((PyArrayObject *)__pyx_t_5);
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":346
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":349
  *     else:
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  *         array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -2932,21 +2969,21 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
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     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":347
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":350
  *         array = <ndarray>np.empty(size, int)
  *         array_data = <long *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(3, <void*>array, <void *>on, <void *>op)             # <<<<<<<<<<<<<<
  *         if (multi.size != PyArray_SIZE(array)):
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-    __pyx_t_5 = PyArray_MultiIterNew(3, ((void *)arrayObject), ((void *)__pyx_v_on), ((void *)__pyx_v_op)); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 347; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyArray_MultiIterNew(3, ((void *)arrayObject), ((void *)__pyx_v_on), ((void *)__pyx_v_op)); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 350; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_5);
     __Pyx_INCREF(((PyObject *)((PyArrayMultiIterObject *)__pyx_t_5)));
     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
     __pyx_v_multi = ((PyArrayMultiIterObject *)__pyx_t_5);
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":348
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":351
  *         array_data = <long *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(3, <void*>array, <void *>on, <void *>op)
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@@ -2956,29 +2993,29 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
     __pyx_t_1 = (__pyx_v_multi->size != PyArray_SIZE(arrayObject));
     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":349
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":352
  *         multi = <broadcast>PyArray_MultiIterNew(3, <void*>array, <void *>on, <void *>op)
  *         if (multi.size != PyArray_SIZE(array)):
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  *         for i from 0 <= i < multi.size:
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-      __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 349; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 352; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 349; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 352; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 349; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 352; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L6;
     }
     __pyx_L6:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":350
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":353
  *         if (multi.size != PyArray_SIZE(array)):
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@@ -2988,7 +3025,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":351
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":354
  *             raise ValueError("size is not compatible with inputs")
  *         for i from 0 <= i < multi.size:
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@@ -2997,7 +3034,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
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       __pyx_v_on_data = ((long *)PyArray_MultiIter_DATA(__pyx_v_multi, 1));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":352
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":355
  *         for i from 0 <= i < multi.size:
  *             on_data = <long *>PyArray_MultiIter_DATA(multi, 1)
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@@ -3006,7 +3043,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":353
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":356
  *             on_data = <long *>PyArray_MultiIter_DATA(multi, 1)
  *             op_data = <double *>PyArray_MultiIter_DATA(multi, 2)
  *             array_data[i] = func(state, on_data[0], op_data[0])             # <<<<<<<<<<<<<<
@@ -3015,7 +3052,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
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       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, (__pyx_v_on_data[0]), (__pyx_v_op_data[0]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":354
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":357
  *             op_data = <double *>PyArray_MultiIter_DATA(multi, 2)
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@@ -3024,7 +3061,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
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       PyArray_MultiIter_NEXTi(__pyx_v_multi, 1);
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":355
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":358
  *             array_data[i] = func(state, on_data[0], op_data[0])
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  *             PyArray_MultiIter_NEXTi(multi, 2)             # <<<<<<<<<<<<<<
@@ -3036,7 +3073,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
   }
   __pyx_L3:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":357
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":360
  *             PyArray_MultiIter_NEXTi(multi, 2)
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  *     return array             # <<<<<<<<<<<<<<
@@ -3065,7 +3102,7 @@ static  PyObject *__pyx_f_6mtrand_discnp_array(rk_state *__pyx_v_state, __pyx_t_
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":359
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":362
  *     return array
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   arrayObject = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":365
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":368
  *     cdef long i
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":366
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":369
  * 
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@@ -3106,7 +3143,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array_sc(rk_state *__pyx_v_state, __pyx
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-    __pyx_t_2 = PyInt_FromLong(__pyx_v_func(__pyx_v_state, __pyx_v_n, __pyx_v_p)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 366; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyInt_FromLong(__pyx_v_func(__pyx_v_state, __pyx_v_n, __pyx_v_p)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 369; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -3115,19 +3152,19 @@ static  PyObject *__pyx_f_6mtrand_discdd_array_sc(rk_state *__pyx_v_state, __pyx
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":368
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":371
  *         return func(state, n, p)
  *     else:
  *         array = <ndarray>np.empty(size, int)             # <<<<<<<<<<<<<<
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 368; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 371; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 368; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 371; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 368; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 371; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_3));
     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v_size);
@@ -3135,7 +3172,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array_sc(rk_state *__pyx_v_state, __pyx
     __Pyx_INCREF(((PyObject *)((PyObject*)&PyInt_Type)));
     PyTuple_SET_ITEM(__pyx_t_3, 1, ((PyObject *)((PyObject*)&PyInt_Type)));
     __Pyx_GIVEREF(((PyObject *)((PyObject*)&PyInt_Type)));
-    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 368; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 371; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
     __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0;
@@ -3144,7 +3181,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array_sc(rk_state *__pyx_v_state, __pyx
     arrayObject = ((PyArrayObject *)__pyx_t_4);
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":369
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":372
  *     else:
  *         array = <ndarray>np.empty(size, int)
  *         length = PyArray_SIZE(array)             # <<<<<<<<<<<<<<
@@ -3153,7 +3190,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array_sc(rk_state *__pyx_v_state, __pyx
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     __pyx_v_length = PyArray_SIZE(arrayObject);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":370
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":373
  *         array = <ndarray>np.empty(size, int)
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -3162,7 +3199,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array_sc(rk_state *__pyx_v_state, __pyx
  */
     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":371
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":374
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data
  *         for i from 0 <= i < length:             # <<<<<<<<<<<<<<
@@ -3172,7 +3209,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array_sc(rk_state *__pyx_v_state, __pyx
     __pyx_t_5 = __pyx_v_length;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_5; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":372
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":375
  *         array_data = <long *>array.data
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, n, p)             # <<<<<<<<<<<<<<
@@ -3182,7 +3219,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array_sc(rk_state *__pyx_v_state, __pyx
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, __pyx_v_n, __pyx_v_p);
     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":373
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":376
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, n, p)
  *         return array             # <<<<<<<<<<<<<<
@@ -3212,7 +3249,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array_sc(rk_state *__pyx_v_state, __pyx
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":375
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":378
  *         return array
  * 
  * cdef object discdd_array(rk_state *state, rk_discdd func, object size, ndarray on, ndarray op):             # <<<<<<<<<<<<<<
@@ -3238,7 +3275,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
   arrayObject = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
   __pyx_v_multi = ((PyArrayMultiIterObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":384
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":387
  *     cdef broadcast multi
  * 
  *     if size is None:             # <<<<<<<<<<<<<<
@@ -3248,35 +3285,35 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
   __pyx_t_1 = (__pyx_v_size == Py_None);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":385
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":388
  * 
  *     if size is None:
  *         multi = <broadcast> PyArray_MultiIterNew(2, <void *>on, <void *>op)             # <<<<<<<<<<<<<<
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)
  *         array_data = <long *>array.data
  */
-    __pyx_t_2 = PyArray_MultiIterNew(2, ((void *)__pyx_v_on), ((void *)__pyx_v_op)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 385; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_MultiIterNew(2, ((void *)__pyx_v_on), ((void *)__pyx_v_op)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 388; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_INCREF(((PyObject *)((PyArrayMultiIterObject *)__pyx_t_2)));
     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
     __pyx_v_multi = ((PyArrayMultiIterObject *)__pyx_t_2);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":386
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":389
  *     if size is None:
  *         multi = <broadcast> PyArray_MultiIterNew(2, <void *>on, <void *>op)
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)             # <<<<<<<<<<<<<<
  *         array_data = <long *>array.data
  *         for i from 0 <= i < multi.size:
  */
-    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_multi->nd, __pyx_v_multi->dimensions, NPY_LONG); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 386; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_multi->nd, __pyx_v_multi->dimensions, NPY_LONG); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 389; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
     __Pyx_DECREF(((PyObject *)arrayObject));
     arrayObject = ((PyArrayObject *)__pyx_t_2);
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":387
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":390
  *         multi = <broadcast> PyArray_MultiIterNew(2, <void *>on, <void *>op)
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)
  *         array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -3285,7 +3322,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
  */
     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":388
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":391
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)
  *         array_data = <long *>array.data
  *         for i from 0 <= i < multi.size:             # <<<<<<<<<<<<<<
@@ -3295,7 +3332,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
     __pyx_t_3 = __pyx_v_multi->size;
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":389
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":392
  *         array_data = <long *>array.data
  *         for i from 0 <= i < multi.size:
  *             on_data = <double *>PyArray_MultiIter_DATA(multi, 0)             # <<<<<<<<<<<<<<
@@ -3304,7 +3341,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
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       __pyx_v_on_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 0));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":390
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":393
  *         for i from 0 <= i < multi.size:
  *             on_data = <double *>PyArray_MultiIter_DATA(multi, 0)
  *             op_data = <double *>PyArray_MultiIter_DATA(multi, 1)             # <<<<<<<<<<<<<<
@@ -3313,7 +3350,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
  */
       __pyx_v_op_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 1));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":391
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":394
  *             on_data = <double *>PyArray_MultiIter_DATA(multi, 0)
  *             op_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             array_data[i] = func(state, on_data[0], op_data[0])             # <<<<<<<<<<<<<<
@@ -3322,7 +3359,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
  */
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, (__pyx_v_on_data[0]), (__pyx_v_op_data[0]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":392
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":395
  *             op_data = <double *>PyArray_MultiIter_DATA(multi, 1)
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@@ -3335,19 +3372,19 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":394
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":397
  *             PyArray_MultiIter_NEXT(multi)
  *     else:
  *         array = <ndarray>np.empty(size, int)             # <<<<<<<<<<<<<<
  *         array_data = <long *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(3, <void*>array, <void *>on, <void *>op)
  */
-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 394; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 397; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 394; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 397; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 394; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 397; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_4));
     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_size);
@@ -3355,7 +3392,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
     __Pyx_INCREF(((PyObject *)((PyObject*)&PyInt_Type)));
     PyTuple_SET_ITEM(__pyx_t_4, 1, ((PyObject *)((PyObject*)&PyInt_Type)));
     __Pyx_GIVEREF(((PyObject *)((PyObject*)&PyInt_Type)));
-    __pyx_t_5 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 394; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 397; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_5);
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     __Pyx_DECREF(((PyObject *)__pyx_t_4)); __pyx_t_4 = 0;
@@ -3364,7 +3401,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
     arrayObject = ((PyArrayObject *)__pyx_t_5);
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":395
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":398
  *     else:
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@@ -3373,21 +3410,21 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
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     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":396
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":399
  *         array = <ndarray>np.empty(size, int)
  *         array_data = <long *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(3, <void*>array, <void *>on, <void *>op)             # <<<<<<<<<<<<<<
  *         if (multi.size != PyArray_SIZE(array)):
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-    __pyx_t_5 = PyArray_MultiIterNew(3, ((void *)arrayObject), ((void *)__pyx_v_on), ((void *)__pyx_v_op)); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 396; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyArray_MultiIterNew(3, ((void *)arrayObject), ((void *)__pyx_v_on), ((void *)__pyx_v_op)); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 399; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_5);
     __Pyx_INCREF(((PyObject *)((PyArrayMultiIterObject *)__pyx_t_5)));
     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
     __pyx_v_multi = ((PyArrayMultiIterObject *)__pyx_t_5);
     __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":397
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":400
  *         array_data = <long *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(3, <void*>array, <void *>on, <void *>op)
  *         if (multi.size != PyArray_SIZE(array)):             # <<<<<<<<<<<<<<
@@ -3397,29 +3434,29 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
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     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":398
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":401
  *         multi = <broadcast>PyArray_MultiIterNew(3, <void*>array, <void *>on, <void *>op)
  *         if (multi.size != PyArray_SIZE(array)):
  *             raise ValueError("size is not compatible with inputs")             # <<<<<<<<<<<<<<
  *         for i from 0 <= i < multi.size:
  *             on_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  */
-      __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 398; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 401; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(((PyObject *)__pyx_t_5));
       __Pyx_INCREF(__pyx_kp_24);
       PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_kp_24);
       __Pyx_GIVEREF(__pyx_kp_24);
-      __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 398; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 401; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(__pyx_t_4);
       __Pyx_DECREF(((PyObject *)__pyx_t_5)); __pyx_t_5 = 0;
       __Pyx_Raise(__pyx_t_4, 0, 0);
       __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 398; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 401; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L6;
     }
     __pyx_L6:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":399
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":402
  *         if (multi.size != PyArray_SIZE(array)):
  *             raise ValueError("size is not compatible with inputs")
  *         for i from 0 <= i < multi.size:             # <<<<<<<<<<<<<<
@@ -3429,7 +3466,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
     __pyx_t_3 = __pyx_v_multi->size;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_3; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":400
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":403
  *             raise ValueError("size is not compatible with inputs")
  *         for i from 0 <= i < multi.size:
  *             on_data = <double *>PyArray_MultiIter_DATA(multi, 1)             # <<<<<<<<<<<<<<
@@ -3438,7 +3475,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
  */
       __pyx_v_on_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 1));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":401
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":404
  *         for i from 0 <= i < multi.size:
  *             on_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             op_data = <double *>PyArray_MultiIter_DATA(multi, 2)             # <<<<<<<<<<<<<<
@@ -3447,7 +3484,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
  */
       __pyx_v_op_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 2));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":402
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":405
  *             on_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             op_data = <double *>PyArray_MultiIter_DATA(multi, 2)
  *             array_data[i] = func(state, on_data[0], op_data[0])             # <<<<<<<<<<<<<<
@@ -3456,7 +3493,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
  */
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, (__pyx_v_on_data[0]), (__pyx_v_op_data[0]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":403
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":406
  *             op_data = <double *>PyArray_MultiIter_DATA(multi, 2)
  *             array_data[i] = func(state, on_data[0], op_data[0])
  *             PyArray_MultiIter_NEXTi(multi, 1)             # <<<<<<<<<<<<<<
@@ -3465,7 +3502,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
  */
       PyArray_MultiIter_NEXTi(__pyx_v_multi, 1);
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":404
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":407
  *             array_data[i] = func(state, on_data[0], op_data[0])
  *             PyArray_MultiIter_NEXTi(multi, 1)
  *             PyArray_MultiIter_NEXTi(multi, 2)             # <<<<<<<<<<<<<<
@@ -3477,7 +3514,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
   }
   __pyx_L3:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":406
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":409
  *             PyArray_MultiIter_NEXTi(multi, 2)
  * 
  *     return array             # <<<<<<<<<<<<<<
@@ -3506,7 +3543,7 @@ static  PyObject *__pyx_f_6mtrand_discdd_array(rk_state *__pyx_v_state, __pyx_t_
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":408
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":411
  *     return array
  * 
  * cdef object discnmN_array_sc(rk_state *state, rk_discnmN func, object size,             # <<<<<<<<<<<<<<
@@ -3529,7 +3566,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array_sc(rk_state *__pyx_v_state, __py
   __Pyx_SetupRefcountContext("discnmN_array_sc");
   arrayObject = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":415
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":418
  *     cdef long i
  * 
  *     if size is None:             # <<<<<<<<<<<<<<
@@ -3539,7 +3576,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array_sc(rk_state *__pyx_v_state, __py
   __pyx_t_1 = (__pyx_v_size == Py_None);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":416
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":419
  * 
  *     if size is None:
  *         return func(state, n, m, N)             # <<<<<<<<<<<<<<
@@ -3547,7 +3584,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array_sc(rk_state *__pyx_v_state, __py
  *         array = <ndarray>np.empty(size, int)
  */
     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_2 = PyInt_FromLong(__pyx_v_func(__pyx_v_state, __pyx_v_n, __pyx_v_m, __pyx_v_N)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyInt_FromLong(__pyx_v_func(__pyx_v_state, __pyx_v_n, __pyx_v_m, __pyx_v_N)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 419; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __pyx_r = __pyx_t_2;
     __pyx_t_2 = 0;
@@ -3556,19 +3593,19 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array_sc(rk_state *__pyx_v_state, __py
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":418
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":421
  *         return func(state, n, m, N)
  *     else:
  *         array = <ndarray>np.empty(size, int)             # <<<<<<<<<<<<<<
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data
  */
-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 418; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 418; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 418; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_3));
     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v_size);
@@ -3576,7 +3613,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array_sc(rk_state *__pyx_v_state, __py
     __Pyx_INCREF(((PyObject *)((PyObject*)&PyInt_Type)));
     PyTuple_SET_ITEM(__pyx_t_3, 1, ((PyObject *)((PyObject*)&PyInt_Type)));
     __Pyx_GIVEREF(((PyObject *)((PyObject*)&PyInt_Type)));
-    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 418; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
     __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0;
@@ -3585,7 +3622,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array_sc(rk_state *__pyx_v_state, __py
     arrayObject = ((PyArrayObject *)__pyx_t_4);
     __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":419
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":422
  *     else:
  *         array = <ndarray>np.empty(size, int)
  *         length = PyArray_SIZE(array)             # <<<<<<<<<<<<<<
@@ -3594,7 +3631,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array_sc(rk_state *__pyx_v_state, __py
  */
     __pyx_v_length = PyArray_SIZE(arrayObject);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":420
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":423
  *         array = <ndarray>np.empty(size, int)
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -3603,7 +3640,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array_sc(rk_state *__pyx_v_state, __py
  */
     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":421
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":424
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data
  *         for i from 0 <= i < length:             # <<<<<<<<<<<<<<
@@ -3613,7 +3650,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array_sc(rk_state *__pyx_v_state, __py
     __pyx_t_5 = __pyx_v_length;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_5; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":422
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":425
  *         array_data = <long *>array.data
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, n, m, N)             # <<<<<<<<<<<<<<
@@ -3623,7 +3660,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array_sc(rk_state *__pyx_v_state, __py
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, __pyx_v_n, __pyx_v_m, __pyx_v_N);
     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":423
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":426
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, n, m, N)
  *         return array             # <<<<<<<<<<<<<<
@@ -3653,7 +3690,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array_sc(rk_state *__pyx_v_state, __py
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":425
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":428
  *         return array
  * 
  * cdef object discnmN_array(rk_state *state, rk_discnmN func, object size,             # <<<<<<<<<<<<<<
@@ -3680,7 +3717,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
   arrayObject = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
   __pyx_v_multi = ((PyArrayMultiIterObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":436
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":439
  *     cdef broadcast multi
  * 
  *     if size is None:             # <<<<<<<<<<<<<<
@@ -3690,35 +3727,35 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
   __pyx_t_1 = (__pyx_v_size == Py_None);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":437
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":440
  * 
  *     if size is None:
  *         multi = <broadcast> PyArray_MultiIterNew(3, <void *>on, <void *>om, <void *>oN)             # <<<<<<<<<<<<<<
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)
  *         array_data = <long *>array.data
  */
-    __pyx_t_2 = PyArray_MultiIterNew(3, ((void *)__pyx_v_on), ((void *)__pyx_v_om), ((void *)__pyx_v_oN)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 437; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_MultiIterNew(3, ((void *)__pyx_v_on), ((void *)__pyx_v_om), ((void *)__pyx_v_oN)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 440; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_INCREF(((PyObject *)((PyArrayMultiIterObject *)__pyx_t_2)));
     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
     __pyx_v_multi = ((PyArrayMultiIterObject *)__pyx_t_2);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":438
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":441
  *     if size is None:
  *         multi = <broadcast> PyArray_MultiIterNew(3, <void *>on, <void *>om, <void *>oN)
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)             # <<<<<<<<<<<<<<
  *         array_data = <long *>array.data
  *         for i from 0 <= i < multi.size:
  */
-    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_multi->nd, __pyx_v_multi->dimensions, NPY_LONG); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 438; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_multi->nd, __pyx_v_multi->dimensions, NPY_LONG); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 441; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
     __Pyx_DECREF(((PyObject *)arrayObject));
     arrayObject = ((PyArrayObject *)__pyx_t_2);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":439
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":442
  *         multi = <broadcast> PyArray_MultiIterNew(3, <void *>on, <void *>om, <void *>oN)
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)
  *         array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -3727,7 +3764,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
  */
     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":440
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":443
  *         array = <ndarray> PyArray_SimpleNew(multi.nd, multi.dimensions, NPY_LONG)
  *         array_data = <long *>array.data
  *         for i from 0 <= i < multi.size:             # <<<<<<<<<<<<<<
@@ -3737,7 +3774,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
     __pyx_t_3 = __pyx_v_multi->size;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_3; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":441
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":444
  *         array_data = <long *>array.data
  *         for i from 0 <= i < multi.size:
  *             on_data = <long *>PyArray_MultiIter_DATA(multi, 0)             # <<<<<<<<<<<<<<
@@ -3746,7 +3783,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
  */
       __pyx_v_on_data = ((long *)PyArray_MultiIter_DATA(__pyx_v_multi, 0));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":442
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":445
  *         for i from 0 <= i < multi.size:
  *             on_data = <long *>PyArray_MultiIter_DATA(multi, 0)
  *             om_data = <long *>PyArray_MultiIter_DATA(multi, 1)             # <<<<<<<<<<<<<<
@@ -3755,7 +3792,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
  */
       __pyx_v_om_data = ((long *)PyArray_MultiIter_DATA(__pyx_v_multi, 1));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":443
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":446
  *             on_data = <long *>PyArray_MultiIter_DATA(multi, 0)
  *             om_data = <long *>PyArray_MultiIter_DATA(multi, 1)
  *             oN_data = <long *>PyArray_MultiIter_DATA(multi, 2)             # <<<<<<<<<<<<<<
@@ -3764,7 +3801,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
  */
       __pyx_v_oN_data = ((long *)PyArray_MultiIter_DATA(__pyx_v_multi, 2));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":444
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":447
  *             om_data = <long *>PyArray_MultiIter_DATA(multi, 1)
  *             oN_data = <long *>PyArray_MultiIter_DATA(multi, 2)
  *             array_data[i] = func(state, on_data[0], om_data[0], oN_data[0])             # <<<<<<<<<<<<<<
@@ -3773,7 +3810,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
  */
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, (__pyx_v_on_data[0]), (__pyx_v_om_data[0]), (__pyx_v_oN_data[0]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":445
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":448
  *             oN_data = <long *>PyArray_MultiIter_DATA(multi, 2)
  *             array_data[i] = func(state, on_data[0], om_data[0], oN_data[0])
  *             PyArray_MultiIter_NEXT(multi)             # <<<<<<<<<<<<<<
@@ -3786,19 +3823,19 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":447
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":450
  *             PyArray_MultiIter_NEXT(multi)
  *     else:
  *         array = <ndarray>np.empty(size, int)             # <<<<<<<<<<<<<<
  *         array_data = <long *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(4, <void*>array, <void *>on, <void *>om,
  */
-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 447; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 450; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 447; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 450; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 447; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 450; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_size);
@@ -3806,7 +3843,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
     __Pyx_INCREF(((PyObject *)((PyObject*)&PyInt_Type)));
     PyTuple_SET_ITEM(__pyx_t_4, 1, ((PyObject *)((PyObject*)&PyInt_Type)));
     __Pyx_GIVEREF(((PyObject *)((PyObject*)&PyInt_Type)));
-    __pyx_t_5 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 447; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 450; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -3815,7 +3852,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":448
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":451
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@@ -3824,21 +3861,21 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
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     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":450
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":453
  *         array_data = <long *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(4, <void*>array, <void *>on, <void *>om,
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-    __pyx_t_5 = PyArray_MultiIterNew(4, ((void *)arrayObject), ((void *)__pyx_v_on), ((void *)__pyx_v_om), ((void *)__pyx_v_oN)); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 449; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyArray_MultiIterNew(4, ((void *)arrayObject), ((void *)__pyx_v_on), ((void *)__pyx_v_om), ((void *)__pyx_v_oN)); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 452; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_INCREF(((PyObject *)((PyArrayMultiIterObject *)__pyx_t_5)));
     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
     __pyx_v_multi = ((PyArrayMultiIterObject *)__pyx_t_5);
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":451
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":454
  *         multi = <broadcast>PyArray_MultiIterNew(4, <void*>array, <void *>on, <void *>om,
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@@ -3848,29 +3885,29 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
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     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":452
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":455
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  *         for i from 0 <= i < multi.size:
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-      __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 452; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 455; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 452; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 455; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 452; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 455; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __pyx_L6:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":453
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":456
  *         if (multi.size != PyArray_SIZE(array)):
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@@ -3880,7 +3917,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":454
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":457
  *             raise ValueError("size is not compatible with inputs")
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@@ -3889,7 +3926,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":455
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":458
  *         for i from 0 <= i < multi.size:
  *             on_data = <long *>PyArray_MultiIter_DATA(multi, 1)
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@@ -3898,7 +3935,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":456
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":459
  *             on_data = <long *>PyArray_MultiIter_DATA(multi, 1)
  *             om_data = <long *>PyArray_MultiIter_DATA(multi, 2)
  *             oN_data = <long *>PyArray_MultiIter_DATA(multi, 3)             # <<<<<<<<<<<<<<
@@ -3907,7 +3944,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":457
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":460
  *             om_data = <long *>PyArray_MultiIter_DATA(multi, 2)
  *             oN_data = <long *>PyArray_MultiIter_DATA(multi, 3)
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@@ -3916,7 +3953,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":458
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":461
  *             oN_data = <long *>PyArray_MultiIter_DATA(multi, 3)
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@@ -3928,7 +3965,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":460
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":463
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@@ -3957,7 +3994,7 @@ static  PyObject *__pyx_f_6mtrand_discnmN_array(rk_state *__pyx_v_state, __pyx_t
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":462
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":465
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":468
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":471
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":469
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":472
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+    __pyx_t_2 = PyInt_FromLong(__pyx_v_func(__pyx_v_state, __pyx_v_a)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 472; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -4007,19 +4044,19 @@ static  PyObject *__pyx_f_6mtrand_discd_array_sc(rk_state *__pyx_v_state, __pyx_
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":471
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":474
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 471; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 474; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 474; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 474; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -4027,7 +4064,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array_sc(rk_state *__pyx_v_state, __pyx_
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     PyTuple_SET_ITEM(__pyx_t_3, 1, ((PyObject *)((PyObject*)&PyInt_Type)));
     __Pyx_GIVEREF(((PyObject *)((PyObject*)&PyInt_Type)));
-    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 471; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 474; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -4036,7 +4073,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array_sc(rk_state *__pyx_v_state, __pyx_
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":472
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":475
  *     else:
  *         array = <ndarray>np.empty(size, int)
  *         length = PyArray_SIZE(array)             # <<<<<<<<<<<<<<
@@ -4045,7 +4082,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array_sc(rk_state *__pyx_v_state, __pyx_
  */
     __pyx_v_length = PyArray_SIZE(arrayObject);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":473
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":476
  *         array = <ndarray>np.empty(size, int)
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -4054,7 +4091,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array_sc(rk_state *__pyx_v_state, __pyx_
  */
     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":474
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":477
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data
  *         for i from 0 <= i < length:             # <<<<<<<<<<<<<<
@@ -4064,7 +4101,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array_sc(rk_state *__pyx_v_state, __pyx_
     __pyx_t_5 = __pyx_v_length;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_5; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":475
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":478
  *         array_data = <long *>array.data
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, a)             # <<<<<<<<<<<<<<
@@ -4074,7 +4111,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array_sc(rk_state *__pyx_v_state, __pyx_
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, __pyx_v_a);
     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":476
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":479
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, a)
  *         return array             # <<<<<<<<<<<<<<
@@ -4104,7 +4141,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array_sc(rk_state *__pyx_v_state, __pyx_
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":478
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":481
  *         return array
  * 
  * cdef object discd_array(rk_state *state, rk_discd func, object size, ndarray oa):             # <<<<<<<<<<<<<<
@@ -4132,7 +4169,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
   __pyx_v_multi = ((PyArrayMultiIterObject *)Py_None); __Pyx_INCREF(Py_None);
   __pyx_v_itera = ((PyArrayIterObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":487
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":490
  *     cdef flatiter itera
  * 
  *     if size is None:             # <<<<<<<<<<<<<<
@@ -4142,21 +4179,21 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
   __pyx_t_1 = (__pyx_v_size == Py_None);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":488
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":491
  * 
  *     if size is None:
  *         array = <ndarray>PyArray_SimpleNew(oa.nd, oa.dimensions, NPY_LONG)             # <<<<<<<<<<<<<<
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data
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-    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_oa->nd, __pyx_v_oa->dimensions, NPY_LONG); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 488; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_SimpleNew(__pyx_v_oa->nd, __pyx_v_oa->dimensions, NPY_LONG); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 491; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
     __Pyx_DECREF(((PyObject *)arrayObject));
     arrayObject = ((PyArrayObject *)__pyx_t_2);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":489
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":492
  *     if size is None:
  *         array = <ndarray>PyArray_SimpleNew(oa.nd, oa.dimensions, NPY_LONG)
  *         length = PyArray_SIZE(array)             # <<<<<<<<<<<<<<
@@ -4165,7 +4202,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
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     __pyx_v_length = PyArray_SIZE(arrayObject);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":490
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":493
  *         array = <ndarray>PyArray_SimpleNew(oa.nd, oa.dimensions, NPY_LONG)
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -4174,21 +4211,21 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
  */
     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":491
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":494
  *         length = PyArray_SIZE(array)
  *         array_data = <long *>array.data
  *         itera = <flatiter>PyArray_IterNew(<object>oa)             # <<<<<<<<<<<<<<
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, (<double *>(itera.dataptr))[0])
  */
-    __pyx_t_2 = PyArray_IterNew(((PyObject *)__pyx_v_oa)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 491; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyArray_IterNew(((PyObject *)__pyx_v_oa)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 494; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_INCREF(((PyObject *)((PyArrayIterObject *)__pyx_t_2)));
     __Pyx_DECREF(((PyObject *)__pyx_v_itera));
     __pyx_v_itera = ((PyArrayIterObject *)__pyx_t_2);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":492
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":495
  *         array_data = <long *>array.data
  *         itera = <flatiter>PyArray_IterNew(<object>oa)
  *         for i from 0 <= i < length:             # <<<<<<<<<<<<<<
@@ -4198,7 +4235,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
     __pyx_t_3 = __pyx_v_length;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_3; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":493
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":496
  *         itera = <flatiter>PyArray_IterNew(<object>oa)
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, (<double *>(itera.dataptr))[0])             # <<<<<<<<<<<<<<
@@ -4207,7 +4244,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, (((double *)__pyx_v_itera->dataptr)[0]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":494
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":497
  *         for i from 0 <= i < length:
  *             array_data[i] = func(state, (<double *>(itera.dataptr))[0])
  *             PyArray_ITER_NEXT(itera)             # <<<<<<<<<<<<<<
@@ -4220,19 +4257,19 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":496
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":499
  *             PyArray_ITER_NEXT(itera)
  *     else:
  *         array = <ndarray>np.empty(size, int)             # <<<<<<<<<<<<<<
  *         array_data = <long *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(2, <void *>array, <void *>oa)
  */
-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 496; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 499; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 496; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 499; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 496; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 499; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_4));
     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_size);
@@ -4240,7 +4277,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
     __Pyx_INCREF(((PyObject *)((PyObject*)&PyInt_Type)));
     PyTuple_SET_ITEM(__pyx_t_4, 1, ((PyObject *)((PyObject*)&PyInt_Type)));
     __Pyx_GIVEREF(((PyObject *)((PyObject*)&PyInt_Type)));
-    __pyx_t_5 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 496; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 499; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_5);
     __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
     __Pyx_DECREF(((PyObject *)__pyx_t_4)); __pyx_t_4 = 0;
@@ -4249,7 +4286,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
     arrayObject = ((PyArrayObject *)__pyx_t_5);
     __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":497
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":500
  *     else:
  *         array = <ndarray>np.empty(size, int)
  *         array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -4258,21 +4295,21 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
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     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":498
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":501
  *         array = <ndarray>np.empty(size, int)
  *         array_data = <long *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(2, <void *>array, <void *>oa)             # <<<<<<<<<<<<<<
  *         if (multi.size != PyArray_SIZE(array)):
  *             raise ValueError("size is not compatible with inputs")
  */
-    __pyx_t_5 = PyArray_MultiIterNew(2, ((void *)arrayObject), ((void *)__pyx_v_oa)); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 498; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyArray_MultiIterNew(2, ((void *)arrayObject), ((void *)__pyx_v_oa)); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 501; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_5);
     __Pyx_INCREF(((PyObject *)((PyArrayMultiIterObject *)__pyx_t_5)));
     __Pyx_DECREF(((PyObject *)__pyx_v_multi));
     __pyx_v_multi = ((PyArrayMultiIterObject *)__pyx_t_5);
     __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":499
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":502
  *         array_data = <long *>array.data
  *         multi = <broadcast>PyArray_MultiIterNew(2, <void *>array, <void *>oa)
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@@ -4282,29 +4319,29 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
     __pyx_t_1 = (__pyx_v_multi->size != PyArray_SIZE(arrayObject));
     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":500
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":503
  *         multi = <broadcast>PyArray_MultiIterNew(2, <void *>array, <void *>oa)
  *         if (multi.size != PyArray_SIZE(array)):
  *             raise ValueError("size is not compatible with inputs")             # <<<<<<<<<<<<<<
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  */
-      __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 500; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 503; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(((PyObject *)__pyx_t_5));
       __Pyx_INCREF(__pyx_kp_26);
       PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_kp_26);
       __Pyx_GIVEREF(__pyx_kp_26);
-      __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 500; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 503; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(__pyx_t_4);
       __Pyx_DECREF(((PyObject *)__pyx_t_5)); __pyx_t_5 = 0;
       __Pyx_Raise(__pyx_t_4, 0, 0);
       __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 500; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 503; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L6;
     }
     __pyx_L6:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":501
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":504
  *         if (multi.size != PyArray_SIZE(array)):
  *             raise ValueError("size is not compatible with inputs")
  *         for i from 0 <= i < multi.size:             # <<<<<<<<<<<<<<
@@ -4314,7 +4351,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
     __pyx_t_3 = __pyx_v_multi->size;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_3; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":502
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":505
  *             raise ValueError("size is not compatible with inputs")
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)             # <<<<<<<<<<<<<<
@@ -4323,7 +4360,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       __pyx_v_oa_data = ((double *)PyArray_MultiIter_DATA(__pyx_v_multi, 1));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":503
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":506
  *         for i from 0 <= i < multi.size:
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             array_data[i] = func(state, oa_data[0])             # <<<<<<<<<<<<<<
@@ -4332,7 +4369,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
  */
       (__pyx_v_array_data[__pyx_v_i]) = __pyx_v_func(__pyx_v_state, (__pyx_v_oa_data[0]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":504
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":507
  *             oa_data = <double *>PyArray_MultiIter_DATA(multi, 1)
  *             array_data[i] = func(state, oa_data[0])
  *             PyArray_MultiIter_NEXTi(multi, 1)             # <<<<<<<<<<<<<<
@@ -4344,7 +4381,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
   }
   __pyx_L3:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":505
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":508
  *             array_data[i] = func(state, oa_data[0])
  *             PyArray_MultiIter_NEXTi(multi, 1)
  *     return array             # <<<<<<<<<<<<<<
@@ -4374,7 +4411,7 @@ static  PyObject *__pyx_f_6mtrand_discd_array(rk_state *__pyx_v_state, __pyx_t_6
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":507
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":510
  *     return array
  * 
  * cdef double kahan_sum(double *darr, long n):             # <<<<<<<<<<<<<<
@@ -4392,7 +4429,7 @@ static  double __pyx_f_6mtrand_kahan_sum(double *__pyx_v_darr, long __pyx_v_n) {
   long __pyx_t_1;
   __Pyx_SetupRefcountContext("kahan_sum");
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":510
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":513
  *     cdef double c, y, t, sum
  *     cdef long i
  *     sum = darr[0]             # <<<<<<<<<<<<<<
@@ -4401,7 +4438,7 @@ static  double __pyx_f_6mtrand_kahan_sum(double *__pyx_v_darr, long __pyx_v_n) {
  */
   __pyx_v_sum = (__pyx_v_darr[0]);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":511
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":514
  *     cdef long i
  *     sum = darr[0]
  *     c = 0.0             # <<<<<<<<<<<<<<
@@ -4410,7 +4447,7 @@ static  double __pyx_f_6mtrand_kahan_sum(double *__pyx_v_darr, long __pyx_v_n) {
  */
   __pyx_v_c = 0.0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":512
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":515
  *     sum = darr[0]
  *     c = 0.0
  *     for i from 1 <= i < n:             # <<<<<<<<<<<<<<
@@ -4420,7 +4457,7 @@ static  double __pyx_f_6mtrand_kahan_sum(double *__pyx_v_darr, long __pyx_v_n) {
   __pyx_t_1 = __pyx_v_n;
   for (__pyx_v_i = 1; __pyx_v_i < __pyx_t_1; __pyx_v_i++) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":513
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":516
  *     c = 0.0
  *     for i from 1 <= i < n:
  *         y = darr[i] - c             # <<<<<<<<<<<<<<
@@ -4429,7 +4466,7 @@ static  double __pyx_f_6mtrand_kahan_sum(double *__pyx_v_darr, long __pyx_v_n) {
  */
     __pyx_v_y = ((__pyx_v_darr[__pyx_v_i]) - __pyx_v_c);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":514
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":517
  *     for i from 1 <= i < n:
  *         y = darr[i] - c
  *         t = sum + y             # <<<<<<<<<<<<<<
@@ -4438,7 +4475,7 @@ static  double __pyx_f_6mtrand_kahan_sum(double *__pyx_v_darr, long __pyx_v_n) {
  */
     __pyx_v_t = (__pyx_v_sum + __pyx_v_y);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":515
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":518
  *         y = darr[i] - c
  *         t = sum + y
  *         c = (t-sum) - y             # <<<<<<<<<<<<<<
@@ -4447,7 +4484,7 @@ static  double __pyx_f_6mtrand_kahan_sum(double *__pyx_v_darr, long __pyx_v_n) {
  */
     __pyx_v_c = ((__pyx_v_t - __pyx_v_sum) - __pyx_v_y);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":516
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":519
  *         t = sum + y
  *         c = (t-sum) - y
  *         sum = t             # <<<<<<<<<<<<<<
@@ -4457,7 +4494,7 @@ static  double __pyx_f_6mtrand_kahan_sum(double *__pyx_v_darr, long __pyx_v_n) {
     __pyx_v_sum = __pyx_v_t;
   }
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":517
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":520
  *         c = (t-sum) - y
  *         sum = t
  *     return sum             # <<<<<<<<<<<<<<
@@ -4473,7 +4510,7 @@ static  double __pyx_f_6mtrand_kahan_sum(double *__pyx_v_darr, long __pyx_v_n) {
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":554
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":557
  *     cdef rk_state *internal_state
  * 
  *     def __init__(self, seed=None):             # <<<<<<<<<<<<<<
@@ -4507,7 +4544,7 @@ static int __pyx_pf_6mtrand_11RandomState___init__(PyObject *__pyx_v_self, PyObj
       }
     }
     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "__init__") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 554; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "__init__") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 557; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
     __pyx_v_seed = values[0];
   } else {
@@ -4520,13 +4557,13 @@ static int __pyx_pf_6mtrand_11RandomState___init__(PyObject *__pyx_v_self, PyObj
   }
   goto __pyx_L4_argument_unpacking_done;
   __pyx_L5_argtuple_error:;
-  __Pyx_RaiseArgtupleInvalid("__init__", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 554; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("__init__", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 557; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   __pyx_L3_error:;
   __Pyx_AddTraceback("mtrand.RandomState.__init__");
   return -1;
   __pyx_L4_argument_unpacking_done:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":555
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":558
  * 
  *     def __init__(self, seed=None):
  *         self.internal_state = <rk_state*>PyMem_Malloc(sizeof(rk_state))             # <<<<<<<<<<<<<<
@@ -4535,21 +4572,21 @@ static int __pyx_pf_6mtrand_11RandomState___init__(PyObject *__pyx_v_self, PyObj
  */
   ((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state = ((rk_state *)PyMem_Malloc((sizeof(rk_state))));
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":557
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":560
  *         self.internal_state = <rk_state*>PyMem_Malloc(sizeof(rk_state))
  * 
  *         self.seed(seed)             # <<<<<<<<<<<<<<
  * 
  *     def __dealloc__(self):
  */
-  __pyx_t_1 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_seed); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 557; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_seed); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 560; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
-  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 557; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 560; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(((PyObject *)__pyx_t_2));
   __Pyx_INCREF(__pyx_v_seed);
   PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_seed);
   __Pyx_GIVEREF(__pyx_v_seed);
-  __pyx_t_3 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 557; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 560; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_3);
   __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
   __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
@@ -4568,7 +4605,7 @@ static int __pyx_pf_6mtrand_11RandomState___init__(PyObject *__pyx_v_self, PyObj
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":559
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":562
  *         self.seed(seed)
  * 
  *     def __dealloc__(self):             # <<<<<<<<<<<<<<
@@ -4581,7 +4618,7 @@ static void __pyx_pf_6mtrand_11RandomState___dealloc__(PyObject *__pyx_v_self) {
   int __pyx_t_1;
   __Pyx_SetupRefcountContext("__dealloc__");
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":560
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":563
  * 
  *     def __dealloc__(self):
  *         if self.internal_state != NULL:             # <<<<<<<<<<<<<<
@@ -4591,7 +4628,7 @@ static void __pyx_pf_6mtrand_11RandomState___dealloc__(PyObject *__pyx_v_self) {
   __pyx_t_1 = (((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state != NULL);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":561
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":564
  *     def __dealloc__(self):
  *         if self.internal_state != NULL:
  *             PyMem_Free(self.internal_state)             # <<<<<<<<<<<<<<
@@ -4600,7 +4637,7 @@ static void __pyx_pf_6mtrand_11RandomState___dealloc__(PyObject *__pyx_v_self) {
  */
     PyMem_Free(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":562
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":565
  *         if self.internal_state != NULL:
  *             PyMem_Free(self.internal_state)
  *             self.internal_state = NULL             # <<<<<<<<<<<<<<
@@ -4615,7 +4652,7 @@ static void __pyx_pf_6mtrand_11RandomState___dealloc__(PyObject *__pyx_v_self) {
   __Pyx_FinishRefcountContext();
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":564
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":567
  *             self.internal_state = NULL
  * 
  *     def seed(self, seed=None):             # <<<<<<<<<<<<<<
@@ -4655,7 +4692,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_seed(PyObject *__pyx_v_self, PyO
       }
     }
     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "seed") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 564; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "seed") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 567; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
     __pyx_v_seed = values[0];
   } else {
@@ -4668,7 +4705,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_seed(PyObject *__pyx_v_self, PyO
   }
   goto __pyx_L4_argument_unpacking_done;
   __pyx_L5_argtuple_error:;
-  __Pyx_RaiseArgtupleInvalid("seed", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 564; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("seed", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 567; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   __pyx_L3_error:;
   __Pyx_AddTraceback("mtrand.RandomState.seed");
   return NULL;
@@ -4676,7 +4713,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_seed(PyObject *__pyx_v_self, PyO
   arrayObject_obj = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
   __pyx_v_iseed = Py_None; __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":585
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":588
  *         cdef rk_error errcode
  *         cdef ndarray obj "arrayObject_obj"
  *         if seed is None:             # <<<<<<<<<<<<<<
@@ -4686,7 +4723,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_seed(PyObject *__pyx_v_self, PyO
   __pyx_t_1 = (__pyx_v_seed == Py_None);
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":586
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":589
  *         cdef ndarray obj "arrayObject_obj"
  *         if seed is None:
  *             errcode = rk_randomseed(self.internal_state)             # <<<<<<<<<<<<<<
@@ -4697,100 +4734,100 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_seed(PyObject *__pyx_v_self, PyO
     goto __pyx_L6;
   }
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":587
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":590
  *         if seed is None:
  *             errcode = rk_randomseed(self.internal_state)
  *         elif type(seed) is int:             # <<<<<<<<<<<<<<
  *             rk_seed(seed, self.internal_state)
  *         elif isinstance(seed, np.integer):
  */
-  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 587; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 590; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(((PyObject *)__pyx_t_2));
   __Pyx_INCREF(__pyx_v_seed);
   PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_seed);
   __Pyx_GIVEREF(__pyx_v_seed);
-  __pyx_t_3 = PyObject_Call(((PyObject *)((PyObject*)&PyType_Type)), ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 587; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_Call(((PyObject *)((PyObject*)&PyType_Type)), ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 590; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_3);
   __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
   __pyx_t_1 = (__pyx_t_3 == ((PyObject *)((PyObject*)&PyInt_Type)));
   __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":588
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":591
  *             errcode = rk_randomseed(self.internal_state)
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-    __pyx_t_4 = __Pyx_PyInt_AsUnsignedLong(__pyx_v_seed); if (unlikely((__pyx_t_4 == (unsigned long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 588; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = __Pyx_PyInt_AsUnsignedLong(__pyx_v_seed); if (unlikely((__pyx_t_4 == (unsigned long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 591; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     rk_seed(__pyx_t_4, ((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state);
     goto __pyx_L6;
   }
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":589
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":592
  *         elif type(seed) is int:
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  *         elif isinstance(seed, np.integer):             # <<<<<<<<<<<<<<
  *             iseed = int(seed)
  *             rk_seed(iseed, self.internal_state)
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 589; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 592; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_integer); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 589; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_integer); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 592; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_3);
   __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-  __pyx_t_1 = PyObject_IsInstance(__pyx_v_seed, __pyx_t_3); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 589; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_IsInstance(__pyx_v_seed, __pyx_t_3); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 592; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":590
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":593
  *             rk_seed(seed, self.internal_state)
  *         elif isinstance(seed, np.integer):
  *             iseed = int(seed)             # <<<<<<<<<<<<<<
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  *         else:
  */
-    __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 590; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 593; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":591
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":594
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+    __pyx_t_4 = __Pyx_PyInt_AsUnsignedLong(__pyx_v_iseed); if (unlikely((__pyx_t_4 == (unsigned long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 594; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":593
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":596
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+    __pyx_t_2 = PyArray_ContiguousFromObject(__pyx_v_seed, NPY_LONG, 1, 1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 596; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":595
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":598
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-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":597
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":600
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":628
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+  __pyx_t_2 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 631; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":629
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":630
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+  __pyx_t_1 = PyTuple_New(2); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 633; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_1), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 633; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":631
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+  __pyx_t_3 = PyInt_FromLong(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state->pos); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 634; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":632
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+  __pyx_t_1 = PyInt_FromLong(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state->has_gauss); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 635; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyFloat_FromDouble(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state->gauss); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 635; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyTuple_New(5); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 634; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":634
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":683
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+  __pyx_1 = __Pyx_GetItemInt(__pyx_v_state, 0, sizeof(long), PyInt_FromLong); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 686; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":684
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+  __pyx_t_1 = PyObject_RichCompare(__pyx_v_algorithm_name, __pyx_kp_29, Py_NE); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 687; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_2 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 687; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":685
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+    __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 688; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 685; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 688; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":686
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":687
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":690
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":688
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":689
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":691
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":692
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":693
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":694
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+      if (__Pyx_GetException(&__pyx_t_3, &__pyx_t_1, &__pyx_t_6) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 697; __pyx_clineno = __LINE__; goto __pyx_L9_except_error;}
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":696
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":699
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":697
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":698
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":699
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":702
  *         if obj.dimensions[0] != 624:
  *             raise ValueError("state must be 624 longs")
  *         memcpy(<void*>(self.internal_state.key), <void*>(obj.data), 624*sizeof(long))             # <<<<<<<<<<<<<<
@@ -5305,7 +5342,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_set_state(PyObject *__pyx_v_self
  */
   memcpy(((void *)((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state->key), ((void *)arrayObject_obj->data), (624 * (sizeof(long))));
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":700
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":703
  *             raise ValueError("state must be 624 longs")
  *         memcpy(<void*>(self.internal_state.key), <void*>(obj.data), 624*sizeof(long))
  *         self.internal_state.pos = pos             # <<<<<<<<<<<<<<
@@ -5314,24 +5351,24 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_set_state(PyObject *__pyx_v_self
  */
   ((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state->pos = __pyx_v_pos;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":701
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":704
  *         memcpy(<void*>(self.internal_state.key), <void*>(obj.data), 624*sizeof(long))
  *         self.internal_state.pos = pos
  *         self.internal_state.has_gauss = has_gauss             # <<<<<<<<<<<<<<
  *         self.internal_state.gauss = cached_gaussian
  * 
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-  __pyx_t_4 = __Pyx_PyInt_AsInt(__pyx_v_has_gauss); if (unlikely((__pyx_t_4 == (int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 701; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = __Pyx_PyInt_AsInt(__pyx_v_has_gauss); if (unlikely((__pyx_t_4 == (int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 704; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   ((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state->has_gauss = __pyx_t_4;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":702
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":705
  *         self.internal_state.pos = pos
  *         self.internal_state.has_gauss = has_gauss
  *         self.internal_state.gauss = cached_gaussian             # <<<<<<<<<<<<<<
  * 
  *     # Pickling support:
  */
-  __pyx_t_8 = __pyx_PyFloat_AsDouble(__pyx_v_cached_gaussian); if (unlikely(PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 702; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_8 = __pyx_PyFloat_AsDouble(__pyx_v_cached_gaussian); if (unlikely(PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 705; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   ((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state->gauss = __pyx_t_8;
 
   __pyx_r = Py_None; __Pyx_INCREF(Py_None);
@@ -5358,7 +5395,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_set_state(PyObject *__pyx_v_self
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":705
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":708
  * 
  *     # Pickling support:
  *     def __getstate__(self):             # <<<<<<<<<<<<<<
@@ -5373,7 +5410,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState___getstate__(PyObject *__pyx_v_s
   PyObject *__pyx_t_2 = NULL;
   __Pyx_SetupRefcountContext("__getstate__");
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":706
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":709
  *     # Pickling support:
  *     def __getstate__(self):
  *         return self.get_state()             # <<<<<<<<<<<<<<
@@ -5381,9 +5418,9 @@ static PyObject *__pyx_pf_6mtrand_11RandomState___getstate__(PyObject *__pyx_v_s
  *     def __setstate__(self, state):
  */
   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_1 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_get_state); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 706; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_get_state); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 709; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
-  __pyx_t_2 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 706; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 709; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
   __pyx_r = __pyx_t_2;
@@ -5403,7 +5440,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState___getstate__(PyObject *__pyx_v_s
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":708
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":711
  *         return self.get_state()
  * 
  *     def __setstate__(self, state):             # <<<<<<<<<<<<<<
@@ -5419,21 +5456,21 @@ static PyObject *__pyx_pf_6mtrand_11RandomState___setstate__(PyObject *__pyx_v_s
   PyObject *__pyx_t_3 = NULL;
   __Pyx_SetupRefcountContext("__setstate__");
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":709
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":712
  * 
  *     def __setstate__(self, state):
  *         self.set_state(state)             # <<<<<<<<<<<<<<
  * 
  *     def __reduce__(self):
  */
-  __pyx_t_1 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_set_state); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 709; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_set_state); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 712; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
-  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 709; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 712; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(((PyObject *)__pyx_t_2));
   __Pyx_INCREF(__pyx_v_state);
   PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_state);
   __Pyx_GIVEREF(__pyx_v_state);
-  __pyx_t_3 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 709; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 712; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_3);
   __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
   __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
@@ -5453,7 +5490,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState___setstate__(PyObject *__pyx_v_s
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":711
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":714
  *         self.set_state(state)
  * 
  *     def __reduce__(self):             # <<<<<<<<<<<<<<
@@ -5470,7 +5507,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState___reduce__(PyObject *__pyx_v_sel
   PyObject *__pyx_t_3 = NULL;
   __Pyx_SetupRefcountContext("__reduce__");
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":712
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":715
  * 
  *     def __reduce__(self):
  *         return (np.random.__RandomState_ctor, (), self.get_state())             # <<<<<<<<<<<<<<
@@ -5478,20 +5515,20 @@ static PyObject *__pyx_pf_6mtrand_11RandomState___reduce__(PyObject *__pyx_v_sel
  *     # Basic distributions:
  */
   __Pyx_XDECREF(__pyx_r);
-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 712; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 715; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_1 = PyObject_GetAttr(__pyx_1, __pyx_kp_random); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 712; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_GetAttr(__pyx_1, __pyx_kp_random); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 715; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
   __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-  __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_kp___RandomState_ctor); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 712; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_GetAttr(__pyx_t_1, __pyx_kp___RandomState_ctor); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 715; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
-  __pyx_t_1 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_get_state); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 712; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_get_state); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 715; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
-  __pyx_t_3 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 712; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 715; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_3);
   __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
-  __pyx_t_1 = PyTuple_New(3); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 712; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyTuple_New(3); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 715; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(((PyObject *)__pyx_t_1));
   PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_t_2);
   __Pyx_GIVEREF(__pyx_t_2);
@@ -5521,7 +5558,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState___reduce__(PyObject *__pyx_v_sel
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":715
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":718
  * 
  *     # Basic distributions:
  *     def random_sample(self, size=None):             # <<<<<<<<<<<<<<
@@ -5554,7 +5591,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_random_sample(PyObject *__pyx_v_
       }
     }
     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "random_sample") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 715; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "random_sample") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 718; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
     __pyx_v_size = values[0];
   } else {
@@ -5567,13 +5604,13 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_random_sample(PyObject *__pyx_v_
   }
   goto __pyx_L4_argument_unpacking_done;
   __pyx_L5_argtuple_error:;
-  __Pyx_RaiseArgtupleInvalid("random_sample", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 715; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("random_sample", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 718; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   __pyx_L3_error:;
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   return NULL;
   __pyx_L4_argument_unpacking_done:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":756
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":759
  * 
  *         """
  *         return cont0_array(self.internal_state, rk_double, size)             # <<<<<<<<<<<<<<
@@ -5581,7 +5618,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_random_sample(PyObject *__pyx_v_
  *     def tomaxint(self, size=None):
  */
   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_double, __pyx_v_size); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 756; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_double, __pyx_v_size); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 759; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
   __pyx_r = __pyx_t_1;
   __pyx_t_1 = 0;
@@ -5599,7 +5636,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_random_sample(PyObject *__pyx_v_
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":758
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":761
  *         return cont0_array(self.internal_state, rk_double, size)
  * 
  *     def tomaxint(self, size=None):             # <<<<<<<<<<<<<<
@@ -5632,7 +5669,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_tomaxint(PyObject *__pyx_v_self,
       }
     }
     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "tomaxint") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 758; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "tomaxint") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 761; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
     __pyx_v_size = values[0];
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@@ -5645,13 +5682,13 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_tomaxint(PyObject *__pyx_v_self,
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   goto __pyx_L4_argument_unpacking_done;
   __pyx_L5_argtuple_error:;
-  __Pyx_RaiseArgtupleInvalid("tomaxint", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 758; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("tomaxint", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 761; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   __pyx_L3_error:;
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   __pyx_L4_argument_unpacking_done:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":784
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":787
  * 
  *         """
  *         return disc0_array(self.internal_state, rk_long, size)             # <<<<<<<<<<<<<<
@@ -5659,7 +5696,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_tomaxint(PyObject *__pyx_v_self,
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   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_1 = __pyx_f_6mtrand_disc0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_long, __pyx_v_size); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 784; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = __pyx_f_6mtrand_disc0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_long, __pyx_v_size); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 787; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
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   __pyx_t_1 = 0;
@@ -5677,7 +5714,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_tomaxint(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":786
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":789
  *         return disc0_array(self.internal_state, rk_long, size)
  * 
  *     def randint(self, low, high=None, size=None):             # <<<<<<<<<<<<<<
@@ -5736,7 +5773,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
       }
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     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "randint") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 786; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "randint") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 789; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
     __pyx_v_low = values[0];
     __pyx_v_high = values[1];
@@ -5754,14 +5791,14 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
   }
   goto __pyx_L4_argument_unpacking_done;
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-  __Pyx_RaiseArgtupleInvalid("randint", 0, 1, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 786; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("randint", 0, 1, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 789; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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   __Pyx_AddTraceback("mtrand.RandomState.randint");
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":842
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":845
  *         cdef long i
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  *         if high is None:             # <<<<<<<<<<<<<<
@@ -5771,7 +5808,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":843
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":846
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  *         if high is None:
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@@ -5780,42 +5817,42 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
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     __pyx_v_lo = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":844
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":847
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  *             hi = low             # <<<<<<<<<<<<<<
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-    __pyx_t_2 = __Pyx_PyInt_AsLong(__pyx_v_low); if (unlikely((__pyx_t_2 == (long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 844; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = __Pyx_PyInt_AsLong(__pyx_v_low); if (unlikely((__pyx_t_2 == (long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 847; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __pyx_v_hi = __pyx_t_2;
     goto __pyx_L6;
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   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":846
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":849
  *             hi = low
  *         else:
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  *             hi = high
  * 
  */
-    __pyx_t_2 = __Pyx_PyInt_AsLong(__pyx_v_low); if (unlikely((__pyx_t_2 == (long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 846; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = __Pyx_PyInt_AsLong(__pyx_v_low); if (unlikely((__pyx_t_2 == (long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 849; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __pyx_v_lo = __pyx_t_2;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":847
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":850
  *         else:
  *             lo = low
  *             hi = high             # <<<<<<<<<<<<<<
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-    __pyx_t_2 = __Pyx_PyInt_AsLong(__pyx_v_high); if (unlikely((__pyx_t_2 == (long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 847; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = __Pyx_PyInt_AsLong(__pyx_v_high); if (unlikely((__pyx_t_2 == (long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 850; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __pyx_v_hi = __pyx_t_2;
   }
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":849
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":852
  *             hi = high
  * 
  *         diff = hi - lo - 1             # <<<<<<<<<<<<<<
@@ -5824,7 +5861,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
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   __pyx_v_diff = ((__pyx_v_hi - __pyx_v_lo) - 1);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":850
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":853
  * 
  *         diff = hi - lo - 1
  *         if diff < 0:             # <<<<<<<<<<<<<<
@@ -5834,29 +5871,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":851
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":854
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  *         if diff < 0:
  *             raise ValueError("low >= high")             # <<<<<<<<<<<<<<
  * 
  *         if size is None:
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-    __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 851; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 854; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_3));
     __Pyx_INCREF(__pyx_kp_32);
     PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_kp_32);
     __Pyx_GIVEREF(__pyx_kp_32);
-    __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 851; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 854; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
     __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0;
     __Pyx_Raise(__pyx_t_4, 0, 0);
     __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 851; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 854; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     goto __pyx_L7;
   }
   __pyx_L7:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":853
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":856
  *             raise ValueError("low >= high")
  * 
  *         if size is None:             # <<<<<<<<<<<<<<
@@ -5866,7 +5903,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":854
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":857
  * 
  *         if size is None:
  *             return <long>rk_interval(diff, self.internal_state) + lo             # <<<<<<<<<<<<<<
@@ -5874,7 +5911,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
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     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_4 = PyInt_FromLong((((long)rk_interval(__pyx_v_diff, ((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state)) + __pyx_v_lo)); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 854; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyInt_FromLong((((long)rk_interval(__pyx_v_diff, ((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state)) + __pyx_v_lo)); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 857; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
     __pyx_r = __pyx_t_4;
     __pyx_t_4 = 0;
@@ -5883,19 +5920,19 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":856
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":859
  *             return <long>rk_interval(diff, self.internal_state) + lo
  *         else:
  *             array = <ndarray>np.empty(size, int)             # <<<<<<<<<<<<<<
  *             length = PyArray_SIZE(array)
  *             array_data = <long *>array.data
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-    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 856; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 859; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_4 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 856; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_GetAttr(__pyx_1, __pyx_kp_empty); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 859; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-    __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 856; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 859; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_3));
     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v_size);
@@ -5903,7 +5940,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
     __Pyx_INCREF(((PyObject *)((PyObject*)&PyInt_Type)));
     PyTuple_SET_ITEM(__pyx_t_3, 1, ((PyObject *)((PyObject*)&PyInt_Type)));
     __Pyx_GIVEREF(((PyObject *)((PyObject*)&PyInt_Type)));
-    __pyx_t_5 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 856; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 859; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_5);
     __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
     __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0;
@@ -5912,7 +5949,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
     arrayObject = ((PyArrayObject *)__pyx_t_5);
     __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":857
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":860
  *         else:
  *             array = <ndarray>np.empty(size, int)
  *             length = PyArray_SIZE(array)             # <<<<<<<<<<<<<<
@@ -5921,7 +5958,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
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     __pyx_v_length = PyArray_SIZE(arrayObject);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":858
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":861
  *             array = <ndarray>np.empty(size, int)
  *             length = PyArray_SIZE(array)
  *             array_data = <long *>array.data             # <<<<<<<<<<<<<<
@@ -5930,7 +5967,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
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     __pyx_v_array_data = ((long *)arrayObject->data);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":859
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":862
  *             length = PyArray_SIZE(array)
  *             array_data = <long *>array.data
  *             for i from 0 <= i < length:             # <<<<<<<<<<<<<<
@@ -5940,7 +5977,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
     __pyx_t_2 = __pyx_v_length;
     for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_2; __pyx_v_i++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":860
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":863
  *             array_data = <long *>array.data
  *             for i from 0 <= i < length:
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@@ -5950,7 +5987,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
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     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":861
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":864
  *             for i from 0 <= i < length:
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@@ -5980,7 +6017,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randint(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":863
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":866
  *             return array
  * 
  *     def bytes(self, unsigned int length):             # <<<<<<<<<<<<<<
@@ -5998,7 +6035,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_bytes(PyObject *__pyx_v_self, Py
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   __Pyx_SetupRefcountContext("bytes");
   assert(__pyx_arg_length); {
-    __pyx_v_length = __Pyx_PyInt_AsUnsignedInt(__pyx_arg_length); if (unlikely((__pyx_v_length == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 863; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+    __pyx_v_length = __Pyx_PyInt_AsUnsignedInt(__pyx_arg_length); if (unlikely((__pyx_v_length == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 866; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   }
   goto __pyx_L4_argument_unpacking_done;
   __pyx_L3_error:;
@@ -6007,39 +6044,30 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_bytes(PyObject *__pyx_v_self, Py
   __pyx_L4_argument_unpacking_done:;
   __pyx_v_bytestring = Py_None; __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":886
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":889
  *         """
  *         cdef void *bytes
- *         bytestring = PyString_FromStringAndSize(NULL, length)             # <<<<<<<<<<<<<<
- *         bytes = PyString_AS_STRING(bytestring)
+ *         bytestring = empty_py_bytes(length, &bytes)             # <<<<<<<<<<<<<<
  *         rk_fill(bytes, length, self.internal_state)
+ *         return bytestring
  */
-  __pyx_t_1 = PyString_FromStringAndSize(NULL, __pyx_v_length); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 886; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = empty_py_bytes(__pyx_v_length, (&__pyx_v_bytes)); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 889; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
   __Pyx_DECREF(__pyx_v_bytestring);
   __pyx_v_bytestring = __pyx_t_1;
   __pyx_t_1 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":887
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":890
  *         cdef void *bytes
- *         bytestring = PyString_FromStringAndSize(NULL, length)
- *         bytes = PyString_AS_STRING(bytestring)             # <<<<<<<<<<<<<<
- *         rk_fill(bytes, length, self.internal_state)
- *         return bytestring
- */
-  __pyx_v_bytes = PyString_AS_STRING(__pyx_v_bytestring);
-
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":888
- *         bytestring = PyString_FromStringAndSize(NULL, length)
- *         bytes = PyString_AS_STRING(bytestring)
+ *         bytestring = empty_py_bytes(length, &bytes)
  *         rk_fill(bytes, length, self.internal_state)             # <<<<<<<<<<<<<<
  *         return bytestring
  * 
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   rk_fill(__pyx_v_bytes, __pyx_v_length, ((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":889
- *         bytes = PyString_AS_STRING(bytestring)
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":891
+ *         bytestring = empty_py_bytes(length, &bytes)
  *         rk_fill(bytes, length, self.internal_state)
  *         return bytestring             # <<<<<<<<<<<<<<
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":891
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":893
  *         return bytestring
  * 
  *     def uniform(self, low=0.0, high=1.0, size=None):             # <<<<<<<<<<<<<<
@@ -6122,7 +6150,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
       }
     }
     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "uniform") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 891; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "uniform") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 893; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
     __pyx_v_low = values[0];
     __pyx_v_high = values[1];
@@ -6141,7 +6169,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
   }
   goto __pyx_L4_argument_unpacking_done;
   __pyx_L5_argtuple_error:;
-  __Pyx_RaiseArgtupleInvalid("uniform", 0, 0, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 891; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("uniform", 0, 0, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 893; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   __pyx_L3_error:;
   __Pyx_AddTraceback("mtrand.RandomState.uniform");
   return NULL;
@@ -6151,7 +6179,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
   __pyx_v_odiff = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
   __pyx_v_temp = Py_None; __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":966
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":968
  *         cdef object temp
  * 
  *         flow = PyFloat_AsDouble(low)             # <<<<<<<<<<<<<<
@@ -6160,7 +6188,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
  */
   __pyx_v_flow = PyFloat_AsDouble(__pyx_v_low);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":967
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":969
  * 
  *         flow = PyFloat_AsDouble(low)
  *         fhigh = PyFloat_AsDouble(high)             # <<<<<<<<<<<<<<
@@ -6169,7 +6197,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
  */
   __pyx_v_fhigh = PyFloat_AsDouble(__pyx_v_high);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":968
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":970
  *         flow = PyFloat_AsDouble(low)
  *         fhigh = PyFloat_AsDouble(high)
  *         if not PyErr_Occurred():             # <<<<<<<<<<<<<<
@@ -6179,7 +6207,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
   __pyx_t_1 = (!PyErr_Occurred());
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":969
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":971
  *         fhigh = PyFloat_AsDouble(high)
  *         if not PyErr_Occurred():
  *             return cont2_array_sc(self.internal_state, rk_uniform, size, flow, fhigh-flow)             # <<<<<<<<<<<<<<
@@ -6187,7 +6215,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
  *         olow = <ndarray>PyArray_FROM_OTF(low, NPY_DOUBLE, NPY_ALIGNED)
  */
     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_2 = __pyx_f_6mtrand_cont2_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_uniform, __pyx_v_size, __pyx_v_flow, (__pyx_v_fhigh - __pyx_v_flow)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 969; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = __pyx_f_6mtrand_cont2_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_uniform, __pyx_v_size, __pyx_v_flow, (__pyx_v_fhigh - __pyx_v_flow)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 971; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __pyx_r = __pyx_t_2;
     __pyx_t_2 = 0;
@@ -6196,7 +6224,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
   }
   __pyx_L6:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":970
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":972
  *         if not PyErr_Occurred():
  *             return cont2_array_sc(self.internal_state, rk_uniform, size, flow, fhigh-flow)
  *         PyErr_Clear()             # <<<<<<<<<<<<<<
@@ -6205,47 +6233,47 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
  */
   PyErr_Clear();
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":971
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":973
  *             return cont2_array_sc(self.internal_state, rk_uniform, size, flow, fhigh-flow)
  *         PyErr_Clear()
  *         olow = <ndarray>PyArray_FROM_OTF(low, NPY_DOUBLE, NPY_ALIGNED)             # <<<<<<<<<<<<<<
  *         ohigh = <ndarray>PyArray_FROM_OTF(high, NPY_DOUBLE, NPY_ALIGNED)
  *         temp = np.subtract(ohigh, olow)
  */
-  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_low, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 971; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_low, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 973; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
   __Pyx_DECREF(((PyObject *)__pyx_v_olow));
   __pyx_v_olow = ((PyArrayObject *)__pyx_t_2);
   __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":972
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":974
  *         PyErr_Clear()
  *         olow = <ndarray>PyArray_FROM_OTF(low, NPY_DOUBLE, NPY_ALIGNED)
  *         ohigh = <ndarray>PyArray_FROM_OTF(high, NPY_DOUBLE, NPY_ALIGNED)             # <<<<<<<<<<<<<<
  *         temp = np.subtract(ohigh, olow)
  *         Py_INCREF(temp) # needed to get around Pyrex's automatic reference-counting
  */
-  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_high, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 972; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_high, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 974; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
   __Pyx_DECREF(((PyObject *)__pyx_v_ohigh));
   __pyx_v_ohigh = ((PyArrayObject *)__pyx_t_2);
   __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":973
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":975
  *         olow = <ndarray>PyArray_FROM_OTF(low, NPY_DOUBLE, NPY_ALIGNED)
  *         ohigh = <ndarray>PyArray_FROM_OTF(high, NPY_DOUBLE, NPY_ALIGNED)
  *         temp = np.subtract(ohigh, olow)             # <<<<<<<<<<<<<<
  *         Py_INCREF(temp) # needed to get around Pyrex's automatic reference-counting
  *                         #  rules because EnsureArray steals a reference
  */
-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 973; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 975; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_subtract); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 973; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_subtract); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 975; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-  __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 973; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 975; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(((PyObject *)__pyx_t_3));
   __Pyx_INCREF(((PyObject *)__pyx_v_ohigh));
   PyTuple_SET_ITEM(__pyx_t_3, 0, ((PyObject *)__pyx_v_ohigh));
@@ -6253,7 +6281,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
   __Pyx_INCREF(((PyObject *)__pyx_v_olow));
   PyTuple_SET_ITEM(__pyx_t_3, 1, ((PyObject *)__pyx_v_olow));
   __Pyx_GIVEREF(((PyObject *)__pyx_v_olow));
-  __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 973; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 975; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_4);
   __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
   __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0;
@@ -6261,7 +6289,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
   __pyx_v_temp = __pyx_t_4;
   __pyx_t_4 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":974
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":976
  *         ohigh = <ndarray>PyArray_FROM_OTF(high, NPY_DOUBLE, NPY_ALIGNED)
  *         temp = np.subtract(ohigh, olow)
  *         Py_INCREF(temp) # needed to get around Pyrex's automatic reference-counting             # <<<<<<<<<<<<<<
@@ -6270,21 +6298,21 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
  */
   Py_INCREF(__pyx_v_temp);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":976
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":978
  *         Py_INCREF(temp) # needed to get around Pyrex's automatic reference-counting
  *                         #  rules because EnsureArray steals a reference
  *         odiff = <ndarray>PyArray_EnsureArray(temp)             # <<<<<<<<<<<<<<
  *         return cont2_array(self.internal_state, rk_uniform, size, olow, odiff)
  * 
  */
-  __pyx_t_4 = PyArray_EnsureArray(__pyx_v_temp); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 976; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = PyArray_EnsureArray(__pyx_v_temp); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 978; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_4);
   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_4)));
   __Pyx_DECREF(((PyObject *)__pyx_v_odiff));
   __pyx_v_odiff = ((PyArrayObject *)__pyx_t_4);
   __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":977
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":979
  *                         #  rules because EnsureArray steals a reference
  *         odiff = <ndarray>PyArray_EnsureArray(temp)
  *         return cont2_array(self.internal_state, rk_uniform, size, olow, odiff)             # <<<<<<<<<<<<<<
@@ -6292,7 +6320,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
  *     def rand(self, *args):
  */
   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_4 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_uniform, __pyx_v_size, __pyx_v_olow, __pyx_v_odiff); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 977; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_uniform, __pyx_v_size, __pyx_v_olow, __pyx_v_odiff); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 979; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_4);
   __pyx_r = __pyx_t_4;
   __pyx_t_4 = 0;
@@ -6317,7 +6345,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_uniform(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":979
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":981
  *         return cont2_array(self.internal_state, rk_uniform, size, olow, odiff)
  * 
  *     def rand(self, *args):             # <<<<<<<<<<<<<<
@@ -6340,18 +6368,18 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyO
   __Pyx_INCREF(__pyx_args);
   __pyx_v_args = __pyx_args;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1017
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1019
  * 
  *         """
  *         if len(args) == 0:             # <<<<<<<<<<<<<<
  *             return self.random_sample()
  *         else:
  */
-  __pyx_t_1 = PyObject_Length(__pyx_v_args); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1017; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_Length(__pyx_v_args); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1019; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __pyx_t_2 = (__pyx_t_1 == 0);
   if (__pyx_t_2) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1018
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1020
  *         """
  *         if len(args) == 0:
  *             return self.random_sample()             # <<<<<<<<<<<<<<
@@ -6359,9 +6387,9 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyO
  *             return self.random_sample(size=args)
  */
     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_3 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_random_sample); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1018; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_random_sample); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1020; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_3);
-    __pyx_t_4 = PyObject_Call(__pyx_t_3, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1018; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_Call(__pyx_t_3, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1020; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
     __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
     __pyx_r = __pyx_t_4;
@@ -6371,7 +6399,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyO
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1020
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1022
  *             return self.random_sample()
  *         else:
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@@ -6379,12 +6407,12 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyO
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     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_4 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_random_sample); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1020; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_random_sample); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1022; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
-    __pyx_1 = PyDict_New(); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1020; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = PyDict_New(); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1022; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    if (PyDict_SetItem(__pyx_1, __pyx_kp_size, __pyx_v_args) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1020; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    if (PyDict_SetItem(__pyx_1, __pyx_kp_size, __pyx_v_args) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1022; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyEval_CallObjectWithKeywords(__pyx_t_4, ((PyObject *)__pyx_empty_tuple), ((PyObject *)__pyx_1)); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1022; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -6409,7 +6437,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_rand(PyObject *__pyx_v_self, PyO
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1022
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1024
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@@ -6432,18 +6460,18 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randn(PyObject *__pyx_v_self, Py
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1073
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1075
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-  __pyx_t_1 = PyObject_Length(__pyx_v_args); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1073; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_Length(__pyx_v_args); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1075; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1074
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1076
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@@ -6451,9 +6479,9 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randn(PyObject *__pyx_v_self, Py
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     __Pyx_XDECREF(__pyx_r);
-    __pyx_t_3 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_standard_normal); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1074; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_standard_normal); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1076; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_3);
-    __pyx_t_4 = PyObject_Call(__pyx_t_3, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1074; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyObject_Call(__pyx_t_3, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1076; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
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@@ -6463,7 +6491,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randn(PyObject *__pyx_v_self, Py
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1076
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1078
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@@ -6471,14 +6499,14 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randn(PyObject *__pyx_v_self, Py
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     __Pyx_XDECREF(__pyx_r);
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+    __pyx_t_4 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_standard_normal); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1078; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1076; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1078; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __Pyx_INCREF(__pyx_v_args);
     PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v_args);
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-    __pyx_t_5 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1076; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1078; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -6503,7 +6531,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_randn(PyObject *__pyx_v_self, Py
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1078
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1080
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  * 
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@@ -6553,7 +6581,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_random_integers(PyObject *__pyx_
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+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "random_integers") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1080; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -6571,7 +6599,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_random_integers(PyObject *__pyx_
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+  __Pyx_RaiseArgtupleInvalid("random_integers", 0, 1, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1080; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -6579,7 +6607,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_random_integers(PyObject *__pyx_
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   __Pyx_INCREF(__pyx_v_high);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1150
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1152
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  *         """
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@@ -6589,7 +6617,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_random_integers(PyObject *__pyx_
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1151
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1153
  *         """
  *         if high is None:
  *             high = low             # <<<<<<<<<<<<<<
@@ -6600,7 +6628,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_random_integers(PyObject *__pyx_
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1152
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1154
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   }
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1153
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1155
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  *             low = 1
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   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_2 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_randint); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1153; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_GetAttr(__pyx_v_self, __pyx_kp_randint); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1155; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyNumber_Add(__pyx_v_high, __pyx_int_1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1155; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_4 = PyTuple_New(3); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1153; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = PyTuple_New(3); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1155; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_low);
@@ -6637,7 +6665,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_random_integers(PyObject *__pyx_
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   __Pyx_GIVEREF(__pyx_v_size);
   __pyx_t_3 = 0;
-  __pyx_t_3 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1153; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1155; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -6661,7 +6689,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_random_integers(PyObject *__pyx_
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1156
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1158
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@@ -6694,7 +6722,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_standard_normal(PyObject *__pyx_
       }
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     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "standard_normal") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1156; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "standard_normal") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1158; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
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@@ -6707,13 +6735,13 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_standard_normal(PyObject *__pyx_
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   __pyx_L5_argtuple_error:;
-  __Pyx_RaiseArgtupleInvalid("standard_normal", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1156; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("standard_normal", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1158; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   __pyx_L3_error:;
   __Pyx_AddTraceback("mtrand.RandomState.standard_normal");
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   __pyx_L4_argument_unpacking_done:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1186
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1188
  * 
  *         """
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@@ -6721,7 +6749,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_standard_normal(PyObject *__pyx_
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   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_gauss, __pyx_v_size); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1186; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_gauss, __pyx_v_size); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1188; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
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@@ -6739,7 +6767,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_standard_normal(PyObject *__pyx_
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1188
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1190
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+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "normal") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1190; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
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   goto __pyx_L4_argument_unpacking_done;
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-  __Pyx_RaiseArgtupleInvalid("normal", 0, 0, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1188; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("normal", 0, 0, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1190; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -6824,7 +6852,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_normal(PyObject *__pyx_v_self, P
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1273
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1275
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1274
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1276
  * 
  *         floc = PyFloat_AsDouble(loc)
  *         fscale = PyFloat_AsDouble(scale)             # <<<<<<<<<<<<<<
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1275
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1277
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1276
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1277
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1278
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1280
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1282
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1283
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+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_scale, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1285; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1284
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1286
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1286; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1286; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1286; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1286; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1285
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+    __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1287; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1287; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1285; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1287; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1286
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1288
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+  __pyx_t_4 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_normal, __pyx_v_size, __pyx_v_oloc, __pyx_v_oscale); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1288; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1288
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1328
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1330
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@@ -7126,7 +7154,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_beta(PyObject *__pyx_v_self, PyO
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1329
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1331
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1330
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1332
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1331
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1333
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1332
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1334
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+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1334; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1334; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1332; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1333
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1334
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1335
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1337
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1339
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+  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_a, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1341; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1340
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1341
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1343; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1342
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1343
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1345
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1345; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1345; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1344
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1346
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+    __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1346; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1344; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1346; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1345
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1347
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+  __pyx_t_2 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_beta, __pyx_v_size, __pyx_v_oa, __pyx_v_ob); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1347; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1347
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1349
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+  __Pyx_RaiseArgtupleInvalid("exponential", 0, 0, 2, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1349; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1388
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1389
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1390
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1391
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1392
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1394
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1396
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1397
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+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1399; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1399; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1399; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -7612,46 +7640,46 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_exponential(PyObject *__pyx_v_se
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+  __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1399; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1399; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyObject_Call(__pyx_t_3, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1399; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1398
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1400
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+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1400; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1400; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1398; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1400; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1399
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1401
  *         if np.any(np.less_equal(oscale, 0.0)):
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+  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_exponential, __pyx_v_size, __pyx_v_oscale); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1401; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -7682,7 +7710,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_exponential(PyObject *__pyx_v_se
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1401
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1403
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+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "standard_exponential") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1403; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -7728,13 +7756,13 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_standard_exponential(PyObject *_
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-  __Pyx_RaiseArgtupleInvalid("standard_exponential", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1401; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("standard_exponential", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1403; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1427
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1429
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@@ -7742,7 +7770,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_standard_exponential(PyObject *_
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+  __pyx_t_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_standard_exponential, __pyx_v_size); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1429; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1429
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+  __Pyx_RaiseArgtupleInvalid("standard_gamma", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1431; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1499
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1500
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1501
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1502
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1502; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1504; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1503
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1505
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+    __pyx_t_3 = __pyx_f_6mtrand_cont1_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_standard_gamma, __pyx_v_size, __pyx_v_fshape); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1505; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1505
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1506
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1507
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+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1509; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1509; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1508
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+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1510; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1510; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1508; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1510; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1509
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1511
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   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_standard_gamma, __pyx_v_size, __pyx_v_oshape); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1509; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_standard_gamma, __pyx_v_size, __pyx_v_oshape); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1511; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -8016,7 +8044,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_standard_gamma(PyObject *__pyx_v
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1511
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1513
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-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "gamma") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1511; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "gamma") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1513; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  __Pyx_RaiseArgtupleInvalid("gamma", 0, 1, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1511; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("gamma", 0, 1, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1513; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -8098,7 +8126,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_gamma(PyObject *__pyx_v_self, Py
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1584
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1585
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1587
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1586
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1587
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1588
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+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1590; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1589
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1590
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+      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1592; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1590; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1592; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1591
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1593
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1593
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-    __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1599; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1601; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_3);
     __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
     __Pyx_Raise(__pyx_t_3, 0, 0);
     __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1599; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1601; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     goto __pyx_L10;
   }
   __pyx_L10:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1600
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1602
  *         if np.any(np.less_equal(oscale, 0.0)):
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  *         return cont2_array(self.internal_state, rk_gamma, size, oshape, oscale)             # <<<<<<<<<<<<<<
@@ -8384,7 +8412,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_gamma(PyObject *__pyx_v_self, Py
  *     def f(self, dfnum, dfden, size=None):
  */
   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_3 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_gamma, __pyx_v_size, __pyx_v_oshape, __pyx_v_oscale); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1600; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_gamma, __pyx_v_size, __pyx_v_oshape, __pyx_v_oscale); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1602; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __pyx_r = __pyx_t_3;
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@@ -8408,7 +8436,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_gamma(PyObject *__pyx_v_self, Py
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1602
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1604
  *         return cont2_array(self.internal_state, rk_gamma, size, oshape, oscale)
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       values[1] = PyDict_GetItem(__pyx_kwds, __pyx_kp_dfden);
       if (likely(values[1])) kw_args--;
       else {
-        __Pyx_RaiseArgtupleInvalid("f", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1602; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+        __Pyx_RaiseArgtupleInvalid("f", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1604; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -8464,7 +8492,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_f(PyObject *__pyx_v_self, PyObje
       }
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     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "f") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1602; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "f") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1604; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -8483,7 +8511,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_f(PyObject *__pyx_v_self, PyObje
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-  __Pyx_RaiseArgtupleInvalid("f", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1602; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("f", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1604; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1686
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1688
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1687
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1689
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@@ -8509,7 +8537,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_f(PyObject *__pyx_v_self, PyObje
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1688
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1690
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1689
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1691
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1690
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1692
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+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1692; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1692; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1690; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1692; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1691
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1693
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     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1692
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1694
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+      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1694; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+      __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1694; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1692; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1694; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L8;
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1693
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1695
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@@ -8591,7 +8619,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_f(PyObject *__pyx_v_self, PyObje
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-    __pyx_t_2 = __pyx_f_6mtrand_cont2_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_f, __pyx_v_size, __pyx_v_fdfnum, __pyx_v_fdfden); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1693; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = __pyx_f_6mtrand_cont2_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_f, __pyx_v_size, __pyx_v_fdfnum, __pyx_v_fdfden); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1695; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -8600,7 +8628,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_f(PyObject *__pyx_v_self, PyObje
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1695
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1697
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1697
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1699
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+  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_dfnum, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1699; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1698
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+  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_dfden, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1700; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1699
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1701; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1701; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1701; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1701; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1700
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1702; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1701
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1703; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1703; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyObject_Call(__pyx_t_5, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1703; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1702
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+    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1704; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1704; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1702; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1704; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     goto __pyx_L10;
   }
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1703
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1705
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+  __pyx_t_3 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_f, __pyx_v_size, __pyx_v_odfnum, __pyx_v_odfden); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1705; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -8801,7 +8829,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_f(PyObject *__pyx_v_self, PyObje
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1705
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1707
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       else {
-        __Pyx_RaiseArgtupleInvalid("noncentral_f", 0, 3, 4, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1705; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+        __Pyx_RaiseArgtupleInvalid("noncentral_f", 0, 3, 4, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1707; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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       values[2] = PyDict_GetItem(__pyx_kwds, __pyx_kp_nonc);
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       else {
-        __Pyx_RaiseArgtupleInvalid("noncentral_f", 0, 3, 4, 2); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1705; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+        __Pyx_RaiseArgtupleInvalid("noncentral_f", 0, 3, 4, 2); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1707; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -8867,7 +8895,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_s
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-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "noncentral_f") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1705; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "noncentral_f") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1707; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -8888,7 +8916,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_s
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-  __Pyx_RaiseArgtupleInvalid("noncentral_f", 0, 3, 4, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1705; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("noncentral_f", 0, 3, 4, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1707; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1772
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1773
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@@ -8915,7 +8943,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_s
  */
   __pyx_v_fdfden = PyFloat_AsDouble(__pyx_v_dfden);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1774
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1776
  *         fdfnum = PyFloat_AsDouble(dfnum)
  *         fdfden = PyFloat_AsDouble(dfden)
  *         fnonc = PyFloat_AsDouble(nonc)             # <<<<<<<<<<<<<<
@@ -8924,7 +8952,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_s
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   __pyx_v_fnonc = PyFloat_AsDouble(__pyx_v_nonc);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1775
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1777
  *         fdfden = PyFloat_AsDouble(dfden)
  *         fnonc = PyFloat_AsDouble(nonc)
  *         if not PyErr_Occurred():             # <<<<<<<<<<<<<<
@@ -8934,7 +8962,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_s
   __pyx_t_1 = (!PyErr_Occurred());
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1776
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1778
  *         fnonc = PyFloat_AsDouble(nonc)
  *         if not PyErr_Occurred():
  *             if fdfnum <= 1:             # <<<<<<<<<<<<<<
@@ -8944,29 +8972,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_s
     __pyx_t_1 = (__pyx_v_fdfnum <= 1);
     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1777
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1779
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  *             if fdfden <= 0:
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-      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1777; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1779; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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       __Pyx_INCREF(__pyx_kp_51);
       PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_kp_51);
       __Pyx_GIVEREF(__pyx_kp_51);
-      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1777; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1779; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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       __Pyx_Raise(__pyx_t_3, 0, 0);
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1777; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1779; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L7;
     }
     __pyx_L7:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1778
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1780
  *             if fdfnum <= 1:
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  *             if fdfden <= 0:             # <<<<<<<<<<<<<<
@@ -8976,29 +9004,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_s
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     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1779
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1781
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-      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1779; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1781; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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       __Pyx_INCREF(__pyx_kp_52);
       PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_kp_52);
       __Pyx_GIVEREF(__pyx_kp_52);
-      __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1779; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1781; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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       __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0;
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       __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1779; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1781; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L8;
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1780
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1782
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@@ -9008,29 +9036,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_s
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1781
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1783
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+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1783; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1781; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1783; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1781; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1783; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L9;
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1782
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1784
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     __Pyx_XDECREF(__pyx_r);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1783
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1785
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+    __pyx_t_3 = __pyx_f_6mtrand_cont3_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_noncentral_f, __pyx_v_size, __pyx_v_fdfnum, __pyx_v_fdfden, __pyx_v_fnonc); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1784; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -9055,7 +9083,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_s
   }
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1785
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1787
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   PyErr_Clear();
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1787
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1789
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  *         odfnum = <ndarray>PyArray_FROM_OTF(dfnum, NPY_DOUBLE, NPY_ALIGNED)             # <<<<<<<<<<<<<<
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-  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_dfnum, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1787; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_dfnum, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1789; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_3)));
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1788
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1790
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  *         odfnum = <ndarray>PyArray_FROM_OTF(dfnum, NPY_DOUBLE, NPY_ALIGNED)
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  *         ononc = <ndarray>PyArray_FROM_OTF(nonc, NPY_DOUBLE, NPY_ALIGNED)
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-  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_dfden, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1788; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_dfden, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1790; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_3);
   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_3)));
   __Pyx_DECREF(((PyObject *)__pyx_v_odfden));
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1789
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1791
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-  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_nonc, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1789; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_nonc, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1791; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __Pyx_DECREF(((PyObject *)__pyx_v_ononc));
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1791
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1793
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1791; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1793; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1791; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1793; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1793; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1791; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1793; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_4 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1791; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1793; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1791; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1793; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __Pyx_INCREF(((PyObject *)__pyx_v_odfnum));
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@@ -9133,65 +9161,65 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_f(PyObject *__pyx_v_s
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+    __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1798; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1796; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1798; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1797
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1799
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1798
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1800
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-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1800
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1871
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1877; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1879; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     goto __pyx_L8;
   }
   __pyx_L8:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1878
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1880
  *         if np.any(np.less_equal(odf, 0.0)):
  *             raise ValueError("df <= 0")
  *         return cont1_array(self.internal_state, rk_chisquare, size, odf)             # <<<<<<<<<<<<<<
@@ -9578,7 +9606,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_chisquare(PyObject *__pyx_v_self
  *     def noncentral_chisquare(self, df, nonc, size=None):
  */
   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_chisquare, __pyx_v_size, __pyx_v_odf); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1878; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_chisquare, __pyx_v_size, __pyx_v_odf); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1880; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_5);
   __pyx_r = __pyx_t_5;
   __pyx_t_5 = 0;
@@ -9601,7 +9629,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_chisquare(PyObject *__pyx_v_self
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1880
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1882
  *         return cont1_array(self.internal_state, rk_chisquare, size, odf)
  * 
  *     def noncentral_chisquare(self, df, nonc, size=None):             # <<<<<<<<<<<<<<
@@ -9648,7 +9676,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
       values[1] = PyDict_GetItem(__pyx_kwds, __pyx_kp_nonc);
       if (likely(values[1])) kw_args--;
       else {
-        __Pyx_RaiseArgtupleInvalid("noncentral_chisquare", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1880; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+        __Pyx_RaiseArgtupleInvalid("noncentral_chisquare", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1882; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
       }
       case  2:
       if (kw_args > 1) {
@@ -9657,7 +9685,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
       }
     }
     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "noncentral_chisquare") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1880; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "noncentral_chisquare") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1882; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
     __pyx_v_df = values[0];
     __pyx_v_nonc = values[1];
@@ -9676,7 +9704,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
   }
   goto __pyx_L4_argument_unpacking_done;
   __pyx_L5_argtuple_error:;
-  __Pyx_RaiseArgtupleInvalid("noncentral_chisquare", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1880; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("noncentral_chisquare", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1882; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   __pyx_L3_error:;
   __Pyx_AddTraceback("mtrand.RandomState.noncentral_chisquare");
   return NULL;
@@ -9684,7 +9712,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
   __pyx_v_odf = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
   __pyx_v_ononc = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1951
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1953
  *         cdef ndarray odf, ononc
  *         cdef double fdf, fnonc
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@@ -9693,7 +9721,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
  */
   __pyx_v_fdf = PyFloat_AsDouble(__pyx_v_df);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1952
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1954
  *         cdef double fdf, fnonc
  *         fdf = PyFloat_AsDouble(df)
  *         fnonc = PyFloat_AsDouble(nonc)             # <<<<<<<<<<<<<<
@@ -9702,7 +9730,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
  */
   __pyx_v_fnonc = PyFloat_AsDouble(__pyx_v_nonc);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1953
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1955
  *         fdf = PyFloat_AsDouble(df)
  *         fnonc = PyFloat_AsDouble(nonc)
  *         if not PyErr_Occurred():             # <<<<<<<<<<<<<<
@@ -9712,7 +9740,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
   __pyx_t_1 = (!PyErr_Occurred());
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1954
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1956
  *         fnonc = PyFloat_AsDouble(nonc)
  *         if not PyErr_Occurred():
  *             if fdf <= 1:             # <<<<<<<<<<<<<<
@@ -9722,29 +9750,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
     __pyx_t_1 = (__pyx_v_fdf <= 1);
     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1955
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1957
  *         if not PyErr_Occurred():
  *             if fdf <= 1:
  *                 raise ValueError("df <= 0")             # <<<<<<<<<<<<<<
  *             if fnonc <= 0:
  *                 raise ValueError("nonc <= 0")
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-      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1955; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1957; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(((PyObject *)__pyx_t_2));
       __Pyx_INCREF(__pyx_kp_59);
       PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_kp_59);
       __Pyx_GIVEREF(__pyx_kp_59);
-      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1955; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1957; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(__pyx_t_3);
       __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
       __Pyx_Raise(__pyx_t_3, 0, 0);
       __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1955; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1957; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L7;
     }
     __pyx_L7:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1956
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1958
  *             if fdf <= 1:
  *                 raise ValueError("df <= 0")
  *             if fnonc <= 0:             # <<<<<<<<<<<<<<
@@ -9754,29 +9782,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
     __pyx_t_1 = (__pyx_v_fnonc <= 0);
     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1957
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1959
  *                 raise ValueError("df <= 0")
  *             if fnonc <= 0:
  *                 raise ValueError("nonc <= 0")             # <<<<<<<<<<<<<<
  *             return cont2_array_sc(self.internal_state, rk_noncentral_chisquare,
  *                                   size, fdf, fnonc)
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-      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1957; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1959; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(((PyObject *)__pyx_t_3));
       __Pyx_INCREF(__pyx_kp_60);
       PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_kp_60);
       __Pyx_GIVEREF(__pyx_kp_60);
-      __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1957; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1959; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(__pyx_t_2);
       __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0;
       __Pyx_Raise(__pyx_t_2, 0, 0);
       __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1957; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1959; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L8;
     }
     __pyx_L8:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1958
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1960
  *             if fnonc <= 0:
  *                 raise ValueError("nonc <= 0")
  *             return cont2_array_sc(self.internal_state, rk_noncentral_chisquare,             # <<<<<<<<<<<<<<
@@ -9785,14 +9813,14 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
  */
     __Pyx_XDECREF(__pyx_r);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1959
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1961
  *                 raise ValueError("nonc <= 0")
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  *                                   size, fdf, fnonc)             # <<<<<<<<<<<<<<
  * 
  *         PyErr_Clear()
  */
-    __pyx_t_2 = __pyx_f_6mtrand_cont2_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_noncentral_chisquare, __pyx_v_size, __pyx_v_fdf, __pyx_v_fnonc); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1958; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = __pyx_f_6mtrand_cont2_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_noncentral_chisquare, __pyx_v_size, __pyx_v_fdf, __pyx_v_fnonc); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1960; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __pyx_r = __pyx_t_2;
     __pyx_t_2 = 0;
@@ -9801,7 +9829,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
   }
   __pyx_L6:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1961
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1963
  *                                   size, fdf, fnonc)
  * 
  *         PyErr_Clear()             # <<<<<<<<<<<<<<
@@ -9810,54 +9838,54 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
  */
   PyErr_Clear();
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1963
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1965
  *         PyErr_Clear()
  * 
  *         odf = <ndarray>PyArray_FROM_OTF(df, NPY_DOUBLE, NPY_ALIGNED)             # <<<<<<<<<<<<<<
  *         ononc = <ndarray>PyArray_FROM_OTF(nonc, NPY_DOUBLE, NPY_ALIGNED)
  *         if np.any(np.less_equal(odf, 0.0)):
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-  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_df, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1963; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_df, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1965; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
   __Pyx_DECREF(((PyObject *)__pyx_v_odf));
   __pyx_v_odf = ((PyArrayObject *)__pyx_t_2);
   __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1964
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1966
  * 
  *         odf = <ndarray>PyArray_FROM_OTF(df, NPY_DOUBLE, NPY_ALIGNED)
  *         ononc = <ndarray>PyArray_FROM_OTF(nonc, NPY_DOUBLE, NPY_ALIGNED)             # <<<<<<<<<<<<<<
  *         if np.any(np.less_equal(odf, 0.0)):
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-  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_nonc, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1964; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_nonc, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1966; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
   __Pyx_DECREF(((PyObject *)__pyx_v_ononc));
   __pyx_v_ononc = ((PyArrayObject *)__pyx_t_2);
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1965
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1967
  *         odf = <ndarray>PyArray_FROM_OTF(df, NPY_DOUBLE, NPY_ALIGNED)
  *         ononc = <ndarray>PyArray_FROM_OTF(nonc, NPY_DOUBLE, NPY_ALIGNED)
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  *             raise ValueError("df <= 1")
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1965; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1967; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1965; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1967; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1965; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1967; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1965; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1967; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_4 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1965; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1967; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1965; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1967; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __Pyx_INCREF(((PyObject *)__pyx_v_odf));
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@@ -9865,65 +9893,65 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_noncentral_chisquare(PyObject *_
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+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1968; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1968; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1967
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+  __pyx_t_2 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1969; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1969; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1968
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+    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1970; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1968; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1970; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1969
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1971
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1970
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1972
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+  __pyx_t_3 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_noncentral_chisquare, __pyx_v_size, __pyx_v_odf, __pyx_v_ononc); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1971; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1972
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+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "standard_cauchy") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1974; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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+  __Pyx_RaiseArgtupleInvalid("standard_cauchy", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1974; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2031
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+  __pyx_t_1 = __pyx_f_6mtrand_cont0_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_standard_cauchy, __pyx_v_size); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2033; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2033
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+  __Pyx_RaiseArgtupleInvalid("standard_t", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2035; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2121
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2122
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2123
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2124
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2125
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2127
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2129
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2130
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+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2132; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2132; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2132; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2131
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+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2133; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2133; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2131; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2133; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2132
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2134
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   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_standard_t, __pyx_v_size, __pyx_v_odf); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2132; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_standard_t, __pyx_v_size, __pyx_v_odf); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2134; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2134
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+        __Pyx_RaiseArgtupleInvalid("vonmises", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2136; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "vonmises") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2136; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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+  __Pyx_RaiseArgtupleInvalid("vonmises", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2136; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2214
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2216
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2215
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2217
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  *         fmu = PyFloat_AsDouble(mu)
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2216
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2218
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2217
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2219
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     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2218
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2220
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+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2218; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2219
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2221
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2221
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2223
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+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_mu, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2225; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2224
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2226
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  *         omu = <ndarray> PyArray_FROM_OTF(mu, NPY_DOUBLE, NPY_ALIGNED)
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-  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_kappa, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2224; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_kappa, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2226; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_3)));
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2225
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2227
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2225; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2227; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2227; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2225; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2227; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_less); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2227; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2227; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2227; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2227; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2227; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyObject_Call(__pyx_t_3, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2227; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_1 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2227; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2226
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2228
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-    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2226; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2228; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2228; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2226; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2228; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     goto __pyx_L8;
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2227
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2229
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+  __pyx_t_5 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_vonmises, __pyx_v_size, __pyx_v_omu, __pyx_v_okappa); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2229; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2229
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+  __Pyx_RaiseArgtupleInvalid("pareto", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2231; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2305
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2306
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2307
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2308
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2308; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2310; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2309
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+    __pyx_t_3 = __pyx_f_6mtrand_cont1_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_pareto, __pyx_v_size, __pyx_v_fa); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2311; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2311
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2313
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+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_a, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2315; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2314
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2316; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2316; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2316; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2316; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2315
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+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2317; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2317; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2315; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2317; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2316
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2318
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+  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_pareto, __pyx_v_size, __pyx_v_oa); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2318; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2318
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+  __Pyx_RaiseArgtupleInvalid("weibull", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2320; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2405
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2407
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@@ -10972,7 +11000,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_weibull(PyObject *__pyx_v_self,
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2406
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2408
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2407
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2408
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2408; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2410; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2409
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+    __pyx_t_3 = __pyx_f_6mtrand_cont1_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_weibull, __pyx_v_size, __pyx_v_fa); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2411; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2411
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2413
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+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_a, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2415; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2414
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2416
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2416; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2415
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+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2417; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2417; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2415; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2417; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2416
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2418
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@@ -11128,7 +11156,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_weibull(PyObject *__pyx_v_self,
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  */
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+  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_weibull, __pyx_v_size, __pyx_v_oa); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2418; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -11151,7 +11179,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_weibull(PyObject *__pyx_v_self,
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2418
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2420
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+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "power") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2420; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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+  __Pyx_RaiseArgtupleInvalid("power", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2420; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2514
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2516
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2515
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2516
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@@ -11248,29 +11276,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_power(PyObject *__pyx_v_self, Py
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2517
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+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2519; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2517; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2519; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2518
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2520
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+    __pyx_t_3 = __pyx_f_6mtrand_cont1_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_power, __pyx_v_size, __pyx_v_fa); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2520; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2520
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   PyErr_Clear();
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2522
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+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_a, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2524; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2523
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2525; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2523; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2525; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2523; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2525; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2525; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2525; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2525; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2525; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2525; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyObject_Call(__pyx_t_3, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2525; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_1 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2523; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_1 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2525; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2524
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2526
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-    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2524; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2526; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2526; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2524; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2526; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     goto __pyx_L8;
   }
   __pyx_L8:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2525
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2527
  *         if np.any(np.less_equal(oa, 0.0)):
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@@ -11384,7 +11412,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_power(PyObject *__pyx_v_self, Py
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  */
   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_power, __pyx_v_size, __pyx_v_oa); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2525; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_power, __pyx_v_size, __pyx_v_oa); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2527; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -11407,7 +11435,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_power(PyObject *__pyx_v_self, Py
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2527
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2529
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+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "laplace") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2529; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  __Pyx_RaiseArgtupleInvalid("laplace", 0, 0, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2527; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("laplace", 0, 0, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2529; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2603
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2605
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2604
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2606
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2605
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2607
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2606
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2608
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2607
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2609
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+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2609; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2608
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2610
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2611
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2612
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2614
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  *         oloc = PyArray_FROM_OTF(loc, NPY_DOUBLE, NPY_ALIGNED)
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+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_scale, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2614; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2613
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2615; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2615; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2615; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2614
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+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2616; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2616; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2614; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2616; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2615
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2617
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+  __pyx_t_5 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_laplace, __pyx_v_size, __pyx_v_oloc, __pyx_v_oscale); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2617; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2617
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+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "gumbel") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2619; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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+  __Pyx_RaiseArgtupleInvalid("gumbel", 0, 0, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2619; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2727
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2728
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2730
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2729
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2730
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2731
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+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2733; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2731; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2733; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2732
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2734
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2734
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2735
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2736
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2738
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+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_scale, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2738; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  if (!(__Pyx_TypeTest(__pyx_t_3, __pyx_ptype_6mtrand_ndarray))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2738; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2737
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2739; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2739; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2739; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2739; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2738
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+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2740; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2740; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2739
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2741
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+  __Pyx_RaiseArgtupleInvalid("logistic", 0, 0, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2743; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -12086,7 +12114,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_logistic(PyObject *__pyx_v_self,
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2815
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2817
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2816
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2818
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2817
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2818
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2819
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+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2821; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2820
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2822
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2823
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2824
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2826
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+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_scale, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2826; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  if (!(__Pyx_TypeTest(__pyx_t_3, __pyx_ptype_6mtrand_ndarray))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2826; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2825
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2827; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2827; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2826
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2827
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   __pyx_r = __pyx_t_5;
   __pyx_t_5 = 0;
@@ -12298,7 +12326,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_logistic(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2829
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2831
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  * 
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@@ -12356,7 +12384,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self
       }
     }
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-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "lognormal") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2829; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "lognormal") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2831; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
     __pyx_v_mean = values[0];
     __pyx_v_sigma = values[1];
@@ -12375,7 +12403,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self
   }
   goto __pyx_L4_argument_unpacking_done;
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-  __Pyx_RaiseArgtupleInvalid("lognormal", 0, 0, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2829; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("lognormal", 0, 0, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2831; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -12383,7 +12411,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2944
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2946
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@@ -12392,7 +12420,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2945
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2947
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2947
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2949
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   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2948
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2950
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@@ -12421,29 +12449,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2949
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2951
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-      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2949; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2951; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2951; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2949; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2951; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2950
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2952
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+    __pyx_t_3 = __pyx_f_6mtrand_cont2_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_lognormal, __pyx_v_size, __pyx_v_fmean, __pyx_v_fsigma); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2952; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -12460,7 +12488,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2952
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2954
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@@ -12469,54 +12497,54 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self
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   PyErr_Clear();
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2954
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2956
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  *         omean = PyArray_FROM_OTF(mean, NPY_DOUBLE, NPY_ALIGNED)             # <<<<<<<<<<<<<<
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+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_mean, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2956; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  if (!(__Pyx_TypeTest(__pyx_t_3, __pyx_ptype_6mtrand_ndarray))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2956; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2955
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2957
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  *         omean = PyArray_FROM_OTF(mean, NPY_DOUBLE, NPY_ALIGNED)
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+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_sigma, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2957; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  if (!(__Pyx_TypeTest(__pyx_t_3, __pyx_ptype_6mtrand_ndarray))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2955; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (!(__Pyx_TypeTest(__pyx_t_3, __pyx_ptype_6mtrand_ndarray))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2957; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2956
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2958
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2956; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2958; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2958; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2957
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     __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2957; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2959; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     goto __pyx_L8;
   }
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2958
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2960
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@@ -12571,7 +12599,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self
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  */
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-  __pyx_t_5 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_lognormal, __pyx_v_size, __pyx_v_omean, __pyx_v_osigma); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2958; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_5 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_lognormal, __pyx_v_size, __pyx_v_omean, __pyx_v_osigma); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2960; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -12595,7 +12623,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_lognormal(PyObject *__pyx_v_self
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2960
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2962
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@@ -12643,7 +12671,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_rayleigh(PyObject *__pyx_v_self,
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+  __Pyx_RaiseArgtupleInvalid("rayleigh", 0, 0, 2, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2962; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3018
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3020
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3020
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3021
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3022
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+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3024; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3022; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3024; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3023
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3025
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+    __pyx_t_3 = __pyx_f_6mtrand_cont1_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_rayleigh, __pyx_v_size, __pyx_v_fscale); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3025; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -12734,7 +12762,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_rayleigh(PyObject *__pyx_v_self,
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3025
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3027
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3029
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-  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_scale, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3027; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_scale, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3029; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3028
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3030
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3030; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3030; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3030; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3028; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3030; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3030; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyObject_Call(__pyx_t_3, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3030; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_1 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3030; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3029
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+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3031; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_5 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3031; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3029; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3031; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3030
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3032
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-  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_rayleigh, __pyx_v_size, __pyx_v_oscale); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3030; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_5 = __pyx_f_6mtrand_cont1_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_rayleigh, __pyx_v_size, __pyx_v_oscale); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3032; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_5);
   __pyx_r = __pyx_t_5;
   __pyx_t_5 = 0;
@@ -12854,7 +12882,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_rayleigh(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3032
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3034
  *         return cont1_array(self.internal_state, rk_rayleigh, size, oscale)
  * 
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@@ -12901,7 +12929,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyO
       values[1] = PyDict_GetItem(__pyx_kwds, __pyx_kp_scale);
       if (likely(values[1])) kw_args--;
       else {
-        __Pyx_RaiseArgtupleInvalid("wald", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3032; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+        __Pyx_RaiseArgtupleInvalid("wald", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3034; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
       }
       case  2:
       if (kw_args > 1) {
@@ -12910,7 +12938,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyO
       }
     }
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-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "wald") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3032; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "wald") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3034; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
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@@ -12929,7 +12957,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyO
   }
   goto __pyx_L4_argument_unpacking_done;
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-  __Pyx_RaiseArgtupleInvalid("wald", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3032; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("wald", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3034; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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   __Pyx_AddTraceback("mtrand.RandomState.wald");
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@@ -12937,7 +12965,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyO
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   __pyx_v_oscale = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3098
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3100
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3099
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3101
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@@ -12955,7 +12983,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyO
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3100
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3102
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  *         if not PyErr_Occurred():             # <<<<<<<<<<<<<<
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   __pyx_t_1 = (!PyErr_Occurred());
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3101
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3103
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@@ -12975,29 +13003,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyO
     __pyx_t_1 = (__pyx_v_fmean <= 0);
     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3102
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3104
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-      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3102; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3104; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3104; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3102; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3104; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3103
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3105
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@@ -13007,29 +13035,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyO
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     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3104
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3106
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-      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3104; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3106; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+      __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3106; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3104; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3106; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     __pyx_L8:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3105
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3107
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-    __pyx_t_2 = __pyx_f_6mtrand_cont2_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_wald, __pyx_v_size, __pyx_v_fmean, __pyx_v_fscale); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3105; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = __pyx_f_6mtrand_cont2_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_wald, __pyx_v_size, __pyx_v_fmean, __pyx_v_fscale); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3107; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -13046,7 +13074,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyO
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3107
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3109
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  *         PyErr_Clear()             # <<<<<<<<<<<<<<
@@ -13055,54 +13083,54 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_wald(PyObject *__pyx_v_self, PyO
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   PyErr_Clear();
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3108
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3110
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+  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_mean, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3110; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  if (!(__Pyx_TypeTest(__pyx_t_2, __pyx_ptype_6mtrand_ndarray))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3110; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3109
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3111
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+  __pyx_t_2 = PyArray_FROM_OTF(__pyx_v_scale, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3111; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  if (!(__Pyx_TypeTest(__pyx_t_2, __pyx_ptype_6mtrand_ndarray))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3111; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3110
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3112
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3110; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3112; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3112; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3112; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3110; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3112; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3112; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3112; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3112
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+  __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3114; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyObject_Call(__pyx_t_5, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3114; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3113
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+    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3115; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3113; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3115; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3114
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3116
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+  __pyx_t_3 = __pyx_f_6mtrand_cont2_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_wald, __pyx_v_size, __pyx_v_omean, __pyx_v_oscale); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3116; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3118
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3120
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-        __Pyx_RaiseArgtupleInvalid("triangular", 0, 3, 4, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3118; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+        __Pyx_RaiseArgtupleInvalid("triangular", 0, 3, 4, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3120; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-        __Pyx_RaiseArgtupleInvalid("triangular", 0, 3, 4, 2); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3118; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+        __Pyx_RaiseArgtupleInvalid("triangular", 0, 3, 4, 2); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3120; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -13312,7 +13340,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_triangular(PyObject *__pyx_v_sel
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+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "triangular") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3120; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -13333,7 +13361,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_triangular(PyObject *__pyx_v_sel
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-  __Pyx_RaiseArgtupleInvalid("triangular", 0, 3, 4, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3118; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("triangular", 0, 3, 4, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3120; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3178
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3179
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3181
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3180
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3181
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3182
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3183
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+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3185; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3185; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3183; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3185; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3184
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3186
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3185
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3186
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3187
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3188
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3189
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3191
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3192
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3193
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3194
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3196
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3197
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3202
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3203
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-        __Pyx_RaiseArgtupleInvalid("binomial", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3206; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+        __Pyx_RaiseArgtupleInvalid("binomial", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3208; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
       }
       case  2:
       if (kw_args > 1) {
@@ -13840,7 +13868,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
       }
     }
     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "binomial") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3206; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "binomial") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3208; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
     __pyx_v_n = values[0];
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@@ -13859,7 +13887,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
   }
   goto __pyx_L4_argument_unpacking_done;
   __pyx_L5_argtuple_error:;
-  __Pyx_RaiseArgtupleInvalid("binomial", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3206; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("binomial", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3208; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   __pyx_L3_error:;
   __Pyx_AddTraceback("mtrand.RandomState.binomial");
   return NULL;
@@ -13867,7 +13895,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
   __pyx_v_on = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
   __pyx_v_op = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3291
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3293
  *         cdef double fp
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  *         fp = PyFloat_AsDouble(p)             # <<<<<<<<<<<<<<
@@ -13876,7 +13904,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3292
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3294
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  *         ln = PyInt_AsLong(n)             # <<<<<<<<<<<<<<
@@ -13885,7 +13913,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3293
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3295
  *         fp = PyFloat_AsDouble(p)
  *         ln = PyInt_AsLong(n)
  *         if not PyErr_Occurred():             # <<<<<<<<<<<<<<
@@ -13895,7 +13923,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
   __pyx_t_1 = (!PyErr_Occurred());
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3294
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3296
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  *         if not PyErr_Occurred():
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@@ -13905,29 +13933,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
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     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3295
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3297
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-      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3295; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3297; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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       PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_kp_93);
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-      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3295; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3297; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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       __Pyx_Raise(__pyx_t_3, 0, 0);
       __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3295; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3297; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L7;
     }
     __pyx_L7:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3296
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3298
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@@ -13937,28 +13965,28 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
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     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3297
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3299
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-      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3297; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3299; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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       __Pyx_INCREF(__pyx_kp_94);
       PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_kp_94);
       __Pyx_GIVEREF(__pyx_kp_94);
-      __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3297; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3299; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3297; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3299; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L8;
     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3298
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3300
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@@ -13968,29 +13996,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
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     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3299
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3301
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+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3301; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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       __Pyx_INCREF(__pyx_kp_95);
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+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3301; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(__pyx_t_3);
       __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3299; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3301; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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     }
     __pyx_L8:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3300
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3302
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@@ -13998,7 +14026,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
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+    __pyx_t_3 = __pyx_f_6mtrand_discnp_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_binomial, __pyx_v_size, __pyx_v_ln, __pyx_v_fp); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3302; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -14007,7 +14035,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3302
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3304
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@@ -14016,52 +14044,52 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
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   PyErr_Clear();
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3304
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3306
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-  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_n, NPY_LONG, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3304; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_n, NPY_LONG, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3306; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_3)));
   __Pyx_DECREF(((PyObject *)__pyx_v_on));
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3305
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3307
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+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_p, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3307; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3306
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3308
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3308; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3308; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3306; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3308; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_less_equal); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3308; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3308; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -14069,63 +14097,63 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
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  *         return discnp_array(self.internal_state, rk_binomial, size, on, op)             # <<<<<<<<<<<<<<
@@ -14244,7 +14272,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
  *     def negative_binomial(self, n, p, size=None):
  */
   __Pyx_XDECREF(__pyx_r);
-  __pyx_t_4 = __pyx_f_6mtrand_discnp_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_binomial, __pyx_v_size, __pyx_v_on, __pyx_v_op); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3312; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = __pyx_f_6mtrand_discnp_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_binomial, __pyx_v_size, __pyx_v_on, __pyx_v_op); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3314; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_4);
   __pyx_r = __pyx_t_4;
   __pyx_t_4 = 0;
@@ -14268,7 +14296,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_binomial(PyObject *__pyx_v_self,
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3314
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3316
  *         return discnp_array(self.internal_state, rk_binomial, size, on, op)
  * 
  *     def negative_binomial(self, n, p, size=None):             # <<<<<<<<<<<<<<
@@ -14315,7 +14343,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
       values[1] = PyDict_GetItem(__pyx_kwds, __pyx_kp_p);
       if (likely(values[1])) kw_args--;
       else {
-        __Pyx_RaiseArgtupleInvalid("negative_binomial", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3314; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+        __Pyx_RaiseArgtupleInvalid("negative_binomial", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3316; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
       }
       case  2:
       if (kw_args > 1) {
@@ -14324,7 +14352,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
       }
     }
     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "negative_binomial") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3314; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "negative_binomial") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3316; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
     __pyx_v_n = values[0];
     __pyx_v_p = values[1];
@@ -14343,7 +14371,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
   }
   goto __pyx_L4_argument_unpacking_done;
   __pyx_L5_argtuple_error:;
-  __Pyx_RaiseArgtupleInvalid("negative_binomial", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3314; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("negative_binomial", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3316; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   __pyx_L3_error:;
   __Pyx_AddTraceback("mtrand.RandomState.negative_binomial");
   return NULL;
@@ -14351,7 +14379,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
   __pyx_v_on = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
   __pyx_v_op = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3384
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3386
  *         cdef double fp
  * 
  *         fp = PyFloat_AsDouble(p)             # <<<<<<<<<<<<<<
@@ -14360,7 +14388,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
  */
   __pyx_v_fp = PyFloat_AsDouble(__pyx_v_p);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3385
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3387
  * 
  *         fp = PyFloat_AsDouble(p)
  *         fn = PyFloat_AsDouble(n)             # <<<<<<<<<<<<<<
@@ -14369,7 +14397,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
  */
   __pyx_v_fn = PyFloat_AsDouble(__pyx_v_n);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3386
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3388
  *         fp = PyFloat_AsDouble(p)
  *         fn = PyFloat_AsDouble(n)
  *         if not PyErr_Occurred():             # <<<<<<<<<<<<<<
@@ -14379,7 +14407,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
   __pyx_t_1 = (!PyErr_Occurred());
   if (__pyx_t_1) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3387
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3389
  *         fn = PyFloat_AsDouble(n)
  *         if not PyErr_Occurred():
  *             if fn <= 0:             # <<<<<<<<<<<<<<
@@ -14389,29 +14417,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
     __pyx_t_1 = (__pyx_v_fn <= 0);
     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3388
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3390
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  *                 raise ValueError("n <= 0")             # <<<<<<<<<<<<<<
  *             if fp < 0:
  *                 raise ValueError("p < 0")
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-      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3388; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3390; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(((PyObject *)__pyx_t_2));
       __Pyx_INCREF(__pyx_kp_99);
       PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_kp_99);
       __Pyx_GIVEREF(__pyx_kp_99);
-      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3388; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3390; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(__pyx_t_3);
       __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
       __Pyx_Raise(__pyx_t_3, 0, 0);
       __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3388; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3390; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L7;
     }
     __pyx_L7:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3389
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3391
  *             if fn <= 0:
  *                 raise ValueError("n <= 0")
  *             if fp < 0:             # <<<<<<<<<<<<<<
@@ -14421,28 +14449,28 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
     __pyx_t_1 = (__pyx_v_fp < 0);
     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3390
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3392
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  *                 raise ValueError("p < 0")             # <<<<<<<<<<<<<<
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-      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3390; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3392; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(((PyObject *)__pyx_t_3));
       __Pyx_INCREF(__pyx_kp_100);
       PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_kp_100);
       __Pyx_GIVEREF(__pyx_kp_100);
-      __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3390; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3392; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(__pyx_t_2);
       __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0;
       __Pyx_Raise(__pyx_t_2, 0, 0);
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3390; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3392; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L8;
     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3391
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3393
  *             if fp < 0:
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  *             elif fp > 1:             # <<<<<<<<<<<<<<
@@ -14452,29 +14480,29 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
     __pyx_t_1 = (__pyx_v_fp > 1);
     if (__pyx_t_1) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3392
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3394
  *                 raise ValueError("p < 0")
  *             elif fp > 1:
  *                 raise ValueError("p > 1")             # <<<<<<<<<<<<<<
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  *                                    size, fn, fp)
  */
-      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3392; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3394; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(((PyObject *)__pyx_t_2));
       __Pyx_INCREF(__pyx_kp_101);
       PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_kp_101);
       __Pyx_GIVEREF(__pyx_kp_101);
-      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3392; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3394; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(__pyx_t_3);
       __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
       __Pyx_Raise(__pyx_t_3, 0, 0);
       __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3392; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3394; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       goto __pyx_L8;
     }
     __pyx_L8:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3393
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3395
  *             elif fp > 1:
  *                 raise ValueError("p > 1")
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@@ -14483,14 +14511,14 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
  */
     __Pyx_XDECREF(__pyx_r);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3394
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3396
  *                 raise ValueError("p > 1")
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  *         PyErr_Clear()
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-    __pyx_t_3 = __pyx_f_6mtrand_discdd_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_negative_binomial, __pyx_v_size, __pyx_v_fn, __pyx_v_fp); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3393; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_3 = __pyx_f_6mtrand_discdd_array_sc(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_negative_binomial, __pyx_v_size, __pyx_v_fn, __pyx_v_fp); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3395; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -14499,7 +14527,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
   }
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3396
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3398
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  *         PyErr_Clear()             # <<<<<<<<<<<<<<
@@ -14508,52 +14536,52 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
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   PyErr_Clear();
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3398
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3400
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  * 
  *         on = <ndarray>PyArray_FROM_OTF(n, NPY_DOUBLE, NPY_ALIGNED)             # <<<<<<<<<<<<<<
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-  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_n, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3398; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_n, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3400; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_3);
   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_3)));
   __Pyx_DECREF(((PyObject *)__pyx_v_on));
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3399
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3401
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  *         on = <ndarray>PyArray_FROM_OTF(n, NPY_DOUBLE, NPY_ALIGNED)
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-  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_p, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3399; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyArray_FROM_OTF(__pyx_v_p, NPY_DOUBLE, NPY_ALIGNED); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3401; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_3);
   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_3)));
   __Pyx_DECREF(((PyObject *)__pyx_v_op));
   __pyx_v_op = ((PyArrayObject *)__pyx_t_3);
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3400
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3402
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3400; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3402; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3400; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_any); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3402; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3400; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3405; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3407; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3407; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3405; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3407; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     goto __pyx_L11;
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3406
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3408
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@@ -14737,14 +14765,14 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_negative_binomial(PyObject *__py
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   __Pyx_XDECREF(__pyx_r);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3407
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3409
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+  __pyx_t_4 = __pyx_f_6mtrand_discdd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_negative_binomial, __pyx_v_size, __pyx_v_on, __pyx_v_op); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3408; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3409
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3411
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+  __Pyx_RaiseArgtupleInvalid("poisson", 0, 0, 2, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3411; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3459
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3460
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3461
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-      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3462; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3463
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3465
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3465
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3467
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3468
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3469
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3470
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3561; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3563; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3562
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3564
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@@ -15261,7 +15289,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_zipf(PyObject *__pyx_v_self, PyO
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  */
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+  __pyx_t_5 = __pyx_f_6mtrand_discd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_zipf, __pyx_v_size, __pyx_v_oa); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3564; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -15284,7 +15312,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_zipf(PyObject *__pyx_v_self, PyO
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3564
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3566
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3612
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3613
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3614
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3615
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3616
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3617
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3618
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3620
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3623
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3624
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3625
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+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3627; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3626
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+  __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3628; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3627
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3627; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3628
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3630
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+  __pyx_t_3 = __pyx_f_6mtrand_discd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_geometric, __pyx_v_size, __pyx_v_op); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3630; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3630
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+        __Pyx_RaiseArgtupleInvalid("hypergeometric", 0, 3, 4, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3632; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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+        __Pyx_RaiseArgtupleInvalid("hypergeometric", 0, 3, 4, 2); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3632; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -15705,7 +15733,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_hypergeometric(PyObject *__pyx_v
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+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "hypergeometric") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3632; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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+  __Pyx_RaiseArgtupleInvalid("hypergeometric", 0, 3, 4, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3632; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3717
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3718
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3719
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3720
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3721
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3722
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3723
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3724
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+      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3726; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3725
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3726
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3729
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3730
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3733
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3735
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3737
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3738
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+    __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3745; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3744
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+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_add); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3746; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3746; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -16213,11 +16241,11 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_hypergeometric(PyObject *__pyx_v
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+  __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3746; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_6); if (unlikely(__pyx_t_1 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3746; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3745
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+    __pyx_t_6 = PyTuple_New(1); if (unlikely(!__pyx_t_6)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3747; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_6), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3747; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3745; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3747; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3746
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3748
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3747
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3749
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+  __pyx_t_2 = __pyx_f_6mtrand_discnmN_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_hypergeometric, __pyx_v_size, __pyx_v_ongood, __pyx_v_onbad, __pyx_v_onsample); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3748; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3749
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3751
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+  __Pyx_RaiseArgtupleInvalid("logseries", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3751; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3826
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3827
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3828
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3829
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3830
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-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3831
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3832
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3834
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3838
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+  __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_1 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3841; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3840
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3842
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+    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3842; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_3 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3842; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3840; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3842; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     goto __pyx_L10;
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3841
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3843
  *         if np.any(np.greater_equal(op, 1.0)):
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+  __pyx_t_3 = __pyx_f_6mtrand_discd_array(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, rk_logseries, __pyx_v_size, __pyx_v_op); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3843; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3844
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3846
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+        __Pyx_RaiseArgtupleInvalid("multivariate_normal", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3846; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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+  __Pyx_RaiseArgtupleInvalid("multivariate_normal", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3846; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3937
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3939
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+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3939; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_1 = PyObject_GetAttr(__pyx_1, __pyx_kp_array); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3939; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3939; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_3 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3937; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3939; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __pyx_v_mean = __pyx_t_3;
   __pyx_t_3 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3938
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3940
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3938; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3940; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyObject_GetAttr(__pyx_1, __pyx_kp_array); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3940; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3940; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_cov);
   __Pyx_GIVEREF(__pyx_v_cov);
-  __pyx_t_1 = PyObject_Call(__pyx_t_3, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3938; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_Call(__pyx_t_3, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3940; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -16809,7 +16837,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multivariate_normal(PyObject *__
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3939
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3941
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@@ -16819,14 +16847,14 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multivariate_normal(PyObject *__
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3940
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3942
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-    __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3940; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3942; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3942
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3944
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3943
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3945
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-  __pyx_t_1 = PyObject_GetAttr(__pyx_v_mean, __pyx_kp_shape); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3943; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_GetAttr(__pyx_v_mean, __pyx_kp_shape); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3945; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_5 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_5 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3943; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_5 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_5 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3945; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3944
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3946
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+    __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3946; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_2 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_1), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3946; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3944; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3945
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+  __pyx_t_2 = PyObject_GetAttr(__pyx_v_cov, __pyx_kp_shape); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3947; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3972; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyObject_Call(__pyx_t_8, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3972; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyNumber_Multiply(__pyx_v_x, __pyx_t_3); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3972; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3970; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3972; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_2 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3970; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_Call(__pyx_t_1, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3972; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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@@ -17273,19 +17301,19 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multivariate_normal(PyObject *__
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3973
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+  __pyx_3 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3975; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_2 = PyObject_GetAttr(__pyx_3, __pyx_kp_add); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3975; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyTuple_New(3); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3975; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_1 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3973; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3975; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3974
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+  __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3976; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  __pyx_t_3 = PyObject_Call(((PyObject *)((PyObject*)&PyTuple_Type)), ((PyObject *)__pyx_t_1), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3976; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+  if (PyObject_SetAttr(__pyx_v_x, __pyx_kp_shape, __pyx_t_3) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3976; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3975
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3977
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@@ -17360,7 +17388,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multivariate_normal(PyObject *__
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3977
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3979
  *         return x
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       else {
-        __Pyx_RaiseArgtupleInvalid("multinomial", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3977; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+        __Pyx_RaiseArgtupleInvalid("multinomial", 0, 2, 3, 1); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3979; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "multinomial") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3977; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "multinomial") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3979; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-    __pyx_v_n = __Pyx_PyInt_AsLong(values[0]); if (unlikely((__pyx_v_n == (long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3977; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+    __pyx_v_n = __Pyx_PyInt_AsLong(values[0]); if (unlikely((__pyx_v_n == (long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3979; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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@@ -17436,14 +17464,14 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
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       case  2:
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+      __pyx_v_n = __Pyx_PyInt_AsLong(PyTuple_GET_ITEM(__pyx_args, 0)); if (unlikely((__pyx_v_n == (long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3979; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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+  __Pyx_RaiseArgtupleInvalid("multinomial", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3979; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4036
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4038
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-  __pyx_t_1 = PyObject_Length(__pyx_v_pvals); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4036; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_Length(__pyx_v_pvals); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4038; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4037
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4039
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+  __pyx_t_2 = PyArray_ContiguousFromObject(__pyx_v_pvals, NPY_DOUBLE, 1, 1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4039; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4038
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4040
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4040
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4042
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4041
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4043
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+    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4043; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+    __pyx_t_4 = PyObject_Call(__pyx_builtin_ValueError, ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4043; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4041; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4043; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     goto __pyx_L6;
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4043
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4045
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-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4044
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4046
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+    __pyx_t_4 = PyInt_FromLong(__pyx_v_d); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4046; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
-    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4044; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4046; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_2));
     PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_4);
     __Pyx_GIVEREF(__pyx_t_4);
@@ -17548,35 +17576,35 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
     goto __pyx_L7;
   }
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4045
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4047
  *         if size is None:
  *             shape = (d,)
  *         elif type(size) is int:             # <<<<<<<<<<<<<<
  *             shape = (size, d)
  *         else:
  */
-  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4045; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4047; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(((PyObject *)__pyx_t_2));
   __Pyx_INCREF(__pyx_v_size);
   PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_size);
   __Pyx_GIVEREF(__pyx_v_size);
-  __pyx_t_4 = PyObject_Call(((PyObject *)((PyObject*)&PyType_Type)), ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4045; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = PyObject_Call(((PyObject *)((PyObject*)&PyType_Type)), ((PyObject *)__pyx_t_2), NULL); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4047; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_4);
   __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
   __pyx_t_3 = (__pyx_t_4 == ((PyObject *)((PyObject*)&PyInt_Type)));
   __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
   if (__pyx_t_3) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4046
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4048
  *             shape = (d,)
  *         elif type(size) is int:
  *             shape = (size, d)             # <<<<<<<<<<<<<<
  *         else:
  *             shape = size + (d,)
  */
-    __pyx_t_4 = PyInt_FromLong(__pyx_v_d); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4046; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyInt_FromLong(__pyx_v_d); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4048; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
-    __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4046; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4048; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_2));
     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_size);
@@ -17591,21 +17619,21 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4048
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4050
  *             shape = (size, d)
  *         else:
  *             shape = size + (d,)             # <<<<<<<<<<<<<<
  * 
  *         multin = np.zeros(shape, int)
  */
-    __pyx_t_2 = PyInt_FromLong(__pyx_v_d); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4048; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyInt_FromLong(__pyx_v_d); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4050; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
-    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4048; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4050; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_4));
     PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_2);
     __Pyx_GIVEREF(__pyx_t_2);
     __pyx_t_2 = 0;
-    __pyx_t_2 = PyNumber_Add(__pyx_v_size, ((PyObject *)__pyx_t_4)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4048; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyNumber_Add(__pyx_v_size, ((PyObject *)__pyx_t_4)); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4050; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
     __Pyx_DECREF(((PyObject *)__pyx_t_4)); __pyx_t_4 = 0;
     __Pyx_DECREF(__pyx_v_shape);
@@ -17614,19 +17642,19 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
   }
   __pyx_L7:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4050
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4052
  *             shape = size + (d,)
  * 
  *         multin = np.zeros(shape, int)             # <<<<<<<<<<<<<<
  *         mnarr = <ndarray>multin
  *         mnix = <long*>mnarr.data
  */
-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4050; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4052; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_zeros); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4050; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_zeros); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4052; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-  __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4050; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4052; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(((PyObject *)__pyx_t_4));
   __Pyx_INCREF(__pyx_v_shape);
   PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_shape);
@@ -17634,7 +17662,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
   __Pyx_INCREF(((PyObject *)((PyObject*)&PyInt_Type)));
   PyTuple_SET_ITEM(__pyx_t_4, 1, ((PyObject *)((PyObject*)&PyInt_Type)));
   __Pyx_GIVEREF(((PyObject *)((PyObject*)&PyInt_Type)));
-  __pyx_t_5 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4050; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_5 = PyObject_Call(__pyx_t_2, ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4052; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_5);
   __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
   __Pyx_DECREF(((PyObject *)__pyx_t_4)); __pyx_t_4 = 0;
@@ -17642,7 +17670,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
   __pyx_v_multin = __pyx_t_5;
   __pyx_t_5 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4051
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4053
  * 
  *         multin = np.zeros(shape, int)
  *         mnarr = <ndarray>multin             # <<<<<<<<<<<<<<
@@ -17653,7 +17681,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
   __Pyx_DECREF(((PyObject *)arrayObject_mnarr));
   arrayObject_mnarr = ((PyArrayObject *)__pyx_v_multin);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4052
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4054
  *         multin = np.zeros(shape, int)
  *         mnarr = <ndarray>multin
  *         mnix = <long*>mnarr.data             # <<<<<<<<<<<<<<
@@ -17662,7 +17690,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
  */
   __pyx_v_mnix = ((long *)arrayObject_mnarr->data);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4053
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4055
  *         mnarr = <ndarray>multin
  *         mnix = <long*>mnarr.data
  *         i = 0             # <<<<<<<<<<<<<<
@@ -17671,7 +17699,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
  */
   __pyx_v_i = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4054
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4056
  *         mnix = <long*>mnarr.data
  *         i = 0
  *         while i < PyArray_SIZE(mnarr):             # <<<<<<<<<<<<<<
@@ -17682,7 +17710,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
     __pyx_t_3 = (__pyx_v_i < PyArray_SIZE(arrayObject_mnarr));
     if (!__pyx_t_3) break;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4055
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4057
  *         i = 0
  *         while i < PyArray_SIZE(mnarr):
  *             Sum = 1.0             # <<<<<<<<<<<<<<
@@ -17691,7 +17719,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
  */
     __pyx_v_Sum = 1.0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4056
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4058
  *         while i < PyArray_SIZE(mnarr):
  *             Sum = 1.0
  *             dn = n             # <<<<<<<<<<<<<<
@@ -17700,7 +17728,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
  */
     __pyx_v_dn = __pyx_v_n;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4057
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4059
  *             Sum = 1.0
  *             dn = n
  *             for j from 0 <= j < d-1:             # <<<<<<<<<<<<<<
@@ -17710,7 +17738,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
     __pyx_t_6 = (__pyx_v_d - 1);
     for (__pyx_v_j = 0; __pyx_v_j < __pyx_t_6; __pyx_v_j++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4058
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4060
  *             dn = n
  *             for j from 0 <= j < d-1:
  *                 mnix[i+j] = rk_binomial(self.internal_state, dn, pix[j]/Sum)             # <<<<<<<<<<<<<<
@@ -17719,7 +17747,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
  */
       (__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/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4059
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4061
  *             for j from 0 <= j < d-1:
  *                 mnix[i+j] = rk_binomial(self.internal_state, dn, pix[j]/Sum)
  *                 dn = dn - mnix[i+j]             # <<<<<<<<<<<<<<
@@ -17728,7 +17756,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
  */
       __pyx_v_dn = (__pyx_v_dn - (__pyx_v_mnix[(__pyx_v_i + __pyx_v_j)]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4060
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4062
  *                 mnix[i+j] = rk_binomial(self.internal_state, dn, pix[j]/Sum)
  *                 dn = dn - mnix[i+j]
  *                 if dn <= 0:             # <<<<<<<<<<<<<<
@@ -17738,7 +17766,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
       __pyx_t_3 = (__pyx_v_dn <= 0);
       if (__pyx_t_3) {
 
-        /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4061
+        /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4063
  *                 dn = dn - mnix[i+j]
  *                 if dn <= 0:
  *                     break             # <<<<<<<<<<<<<<
@@ -17750,7 +17778,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
       }
       __pyx_L12:;
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4062
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4064
  *                 if dn <= 0:
  *                     break
  *                 Sum = Sum - pix[j]             # <<<<<<<<<<<<<<
@@ -17761,7 +17789,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
     }
     __pyx_L11_break:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4063
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4065
  *                     break
  *                 Sum = Sum - pix[j]
  *             if dn > 0:             # <<<<<<<<<<<<<<
@@ -17771,7 +17799,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
     __pyx_t_3 = (__pyx_v_dn > 0);
     if (__pyx_t_3) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4064
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4066
  *                 Sum = Sum - pix[j]
  *             if dn > 0:
  *                 mnix[i+d-1] = dn             # <<<<<<<<<<<<<<
@@ -17783,7 +17811,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
     }
     __pyx_L13:;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4066
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4068
  *                 mnix[i+d-1] = dn
  * 
  *             i = i + d             # <<<<<<<<<<<<<<
@@ -17793,7 +17821,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
     __pyx_v_i = (__pyx_v_i + __pyx_v_d);
   }
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4068
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4070
  *             i = i + d
  * 
  *         return multin             # <<<<<<<<<<<<<<
@@ -17824,7 +17852,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_multinomial(PyObject *__pyx_v_se
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4070
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4072
  *         return multin
  * 
  *     def dirichlet(self, object alpha, size=None):             # <<<<<<<<<<<<<<
@@ -17881,7 +17909,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
       }
     }
     if (unlikely(kw_args > 0)) {
-      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "dirichlet") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4070; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+      if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, PyTuple_GET_SIZE(__pyx_args), "dirichlet") < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4072; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
     }
     __pyx_v_alpha = values[0];
     __pyx_v_size = values[1];
@@ -17896,7 +17924,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
   }
   goto __pyx_L4_argument_unpacking_done;
   __pyx_L5_argtuple_error:;
-  __Pyx_RaiseArgtupleInvalid("dirichlet", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4070; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
+  __Pyx_RaiseArgtupleInvalid("dirichlet", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4072; __pyx_clineno = __LINE__; goto __pyx_L3_error;}
   __pyx_L3_error:;
   __Pyx_AddTraceback("mtrand.RandomState.dirichlet");
   return NULL;
@@ -17906,31 +17934,31 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
   __pyx_v_shape = Py_None; __Pyx_INCREF(Py_None);
   __pyx_v_diric = Py_None; __Pyx_INCREF(Py_None);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4134
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4136
  *         cdef double     acc, invacc
  * 
  *         k           = len(alpha)             # <<<<<<<<<<<<<<
  *         alpha_arr   = <ndarray>PyArray_ContiguousFromObject(alpha, NPY_DOUBLE, 1, 1)
  *         alpha_data  = <double*>alpha_arr.data
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-  __pyx_t_1 = PyObject_Length(__pyx_v_alpha); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4134; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_Length(__pyx_v_alpha); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4136; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __pyx_v_k = __pyx_t_1;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4135
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4137
  * 
  *         k           = len(alpha)
  *         alpha_arr   = <ndarray>PyArray_ContiguousFromObject(alpha, NPY_DOUBLE, 1, 1)             # <<<<<<<<<<<<<<
  *         alpha_data  = <double*>alpha_arr.data
  * 
  */
-  __pyx_t_2 = PyArray_ContiguousFromObject(__pyx_v_alpha, NPY_DOUBLE, 1, 1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4135; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyArray_ContiguousFromObject(__pyx_v_alpha, NPY_DOUBLE, 1, 1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4137; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_INCREF(((PyObject *)((PyArrayObject *)__pyx_t_2)));
   __Pyx_DECREF(((PyObject *)__pyx_v_alpha_arr));
   __pyx_v_alpha_arr = ((PyArrayObject *)__pyx_t_2);
   __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4136
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4138
  *         k           = len(alpha)
  *         alpha_arr   = <ndarray>PyArray_ContiguousFromObject(alpha, NPY_DOUBLE, 1, 1)
  *         alpha_data  = <double*>alpha_arr.data             # <<<<<<<<<<<<<<
@@ -17939,7 +17967,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
  */
   __pyx_v_alpha_data = ((double *)__pyx_v_alpha_arr->data);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4138
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4140
  *         alpha_data  = <double*>alpha_arr.data
  * 
  *         if size is None:             # <<<<<<<<<<<<<<
@@ -17949,16 +17977,16 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
   __pyx_t_3 = (__pyx_v_size == Py_None);
   if (__pyx_t_3) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4139
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4141
  * 
  *         if size is None:
  *             shape = (k,)             # <<<<<<<<<<<<<<
  *         elif type(size) is int:
  *             shape = (size, k)
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-    __pyx_t_2 = PyInt_FromLong(__pyx_v_k); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4139; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyInt_FromLong(__pyx_v_k); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4141; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
-    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4139; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4141; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_4));
     PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_2);
     __Pyx_GIVEREF(__pyx_t_2);
@@ -17969,35 +17997,35 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
     goto __pyx_L6;
   }
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4140
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4142
  *         if size is None:
  *             shape = (k,)
  *         elif type(size) is int:             # <<<<<<<<<<<<<<
  *             shape = (size, k)
  *         else:
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-  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4140; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4142; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(((PyObject *)__pyx_t_4));
   __Pyx_INCREF(__pyx_v_size);
   PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_size);
   __Pyx_GIVEREF(__pyx_v_size);
-  __pyx_t_2 = PyObject_Call(((PyObject *)((PyObject*)&PyType_Type)), ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4140; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_Call(((PyObject *)((PyObject*)&PyType_Type)), ((PyObject *)__pyx_t_4), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4142; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_DECREF(((PyObject *)__pyx_t_4)); __pyx_t_4 = 0;
   __pyx_t_3 = (__pyx_t_2 == ((PyObject *)((PyObject*)&PyInt_Type)));
   __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
   if (__pyx_t_3) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4141
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4143
  *             shape = (k,)
  *         elif type(size) is int:
  *             shape = (size, k)             # <<<<<<<<<<<<<<
  *         else:
  *             shape = size + (k,)
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-    __pyx_t_2 = PyInt_FromLong(__pyx_v_k); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4141; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyInt_FromLong(__pyx_v_k); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4143; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_2);
-    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4141; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4143; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_4));
     __Pyx_INCREF(__pyx_v_size);
     PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_size);
@@ -18012,21 +18040,21 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4143
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4145
  *             shape = (size, k)
  *         else:
  *             shape = size + (k,)             # <<<<<<<<<<<<<<
  * 
  *         diric   = np.zeros(shape, np.float64)
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-    __pyx_t_4 = PyInt_FromLong(__pyx_v_k); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4143; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyInt_FromLong(__pyx_v_k); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4145; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
-    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4143; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4145; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(((PyObject *)__pyx_t_2));
     PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_4);
     __Pyx_GIVEREF(__pyx_t_4);
     __pyx_t_4 = 0;
-    __pyx_t_4 = PyNumber_Add(__pyx_v_size, ((PyObject *)__pyx_t_2)); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4143; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_4 = PyNumber_Add(__pyx_v_size, ((PyObject *)__pyx_t_2)); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4145; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_t_4);
     __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0;
     __Pyx_DECREF(__pyx_v_shape);
@@ -18035,24 +18063,24 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
   }
   __pyx_L6:;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4145
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4147
  *             shape = size + (k,)
  * 
  *         diric   = np.zeros(shape, np.float64)             # <<<<<<<<<<<<<<
  *         val_arr = <ndarray>diric
  *         val_data= <double*>val_arr.data
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4145; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4147; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_4 = PyObject_GetAttr(__pyx_1, __pyx_kp_zeros); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4145; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_4 = PyObject_GetAttr(__pyx_1, __pyx_kp_zeros); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4147; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_4);
   __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4145; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp_np); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4147; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4145; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_GetAttr(__pyx_1, __pyx_kp_19); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4147; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4145; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4147; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(((PyObject *)__pyx_t_5));
   __Pyx_INCREF(__pyx_v_shape);
   PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_v_shape);
@@ -18060,7 +18088,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
   PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_t_2);
   __Pyx_GIVEREF(__pyx_t_2);
   __pyx_t_2 = 0;
-  __pyx_t_2 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4145; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_2 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_t_5), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4147; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_2);
   __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
   __Pyx_DECREF(((PyObject *)__pyx_t_5)); __pyx_t_5 = 0;
@@ -18068,7 +18096,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
   __pyx_v_diric = __pyx_t_2;
   __pyx_t_2 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4146
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4148
  * 
  *         diric   = np.zeros(shape, np.float64)
  *         val_arr = <ndarray>diric             # <<<<<<<<<<<<<<
@@ -18079,7 +18107,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
   __Pyx_DECREF(((PyObject *)__pyx_v_val_arr));
   __pyx_v_val_arr = ((PyArrayObject *)__pyx_v_diric);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4147
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4149
  *         diric   = np.zeros(shape, np.float64)
  *         val_arr = <ndarray>diric
  *         val_data= <double*>val_arr.data             # <<<<<<<<<<<<<<
@@ -18088,7 +18116,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
  */
   __pyx_v_val_data = ((double *)__pyx_v_val_arr->data);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4149
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4151
  *         val_data= <double*>val_arr.data
  * 
  *         i = 0             # <<<<<<<<<<<<<<
@@ -18097,7 +18125,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
  */
   __pyx_v_i = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4150
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4152
  * 
  *         i = 0
  *         totsize = PyArray_SIZE(val_arr)             # <<<<<<<<<<<<<<
@@ -18106,7 +18134,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
  */
   __pyx_v_totsize = PyArray_SIZE(__pyx_v_val_arr);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4151
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4153
  *         i = 0
  *         totsize = PyArray_SIZE(val_arr)
  *         while i < totsize:             # <<<<<<<<<<<<<<
@@ -18117,7 +18145,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
     __pyx_t_3 = (__pyx_v_i < __pyx_v_totsize);
     if (!__pyx_t_3) break;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4152
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4154
  *         totsize = PyArray_SIZE(val_arr)
  *         while i < totsize:
  *             acc = 0.0             # <<<<<<<<<<<<<<
@@ -18126,7 +18154,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
  */
     __pyx_v_acc = 0.0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4153
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4155
  *         while i < totsize:
  *             acc = 0.0
  *             for j from 0 <= j < k:             # <<<<<<<<<<<<<<
@@ -18136,7 +18164,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
     __pyx_t_6 = __pyx_v_k;
     for (__pyx_v_j = 0; __pyx_v_j < __pyx_t_6; __pyx_v_j++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4154
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4156
  *             acc = 0.0
  *             for j from 0 <= j < k:
  *                 val_data[i+j]   = rk_standard_gamma(self.internal_state, alpha_data[j])             # <<<<<<<<<<<<<<
@@ -18145,7 +18173,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
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       (__pyx_v_val_data[(__pyx_v_i + __pyx_v_j)]) = rk_standard_gamma(((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state, (__pyx_v_alpha_data[__pyx_v_j]));
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4155
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4157
  *             for j from 0 <= j < k:
  *                 val_data[i+j]   = rk_standard_gamma(self.internal_state, alpha_data[j])
  *                 acc             = acc + val_data[i+j]             # <<<<<<<<<<<<<<
@@ -18155,7 +18183,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
       __pyx_v_acc = (__pyx_v_acc + (__pyx_v_val_data[(__pyx_v_i + __pyx_v_j)]));
     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4156
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4158
  *                 val_data[i+j]   = rk_standard_gamma(self.internal_state, alpha_data[j])
  *                 acc             = acc + val_data[i+j]
  *             invacc  = 1/acc             # <<<<<<<<<<<<<<
@@ -18164,7 +18192,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
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     __pyx_v_invacc = (1 / __pyx_v_acc);
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4157
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4159
  *                 acc             = acc + val_data[i+j]
  *             invacc  = 1/acc
  *             for j from 0 <= j < k:             # <<<<<<<<<<<<<<
@@ -18174,7 +18202,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
     __pyx_t_6 = __pyx_v_k;
     for (__pyx_v_j = 0; __pyx_v_j < __pyx_t_6; __pyx_v_j++) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4158
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4160
  *             invacc  = 1/acc
  *             for j from 0 <= j < k:
  *                 val_data[i+j]   = val_data[i+j] * invacc             # <<<<<<<<<<<<<<
@@ -18184,7 +18212,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
       (__pyx_v_val_data[(__pyx_v_i + __pyx_v_j)]) = ((__pyx_v_val_data[(__pyx_v_i + __pyx_v_j)]) * __pyx_v_invacc);
     }
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4159
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4161
  *             for j from 0 <= j < k:
  *                 val_data[i+j]   = val_data[i+j] * invacc
  *             i = i + k             # <<<<<<<<<<<<<<
@@ -18194,7 +18222,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
     __pyx_v_i = (__pyx_v_i + __pyx_v_k);
   }
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4161
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4163
  *             i = i + k
  * 
  *         return diric             # <<<<<<<<<<<<<<
@@ -18225,7 +18253,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_dirichlet(PyObject *__pyx_v_self
   return __pyx_r;
 }
 
-/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4164
+/* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4166
  * 
  *     # Shuffling and permutations:
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@@ -18251,17 +18279,17 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
   int __pyx_t_6;
   __Pyx_SetupRefcountContext("shuffle");
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4174
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4176
  *         cdef int copy
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-  __pyx_t_1 = PyObject_Length(__pyx_v_x); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4174; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_Length(__pyx_v_x); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4176; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __pyx_v_i = (__pyx_t_1 - 1);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4175
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4177
  * 
  *         i = len(x) - 1
  *         try:             # <<<<<<<<<<<<<<
@@ -18276,16 +18304,16 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
     __Pyx_XGOTREF(__pyx_save_exc_tb);
     /*try:*/ {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4176
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4178
  *         i = len(x) - 1
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  *             j = len(x[0])             # <<<<<<<<<<<<<<
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  *             j = 0
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-      __pyx_1 = __Pyx_GetItemInt(__pyx_v_x, 0, sizeof(long), PyInt_FromLong); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4176; __pyx_clineno = __LINE__; goto __pyx_L5_error;}
+      __pyx_1 = __Pyx_GetItemInt(__pyx_v_x, 0, sizeof(long), PyInt_FromLong); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4178; __pyx_clineno = __LINE__; goto __pyx_L5_error;}
       __Pyx_GOTREF(__pyx_1);
-      __pyx_t_1 = PyObject_Length(__pyx_1); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4176; __pyx_clineno = __LINE__; goto __pyx_L5_error;}
+      __pyx_t_1 = PyObject_Length(__pyx_1); if (unlikely(__pyx_t_1 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4178; __pyx_clineno = __LINE__; goto __pyx_L5_error;}
       __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
       __pyx_v_j = __pyx_t_1;
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@@ -18296,7 +18324,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
     __pyx_L5_error:;
     __Pyx_XDECREF(__pyx_1); __pyx_1 = 0;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4177
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4179
  *         try:
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  *         except:             # <<<<<<<<<<<<<<
@@ -18305,12 +18333,12 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
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     /*except:*/ {
       __Pyx_AddTraceback("mtrand.shuffle");
-      if (__Pyx_GetException(&__pyx_t_2, &__pyx_t_3, &__pyx_t_4) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4177; __pyx_clineno = __LINE__; goto __pyx_L7_except_error;}
+      if (__Pyx_GetException(&__pyx_t_2, &__pyx_t_3, &__pyx_t_4) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4179; __pyx_clineno = __LINE__; goto __pyx_L7_except_error;}
       __Pyx_GOTREF(__pyx_t_2);
       __Pyx_GOTREF(__pyx_t_3);
       __Pyx_GOTREF(__pyx_t_4);
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4178
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4180
  *             j = len(x[0])
  *         except:
  *             j = 0             # <<<<<<<<<<<<<<
@@ -18336,7 +18364,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
     __pyx_L12_try_end:;
   }
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4180
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4182
  *             j = 0
  * 
  *         if (j == 0):             # <<<<<<<<<<<<<<
@@ -18346,7 +18374,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
   __pyx_t_5 = (__pyx_v_j == 0);
   if (__pyx_t_5) {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4182
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4184
  *         if (j == 0):
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  *             while i > 0:             # <<<<<<<<<<<<<<
@@ -18357,7 +18385,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
       __pyx_t_5 = (__pyx_v_i > 0);
       if (!__pyx_t_5) break;
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4183
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4185
  *             # adaptation of random.shuffle()
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  *                 j = rk_interval(i, self.internal_state)             # <<<<<<<<<<<<<<
@@ -18366,23 +18394,23 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
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       __pyx_v_j = rk_interval(__pyx_v_i, ((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state);
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4184
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4186
  *             while i > 0:
  *                 j = rk_interval(i, self.internal_state)
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-      __pyx_1 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_j, sizeof(long), PyInt_FromLong); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4184; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_1 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_j, sizeof(long), PyInt_FromLong); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4186; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_GOTREF(__pyx_1);
-      __pyx_2 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_i, sizeof(long), PyInt_FromLong); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4184; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      __pyx_2 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_i, sizeof(long), PyInt_FromLong); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4186; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-      if (__Pyx_SetItemInt(__pyx_v_x, __pyx_v_i, __pyx_1, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4184; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      if (__Pyx_SetItemInt(__pyx_v_x, __pyx_v_i, __pyx_1, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4186; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-      if (__Pyx_SetItemInt(__pyx_v_x, __pyx_v_j, __pyx_2, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4184; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+      if (__Pyx_SetItemInt(__pyx_v_x, __pyx_v_j, __pyx_2, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4186; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
       __Pyx_DECREF(__pyx_2); __pyx_2 = 0;
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4185
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4187
  *                 j = rk_interval(i, self.internal_state)
  *                 x[i], x[j] = x[j], x[i]
  *                 i = i - 1             # <<<<<<<<<<<<<<
@@ -18395,20 +18423,20 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
   }
   /*else*/ {
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4188
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4190
  *         else:
  *             # make copies
  *             copy = hasattr(x[0], 'copy')             # <<<<<<<<<<<<<<
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-    __pyx_1 = __Pyx_GetItemInt(__pyx_v_x, 0, sizeof(long), PyInt_FromLong); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4188; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_1 = __Pyx_GetItemInt(__pyx_v_x, 0, sizeof(long), PyInt_FromLong); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4190; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_GOTREF(__pyx_1);
-    __pyx_t_5 = PyObject_HasAttr(__pyx_1, __pyx_kp_130); if (unlikely(__pyx_t_5 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4188; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+    __pyx_t_5 = PyObject_HasAttr(__pyx_1, __pyx_kp_130); if (unlikely(__pyx_t_5 == -1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4190; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
     __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
     __pyx_v_copy = __pyx_t_5;
 
-    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4189
+    /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4191
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  *             if copy:             # <<<<<<<<<<<<<<
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     if (__pyx_t_6) {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4190
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4192
  *             copy = hasattr(x[0], 'copy')
  *             if copy:
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@@ -18429,7 +18457,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
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         if (!__pyx_t_5) break;
 
-        /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4191
+        /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4193
  *             if copy:
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@@ -18438,35 +18466,35 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
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         __pyx_v_j = rk_interval(__pyx_v_i, ((struct __pyx_obj_6mtrand_RandomState *)__pyx_v_self)->internal_state);
 
-        /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4192
+        /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4194
  *                 while(i > 0):
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-        __pyx_2 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_j, sizeof(long), PyInt_FromLong); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4192; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+        __pyx_2 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_j, sizeof(long), PyInt_FromLong); if (!__pyx_2) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4194; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-        __pyx_t_4 = PyObject_GetAttr(__pyx_2, __pyx_kp_copy); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4192; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+        __pyx_t_4 = PyObject_GetAttr(__pyx_2, __pyx_kp_copy); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4194; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
         __Pyx_GOTREF(__pyx_t_4);
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-        __pyx_t_3 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4192; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+        __pyx_t_3 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4194; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+        __pyx_1 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_i, sizeof(long), PyInt_FromLong); if (!__pyx_1) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4194; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+        __pyx_t_4 = PyObject_GetAttr(__pyx_1, __pyx_kp_copy); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4194; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+        __pyx_t_2 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4194; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+        if (__Pyx_SetItemInt(__pyx_v_x, __pyx_v_i, __pyx_t_3, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4194; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
         __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
-        if (__Pyx_SetItemInt(__pyx_v_x, __pyx_v_j, __pyx_t_2, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4192; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+        if (__Pyx_SetItemInt(__pyx_v_x, __pyx_v_j, __pyx_t_2, sizeof(long), PyInt_FromLong) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4194; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-        /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4193
+        /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4195
  *                     j = rk_interval(i, self.internal_state)
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@@ -18479,7 +18507,7 @@ static PyObject *__pyx_pf_6mtrand_11RandomState_shuffle(PyObject *__pyx_v_self,
     }
     /*else*/ {
 
-      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4195
+      /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4197
  *                     i = i - 1
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@@ -19243,14 +19276,14 @@ PyMODINIT_FUNC PyInit_mtrand(void)
   __pyx_ptype_6mtrand_ndarray = __Pyx_ImportType("numpy", "ndarray", sizeof(PyArrayObject)); if (unlikely(!__pyx_ptype_6mtrand_ndarray)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 79; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __pyx_ptype_6mtrand_broadcast = __Pyx_ImportType("numpy", "broadcast", sizeof(PyArrayMultiIterObject)); if (unlikely(!__pyx_ptype_6mtrand_broadcast)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 94; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-  if (PyType_Ready(&__pyx_type_6mtrand_RandomState) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 519; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
-  if (__Pyx_SetAttrString(__pyx_m, "RandomState", (PyObject *)&__pyx_type_6mtrand_RandomState) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 519; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (PyType_Ready(&__pyx_type_6mtrand_RandomState) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 522; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (__Pyx_SetAttrString(__pyx_m, "RandomState", (PyObject *)&__pyx_type_6mtrand_RandomState) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 522; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __pyx_ptype_6mtrand_RandomState = &__pyx_type_6mtrand_RandomState;
   /*--- Type import code ---*/
   /*--- Function import code ---*/
   /*--- Execution code ---*/
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":121
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":124
  * 
  * # Initialize numpy
  * import_array()             # <<<<<<<<<<<<<<
@@ -19259,882 +19292,886 @@ PyMODINIT_FUNC PyInit_mtrand(void)
  */
   import_array();
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":123
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":126
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-  __pyx_1 = __Pyx_Import(__pyx_kp_numpy, 0); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 123; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  if (PyObject_SetAttr(__pyx_m, __pyx_kp_np, __pyx_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 123; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (PyObject_SetAttr(__pyx_m, __pyx_kp_np, __pyx_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 126; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":891
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":893
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-  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 891; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 893; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 891; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 893; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1188
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1190
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-  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1188; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1190; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1188; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1190; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __Pyx_GIVEREF(__pyx_k_6);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1347
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1349
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  *     def exponential(self, scale=1.0, size=None):             # <<<<<<<<<<<<<<
  *         """
  *         exponential(scale=1.0, size=None)
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-  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1347; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1349; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
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   __pyx_t_1 = 0;
   __Pyx_GIVEREF(__pyx_k_7);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1511
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":1513
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  * 
  *     def gamma(self, shape, scale=1.0, size=None):             # <<<<<<<<<<<<<<
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-  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1511; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1513; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __pyx_t_1 = 0;
   __Pyx_GIVEREF(__pyx_k_8);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2527
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2529
  *         return cont1_array(self.internal_state, rk_power, size, oa)
  * 
  *     def laplace(self, loc=0.0, scale=1.0, size=None):             # <<<<<<<<<<<<<<
  *         """
  *         laplace(loc=0.0, scale=1.0, size=None)
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-  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2527; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2529; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
   __pyx_k_9 = __pyx_t_1;
   __pyx_t_1 = 0;
   __Pyx_GIVEREF(__pyx_k_9);
-  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2527; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2529; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
   __pyx_k_10 = __pyx_t_1;
   __pyx_t_1 = 0;
   __Pyx_GIVEREF(__pyx_k_10);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2617
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2619
  *         return cont2_array(self.internal_state, rk_laplace, size, oloc, oscale)
  * 
  *     def gumbel(self, loc=0.0, scale=1.0, size=None):             # <<<<<<<<<<<<<<
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-  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2617; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2619; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2617; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2619; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __Pyx_GIVEREF(__pyx_k_12);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2741
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2743
  *         return cont2_array(self.internal_state, rk_gumbel, size, oloc, oscale)
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  *     def logistic(self, loc=0.0, scale=1.0, size=None):             # <<<<<<<<<<<<<<
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-  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2741; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2743; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
   __pyx_k_13 = __pyx_t_1;
   __pyx_t_1 = 0;
   __Pyx_GIVEREF(__pyx_k_13);
-  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2741; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2743; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
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   __Pyx_GIVEREF(__pyx_k_14);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2829
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2831
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-  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2829; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(0.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2831; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
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   __pyx_t_1 = 0;
   __Pyx_GIVEREF(__pyx_k_15);
-  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2829; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2831; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __Pyx_GIVEREF(__pyx_k_16);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2960
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":2962
  *         return cont2_array(self.internal_state, rk_lognormal, size, omean, osigma)
  * 
  *     def rayleigh(self, scale=1.0, size=None):             # <<<<<<<<<<<<<<
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-  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2960; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2962; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   __Pyx_GIVEREF(__pyx_k_17);
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3409
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":3411
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+  __pyx_t_1 = PyFloat_FromDouble(1.0); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 3411; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4234
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4236
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+  if (PyObject_SetAttr(__pyx_m, __pyx_kp__rand, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4236; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4235
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4258
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4259
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4265
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4266
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   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_1 = PyObject_GetAttr(__pyx_1, __pyx_kp_multinomial); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4279; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_GetAttr(__pyx_1, __pyx_kp_multinomial); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4281; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
   __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-  if (PyObject_SetAttr(__pyx_m, __pyx_kp_multinomial, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4279; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (PyObject_SetAttr(__pyx_m, __pyx_kp_multinomial, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4281; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4280
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4282
  * multivariate_normal = _rand.multivariate_normal
  * multinomial = _rand.multinomial
  * dirichlet = _rand.dirichlet             # <<<<<<<<<<<<<<
  * 
  * shuffle = _rand.shuffle
  */
-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp__rand); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4280; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp__rand); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4282; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_1 = PyObject_GetAttr(__pyx_1, __pyx_kp_dirichlet); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4280; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_GetAttr(__pyx_1, __pyx_kp_dirichlet); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4282; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
   __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-  if (PyObject_SetAttr(__pyx_m, __pyx_kp_dirichlet, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4280; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (PyObject_SetAttr(__pyx_m, __pyx_kp_dirichlet, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4282; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
 
-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4282
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4284
  * dirichlet = _rand.dirichlet
  * 
  * shuffle = _rand.shuffle             # <<<<<<<<<<<<<<
  * permutation = _rand.permutation
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp__rand); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4282; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp__rand); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4284; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_1 = PyObject_GetAttr(__pyx_1, __pyx_kp_shuffle); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4282; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_GetAttr(__pyx_1, __pyx_kp_shuffle); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4284; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
   __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
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+  if (PyObject_SetAttr(__pyx_m, __pyx_kp_shuffle, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4284; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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-  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4283
+  /* "/home/pauli/koodi/proj/scipy/numpy/numpy/random/mtrand/mtrand.pyx":4285
  * 
  * shuffle = _rand.shuffle
  * permutation = _rand.permutation             # <<<<<<<<<<<<<<
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-  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp__rand); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4283; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_1 = __Pyx_GetName(__pyx_m, __pyx_kp__rand); if (unlikely(!__pyx_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4285; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_1);
-  __pyx_t_1 = PyObject_GetAttr(__pyx_1, __pyx_kp_permutation); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4283; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  __pyx_t_1 = PyObject_GetAttr(__pyx_1, __pyx_kp_permutation); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4285; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
   __Pyx_GOTREF(__pyx_t_1);
   __Pyx_DECREF(__pyx_1); __pyx_1 = 0;
-  if (PyObject_SetAttr(__pyx_m, __pyx_kp_permutation, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4283; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+  if (PyObject_SetAttr(__pyx_m, __pyx_kp_permutation, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 4285; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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   goto __pyx_L0;
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   __Pyx_XDECREF(__pyx_t_1);
-  __Pyx_AddTraceback("mtrand");
-  Py_DECREF(__pyx_m); __pyx_m = 0;
+  if (__pyx_m) {
+    __Pyx_AddTraceback("init mtrand");
+    Py_DECREF(__pyx_m); __pyx_m = 0;
+  } else if (!PyErr_Occurred()) {
+    PyErr_SetString(PyExc_ImportError, "init mtrand");
+  }
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   __Pyx_FinishRefcountContext();
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 }
 
-static INLINE int __Pyx_StrEq(const char *s1, const char *s2) {
-     while (*s1 != '\0' && *s1 == *s2) { s1++; s2++; }
-     return *s1 == *s2;
-}
-
 static INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject* x) {
     if (sizeof(unsigned char) < sizeof(long)) {
         long val = __Pyx_PyInt_AsLong(x);
         if (unlikely(val != (long)(unsigned char)val)) {
-            if (unlikely(val == -1 && PyErr_Occurred()))
-                return (unsigned char)-1;
-            if (unlikely(val < 0)) {
+            if (!unlikely(val == -1 && PyErr_Occurred())) {
                 PyErr_SetString(PyExc_OverflowError,
-                                "can't convert negative value to unsigned char");
-                return (unsigned char)-1;
+                    (((unsigned char)-1) > ((unsigned char)0) && unlikely(val < 0)) ?
+                    "can't convert negative value to unsigned char" :
+                    "value too large to convert to unsigned char");
             }
-            PyErr_SetString(PyExc_OverflowError,
-                           "value too large to convert to unsigned char");
             return (unsigned char)-1;
         }
         return (unsigned char)val;
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         long val = __Pyx_PyInt_AsLong(x);
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-            if (unlikely(val == -1 && PyErr_Occurred()))
-                return (unsigned short)-1;
-            if (unlikely(val < 0)) {
+            if (!unlikely(val == -1 && PyErr_Occurred())) {
                 PyErr_SetString(PyExc_OverflowError,
-                                "can't convert negative value to unsigned short");
-                return (unsigned short)-1;
+                    (((unsigned short)-1) > ((unsigned short)0) && unlikely(val < 0)) ?
+                    "can't convert negative value to unsigned short" :
+                    "value too large to convert to unsigned short");
             }
-            PyErr_SetString(PyExc_OverflowError,
-                           "value too large to convert to unsigned short");
             return (unsigned short)-1;
         }
         return (unsigned short)val;
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         long val = __Pyx_PyInt_AsLong(x);
         if (unlikely(val != (long)(unsigned int)val)) {
-            if (unlikely(val == -1 && PyErr_Occurred()))
-                return (unsigned int)-1;
-            if (unlikely(val < 0)) {
+            if (!unlikely(val == -1 && PyErr_Occurred())) {
                 PyErr_SetString(PyExc_OverflowError,
-                                "can't convert negative value to unsigned int");
-                return (unsigned int)-1;
+                    (((unsigned int)-1) > ((unsigned int)0) && unlikely(val < 0)) ?
+                    "can't convert negative value to unsigned int" :
+                    "value too large to convert to unsigned int");
             }
-            PyErr_SetString(PyExc_OverflowError,
-                           "value too large to convert to unsigned int");
             return (unsigned int)-1;
         }
         return (unsigned int)val;
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         long val = __Pyx_PyInt_AsLong(x);
         if (unlikely(val != (long)(char)val)) {
-            if (unlikely(val == -1 && PyErr_Occurred()))
-                return (char)-1;
-            PyErr_SetString(PyExc_OverflowError,
-                           "value too large to convert to char");
+            if (!unlikely(val == -1 && PyErr_Occurred())) {
+                PyErr_SetString(PyExc_OverflowError,
+                    (((char)-1) > ((char)0) && unlikely(val < 0)) ?
+                    "can't convert negative value to char" :
+                    "value too large to convert to char");
+            }
             return (char)-1;
         }
         return (char)val;
@@ -20654,10 +20679,12 @@ static INLINE short __Pyx_PyInt_AsShort(PyObject* x) {
     if (sizeof(short) < sizeof(long)) {
         long val = __Pyx_PyInt_AsLong(x);
         if (unlikely(val != (long)(short)val)) {
-            if (unlikely(val == -1 && PyErr_Occurred()))
-                return (short)-1;
-            PyErr_SetString(PyExc_OverflowError,
-                           "value too large to convert to short");
+            if (!unlikely(val == -1 && PyErr_Occurred())) {
+                PyErr_SetString(PyExc_OverflowError,
+                    (((short)-1) > ((short)0) && unlikely(val < 0)) ?
+                    "can't convert negative value to short" :
+                    "value too large to convert to short");
+            }
             return (short)-1;
         }
         return (short)val;
@@ -20669,10 +20696,12 @@ static INLINE int __Pyx_PyInt_AsInt(PyObject* x) {
     if (sizeof(int) < sizeof(long)) {
         long val = __Pyx_PyInt_AsLong(x);
         if (unlikely(val != (long)(int)val)) {
-            if (unlikely(val == -1 && PyErr_Occurred()))
-                return (int)-1;
-            PyErr_SetString(PyExc_OverflowError,
-                           "value too large to convert to int");
+            if (!unlikely(val == -1 && PyErr_Occurred())) {
+                PyErr_SetString(PyExc_OverflowError,
+                    (((int)-1) > ((int)0) && unlikely(val < 0)) ?
+                    "can't convert negative value to int" :
+                    "value too large to convert to int");
+            }
             return (int)-1;
         }
         return (int)val;
@@ -20684,10 +20713,12 @@ static INLINE signed char __Pyx_PyInt_AsSignedChar(PyObject* x) {
     if (sizeof(signed char) < sizeof(long)) {
         long val = __Pyx_PyInt_AsLong(x);
         if (unlikely(val != (long)(signed char)val)) {
-            if (unlikely(val == -1 && PyErr_Occurred()))
-                return (signed char)-1;
-            PyErr_SetString(PyExc_OverflowError,
-                           "value too large to convert to signed char");
+            if (!unlikely(val == -1 && PyErr_Occurred())) {
+                PyErr_SetString(PyExc_OverflowError,
+                    (((signed char)-1) > ((signed char)0) && unlikely(val < 0)) ?
+                    "can't convert negative value to signed char" :
+                    "value too large to convert to signed char");
+            }
             return (signed char)-1;
         }
         return (signed char)val;
@@ -20699,10 +20730,12 @@ static INLINE signed short __Pyx_PyInt_AsSignedShort(PyObject* x) {
     if (sizeof(signed short) < sizeof(long)) {
         long val = __Pyx_PyInt_AsLong(x);
         if (unlikely(val != (long)(signed short)val)) {
-            if (unlikely(val == -1 && PyErr_Occurred()))
-                return (signed short)-1;
-            PyErr_SetString(PyExc_OverflowError,
-                           "value too large to convert to signed short");
+            if (!unlikely(val == -1 && PyErr_Occurred())) {
+                PyErr_SetString(PyExc_OverflowError,
+                    (((signed short)-1) > ((signed short)0) && unlikely(val < 0)) ?
+                    "can't convert negative value to signed short" :
+                    "value too large to convert to signed short");
+            }
             return (signed short)-1;
         }
         return (signed short)val;
@@ -20714,10 +20747,12 @@ static INLINE signed int __Pyx_PyInt_AsSignedInt(PyObject* x) {
     if (sizeof(signed int) < sizeof(long)) {
         long val = __Pyx_PyInt_AsLong(x);
         if (unlikely(val != (long)(signed int)val)) {
-            if (unlikely(val == -1 && PyErr_Occurred()))
-                return (signed int)-1;
-            PyErr_SetString(PyExc_OverflowError,
-                           "value too large to convert to signed int");
+            if (!unlikely(val == -1 && PyErr_Occurred())) {
+                PyErr_SetString(PyExc_OverflowError,
+                    (((signed int)-1) > ((signed int)0) && unlikely(val < 0)) ?
+                    "can't convert negative value to signed int" :
+                    "value too large to convert to signed int");
+            }
             return (signed int)-1;
         }
         return (signed int)val;
@@ -20727,9 +20762,9 @@ static INLINE signed int __Pyx_PyInt_AsSignedInt(PyObject* x) {
 
 static INLINE unsigned long __Pyx_PyInt_AsUnsignedLong(PyObject* x) {
 #if PY_VERSION_HEX < 0x03000000
-    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+    if (likely(PyInt_Check(x))) {
         long val = PyInt_AS_LONG(x);
-        if (unlikely(val < 0)) {
+        if (((unsigned long)-1) > ((unsigned long)0) && unlikely(val < 0)) {
             PyErr_SetString(PyExc_OverflowError,
                             "can't convert negative value to unsigned long");
             return (unsigned long)-1;
@@ -20737,13 +20772,15 @@ static INLINE unsigned long __Pyx_PyInt_AsUnsignedLong(PyObject* x) {
         return (unsigned long)val;
     } else
 #endif
-    if (likely(PyLong_CheckExact(x) || PyLong_Check(x))) {
-        if (unlikely(Py_SIZE(x) < 0)) {
+    if (likely(PyLong_Check(x))) {
+        if (((unsigned long)-1) > ((unsigned long)0) && unlikely(Py_SIZE(x) < 0)) {
             PyErr_SetString(PyExc_OverflowError,
                             "can't convert negative value to unsigned long");
             return (unsigned long)-1;
         }
-        return PyLong_AsUnsignedLong(x);
+        return (((unsigned long)-1) < ((unsigned long)0)) ?
+               PyLong_AsLong(x) :
+               PyLong_AsUnsignedLong(x);
     } else {
         unsigned long val;
         PyObject *tmp = __Pyx_PyNumber_Int(x);
@@ -20756,9 +20793,9 @@ static INLINE unsigned long __Pyx_PyInt_AsUnsignedLong(PyObject* x) {
 
 static INLINE unsigned PY_LONG_LONG __Pyx_PyInt_AsUnsignedLongLong(PyObject* x) {
 #if PY_VERSION_HEX < 0x03000000
-    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+    if (likely(PyInt_Check(x))) {
         long val = PyInt_AS_LONG(x);
-        if (unlikely(val < 0)) {
+        if (((unsigned PY_LONG_LONG)-1) > ((unsigned PY_LONG_LONG)0) && unlikely(val < 0)) {
             PyErr_SetString(PyExc_OverflowError,
                             "can't convert negative value to unsigned PY_LONG_LONG");
             return (unsigned PY_LONG_LONG)-1;
@@ -20766,13 +20803,15 @@ static INLINE unsigned PY_LONG_LONG __Pyx_PyInt_AsUnsignedLongLong(PyObject* x)
         return (unsigned PY_LONG_LONG)val;
     } else
 #endif
-    if (likely(PyLong_CheckExact(x) || PyLong_Check(x))) {
-        if (unlikely(Py_SIZE(x) < 0)) {
+    if (likely(PyLong_Check(x))) {
+        if (((unsigned PY_LONG_LONG)-1) > ((unsigned PY_LONG_LONG)0) && unlikely(Py_SIZE(x) < 0)) {
             PyErr_SetString(PyExc_OverflowError,
                             "can't convert negative value to unsigned PY_LONG_LONG");
             return (unsigned PY_LONG_LONG)-1;
         }
-        return PyLong_AsUnsignedLongLong(x);
+        return (((unsigned PY_LONG_LONG)-1) < ((unsigned PY_LONG_LONG)0)) ?
+               PyLong_AsLongLong(x) :
+               PyLong_AsUnsignedLongLong(x);
     } else {
         unsigned PY_LONG_LONG val;
         PyObject *tmp = __Pyx_PyNumber_Int(x);
@@ -20785,13 +20824,25 @@ static INLINE unsigned PY_LONG_LONG __Pyx_PyInt_AsUnsignedLongLong(PyObject* x)
 
 static INLINE long __Pyx_PyInt_AsLong(PyObject* x) {
 #if PY_VERSION_HEX < 0x03000000
-    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+    if (likely(PyInt_Check(x))) {
         long val = PyInt_AS_LONG(x);
+        if (((long)-1) > ((long)0) && unlikely(val < 0)) {
+            PyErr_SetString(PyExc_OverflowError,
+                            "can't convert negative value to long");
+            return (long)-1;
+        }
         return (long)val;
     } else
 #endif
-    if (likely(PyLong_CheckExact(x) || PyLong_Check(x))) {
-        return PyLong_AsLong(x);
+    if (likely(PyLong_Check(x))) {
+        if (((long)-1) > ((long)0) && unlikely(Py_SIZE(x) < 0)) {
+            PyErr_SetString(PyExc_OverflowError,
+                            "can't convert negative value to long");
+            return (long)-1;
+        }
+        return (((long)-1) < ((long)0)) ?
+               PyLong_AsLong(x) :
+               PyLong_AsUnsignedLong(x);
     } else {
         long val;
         PyObject *tmp = __Pyx_PyNumber_Int(x);
@@ -20804,13 +20855,25 @@ static INLINE long __Pyx_PyInt_AsLong(PyObject* x) {
 
 static INLINE PY_LONG_LONG __Pyx_PyInt_AsLongLong(PyObject* x) {
 #if PY_VERSION_HEX < 0x03000000
-    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+    if (likely(PyInt_Check(x))) {
         long val = PyInt_AS_LONG(x);
+        if (((PY_LONG_LONG)-1) > ((PY_LONG_LONG)0) && unlikely(val < 0)) {
+            PyErr_SetString(PyExc_OverflowError,
+                            "can't convert negative value to PY_LONG_LONG");
+            return (PY_LONG_LONG)-1;
+        }
         return (PY_LONG_LONG)val;
     } else
 #endif
-    if (likely(PyLong_CheckExact(x) || PyLong_Check(x))) {
-        return PyLong_AsLongLong(x);
+    if (likely(PyLong_Check(x))) {
+        if (((PY_LONG_LONG)-1) > ((PY_LONG_LONG)0) && unlikely(Py_SIZE(x) < 0)) {
+            PyErr_SetString(PyExc_OverflowError,
+                            "can't convert negative value to PY_LONG_LONG");
+            return (PY_LONG_LONG)-1;
+        }
+        return (((PY_LONG_LONG)-1) < ((PY_LONG_LONG)0)) ?
+               PyLong_AsLongLong(x) :
+               PyLong_AsUnsignedLongLong(x);
     } else {
         PY_LONG_LONG val;
         PyObject *tmp = __Pyx_PyNumber_Int(x);
@@ -20823,13 +20886,25 @@ static INLINE PY_LONG_LONG __Pyx_PyInt_AsLongLong(PyObject* x) {
 
 static INLINE signed long __Pyx_PyInt_AsSignedLong(PyObject* x) {
 #if PY_VERSION_HEX < 0x03000000
-    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+    if (likely(PyInt_Check(x))) {
         long val = PyInt_AS_LONG(x);
+        if (((signed long)-1) > ((signed long)0) && unlikely(val < 0)) {
+            PyErr_SetString(PyExc_OverflowError,
+                            "can't convert negative value to signed long");
+            return (signed long)-1;
+        }
         return (signed long)val;
     } else
 #endif
-    if (likely(PyLong_CheckExact(x) || PyLong_Check(x))) {
-        return PyLong_AsLong(x);
+    if (likely(PyLong_Check(x))) {
+        if (((signed long)-1) > ((signed long)0) && unlikely(Py_SIZE(x) < 0)) {
+            PyErr_SetString(PyExc_OverflowError,
+                            "can't convert negative value to signed long");
+            return (signed long)-1;
+        }
+        return (((signed long)-1) < ((signed long)0)) ?
+               PyLong_AsLong(x) :
+               PyLong_AsUnsignedLong(x);
     } else {
         signed long val;
         PyObject *tmp = __Pyx_PyNumber_Int(x);
@@ -20842,13 +20917,25 @@ static INLINE signed long __Pyx_PyInt_AsSignedLong(PyObject* x) {
 
 static INLINE signed PY_LONG_LONG __Pyx_PyInt_AsSignedLongLong(PyObject* x) {
 #if PY_VERSION_HEX < 0x03000000
-    if (likely(PyInt_CheckExact(x) || PyInt_Check(x))) {
+    if (likely(PyInt_Check(x))) {
         long val = PyInt_AS_LONG(x);
+        if (((signed PY_LONG_LONG)-1) > ((signed PY_LONG_LONG)0) && unlikely(val < 0)) {
+            PyErr_SetString(PyExc_OverflowError,
+                            "can't convert negative value to signed PY_LONG_LONG");
+            return (signed PY_LONG_LONG)-1;
+        }
         return (signed PY_LONG_LONG)val;
     } else
 #endif
-    if (likely(PyLong_CheckExact(x) || PyLong_Check(x))) {
-        return PyLong_AsLongLong(x);
+    if (likely(PyLong_Check(x))) {
+        if (((signed PY_LONG_LONG)-1) > ((signed PY_LONG_LONG)0) && unlikely(Py_SIZE(x) < 0)) {
+            PyErr_SetString(PyExc_OverflowError,
+                            "can't convert negative value to signed PY_LONG_LONG");
+            return (signed PY_LONG_LONG)-1;
+        }
+        return (((signed PY_LONG_LONG)-1) < ((signed PY_LONG_LONG)0)) ?
+               PyLong_AsLongLong(x) :
+               PyLong_AsUnsignedLongLong(x);
     } else {
         signed PY_LONG_LONG val;
         PyObject *tmp = __Pyx_PyNumber_Int(x);
@@ -20935,7 +21022,6 @@ static void __Pyx_AddTraceback(const char *funcname) {
     PyObject *py_srcfile = 0;
     PyObject *py_funcname = 0;
     PyObject *py_globals = 0;
-    PyObject *empty_string = 0;
     PyCodeObject *py_code = 0;
     PyFrameObject *py_frame = 0;
 
@@ -20962,12 +21048,6 @@ static void __Pyx_AddTraceback(const char *funcname) {
     if (!py_funcname) goto bad;
     py_globals = PyModule_GetDict(__pyx_m);
     if (!py_globals) goto bad;
-    #if PY_MAJOR_VERSION < 3
-    empty_string = PyString_FromStringAndSize("", 0);
-    #else
-    empty_string = PyBytes_FromStringAndSize("", 0);
-    #endif
-    if (!empty_string) goto bad;
     py_code = PyCode_New(
         0,            /*int argcount,*/
         #if PY_MAJOR_VERSION >= 3
@@ -20976,7 +21056,7 @@ static void __Pyx_AddTraceback(const char *funcname) {
         0,            /*int nlocals,*/
         0,            /*int stacksize,*/
         0,            /*int flags,*/
-        empty_string, /*PyObject *code,*/
+        __pyx_empty_bytes, /*PyObject *code,*/
         __pyx_empty_tuple,  /*PyObject *consts,*/
         __pyx_empty_tuple,  /*PyObject *names,*/
         __pyx_empty_tuple,  /*PyObject *varnames,*/
@@ -20985,7 +21065,7 @@ static void __Pyx_AddTraceback(const char *funcname) {
         py_srcfile,   /*PyObject *filename,*/
         py_funcname,  /*PyObject *name,*/
         __pyx_lineno,   /*int firstlineno,*/
-        empty_string  /*PyObject *lnotab*/
+        __pyx_empty_bytes  /*PyObject *lnotab*/
     );
     if (!py_code) goto bad;
     py_frame = PyFrame_New(
@@ -21000,7 +21080,6 @@ static void __Pyx_AddTraceback(const char *funcname) {
 bad:
     Py_XDECREF(py_srcfile);
     Py_XDECREF(py_funcname);
-    Py_XDECREF(empty_string);
     Py_XDECREF(py_code);
     Py_XDECREF(py_frame);
 }
@@ -21121,3 +21200,4 @@ static INLINE size_t __Pyx_PyInt_AsSize_t(PyObject* x) {
 }
 
 
+#endif /* Py_PYTHON_H */