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#define __Pyx_PyString_FormatSafe(a, b)   ((unlikely((a) == Py_None)) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
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#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj)
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  #define __Pyx_PyBaseString_Check(obj) (PyString_Check(obj) || PyUnicode_Check(obj))
  #define __Pyx_PyBaseString_CheckExact(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj))
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#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
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  #define PyIntObject                  PyLongObject
  #define PyInt_Type                   PyLong_Type
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  #define PyInt_FromUnicode            PyLong_FromUnicode
  #define PyInt_FromLong               PyLong_FromLong
  #define PyInt_FromSize_t             PyLong_FromSize_t
  #define PyInt_FromSsize_t            PyLong_FromSsize_t
  #define PyInt_AsLong                 PyLong_AsLong
  #define PyInt_AS_LONG                PyLong_AS_LONG
  #define PyInt_AsSsize_t              PyLong_AsSsize_t
  #define PyInt_AsUnsignedLongMask     PyLong_AsUnsignedLongMask
  #define PyInt_AsUnsignedLongLongMask PyLong_AsUnsignedLongLongMask
  #define PyNumber_Int                 PyNumber_Long
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#if PY_MAJOR_VERSION >= 3
  #define PyBoolObject                 PyLongObject
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#if PY_MAJOR_VERSION >= 3 && CYTHON_COMPILING_IN_PYPY
  #ifndef PyUnicode_InternFromString
    #define PyUnicode_InternFromString(s) PyUnicode_FromString(s)
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#if PY_VERSION_HEX < 0x030200A4
  typedef long Py_hash_t;
  #define __Pyx_PyInt_FromHash_t PyInt_FromLong
  #define __Pyx_PyInt_AsHash_t   PyInt_AsLong
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  #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
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#ifndef CYTHON_INLINE
  #if defined(__GNUC__)
    #define CYTHON_INLINE __inline__
  #elif defined(_MSC_VER)
    #define CYTHON_INLINE __inline
  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define CYTHON_INLINE inline
  #else
    #define CYTHON_INLINE
  #endif
#endif
#ifndef CYTHON_RESTRICT
  #if defined(__GNUC__)
    #define CYTHON_RESTRICT __restrict__
  #elif defined(_MSC_VER) && _MSC_VER >= 1400
    #define CYTHON_RESTRICT __restrict
  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define CYTHON_RESTRICT restrict
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    #define CYTHON_RESTRICT
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#endif
#ifdef NAN
#define __PYX_NAN() ((float) NAN)
#else
static CYTHON_INLINE float __PYX_NAN() {
  /* Initialize NaN. The sign is irrelevant, an exponent with all bits 1 and
   a nonzero mantissa means NaN. If the first bit in the mantissa is 1, it is
   a quiet NaN. */
  float value;
  memset(&value, 0xFF, sizeof(value));
  return value;
}
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#ifdef __cplusplus
template<typename T>
void __Pyx_call_destructor(T* x) {
    x->~T();
}
#endif


#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_TrueDivide(x,y)
  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceTrueDivide(x,y)
#else
  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_Divide(x,y)
  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceDivide(x,y)
#endif

#ifndef __PYX_EXTERN_C
  #ifdef __cplusplus
    #define __PYX_EXTERN_C extern "C"
  #else
    #define __PYX_EXTERN_C extern
  #endif
#endif

#if defined(WIN32) || defined(MS_WINDOWS)
#define _USE_MATH_DEFINES
#endif
#include <math.h>
#define __PYX_HAVE__pypore__event_finder
#define __PYX_HAVE_API__pypore__event_finder
#include "string.h"
#include "stdio.h"
#include "stdlib.h"
#include "numpy/arrayobject.h"
#include "numpy/ufuncobject.h"
#include "math.h"
#include "pythread.h"
#ifdef _OPENMP
#include <omp.h>
#endif /* _OPENMP */

#ifdef PYREX_WITHOUT_ASSERTIONS
#define CYTHON_WITHOUT_ASSERTIONS
#endif

#ifndef CYTHON_UNUSED
# if defined(__GNUC__)
#   if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4))
#     define CYTHON_UNUSED __attribute__ ((__unused__))
#   else
#     define CYTHON_UNUSED
#   endif
# elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER))
#   define CYTHON_UNUSED __attribute__ ((__unused__))
# else
#   define CYTHON_UNUSED
# endif
#endif
typedef struct {PyObject **p; char *s; const Py_ssize_t n; const char* encoding;
                const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry;

#define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0
#define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT 0
#define __PYX_DEFAULT_STRING_ENCODING ""
#define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString
#define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
#define __Pyx_fits_Py_ssize_t(v, type, is_signed)  (    \
    (sizeof(type) < sizeof(Py_ssize_t))  ||             \
    (sizeof(type) > sizeof(Py_ssize_t) &&               \
          likely(v < (type)PY_SSIZE_T_MAX ||            \
                 v == (type)PY_SSIZE_T_MAX)  &&         \
          (!is_signed || likely(v > (type)PY_SSIZE_T_MIN ||       \
                                v == (type)PY_SSIZE_T_MIN)))  ||  \
    (sizeof(type) == sizeof(Py_ssize_t) &&              \
          (is_signed || likely(v < (type)PY_SSIZE_T_MAX ||        \
                               v == (type)PY_SSIZE_T_MAX)))  )
static CYTHON_INLINE char* __Pyx_PyObject_AsString(PyObject*);
static CYTHON_INLINE char* __Pyx_PyObject_AsStringAndSize(PyObject*, Py_ssize_t* length);
#define __Pyx_PyByteArray_FromString(s) PyByteArray_FromStringAndSize((const char*)s, strlen((const char*)s))
#define __Pyx_PyByteArray_FromStringAndSize(s, l) PyByteArray_FromStringAndSize((const char*)s, l)
#define __Pyx_PyBytes_FromString        PyBytes_FromString
#define __Pyx_PyBytes_FromStringAndSize PyBytes_FromStringAndSize
static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char*);
#if PY_MAJOR_VERSION < 3
    #define __Pyx_PyStr_FromString        __Pyx_PyBytes_FromString
    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
#else
    #define __Pyx_PyStr_FromString        __Pyx_PyUnicode_FromString
    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyUnicode_FromStringAndSize
#endif
#define __Pyx_PyObject_AsSString(s)    ((signed char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsUString(s)    ((unsigned char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_FromUString(s)  __Pyx_PyObject_FromString((const char*)s)
#define __Pyx_PyBytes_FromUString(s)   __Pyx_PyBytes_FromString((const char*)s)
#define __Pyx_PyByteArray_FromUString(s)   __Pyx_PyByteArray_FromString((const char*)s)
#define __Pyx_PyStr_FromUString(s)     __Pyx_PyStr_FromString((const char*)s)
#define __Pyx_PyUnicode_FromUString(s) __Pyx_PyUnicode_FromString((const char*)s)
#if PY_MAJOR_VERSION < 3
static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u)
{
    const Py_UNICODE *u_end = u;
    while (*u_end++) ;
    return (size_t)(u_end - u - 1);
}
#else
#define __Pyx_Py_UNICODE_strlen Py_UNICODE_strlen
#endif
#define __Pyx_PyUnicode_FromUnicode(u)       PyUnicode_FromUnicode(u, __Pyx_Py_UNICODE_strlen(u))
#define __Pyx_PyUnicode_FromUnicodeAndLength PyUnicode_FromUnicode
#define __Pyx_PyUnicode_AsUnicode            PyUnicode_AsUnicode
#define __Pyx_Owned_Py_None(b) (Py_INCREF(Py_None), Py_None)
#define __Pyx_PyBool_FromLong(b) ((b) ? (Py_INCREF(Py_True), Py_True) : (Py_INCREF(Py_False), Py_False))
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
static CYTHON_INLINE PyObject* __Pyx_PyNumber_Int(PyObject* x);
static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t);
#if CYTHON_COMPILING_IN_CPYTHON
#define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))
#else
#define __pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x)
#endif
#define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x))
#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
static int __Pyx_sys_getdefaultencoding_not_ascii;
static int __Pyx_init_sys_getdefaultencoding_params(void) {
    PyObject* sys;
    PyObject* default_encoding = NULL;
    PyObject* ascii_chars_u = NULL;
    PyObject* ascii_chars_b = NULL;
    const char* default_encoding_c;
    sys = PyImport_ImportModule("sys");
    if (!sys) goto bad;
    default_encoding = PyObject_CallMethod(sys, (char*) (const char*) "getdefaultencoding", NULL);
    Py_DECREF(sys);
    if (!default_encoding) goto bad;
    default_encoding_c = PyBytes_AsString(default_encoding);
    if (!default_encoding_c) goto bad;
    if (strcmp(default_encoding_c, "ascii") == 0) {
        __Pyx_sys_getdefaultencoding_not_ascii = 0;
    } else {
        char ascii_chars[128];
        int c;
        for (c = 0; c < 128; c++) {
            ascii_chars[c] = c;
        }
        __Pyx_sys_getdefaultencoding_not_ascii = 1;
        ascii_chars_u = PyUnicode_DecodeASCII(ascii_chars, 128, NULL);
        if (!ascii_chars_u) goto bad;
        ascii_chars_b = PyUnicode_AsEncodedString(ascii_chars_u, default_encoding_c, NULL);
        if (!ascii_chars_b || !PyBytes_Check(ascii_chars_b) || memcmp(ascii_chars, PyBytes_AS_STRING(ascii_chars_b), 128) != 0) {
            PyErr_Format(
                PyExc_ValueError,
                "This module compiled with c_string_encoding=ascii, but default encoding '%.200s' is not a superset of ascii.",
                default_encoding_c);
            goto bad;
        }
        Py_DECREF(ascii_chars_u);
        Py_DECREF(ascii_chars_b);
    }
    Py_DECREF(default_encoding);
    return 0;
bad:
    Py_XDECREF(default_encoding);
    Py_XDECREF(ascii_chars_u);
    Py_XDECREF(ascii_chars_b);
    return -1;
}
#endif
#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT && PY_MAJOR_VERSION >= 3
#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_DecodeUTF8(c_str, size, NULL)
#else
#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_Decode(c_str, size, __PYX_DEFAULT_STRING_ENCODING, NULL)
#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
static char* __PYX_DEFAULT_STRING_ENCODING;
static int __Pyx_init_sys_getdefaultencoding_params(void) {
    PyObject* sys;
    PyObject* default_encoding = NULL;
    char* default_encoding_c;
    sys = PyImport_ImportModule("sys");
    if (!sys) goto bad;
    default_encoding = PyObject_CallMethod(sys, (char*) (const char*) "getdefaultencoding", NULL);
    Py_DECREF(sys);
    if (!default_encoding) goto bad;
    default_encoding_c = PyBytes_AsString(default_encoding);
    if (!default_encoding_c) goto bad;
    __PYX_DEFAULT_STRING_ENCODING = (char*) malloc(strlen(default_encoding_c));
    if (!__PYX_DEFAULT_STRING_ENCODING) goto bad;
    strcpy(__PYX_DEFAULT_STRING_ENCODING, default_encoding_c);
    Py_DECREF(default_encoding);
    return 0;
bad:
    Py_XDECREF(default_encoding);
    return -1;
}
#endif
#endif


/* Test for GCC > 2.95 */
#if defined(__GNUC__)     && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))
  #define likely(x)   __builtin_expect(!!(x), 1)
  #define unlikely(x) __builtin_expect(!!(x), 0)
#else /* !__GNUC__ or GCC < 2.95 */
  #define likely(x)   (x)
  #define unlikely(x) (x)
#endif /* __GNUC__ */

static PyObject *__pyx_m;
static PyObject *__pyx_d;
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__;
static const char *__pyx_filename;

#if !defined(CYTHON_CCOMPLEX)
  #if defined(__cplusplus)
    #define CYTHON_CCOMPLEX 1
  #elif defined(_Complex_I)
    #define CYTHON_CCOMPLEX 1
  #else
    #define CYTHON_CCOMPLEX 0
  #endif
#endif
#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    #include <complex>
  #else
    #include <complex.h>
  #endif
#endif
#if CYTHON_CCOMPLEX && !defined(__cplusplus) && defined(__sun__) && defined(__GNUC__)
  #undef _Complex_I
  #define _Complex_I 1.0fj
#endif


static const char *__pyx_f[] = {
  "pypore/event_finder.pyx",
  "__init__.pxd",
  "type.pxd",
  "bool.pxd",
  "complex.pxd",
  "pypore/i_o/abstract_reader.pxd",
  "pypore/strategies/baseline_strategy.pxd",
  "pypore/strategies/threshold_strategy.pxd",
};
#define IS_UNSIGNED(type) (((type) -1) > 0)
struct __Pyx_StructField_;
#define __PYX_BUF_FLAGS_PACKED_STRUCT (1 << 0)
typedef struct {
  const char* name;
  struct __Pyx_StructField_* fields;
  size_t size;
  size_t arraysize[8];
  int ndim;
  char typegroup;
  char is_unsigned;
  int flags;
} __Pyx_TypeInfo;
typedef struct __Pyx_StructField_ {
  __Pyx_TypeInfo* type;
  const char* name;
  size_t offset;
} __Pyx_StructField;
typedef struct {
  __Pyx_StructField* field;
  size_t parent_offset;
} __Pyx_BufFmt_StackElem;
typedef struct {
  __Pyx_StructField root;
  __Pyx_BufFmt_StackElem* head;
  size_t fmt_offset;
  size_t new_count, enc_count;
  size_t struct_alignment;
  int is_complex;
  char enc_type;
  char new_packmode;
  char enc_packmode;
  char is_valid_array;
} __Pyx_BufFmt_Context;


/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":723
 * # in Cython to enable them only on the right systems.
 * 
 * ctypedef npy_int8       int8_t             # <<<<<<<<<<<<<<
 * ctypedef npy_int16      int16_t
 * ctypedef npy_int32      int32_t
 */
typedef npy_int8 __pyx_t_5numpy_int8_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":724
 * 
 * ctypedef npy_int8       int8_t
 * ctypedef npy_int16      int16_t             # <<<<<<<<<<<<<<
 * ctypedef npy_int32      int32_t
 * ctypedef npy_int64      int64_t
 */
typedef npy_int16 __pyx_t_5numpy_int16_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":725
 * ctypedef npy_int8       int8_t
 * ctypedef npy_int16      int16_t
 * ctypedef npy_int32      int32_t             # <<<<<<<<<<<<<<
 * ctypedef npy_int64      int64_t
 * #ctypedef npy_int96      int96_t
 */
typedef npy_int32 __pyx_t_5numpy_int32_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":726
 * ctypedef npy_int16      int16_t
 * ctypedef npy_int32      int32_t
 * ctypedef npy_int64      int64_t             # <<<<<<<<<<<<<<
 * #ctypedef npy_int96      int96_t
 * #ctypedef npy_int128     int128_t
 */
typedef npy_int64 __pyx_t_5numpy_int64_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":730
 * #ctypedef npy_int128     int128_t
 * 
 * ctypedef npy_uint8      uint8_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uint16     uint16_t
 * ctypedef npy_uint32     uint32_t
 */
typedef npy_uint8 __pyx_t_5numpy_uint8_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":731
 * 
 * ctypedef npy_uint8      uint8_t
 * ctypedef npy_uint16     uint16_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uint32     uint32_t
 * ctypedef npy_uint64     uint64_t
 */
typedef npy_uint16 __pyx_t_5numpy_uint16_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":732
 * ctypedef npy_uint8      uint8_t
 * ctypedef npy_uint16     uint16_t
 * ctypedef npy_uint32     uint32_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uint64     uint64_t
 * #ctypedef npy_uint96     uint96_t
 */
typedef npy_uint32 __pyx_t_5numpy_uint32_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":733
 * ctypedef npy_uint16     uint16_t
 * ctypedef npy_uint32     uint32_t
 * ctypedef npy_uint64     uint64_t             # <<<<<<<<<<<<<<
 * #ctypedef npy_uint96     uint96_t
 * #ctypedef npy_uint128    uint128_t
 */
typedef npy_uint64 __pyx_t_5numpy_uint64_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":737
 * #ctypedef npy_uint128    uint128_t
 * 
 * ctypedef npy_float32    float32_t             # <<<<<<<<<<<<<<
 * ctypedef npy_float64    float64_t
 * #ctypedef npy_float80    float80_t
 */
typedef npy_float32 __pyx_t_5numpy_float32_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":738
 * 
 * ctypedef npy_float32    float32_t
 * ctypedef npy_float64    float64_t             # <<<<<<<<<<<<<<
 * #ctypedef npy_float80    float80_t
 * #ctypedef npy_float128   float128_t
 */
typedef npy_float64 __pyx_t_5numpy_float64_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":747
 * # The int types are mapped a bit surprising --
 * # numpy.int corresponds to 'l' and numpy.long to 'q'
 * ctypedef npy_long       int_t             # <<<<<<<<<<<<<<
 * ctypedef npy_longlong   long_t
 * ctypedef npy_longlong   longlong_t
 */
typedef npy_long __pyx_t_5numpy_int_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":748
 * # numpy.int corresponds to 'l' and numpy.long to 'q'
 * ctypedef npy_long       int_t
 * ctypedef npy_longlong   long_t             # <<<<<<<<<<<<<<
 * ctypedef npy_longlong   longlong_t
 * 
 */
typedef npy_longlong __pyx_t_5numpy_long_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":749
 * ctypedef npy_long       int_t
 * ctypedef npy_longlong   long_t
 * ctypedef npy_longlong   longlong_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_ulong      uint_t
 */
typedef npy_longlong __pyx_t_5numpy_longlong_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":751
 * ctypedef npy_longlong   longlong_t
 * 
 * ctypedef npy_ulong      uint_t             # <<<<<<<<<<<<<<
 * ctypedef npy_ulonglong  ulong_t
 * ctypedef npy_ulonglong  ulonglong_t
 */
typedef npy_ulong __pyx_t_5numpy_uint_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":752
 * 
 * ctypedef npy_ulong      uint_t
 * ctypedef npy_ulonglong  ulong_t             # <<<<<<<<<<<<<<
 * ctypedef npy_ulonglong  ulonglong_t
 * 
 */
typedef npy_ulonglong __pyx_t_5numpy_ulong_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":753
 * ctypedef npy_ulong      uint_t
 * ctypedef npy_ulonglong  ulong_t
 * ctypedef npy_ulonglong  ulonglong_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_intp       intp_t
 */
typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":755
 * ctypedef npy_ulonglong  ulonglong_t
 * 
 * ctypedef npy_intp       intp_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uintp      uintp_t
 * 
 */
typedef npy_intp __pyx_t_5numpy_intp_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":756
 * 
 * ctypedef npy_intp       intp_t
 * ctypedef npy_uintp      uintp_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_double     float_t
 */
typedef npy_uintp __pyx_t_5numpy_uintp_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":758
 * ctypedef npy_uintp      uintp_t
 * 
 * ctypedef npy_double     float_t             # <<<<<<<<<<<<<<
 * ctypedef npy_double     double_t
 * ctypedef npy_longdouble longdouble_t
 */
typedef npy_double __pyx_t_5numpy_float_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":759
 * 
 * ctypedef npy_double     float_t
 * ctypedef npy_double     double_t             # <<<<<<<<<<<<<<
 * ctypedef npy_longdouble longdouble_t
 * 
 */
typedef npy_double __pyx_t_5numpy_double_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":760
 * ctypedef npy_double     float_t
 * ctypedef npy_double     double_t
 * ctypedef npy_longdouble longdouble_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_cfloat      cfloat_t
 */
typedef npy_longdouble __pyx_t_5numpy_longdouble_t;

/* "pypore/strategies/baseline_strategy.pxd":6
 * 
 * DTYPE = np.float
 * ctypedef np.float_t DTYPE_t             # <<<<<<<<<<<<<<
 * 
 * cdef class BaselineStrategy:
 */
typedef __pyx_t_5numpy_float_t __pyx_t_6pypore_10strategies_17baseline_strategy_DTYPE_t;

/* "pypore/event_finder.pyx":36
 * 
 * DTYPE = np.float
 * ctypedef np.float_t DTYPE_t             # <<<<<<<<<<<<<<
 * 
 * DTYPE_UINT32 = np.uint32
 */
typedef __pyx_t_5numpy_float_t __pyx_t_6pypore_12event_finder_DTYPE_t;

/* "pypore/event_finder.pyx":39
 * 
 * DTYPE_UINT32 = np.uint32
 * ctypedef np.uint32_t DTYPE_UINT32_t             # <<<<<<<<<<<<<<
 * 
 * cdef np.ndarray[DTYPE_t] _get_data_range(data_cache, long i, long n):
 */
typedef __pyx_t_5numpy_uint32_t __pyx_t_6pypore_12event_finder_DTYPE_UINT32_t;
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    typedef struct { float real, imag; } __pyx_t_float_complex;
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#if CYTHON_CCOMPLEX
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/*--- Type declarations ---*/
struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader;
struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy;
struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy;
struct __pyx_obj_6pypore_12event_finder_Parameters;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":762
 * ctypedef npy_longdouble longdouble_t
 * 
 * ctypedef npy_cfloat      cfloat_t             # <<<<<<<<<<<<<<
 * ctypedef npy_cdouble     cdouble_t
 * ctypedef npy_clongdouble clongdouble_t
 */
typedef npy_cfloat __pyx_t_5numpy_cfloat_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":763
 * 
 * ctypedef npy_cfloat      cfloat_t
 * ctypedef npy_cdouble     cdouble_t             # <<<<<<<<<<<<<<
 * ctypedef npy_clongdouble clongdouble_t
 * 
 */
typedef npy_cdouble __pyx_t_5numpy_cdouble_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":764
 * ctypedef npy_cfloat      cfloat_t
 * ctypedef npy_cdouble     cdouble_t
 * ctypedef npy_clongdouble clongdouble_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_cdouble     complex_t
 */
typedef npy_clongdouble __pyx_t_5numpy_clongdouble_t;

/* "../../../../../virtualenv/python2.7.9/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":766
 * ctypedef npy_clongdouble clongdouble_t
 * 
 * ctypedef npy_cdouble     complex_t             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew1(a):
 */
typedef npy_cdouble __pyx_t_5numpy_complex_t;
struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_all_data;
struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_all_data_c;
struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_next_blocks;
struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_next_blocks_c;

/* "pypore/i_o/abstract_reader.pxd":23
 *     cdef void close_c(self)
 * 
 *     cpdef object get_all_data(self, bool decimate=?)             # <<<<<<<<<<<<<<
 *     cdef object get_all_data_c(self, bool decimate=?)
 * 
 */
struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_all_data {
  int __pyx_n;
  PyBoolObject *decimate;
};

/* "pypore/i_o/abstract_reader.pxd":24
 * 
 *     cpdef object get_all_data(self, bool decimate=?)
 *     cdef object get_all_data_c(self, bool decimate=?)             # <<<<<<<<<<<<<<
 * 
 *     cpdef object get_next_blocks(self, long n_blocks=?)
 */
struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_all_data_c {
  int __pyx_n;
  PyBoolObject *decimate;
};

/* "pypore/i_o/abstract_reader.pxd":26
 *     cdef object get_all_data_c(self, bool decimate=?)
 * 
 *     cpdef object get_next_blocks(self, long n_blocks=?)             # <<<<<<<<<<<<<<
 *     cdef object get_next_blocks_c(self, long n_blocks=?)
 * 
 */
struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_next_blocks {
  int __pyx_n;
  long n_blocks;
};

/* "pypore/i_o/abstract_reader.pxd":27
 * 
 *     cpdef object get_next_blocks(self, long n_blocks=?)
 *     cdef object get_next_blocks_c(self, long n_blocks=?)             # <<<<<<<<<<<<<<
 * 
 *     cpdef double get_sample_rate(self)
 */
struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_next_blocks_c {
  int __pyx_n;
  long n_blocks;
};
struct __pyx_opt_args_6pypore_12event_finder__lazy_load_find_events;

/* "pypore/event_finder.pyx":85
 *     return _get_data_range(data_cache, i, n)
 * 
 * cdef _lazy_load_find_events(AbstractReader reader, Parameters parameters, object pipe=None, h5file=None,             # <<<<<<<<<<<<<<
 *                             save_file_name=None, debug=False):
 *     cdef unsigned int event_count = 0
 */
struct __pyx_opt_args_6pypore_12event_finder__lazy_load_find_events {
  int __pyx_n;
  PyObject *pipe;
  PyObject *h5file;
  PyObject *save_file_name;
  PyObject *debug;
};

/* "pypore/i_o/abstract_reader.pxd":3
 * from cpython cimport bool
 * 
 * cdef class AbstractReader:             # <<<<<<<<<<<<<<
 *     """
 *     This is an abstract class showing the methods that subclasses must override.
 */
struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pypore_3i_o_15abstract_reader_AbstractReader *__pyx_vtab;
  long block_size;
  double sample_rate;
  long points_per_channel_total;
  PyObject *filename;
};


/* "pypore/strategies/baseline_strategy.pxd":8
 * ctypedef np.float_t DTYPE_t
 * 
 * cdef class BaselineStrategy:             # <<<<<<<<<<<<<<
 * 
 *     cdef public double baseline
 */
struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pypore_10strategies_17baseline_strategy_BaselineStrategy *__pyx_vtab;
  double baseline;
  double variance;
};


/* "pypore/strategies/threshold_strategy.pxd":2
 * 
 * cdef class ThresholdStrategy:             # <<<<<<<<<<<<<<
 * 
 * 
 */
struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *__pyx_vtab;
};


/* "pypore/event_finder.pyx":520
 *     return None
 * 
 * cdef class Parameters:             # <<<<<<<<<<<<<<
 *     """
 *     Parameter object to pass to :py:func:`find_events`. Defines the following:
 */
struct __pyx_obj_6pypore_12event_finder_Parameters {
  PyObject_HEAD
  double min_event_length;
  double max_event_length;
  struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *baseline_strategy;
  struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *threshold_strategy;
  PyBoolObject *detect_positive_events;
  PyBoolObject *detect_negative_events;
};



/* "pypore/i_o/abstract_reader.pxd":3
 * from cpython cimport bool
 * 
 * cdef class AbstractReader:             # <<<<<<<<<<<<<<
 *     """
 *     This is an abstract class showing the methods that subclasses must override.
 */

struct __pyx_vtabstruct_6pypore_3i_o_15abstract_reader_AbstractReader {
  PyObject *(*_prepare_file)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*close)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *, int __pyx_skip_dispatch);
  void (*close_c)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *);
  PyObject *(*get_all_data)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *, int __pyx_skip_dispatch, struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_all_data *__pyx_optional_args);
  PyObject *(*get_all_data_c)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *, struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_all_data_c *__pyx_optional_args);
  PyObject *(*get_next_blocks)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *, int __pyx_skip_dispatch, struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_next_blocks *__pyx_optional_args);
  PyObject *(*get_next_blocks_c)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *, struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_next_blocks_c *__pyx_optional_args);
  double (*get_sample_rate)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *, int __pyx_skip_dispatch);
  double (*get_sample_rate_c)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *);
  long (*get_points_per_channel_total)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *, int __pyx_skip_dispatch);
  long (*get_points_per_channel_total_c)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *);
  PyObject *(*get_filename)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *, int __pyx_skip_dispatch);
  PyObject *(*get_filename_c)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *);
  long (*get_block_size)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *, int __pyx_skip_dispatch);
  long (*get_block_size_c)(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *);
};
static struct __pyx_vtabstruct_6pypore_3i_o_15abstract_reader_AbstractReader *__pyx_vtabptr_6pypore_3i_o_15abstract_reader_AbstractReader;


/* "pypore/strategies/baseline_strategy.pxd":8
 * ctypedef np.float_t DTYPE_t
 * 
 * cdef class BaselineStrategy:             # <<<<<<<<<<<<<<
 * 
 *     cdef public double baseline
 */

struct __pyx_vtabstruct_6pypore_10strategies_17baseline_strategy_BaselineStrategy {
  double (*compute_baseline)(struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *, double, int __pyx_skip_dispatch);
  double (*compute_baseline_c)(struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *, double);
  double (*compute_variance)(struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *, double, int __pyx_skip_dispatch);
  double (*compute_variance_c)(struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *, double);
  PyObject *(*initialize)(struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *, PyArrayObject *, int __pyx_skip_dispatch);
  void (*initialize_c)(struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *, PyArrayObject *);
  double (*get_baseline)(struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *, int __pyx_skip_dispatch);
  double (*get_baseline_c)(struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *);
  double (*get_variance)(struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *, int __pyx_skip_dispatch);
  double (*get_variance_c)(struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *);
};
static struct __pyx_vtabstruct_6pypore_10strategies_17baseline_strategy_BaselineStrategy *__pyx_vtabptr_6pypore_10strategies_17baseline_strategy_BaselineStrategy;


/* "pypore/strategies/threshold_strategy.pxd":2
 * 
 * cdef class ThresholdStrategy:             # <<<<<<<<<<<<<<
 * 
 * 
 */

struct __pyx_vtabstruct_6pypore_10strategies_18threshold_strategy_ThresholdStrategy {
  double (*compute_starting_threshold)(struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *, double, double, int __pyx_skip_dispatch);
  double (*compute_starting_threshold_c)(struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *, double, double);
  double (*compute_ending_threshold)(struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *, double, double, int __pyx_skip_dispatch);
  double (*compute_ending_threshold_c)(struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *, double, double);
};
static struct __pyx_vtabstruct_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *__pyx_vtabptr_6pypore_10strategies_18threshold_strategy_ThresholdStrategy;
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#define __Pyx_DECREF_SET(r, v) do {                             \
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static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name) {
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#define __Pyx_PyObject_GetAttrStr(o,n) PyObject_GetAttr(o,n)
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static PyObject *__Pyx_GetBuiltinName(PyObject *name);

static CYTHON_INLINE PyObject *__Pyx_GetModuleGlobalName(PyObject *name);

#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw);
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#define __Pyx_PyObject_Call(func, arg, kw) PyObject_Call(func, arg, kw)
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static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type);

static CYTHON_INLINE int  __Pyx_GetBufferAndValidate(Py_buffer* buf, PyObject* obj,
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static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info);

#define __Pyx_GetItemInt(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck) \
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static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
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#define __Pyx_GetItemInt_Tuple(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck) \
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static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
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static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j);
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i,
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static CYTHON_INLINE PyObject* __Pyx_PyObject_GetSlice(
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static void __Pyx_RaiseBufferFallbackError(void);

#define __Pyx_PyObject_DelSlice(obj, cstart, cstop, py_start, py_stop, py_slice, has_cstart, has_cstop, wraparound) \
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static CYTHON_INLINE int __Pyx_PyObject_SetSlice(
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static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb);
static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb);

static void __Pyx_RaiseArgtupleInvalid(const char* func_name, int exact,
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static void __Pyx_RaiseDoubleKeywordsError(const char* func_name, PyObject* kw_name);

static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject **argnames[], \
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#ifndef __PYX_FORCE_INIT_THREADS
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#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg);
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static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg);

#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func);
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#define __Pyx_PyObject_CallNoArg(func) __Pyx_PyObject_Call(func, __pyx_empty_tuple, NULL)
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static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name);

#define __Pyx_PyObject_Pop(L) (PyList_CheckExact(L) ? \
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static CYTHON_INLINE PyObject* __Pyx_PyList_Pop(PyObject* L);
static CYTHON_INLINE PyObject* __Pyx__PyObject_Pop(PyObject* L);

#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE int __Pyx_PyList_Append(PyObject* list, PyObject* x) {
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#define __Pyx_PyList_Append(L,x) PyList_Append(L,x)
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static PyObject* __Pyx_PyObject_CallMethod1(PyObject* obj, PyObject* method_name, PyObject* arg);

static CYTHON_INLINE int __Pyx_PyObject_Append(PyObject* L, PyObject* x);

#if PY_MAJOR_VERSION < 3
#define __Pyx_PyString_Join __Pyx_PyBytes_Join
#define __Pyx_PyBaseString_Join(s, v) (PyUnicode_CheckExact(s) ? PyUnicode_Join(s, v) : __Pyx_PyBytes_Join(s, v))
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#define __Pyx_PyString_Join PyUnicode_Join
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#if CYTHON_COMPILING_IN_CPYTHON
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    #define __Pyx_PyBytes_Join _PyString_Join
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static CYTHON_INLINE PyObject* __Pyx_PyBytes_Join(PyObject* sep, PyObject* values);
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static void __Pyx_RaiseBufferIndexError(int axis);

#define __Pyx_BufPtrStrided1d(type, buf, i0, s0) (type)((char*)buf + i0 * s0)
static CYTHON_INLINE long __Pyx_mod_long(long, long); /* proto */

#define __Pyx_DelItemInt(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck) \
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static CYTHON_INLINE int __Pyx_DelItem_Generic(PyObject *o, PyObject *j);
static CYTHON_INLINE int __Pyx_DelItemInt_Fast(PyObject *o, Py_ssize_t i,
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#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_PyObject_DelAttrStr(o,n) __Pyx_PyObject_SetAttrStr(o,n,NULL)
static CYTHON_INLINE int __Pyx_PyObject_SetAttrStr(PyObject* obj, PyObject* attr_name, PyObject* value) {
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#if PY_MAJOR_VERSION < 3
    if (likely(tp->tp_setattr))
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}
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#define __Pyx_PyObject_DelAttrStr(o,n)   PyObject_DelAttr(o,n)
#define __Pyx_PyObject_SetAttrStr(o,n,v) PyObject_SetAttr(o,n,v)
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static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause);

static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);

static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);

static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);

static void* __Pyx_GetVtable(PyObject *dict);

static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name);

typedef struct {
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} __Pyx_CodeObjectCacheEntry;
struct __Pyx_CodeObjectCache {
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};
static struct __Pyx_CodeObjectCache __pyx_code_cache = {0,0,NULL};
static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line);
static PyCodeObject *__pyx_find_code_object(int code_line);
static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object);

static void __Pyx_AddTraceback(const char *funcname, int c_line,
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typedef struct {
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} __Pyx_Buf_DimInfo;
typedef struct {
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  Py_buffer pybuffer;
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typedef struct {
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#if PY_MAJOR_VERSION < 3
    static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags);
    static void __Pyx_ReleaseBuffer(Py_buffer *view);
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    #define __Pyx_GetBuffer PyObject_GetBuffer
    #define __Pyx_ReleaseBuffer PyBuffer_Release
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static Py_ssize_t __Pyx_zeros[] = {0, 0, 0, 0, 0, 0, 0, 0};
static Py_ssize_t __Pyx_minusones[] = {-1, -1, -1, -1, -1, -1, -1, -1};

static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);

static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value);

static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);

static CYTHON_INLINE unsigned int __Pyx_PyInt_As_unsigned_int(PyObject *);

static CYTHON_INLINE unsigned long __Pyx_PyInt_As_unsigned_long(PyObject *);

static int __Pyx_Print(PyObject*, PyObject *, int);
#if CYTHON_COMPILING_IN_PYPY || PY_MAJOR_VERSION >= 3
static PyObject* __pyx_print = 0;
static PyObject* __pyx_print_kwargs = 0;
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static int __Pyx_PrintOne(PyObject* stream, PyObject *o);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_long(unsigned long value);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_int(unsigned int value);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);

#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    #define __Pyx_CREAL(z) ((z).real())
    #define __Pyx_CIMAG(z) ((z).imag())
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    #define __Pyx_CREAL(z) (__real__(z))
    #define __Pyx_CIMAG(z) (__imag__(z))
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    #define __Pyx_CREAL(z) ((z).real)
    #define __Pyx_CIMAG(z) ((z).imag)
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#if (defined(_WIN32) || defined(__clang__)) && defined(__cplusplus) && CYTHON_CCOMPLEX
    #define __Pyx_SET_CREAL(z,x) ((z).real(x))
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    #define __Pyx_SET_CREAL(z,x) __Pyx_CREAL(z) = (x)
    #define __Pyx_SET_CIMAG(z,y) __Pyx_CIMAG(z) = (y)
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static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float, float);

#if CYTHON_CCOMPLEX
    #define __Pyx_c_eqf(a, b)   ((a)==(b))
    #define __Pyx_c_sumf(a, b)  ((a)+(b))
    #define __Pyx_c_difff(a, b) ((a)-(b))
    #define __Pyx_c_prodf(a, b) ((a)*(b))
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  #ifdef __cplusplus
    #define __Pyx_c_is_zerof(z) ((z)==(float)0)
    #define __Pyx_c_conjf(z)    (::std::conj(z))
    #if 1
        #define __Pyx_c_absf(z)     (::std::abs(z))
        #define __Pyx_c_powf(a, b)  (::std::pow(a, b))
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    #define __Pyx_c_is_zerof(z) ((z)==0)
    #define __Pyx_c_conjf(z)    (conjf(z))
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        #define __Pyx_c_absf(z)     (cabsf(z))
        #define __Pyx_c_powf(a, b)  (cpowf(a, b))
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    static CYTHON_INLINE int __Pyx_c_eqf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sumf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_difff(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prodf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quotf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_negf(__pyx_t_float_complex);
    static CYTHON_INLINE int __Pyx_c_is_zerof(__pyx_t_float_complex);
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        static CYTHON_INLINE float __Pyx_c_absf(__pyx_t_float_complex);
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static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);

#if CYTHON_CCOMPLEX
    #define __Pyx_c_eq(a, b)   ((a)==(b))
    #define __Pyx_c_sum(a, b)  ((a)+(b))
    #define __Pyx_c_diff(a, b) ((a)-(b))
    #define __Pyx_c_prod(a, b) ((a)*(b))
    #define __Pyx_c_quot(a, b) ((a)/(b))
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    #define __Pyx_c_is_zero(z) ((z)==(double)0)
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        #define __Pyx_c_abs(z)     (::std::abs(z))
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    static CYTHON_INLINE int __Pyx_c_is_zero(__pyx_t_double_complex);
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static int __Pyx_check_binary_version(void);

#if !defined(__Pyx_PyIdentifier_FromString)
#if PY_MAJOR_VERSION < 3
  #define __Pyx_PyIdentifier_FromString(s) PyString_FromString(s)
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static PyObject *__Pyx_ImportModule(const char *name);

static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name, size_t size, int strict);

static int __Pyx_InitStrings(__Pyx_StringTabEntry *t);


/* Module declarations from 'cpython.buffer' */

/* Module declarations from 'cpython.ref' */

/* Module declarations from 'libc.string' */

/* Module declarations from 'libc.stdio' */

/* Module declarations from 'cpython.object' */

/* Module declarations from '__builtin__' */

/* Module declarations from 'cpython.type' */
static PyTypeObject *__pyx_ptype_7cpython_4type_type = 0;

/* Module declarations from 'libc.stdlib' */

/* Module declarations from 'numpy' */

/* Module declarations from 'numpy' */
static PyTypeObject *__pyx_ptype_5numpy_dtype = 0;
static PyTypeObject *__pyx_ptype_5numpy_flatiter = 0;
static PyTypeObject *__pyx_ptype_5numpy_broadcast = 0;
static PyTypeObject *__pyx_ptype_5numpy_ndarray = 0;
static PyTypeObject *__pyx_ptype_5numpy_ufunc = 0;
static CYTHON_INLINE char *__pyx_f_5numpy__util_dtypestring(PyArray_Descr *, char *, char *, int *); /*proto*/

/* Module declarations from 'libc.math' */

/* Module declarations from 'cpython.version' */

/* Module declarations from 'cpython.exc' */

/* Module declarations from 'cpython.module' */

/* Module declarations from 'cpython.mem' */

/* Module declarations from 'cpython.tuple' */

/* Module declarations from 'cpython.list' */

/* Module declarations from 'cpython.sequence' */

/* Module declarations from 'cpython.mapping' */

/* Module declarations from 'cpython.iterator' */

/* Module declarations from 'cpython.number' */

/* Module declarations from 'cpython.int' */

/* Module declarations from '__builtin__' */

/* Module declarations from 'cpython.bool' */
static PyTypeObject *__pyx_ptype_7cpython_4bool_bool = 0;

/* Module declarations from 'cpython.long' */

/* Module declarations from 'cpython.float' */

/* Module declarations from '__builtin__' */

/* Module declarations from 'cpython.complex' */
static PyTypeObject *__pyx_ptype_7cpython_7complex_complex = 0;

/* Module declarations from 'cpython.string' */

/* Module declarations from 'cpython.unicode' */

/* Module declarations from 'cpython.dict' */

/* Module declarations from 'cpython.instance' */

/* Module declarations from 'cpython.function' */

/* Module declarations from 'cpython.method' */

/* Module declarations from 'cpython.weakref' */

/* Module declarations from 'cpython.getargs' */

/* Module declarations from 'cpython.pythread' */

/* Module declarations from 'cpython.pystate' */

/* Module declarations from 'cpython.cobject' */

/* Module declarations from 'cpython.oldbuffer' */

/* Module declarations from 'cpython.set' */

/* Module declarations from 'cpython.bytes' */

/* Module declarations from 'cpython.pycapsule' */

/* Module declarations from 'cpython' */

/* Module declarations from 'pypore.i_o.abstract_reader' */
static PyTypeObject *__pyx_ptype_6pypore_3i_o_15abstract_reader_AbstractReader = 0;

/* Module declarations from 'pypore.strategies.baseline_strategy' */
static PyTypeObject *__pyx_ptype_6pypore_10strategies_17baseline_strategy_BaselineStrategy = 0;

/* Module declarations from 'pypore.strategies.threshold_strategy' */
static PyTypeObject *__pyx_ptype_6pypore_10strategies_18threshold_strategy_ThresholdStrategy = 0;

/* Module declarations from 'pypore.event_finder' */
static PyTypeObject *__pyx_ptype_6pypore_12event_finder_Parameters = 0;
static PyArrayObject *__pyx_f_6pypore_12event_finder__get_data_range(PyObject *, long, long); /*proto*/
static PyArrayObject *__pyx_f_6pypore_12event_finder__get_data_range_test_wrapper(PyObject *, long, long, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pypore_12event_finder__lazy_load_find_events(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *, struct __pyx_obj_6pypore_12event_finder_Parameters *, struct __pyx_opt_args_6pypore_12event_finder__lazy_load_find_events *__pyx_optional_args); /*proto*/
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t = { "DTYPE_t", NULL, sizeof(__pyx_t_6pypore_12event_finder_DTYPE_t), { 0 }, 0, 'R', 0, 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_UINT32_t = { "DTYPE_UINT32_t", NULL, sizeof(__pyx_t_6pypore_12event_finder_DTYPE_UINT32_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_6pypore_12event_finder_DTYPE_UINT32_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_6pypore_12event_finder_DTYPE_UINT32_t), 0 };
#define __Pyx_MODULE_NAME "pypore.event_finder"
int __pyx_module_is_main_pypore__event_finder = 0;

/* Implementation of 'pypore.event_finder' */
static PyObject *__pyx_builtin_xrange;
static PyObject *__pyx_builtin_enumerate;
static PyObject *__pyx_builtin_ValueError;
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_RuntimeError;
static PyObject *__pyx_pf_6pypore_12event_finder__get_data_range_test_wrapper(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data_cache, long __pyx_v_i, long __pyx_v_n); /* proto */
static int __pyx_pf_6pypore_12event_finder_10Parameters___init__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self, PyObject *__pyx_v_min_event_length, PyObject *__pyx_v_max_event_length, PyObject *__pyx_v_detect_positive_events, PyObject *__pyx_v_detect_negative_events, PyObject *__pyx_v_baseline_strategy, PyObject *__pyx_v_threshold_strategy); /* proto */
static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_16min_event_length___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self); /* proto */
static int __pyx_pf_6pypore_12event_finder_10Parameters_16min_event_length_2__set__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_16max_event_length___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self); /* proto */
static int __pyx_pf_6pypore_12event_finder_10Parameters_16max_event_length_2__set__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_17baseline_strategy___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self); /* proto */
static int __pyx_pf_6pypore_12event_finder_10Parameters_17baseline_strategy_2__set__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pypore_12event_finder_10Parameters_17baseline_strategy_4__del__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_18threshold_strategy___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self); /* proto */
static int __pyx_pf_6pypore_12event_finder_10Parameters_18threshold_strategy_2__set__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pypore_12event_finder_10Parameters_18threshold_strategy_4__del__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_22detect_positive_events___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self); /* proto */
static int __pyx_pf_6pypore_12event_finder_10Parameters_22detect_positive_events_2__set__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pypore_12event_finder_10Parameters_22detect_positive_events_4__del__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_22detect_negative_events___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self); /* proto */
static int __pyx_pf_6pypore_12event_finder_10Parameters_22detect_negative_events_2__set__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pypore_12event_finder_10Parameters_22detect_negative_events_4__del__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pypore_12event_finder_2find_events(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_parameters, PyObject *__pyx_v_h5file, PyObject *__pyx_v_save_file_names, PyObject *__pyx_v_pipe, PyObject *__pyx_v_debug); /* proto */
static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
static void __pyx_pf_5numpy_7ndarray_2__releasebuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info); /* proto */
static PyObject *__pyx_tp_new_6pypore_12event_finder_Parameters(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
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static char __pyx_k_end[] = "end";
static char __pyx_k_max[] = "max";
static char __pyx_k_min[] = "min";
static char __pyx_k_now[] = "now";
static char __pyx_k_pop[] = "pop";
static char __pyx_k_sys[] = "sys";
static char __pyx_k_Done[] = "Done";
static char __pyx_k_ceil[] = "ceil";
static char __pyx_k_data[] = "data";
static char __pyx_k_file[] = "file";
static char __pyx_k_join[] = "join";
static char __pyx_k_main[] = "__main__";
static char __pyx_k_mode[] = "mode";
static char __pyx_k_pipe[] = "pipe";
static char __pyx_k_root[] = "root";
static char __pyx_k_send[] = "send";
static char __pyx_k_size[] = "size";
static char __pyx_k_test[] = "__test__";
static char __pyx_k_time[] = "time";
static char __pyx_k_DTYPE[] = "DTYPE";
static char __pyx_k_attrs[] = "attrs";
static char __pyx_k_close[] = "close";
static char __pyx_k_debug[] = "debug";
static char __pyx_k_dtype[] = "dtype";
static char __pyx_k_finfo[] = "finfo";
static char __pyx_k_float[] = "float";
static char __pyx_k_flush[] = "flush";
static char __pyx_k_numpy[] = "numpy";
static char __pyx_k_print[] = "print";
static char __pyx_k_range[] = "range";
static char __pyx_k_write[] = "write";
static char __pyx_k_zeros[] = "zeros";
static char __pyx_k_Events[] = "_Events_";
static char __pyx_k_append[] = "append";
static char __pyx_k_events[] = "events";
static char __pyx_k_h5file[] = "h5file";
static char __pyx_k_import[] = "__import__";
static char __pyx_k_levels[] = "levels";
static char __pyx_k_reader[] = "reader";
static char __pyx_k_remove[] = "remove";
static char __pyx_k_stdout[] = "stdout";
static char __pyx_k_uint32[] = "uint32";
static char __pyx_k_xrange[] = "xrange";
static char __pyx_k_seconds[] = "seconds";
static char __pyx_k_baseline[] = "baseline";
static char __pyx_k_datetime[] = "datetime";
static char __pyx_k_n_points[] = "n_points";
static char __pyx_k_raw_data[] = "raw_data";
static char __pyx_k_strftime[] = "strftime";
static char __pyx_k_enumerate[] = "enumerate";
static char __pyx_k_open_file[] = "open_file";
static char __pyx_k_timedelta[] = "timedelta";
static char __pyx_k_ValueError[] = "ValueError";
static char __pyx_k_data_cache[] = "data_cache";
static char __pyx_k_eventCount[] = "eventCount";
static char __pyx_k_eventTable[] = "eventTable";
static char __pyx_k_n_channels[] = "n_channels";
static char __pyx_k_parameters[] = "parameters";
static char __pyx_k_pypore_i_o[] = "pypore.i_o";
static char __pyx_k_pyx_vtable[] = "__pyx_vtable__";
static char __pyx_k_find_events[] = "find_events";
static char __pyx_k_sample_rate[] = "sample_rate";
static char __pyx_k_status_text[] = "status_text";
static char __pyx_k_DTYPE_UINT32[] = "DTYPE_UINT32";
static char __pyx_k_RuntimeError[] = "RuntimeError";
static char __pyx_k_Y_m_d__H_M_S[] = "%Y%m%d_%H%M%S";
static char __pyx_k_append_event[] = "append_event";
static char __pyx_k_dataFilename[] = "dataFilename";
static char __pyx_k_should_close[] = "should_close";
static char __pyx_k_level_lengths[] = "level_lengths";
static char __pyx_k_maxEventLength[] = "maxEventLength";
static char __pyx_k_save_file_name[] = "save_file_name";
static char __pyx_k_event_databases[] = "event_databases";
static char __pyx_k_save_file_names[] = "save_file_names";
static char __pyx_k_max_event_length[] = "max_event_length";
static char __pyx_k_min_event_length[] = "min_event_length";
static char __pyx_k_baseline_strategy[] = "baseline_strategy";
static char __pyx_k_database_filename[] = "database_filename";
static char __pyx_k_threshold_negative[] = "threshold_negative";
static char __pyx_k_threshold_positive[] = "threshold_positive";
static char __pyx_k_threshold_strategy[] = "threshold_strategy";
static char __pyx_k_pypore_event_finder[] = "pypore.event_finder";
static char __pyx_k_find_events_line_577[] = "find_events (line 577)";
static char __pyx_k_detect_negative_events[] = "detect_negative_events";
static char __pyx_k_detect_positive_events[] = "detect_positive_events";
static char __pyx_k_AdaptiveBaselineStrategy[] = "AdaptiveBaselineStrategy";
static char __pyx_k_filetypes_event_database[] = "filetypes.event_database";
static char __pyx_k_get_reader_from_filename[] = "get_reader_from_filename";
static char __pyx_k_NoiseBasedThresholdStrategy[] = "NoiseBasedThresholdStrategy";
static char __pyx_k_ndarray_is_not_C_contiguous[] = "ndarray is not C contiguous";
static char __pyx_k_Not_enough_data_points_in_file[] = "Not enough data points in file.";
static char __pyx_k_Created_on_Aug_19_2013_author_p[] = "\nCreated on Aug 19, 2013\n\n@author: `@parkin`_\n";
static char __pyx_k_home_travis_build_parkin_pypore[] = "/home/travis/build/parkin/pypore/src/pypore/event_finder.pyx";
static char __pyx_k_param_data_List_of_data_to_sear[] = "\n\n    :param data: List of data to search. Each item in the list can be one of the following:\n\n        #. An already opened reader. A subclass of :py:class:`pypore.i_o.abstract_reader.AbstractReader`.           For example, a :py:class:`pypore.i_o.chimera_reader.ChimeraReader`.\n        #. A string filename to be opened. The appropriate reader will be chosen based on the file extension.\n\n    :param pipe: (Optional) :py:class:`multiprocessing.Pipe` for status updates during the run.        If omitted, status updates will just be printed to standard output.\n    :param h5file: (Optional) An already opened :py:func:`pypore.filetypes.event_database.EventDatabase`.         If left out, a new EventDatabase will be created.\n    :param [string] save_file_names: (Optional) List of names for the output data. If omitted,         appropriate save file names will be generated.\n    :param Parameters parameters: :py:class:`Parameters` for event finding.\n    :param boolean debug: If set to True, more information will be added to the resulting EventDatabase, including\n\n        - The baseline used at every point.\n        - The thresholds at every point (positive, negative, or both depending on the Parameters)\n\n    :returns: List of String file names of the created EventDatabases.\n\n    >>> file_names = ['testDataFiles/chimera_1event.log']\n    >>> output_files = find_events(file_names)\n    >>> # .... ....\n    >>> output_files2 = find_events(file_names, parameters=Parameters(min_event_length=15.))\n    ";
static char __pyx_k_unknown_dtype_code_in_numpy_pxd[] = "unknown dtype code in numpy.pxd (%d)";
static char __pyx_k_Event_Count_d_Percent_Done_2f_Ra[] = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s";
static char __pyx_k_Format_string_allocated_too_shor[] = "Format string allocated too short, see comment in numpy.pxd";
static char __pyx_k_Non_native_byte_order_not_suppor[] = "Non-native byte order not supported";
static char __pyx_k_ndarray_is_not_Fortran_contiguou[] = "ndarray is not Fortran contiguous";
static char __pyx_k_pypore_strategies_adaptive_basel[] = "pypore.strategies.adaptive_baseline_strategy";
static char __pyx_k_pypore_strategies_noise_based_th[] = "pypore.strategies.noise_based_threshold_strategy";
static char __pyx_k_Format_string_allocated_too_shor_2[] = "Format string allocated too short.";
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static PyObject *__pyx_n_s_Done;
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static PyObject *__pyx_n_s_timedelta;
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      *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_data_matrix.rcbuffer->pybuffer.buf, __pyx_t_27, __pyx_pybuffernd_debug_data_matrix.diminfo[0].strides) = __pyx_v_data_point;

      /* "pypore/event_finder.pyx":259
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 *             debug_baseline_matrix[i + place_in_data] = baseline             # <<<<<<<<<<<<<<
 *             if direction_positive:
 *                 debug_threshold_pos_matrix[i + place_in_data] = baseline + threshold_start
 */
      __pyx_t_28 = (__pyx_v_i + __pyx_v_place_in_data);
      __pyx_t_16 = -1;
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      if (unlikely(__pyx_t_16 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_16);
        {__pyx_filename = __pyx_f[0]; __pyx_lineno = 259; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_baseline_matrix.rcbuffer->pybuffer.buf, __pyx_t_28, __pyx_pybuffernd_debug_baseline_matrix.diminfo[0].strides) = __pyx_v_baseline;

      /* "pypore/event_finder.pyx":260
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 *             debug_baseline_matrix[i + place_in_data] = baseline
 *             if direction_positive:             # <<<<<<<<<<<<<<
 *                 debug_threshold_pos_matrix[i + place_in_data] = baseline + threshold_start
 *             if direction_negative:
 */
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        /* "pypore/event_finder.pyx":261
 *             debug_baseline_matrix[i + place_in_data] = baseline
 *             if direction_positive:
 *                 debug_threshold_pos_matrix[i + place_in_data] = baseline + threshold_start             # <<<<<<<<<<<<<<
 *             if direction_negative:
 *                 debug_threshold_neg_matrix[i + place_in_data] = baseline - threshold_start
 */
        __pyx_t_29 = (__pyx_v_i + __pyx_v_place_in_data);
        __pyx_t_16 = -1;
        if (unlikely(__pyx_t_29 >= (size_t)__pyx_pybuffernd_debug_threshold_pos_matrix.diminfo[0].shape)) __pyx_t_16 = 0;
        if (unlikely(__pyx_t_16 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_16);
          {__pyx_filename = __pyx_f[0]; __pyx_lineno = 261; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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        *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_threshold_pos_matrix.rcbuffer->pybuffer.buf, __pyx_t_29, __pyx_pybuffernd_debug_threshold_pos_matrix.diminfo[0].strides) = (__pyx_v_baseline + __pyx_v_threshold_start);
        goto __pyx_L19;
      }
      __pyx_L19:;

      /* "pypore/event_finder.pyx":262
 *             if direction_positive:
 *                 debug_threshold_pos_matrix[i + place_in_data] = baseline + threshold_start
 *             if direction_negative:             # <<<<<<<<<<<<<<
 *                 debug_threshold_neg_matrix[i + place_in_data] = baseline - threshold_start
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 */
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        /* "pypore/event_finder.pyx":263
 *                 debug_threshold_pos_matrix[i + place_in_data] = baseline + threshold_start
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 *                 debug_threshold_neg_matrix[i + place_in_data] = baseline - threshold_start             # <<<<<<<<<<<<<<
 *         threshold_start = threshold_type.compute_starting_threshold_c(baseline, variance)
 *         if is_event:
 */
        __pyx_t_30 = (__pyx_v_i + __pyx_v_place_in_data);
        __pyx_t_16 = -1;
        if (unlikely(__pyx_t_30 >= (size_t)__pyx_pybuffernd_debug_threshold_neg_matrix.diminfo[0].shape)) __pyx_t_16 = 0;
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          __Pyx_RaiseBufferIndexError(__pyx_t_16);
          {__pyx_filename = __pyx_f[0]; __pyx_lineno = 263; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_threshold_neg_matrix.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_debug_threshold_neg_matrix.diminfo[0].strides) = (__pyx_v_baseline - __pyx_v_threshold_start);
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 *         if is_event:
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 *                 debug_threshold_neg_matrix[i + place_in_data] = baseline - threshold_start
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 */
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 *             # Set ending threshold_end
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 */
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 *             event_end = i + 1
 */
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 *             event_end = i + 1
 *             done = False
 */
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 *             done = False
 *             event_i = i
 */
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      /* "pypore/event_finder.pyx":271
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 *             event_i = i
 *             # CUSUM stuff
 */
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      /* "pypore/event_finder.pyx":272
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 *             done = False
 *             event_i = i             # <<<<<<<<<<<<<<
 *             # CUSUM stuff
 *             mean_estimate = data_point
 */
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 */
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      /* "pypore/event_finder.pyx":275
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 *             mean_estimate = data_point
 *             n_levels = 0             # <<<<<<<<<<<<<<
 *             sn = sp = Sn = Sp = Gn = Gp = 0
 *             var_estimate = variance
 */
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      /* "pypore/event_finder.pyx":276
 *             mean_estimate = data_point
 *             n_levels = 0
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 *             var_estimate = variance
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 */
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      /* "pypore/event_finder.pyx":277
 *             n_levels = 0
 *             sn = sp = Sn = Sp = Gn = Gp = 0
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 */
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 *             min_index_p = min_index_n = i
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 */
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      /* "pypore/event_finder.pyx":280
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 *             delta = fabs(mean_estimate - baseline) / 2.
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 *             min_Sp = min_Sn = float_inf
 *             ko = i
 */
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      /* "pypore/event_finder.pyx":281
 *             delta = fabs(mean_estimate - baseline) / 2.
 *             min_index_p = min_index_n = i
 *             min_Sp = min_Sn = float_inf             # <<<<<<<<<<<<<<
 *             ko = i
 *             event_area = data_point  # integrate the area
 */
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      /* "pypore/event_finder.pyx":282
 *             min_index_p = min_index_n = i
 *             min_Sp = min_Sn = float_inf
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 *             event_area = data_point  # integrate the area
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 */
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 */
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 *             ko = i
 *             event_area = data_point  # integrate the area
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 *             # trying to grab data from?
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 */
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 */
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      /* "pypore/event_finder.pyx":288
 * 
 *             level_sum = data_point
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 *             level_sum_minn = data_point
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 */
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      /* "pypore/event_finder.pyx":289
 *             level_sum = data_point
 *             level_sum_minp = data_point
 *             level_sum_minn = data_point             # <<<<<<<<<<<<<<
 *             prev_level_start = event_i
 *             cache_size = n
 */
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 *             prev_level_start = event_i             # <<<<<<<<<<<<<<
 *             cache_size = n
 * 
 */
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 *             level_sum_minn = data_point
 *             prev_level_start = event_i
 *             cache_size = n             # <<<<<<<<<<<<<<
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 */
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 *                 event_i += 1
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 */
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 */
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 *                     datas = datas[0]
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 *                     datas = datas[0]
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 *                     cache_index += 1
 *                     datas = reader.get_next_blocks_c(get_blocks)
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 *                     if n < 1:
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 *                     if n < 1:             # <<<<<<<<<<<<<<
 *                         i = n
 *                         print "Done"
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 *                         print "Done"
 *                         break
 */
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 *                         i = n
 *                         print "Done"             # <<<<<<<<<<<<<<
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 *                     data_cache.append(datas)
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            if (__Pyx_PrintOne(0, __pyx_n_s_Done) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 305; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

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 *                         break             # <<<<<<<<<<<<<<
 *                     data_cache.append(datas)
 *                 if cache_index == 1:
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 *                         print "Done"
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 *                     data_cache.append(datas)             # <<<<<<<<<<<<<<
 *                 if cache_index == 1:
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 *                     data_cache.append(datas)
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 *                 if cache_index == 1:
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 *                     data_point = data_cache[cache_index][event_i % n]             # <<<<<<<<<<<<<<
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          __Pyx_GOTREF(__pyx_t_1);
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          __pyx_t_4 = __pyx_PyFloat_AsDouble(__pyx_t_1); if (unlikely((__pyx_t_4 == (double)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 311; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_v_data_point = __pyx_t_4;
        }
        __pyx_L28:;

        /* "pypore/event_finder.pyx":312
 *                 else:
 *                     data_point = data_cache[cache_index][event_i % n]
 *                 if debug:             # <<<<<<<<<<<<<<
 *                     debug_data_matrix[event_i + place_in_data] = data_point
 *                     debug_baseline_matrix[event_i + place_in_data] = baseline
 */
        __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_v_debug); if (unlikely(__pyx_t_13 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 312; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":313
 *                     data_point = data_cache[cache_index][event_i % n]
 *                 if debug:
 *                     debug_data_matrix[event_i + place_in_data] = data_point             # <<<<<<<<<<<<<<
 *                     debug_baseline_matrix[event_i + place_in_data] = baseline
 *                     if direction_positive:
 */
          __pyx_t_32 = (__pyx_v_event_i + __pyx_v_place_in_data);
          __pyx_t_16 = -1;
          if (unlikely(__pyx_t_32 >= (size_t)__pyx_pybuffernd_debug_data_matrix.diminfo[0].shape)) __pyx_t_16 = 0;
          if (unlikely(__pyx_t_16 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_16);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 313; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_data_matrix.rcbuffer->pybuffer.buf, __pyx_t_32, __pyx_pybuffernd_debug_data_matrix.diminfo[0].strides) = __pyx_v_data_point;

          /* "pypore/event_finder.pyx":314
 *                 if debug:
 *                     debug_data_matrix[event_i + place_in_data] = data_point
 *                     debug_baseline_matrix[event_i + place_in_data] = baseline             # <<<<<<<<<<<<<<
 *                     if direction_positive:
 *                         debug_threshold_pos_matrix[event_i + place_in_data] = baseline + threshold_end
 */
          __pyx_t_33 = (__pyx_v_event_i + __pyx_v_place_in_data);
          __pyx_t_16 = -1;
          if (unlikely(__pyx_t_33 >= (size_t)__pyx_pybuffernd_debug_baseline_matrix.diminfo[0].shape)) __pyx_t_16 = 0;
          if (unlikely(__pyx_t_16 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_16);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 314; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_baseline_matrix.rcbuffer->pybuffer.buf, __pyx_t_33, __pyx_pybuffernd_debug_baseline_matrix.diminfo[0].strides) = __pyx_v_baseline;

          /* "pypore/event_finder.pyx":315
 *                     debug_data_matrix[event_i + place_in_data] = data_point
 *                     debug_baseline_matrix[event_i + place_in_data] = baseline
 *                     if direction_positive:             # <<<<<<<<<<<<<<
 *                         debug_threshold_pos_matrix[event_i + place_in_data] = baseline + threshold_end
 *                     if direction_negative:
 */
          __pyx_t_13 = (__pyx_v_direction_positive != 0);
          if (__pyx_t_13) {

            /* "pypore/event_finder.pyx":316
 *                     debug_baseline_matrix[event_i + place_in_data] = baseline
 *                     if direction_positive:
 *                         debug_threshold_pos_matrix[event_i + place_in_data] = baseline + threshold_end             # <<<<<<<<<<<<<<
 *                     if direction_negative:
 *                         debug_threshold_neg_matrix[event_i + place_in_data] = baseline - threshold_end
 */
            __pyx_t_34 = (__pyx_v_event_i + __pyx_v_place_in_data);
            __pyx_t_16 = -1;
            if (unlikely(__pyx_t_34 >= (size_t)__pyx_pybuffernd_debug_threshold_pos_matrix.diminfo[0].shape)) __pyx_t_16 = 0;
            if (unlikely(__pyx_t_16 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_16);
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 316; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            }
            *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_threshold_pos_matrix.rcbuffer->pybuffer.buf, __pyx_t_34, __pyx_pybuffernd_debug_threshold_pos_matrix.diminfo[0].strides) = (__pyx_v_baseline + __pyx_v_threshold_end);
            goto __pyx_L30;
          }
          __pyx_L30:;

          /* "pypore/event_finder.pyx":317
 *                     if direction_positive:
 *                         debug_threshold_pos_matrix[event_i + place_in_data] = baseline + threshold_end
 *                     if direction_negative:             # <<<<<<<<<<<<<<
 *                         debug_threshold_neg_matrix[event_i + place_in_data] = baseline - threshold_end
 *                 if (not was_event_positive and data_point >= baseline - threshold_end) or (
 */
          __pyx_t_13 = (__pyx_v_direction_negative != 0);
          if (__pyx_t_13) {

            /* "pypore/event_finder.pyx":318
 *                         debug_threshold_pos_matrix[event_i + place_in_data] = baseline + threshold_end
 *                     if direction_negative:
 *                         debug_threshold_neg_matrix[event_i + place_in_data] = baseline - threshold_end             # <<<<<<<<<<<<<<
 *                 if (not was_event_positive and data_point >= baseline - threshold_end) or (
 *                             was_event_positive and data_point <= baseline + threshold_end):
 */
            __pyx_t_35 = (__pyx_v_event_i + __pyx_v_place_in_data);
            __pyx_t_16 = -1;
            if (unlikely(__pyx_t_35 >= (size_t)__pyx_pybuffernd_debug_threshold_neg_matrix.diminfo[0].shape)) __pyx_t_16 = 0;
            if (unlikely(__pyx_t_16 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_16);
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 318; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            }
            *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_threshold_neg_matrix.rcbuffer->pybuffer.buf, __pyx_t_35, __pyx_pybuffernd_debug_threshold_neg_matrix.diminfo[0].strides) = (__pyx_v_baseline - __pyx_v_threshold_end);
            goto __pyx_L31;
          }
          __pyx_L31:;
          goto __pyx_L29;
        }
        __pyx_L29:;

        /* "pypore/event_finder.pyx":319
 *                     if direction_negative:
 *                         debug_threshold_neg_matrix[event_i + place_in_data] = baseline - threshold_end
 *                 if (not was_event_positive and data_point >= baseline - threshold_end) or (             # <<<<<<<<<<<<<<
 *                             was_event_positive and data_point <= baseline + threshold_end):
 *                     event_end = event_i
 */
        __pyx_t_8 = ((!(__pyx_v_was_event_positive != 0)) != 0);
        if (!__pyx_t_8) {
          goto __pyx_L34_next_or;
        } else {
        }
        __pyx_t_8 = ((__pyx_v_data_point >= (__pyx_v_baseline - __pyx_v_threshold_end)) != 0);
        if (!__pyx_t_8) {
        } else {
          __pyx_t_13 = __pyx_t_8;
          goto __pyx_L33_bool_binop_done;
        }
        __pyx_L34_next_or:;

        /* "pypore/event_finder.pyx":320
 *                         debug_threshold_neg_matrix[event_i + place_in_data] = baseline - threshold_end
 *                 if (not was_event_positive and data_point >= baseline - threshold_end) or (
 *                             was_event_positive and data_point <= baseline + threshold_end):             # <<<<<<<<<<<<<<
 *                     event_end = event_i
 *                     done = True
 */
        __pyx_t_8 = (__pyx_v_was_event_positive != 0);
        if (__pyx_t_8) {
        } else {
          __pyx_t_13 = __pyx_t_8;
          goto __pyx_L33_bool_binop_done;
        }
        __pyx_t_8 = ((__pyx_v_data_point <= (__pyx_v_baseline + __pyx_v_threshold_end)) != 0);
        __pyx_t_13 = __pyx_t_8;
        __pyx_L33_bool_binop_done:;
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":321
 *                 if (not was_event_positive and data_point >= baseline - threshold_end) or (
 *                             was_event_positive and data_point <= baseline + threshold_end):
 *                     event_end = event_i             # <<<<<<<<<<<<<<
 *                     done = True
 *                     break
 */
          __pyx_v_event_end = __pyx_v_event_i;

          /* "pypore/event_finder.pyx":322
 *                             was_event_positive and data_point <= baseline + threshold_end):
 *                     event_end = event_i
 *                     done = True             # <<<<<<<<<<<<<<
 *                     break
 *                 # new mean = old_mean + (new_sample - old_mean)/(N)
 */
          __pyx_v_done = 1;

          /* "pypore/event_finder.pyx":323
 *                     event_end = event_i
 *                     done = True
 *                     break             # <<<<<<<<<<<<<<
 *                 # new mean = old_mean + (new_sample - old_mean)/(N)
 *                 new_mean = mean_estimate + (data_point - mean_estimate) / (1 + event_i - ko)
 */
          goto __pyx_L23_break;
        }

        /* "pypore/event_finder.pyx":325
 *                     break
 *                 # new mean = old_mean + (new_sample - old_mean)/(N)
 *                 new_mean = mean_estimate + (data_point - mean_estimate) / (1 + event_i - ko)             # <<<<<<<<<<<<<<
 *                 # New variance recursion relation
 *                 var_estimate = ((event_i - ko) * var_estimate + (data_point - mean_estimate) * (
 */
        __pyx_t_4 = (__pyx_v_data_point - __pyx_v_mean_estimate);
        __pyx_t_36 = ((1 + __pyx_v_event_i) - __pyx_v_ko);
        if (unlikely(__pyx_t_36 == 0)) {
          #ifdef WITH_THREAD
          PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
          #endif
          PyErr_SetString(PyExc_ZeroDivisionError, "float division");
          #ifdef WITH_THREAD
          PyGILState_Release(__pyx_gilstate_save);
          #endif
          {__pyx_filename = __pyx_f[0]; __pyx_lineno = 325; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_v_new_mean = (__pyx_v_mean_estimate + (__pyx_t_4 / __pyx_t_36));

        /* "pypore/event_finder.pyx":327
 *                 new_mean = mean_estimate + (data_point - mean_estimate) / (1 + event_i - ko)
 *                 # New variance recursion relation
 *                 var_estimate = ((event_i - ko) * var_estimate + (data_point - mean_estimate) * (             # <<<<<<<<<<<<<<
 *                     data_point - new_mean)) / (1 + event_i - ko)
 *                 mean_estimate = new_mean
 */
        __pyx_t_4 = (((__pyx_v_event_i - __pyx_v_ko) * __pyx_v_var_estimate) + ((__pyx_v_data_point - __pyx_v_mean_estimate) * (__pyx_v_data_point - __pyx_v_new_mean)));

        /* "pypore/event_finder.pyx":328
 *                 # New variance recursion relation
 *                 var_estimate = ((event_i - ko) * var_estimate + (data_point - mean_estimate) * (
 *                     data_point - new_mean)) / (1 + event_i - ko)             # <<<<<<<<<<<<<<
 *                 mean_estimate = new_mean
 *                 if var_estimate > 0:
 */
        __pyx_t_36 = ((1 + __pyx_v_event_i) - __pyx_v_ko);
        if (unlikely(__pyx_t_36 == 0)) {
          #ifdef WITH_THREAD
          PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
          #endif
          PyErr_SetString(PyExc_ZeroDivisionError, "float division");
          #ifdef WITH_THREAD
          PyGILState_Release(__pyx_gilstate_save);
          #endif
          {__pyx_filename = __pyx_f[0]; __pyx_lineno = 328; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_v_var_estimate = (__pyx_t_4 / __pyx_t_36);

        /* "pypore/event_finder.pyx":329
 *                 var_estimate = ((event_i - ko) * var_estimate + (data_point - mean_estimate) * (
 *                     data_point - new_mean)) / (1 + event_i - ko)
 *                 mean_estimate = new_mean             # <<<<<<<<<<<<<<
 *                 if var_estimate > 0:
 *                     sp = (delta / var_estimate) * (data_point - mean_estimate - delta / 2.)
 */
        __pyx_v_mean_estimate = __pyx_v_new_mean;

        /* "pypore/event_finder.pyx":330
 *                     data_point - new_mean)) / (1 + event_i - ko)
 *                 mean_estimate = new_mean
 *                 if var_estimate > 0:             # <<<<<<<<<<<<<<
 *                     sp = (delta / var_estimate) * (data_point - mean_estimate - delta / 2.)
 *                     sn = -(delta / var_estimate) * (data_point - mean_estimate + delta / 2.)
 */
        __pyx_t_13 = ((__pyx_v_var_estimate > 0.0) != 0);
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":331
 *                 mean_estimate = new_mean
 *                 if var_estimate > 0:
 *                     sp = (delta / var_estimate) * (data_point - mean_estimate - delta / 2.)             # <<<<<<<<<<<<<<
 *                     sn = -(delta / var_estimate) * (data_point - mean_estimate + delta / 2.)
 *                 elif delta == 0:
 */
          if (unlikely(__pyx_v_var_estimate == 0)) {
            #ifdef WITH_THREAD
            PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
            #endif
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            #ifdef WITH_THREAD
            PyGILState_Release(__pyx_gilstate_save);
            #endif
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 331; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          __pyx_v_sp = ((__pyx_v_delta / __pyx_v_var_estimate) * ((__pyx_v_data_point - __pyx_v_mean_estimate) - (__pyx_v_delta / 2.)));

          /* "pypore/event_finder.pyx":332
 *                 if var_estimate > 0:
 *                     sp = (delta / var_estimate) * (data_point - mean_estimate - delta / 2.)
 *                     sn = -(delta / var_estimate) * (data_point - mean_estimate + delta / 2.)             # <<<<<<<<<<<<<<
 *                 elif delta == 0:
 *                     sp = sn = 0
 */
          if (unlikely(__pyx_v_var_estimate == 0)) {
            #ifdef WITH_THREAD
            PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
            #endif
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            #ifdef WITH_THREAD
            PyGILState_Release(__pyx_gilstate_save);
            #endif
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 332; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          __pyx_v_sn = ((-(__pyx_v_delta / __pyx_v_var_estimate)) * ((__pyx_v_data_point - __pyx_v_mean_estimate) + (__pyx_v_delta / 2.)));
          goto __pyx_L37;
        }

        /* "pypore/event_finder.pyx":333
 *                     sp = (delta / var_estimate) * (data_point - mean_estimate - delta / 2.)
 *                     sn = -(delta / var_estimate) * (data_point - mean_estimate + delta / 2.)
 *                 elif delta == 0:             # <<<<<<<<<<<<<<
 *                     sp = sn = 0
 *                 else:
 */
        __pyx_t_13 = ((__pyx_v_delta == 0.0) != 0);
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":334
 *                     sn = -(delta / var_estimate) * (data_point - mean_estimate + delta / 2.)
 *                 elif delta == 0:
 *                     sp = sn = 0             # <<<<<<<<<<<<<<
 *                 else:
 *                     sp = sn = float_inf
 */
          __pyx_v_sp = 0.0;
          __pyx_v_sn = 0.0;
          goto __pyx_L37;
        }
        /*else*/ {

          /* "pypore/event_finder.pyx":336
 *                     sp = sn = 0
 *                 else:
 *                     sp = sn = float_inf             # <<<<<<<<<<<<<<
 *                 Sp = Sp + sp
 *                 Sn = Sn + sn
 */
          __pyx_v_sp = __pyx_v_float_inf;
          __pyx_v_sn = __pyx_v_float_inf;
        }
        __pyx_L37:;

        /* "pypore/event_finder.pyx":337
 *                 else:
 *                     sp = sn = float_inf
 *                 Sp = Sp + sp             # <<<<<<<<<<<<<<
 *                 Sn = Sn + sn
 *                 Gp = fmax(0.0, Gp + sp)
 */
        __pyx_v_Sp = (__pyx_v_Sp + __pyx_v_sp);

        /* "pypore/event_finder.pyx":338
 *                     sp = sn = float_inf
 *                 Sp = Sp + sp
 *                 Sn = Sn + sn             # <<<<<<<<<<<<<<
 *                 Gp = fmax(0.0, Gp + sp)
 *                 Gn = fmax(0.0, Gn + sn)
 */
        __pyx_v_Sn = (__pyx_v_Sn + __pyx_v_sn);

        /* "pypore/event_finder.pyx":339
 *                 Sp = Sp + sp
 *                 Sn = Sn + sn
 *                 Gp = fmax(0.0, Gp + sp)             # <<<<<<<<<<<<<<
 *                 Gn = fmax(0.0, Gn + sn)
 *                 level_sum += data_point
 */
        __pyx_v_Gp = fmax(0.0, (__pyx_v_Gp + __pyx_v_sp));

        /* "pypore/event_finder.pyx":340
 *                 Sn = Sn + sn
 *                 Gp = fmax(0.0, Gp + sp)
 *                 Gn = fmax(0.0, Gn + sn)             # <<<<<<<<<<<<<<
 *                 level_sum += data_point
 *                 if Sp <= 0:
 */
        __pyx_v_Gn = fmax(0.0, (__pyx_v_Gn + __pyx_v_sn));

        /* "pypore/event_finder.pyx":341
 *                 Gp = fmax(0.0, Gp + sp)
 *                 Gn = fmax(0.0, Gn + sn)
 *                 level_sum += data_point             # <<<<<<<<<<<<<<
 *                 if Sp <= 0:
 *                     Sp = 0
 */
        __pyx_v_level_sum = (__pyx_v_level_sum + __pyx_v_data_point);

        /* "pypore/event_finder.pyx":342
 *                 Gn = fmax(0.0, Gn + sn)
 *                 level_sum += data_point
 *                 if Sp <= 0:             # <<<<<<<<<<<<<<
 *                     Sp = 0
 *                     min_Sp = Sp
 */
        __pyx_t_13 = ((__pyx_v_Sp <= 0.0) != 0);
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":343
 *                 level_sum += data_point
 *                 if Sp <= 0:
 *                     Sp = 0             # <<<<<<<<<<<<<<
 *                     min_Sp = Sp
 *                     min_index_p = event_i
 */
          __pyx_v_Sp = 0.0;

          /* "pypore/event_finder.pyx":344
 *                 if Sp <= 0:
 *                     Sp = 0
 *                     min_Sp = Sp             # <<<<<<<<<<<<<<
 *                     min_index_p = event_i
 *                     level_sum_minp = level_sum
 */
          __pyx_v_min_Sp = __pyx_v_Sp;

          /* "pypore/event_finder.pyx":345
 *                     Sp = 0
 *                     min_Sp = Sp
 *                     min_index_p = event_i             # <<<<<<<<<<<<<<
 *                     level_sum_minp = level_sum
 *                 if Sn <= 0:
 */
          __pyx_v_min_index_p = __pyx_v_event_i;

          /* "pypore/event_finder.pyx":346
 *                     min_Sp = Sp
 *                     min_index_p = event_i
 *                     level_sum_minp = level_sum             # <<<<<<<<<<<<<<
 *                 if Sn <= 0:
 *                     Sn = 0
 */
          __pyx_v_level_sum_minp = __pyx_v_level_sum;
          goto __pyx_L38;
        }
        __pyx_L38:;

        /* "pypore/event_finder.pyx":347
 *                     min_index_p = event_i
 *                     level_sum_minp = level_sum
 *                 if Sn <= 0:             # <<<<<<<<<<<<<<
 *                     Sn = 0
 *                     min_Sn = Sn
 */
        __pyx_t_13 = ((__pyx_v_Sn <= 0.0) != 0);
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":348
 *                     level_sum_minp = level_sum
 *                 if Sn <= 0:
 *                     Sn = 0             # <<<<<<<<<<<<<<
 *                     min_Sn = Sn
 *                     min_index_n = event_i
 */
          __pyx_v_Sn = 0.0;

          /* "pypore/event_finder.pyx":349
 *                 if Sn <= 0:
 *                     Sn = 0
 *                     min_Sn = Sn             # <<<<<<<<<<<<<<
 *                     min_index_n = event_i
 *                     level_sum_minn = level_sum
 */
          __pyx_v_min_Sn = __pyx_v_Sn;

          /* "pypore/event_finder.pyx":350
 *                     Sn = 0
 *                     min_Sn = Sn
 *                     min_index_n = event_i             # <<<<<<<<<<<<<<
 *                     level_sum_minn = level_sum
 *                 h = delta / sqrt(var_estimate)
 */
          __pyx_v_min_index_n = __pyx_v_event_i;

          /* "pypore/event_finder.pyx":351
 *                     min_Sn = Sn
 *                     min_index_n = event_i
 *                     level_sum_minn = level_sum             # <<<<<<<<<<<<<<
 *                 h = delta / sqrt(var_estimate)
 *                 # Did we detect a change?
 */
          __pyx_v_level_sum_minn = __pyx_v_level_sum;
          goto __pyx_L39;
        }
        __pyx_L39:;

        /* "pypore/event_finder.pyx":352
 *                     min_index_n = event_i
 *                     level_sum_minn = level_sum
 *                 h = delta / sqrt(var_estimate)             # <<<<<<<<<<<<<<
 *                 # Did we detect a change?
 *                 if Gp > h or Gn > h:
 */
        __pyx_t_4 = sqrt(__pyx_v_var_estimate);
        if (unlikely(__pyx_t_4 == 0)) {
          #ifdef WITH_THREAD
          PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
          #endif
          PyErr_SetString(PyExc_ZeroDivisionError, "float division");
          #ifdef WITH_THREAD
          PyGILState_Release(__pyx_gilstate_save);
          #endif
          {__pyx_filename = __pyx_f[0]; __pyx_lineno = 352; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_v_h = (__pyx_v_delta / __pyx_t_4);

        /* "pypore/event_finder.pyx":354
 *                 h = delta / sqrt(var_estimate)
 *                 # Did we detect a change?
 *                 if Gp > h or Gn > h:             # <<<<<<<<<<<<<<
 *                     if Gp > h:
 *                         min_index = min_index_p
 */
        __pyx_t_8 = ((__pyx_v_Gp > __pyx_v_h) != 0);
        if (!__pyx_t_8) {
        } else {
          __pyx_t_13 = __pyx_t_8;
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}
static CYTHON_INLINE int __Pyx_GetBufferAndValidate(
        Py_buffer* buf, PyObject* obj,  __Pyx_TypeInfo* dtype, int flags,
        int nd, int cast, __Pyx_BufFmt_StackElem* stack)
{
  if (obj == Py_None || obj == NULL) {
    __Pyx_ZeroBuffer(buf);
    return 0;
  }
  buf->buf = NULL;
  if (__Pyx_GetBuffer(obj, buf, flags) == -1) goto fail;
  if (buf->ndim != nd) {
    PyErr_Format(PyExc_ValueError,
                 "Buffer has wrong number of dimensions (expected %d, got %d)",
                 nd, buf->ndim);
    goto fail;
  }
  if (!cast) {
    __Pyx_BufFmt_Context ctx;
    __Pyx_BufFmt_Init(&ctx, stack, dtype);
    if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail;
  }
  if ((unsigned)buf->itemsize != dtype->size) {
    PyErr_Format(PyExc_ValueError,
      "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "d byte%s) does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "d byte%s)",
      buf->itemsize, (buf->itemsize > 1) ? "s" : "",
      dtype->name, (Py_ssize_t)dtype->size, (dtype->size > 1) ? "s" : "");
    goto fail;
  }
  if (buf->suboffsets == NULL) buf->suboffsets = __Pyx_minusones;
  return 0;
fail:;
  __Pyx_ZeroBuffer(buf);
  return -1;
}
static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
  if (info->buf == NULL) return;
  if (info->suboffsets == __Pyx_minusones) info->suboffsets = NULL;
  __Pyx_ReleaseBuffer(info);
}

static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j) {
    PyObject *r;
    if (!j) return NULL;
    r = PyObject_GetItem(o, j);
    Py_DECREF(j);
    return r;
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
                                                              int wraparound, int boundscheck) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (wraparound & unlikely(i < 0)) i += PyList_GET_SIZE(o);
    if ((!boundscheck) || likely((0 <= i) & (i < PyList_GET_SIZE(o)))) {
        PyObject *r = PyList_GET_ITEM(o, i);
        Py_INCREF(r);
        return r;
    }
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
#else
    return PySequence_GetItem(o, i);
#endif
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
                                                              int wraparound, int boundscheck) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (wraparound & unlikely(i < 0)) i += PyTuple_GET_SIZE(o);
    if ((!boundscheck) || likely((0 <= i) & (i < PyTuple_GET_SIZE(o)))) {
        PyObject *r = PyTuple_GET_ITEM(o, i);
        Py_INCREF(r);
        return r;
    }
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
#else
    return PySequence_GetItem(o, i);
#endif
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i,
                                                     int is_list, int wraparound, int boundscheck) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (is_list || PyList_CheckExact(o)) {
        Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyList_GET_SIZE(o);
        if ((!boundscheck) || (likely((n >= 0) & (n < PyList_GET_SIZE(o))))) {
            PyObject *r = PyList_GET_ITEM(o, n);
            Py_INCREF(r);
            return r;
        }
    }
    else if (PyTuple_CheckExact(o)) {
        Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyTuple_GET_SIZE(o);
        if ((!boundscheck) || likely((n >= 0) & (n < PyTuple_GET_SIZE(o)))) {
            PyObject *r = PyTuple_GET_ITEM(o, n);
            Py_INCREF(r);
            return r;
        }
    } else {
        PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
        if (likely(m && m->sq_item)) {
            if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
                Py_ssize_t l = m->sq_length(o);
                if (likely(l >= 0)) {
                    i += l;
                } else {
                    if (PyErr_ExceptionMatches(PyExc_OverflowError))
                        PyErr_Clear();
                    else
                        return NULL;
                }
            }
            return m->sq_item(o, i);
        }
    }
#else
    if (is_list || PySequence_Check(o)) {
        return PySequence_GetItem(o, i);
    }
#endif
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
}

static CYTHON_INLINE PyObject* __Pyx_PyObject_GetSlice(
        PyObject* obj, Py_ssize_t cstart, Py_ssize_t cstop,
        PyObject** _py_start, PyObject** _py_stop, PyObject** _py_slice,
        int has_cstart, int has_cstop, CYTHON_UNUSED int wraparound) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyMappingMethods* mp;
#if PY_MAJOR_VERSION < 3
    PySequenceMethods* ms = Py_TYPE(obj)->tp_as_sequence;
    if (likely(ms && ms->sq_slice)) {
        if (!has_cstart) {
            if (_py_start && (*_py_start != Py_None)) {
                cstart = __Pyx_PyIndex_AsSsize_t(*_py_start);
                if ((cstart == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
            } else
                cstart = 0;
        }
        if (!has_cstop) {
            if (_py_stop && (*_py_stop != Py_None)) {
                cstop = __Pyx_PyIndex_AsSsize_t(*_py_stop);
                if ((cstop == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
            } else
                cstop = PY_SSIZE_T_MAX;
        }
        if (wraparound && unlikely((cstart < 0) | (cstop < 0)) && likely(ms->sq_length)) {
            Py_ssize_t l = ms->sq_length(obj);
            if (likely(l >= 0)) {
                if (cstop < 0) {
                    cstop += l;
                    if (cstop < 0) cstop = 0;
                }
                if (cstart < 0) {
                    cstart += l;
                    if (cstart < 0) cstart = 0;
                }
            } else {
                if (PyErr_ExceptionMatches(PyExc_OverflowError))
                    PyErr_Clear();
                else
                    goto bad;
            }
        }
        return ms->sq_slice(obj, cstart, cstop);
    }
#endif
    mp = Py_TYPE(obj)->tp_as_mapping;
    if (likely(mp && mp->mp_subscript))
#endif
    {
        PyObject* result;
        PyObject *py_slice, *py_start, *py_stop;
        if (_py_slice) {
            py_slice = *_py_slice;
        } else {
            PyObject* owned_start = NULL;
            PyObject* owned_stop = NULL;
            if (_py_start) {
                py_start = *_py_start;
            } else {
                if (has_cstart) {
                    owned_start = py_start = PyInt_FromSsize_t(cstart);
                    if (unlikely(!py_start)) goto bad;
                } else
                    py_start = Py_None;
            }
            if (_py_stop) {
                py_stop = *_py_stop;
            } else {
                if (has_cstop) {
                    owned_stop = py_stop = PyInt_FromSsize_t(cstop);
                    if (unlikely(!py_stop)) {
                        Py_XDECREF(owned_start);
                        goto bad;
                    }
                } else
                    py_stop = Py_None;
            }
            py_slice = PySlice_New(py_start, py_stop, Py_None);
            Py_XDECREF(owned_start);
            Py_XDECREF(owned_stop);
            if (unlikely(!py_slice)) goto bad;
        }
#if CYTHON_COMPILING_IN_CPYTHON
        result = mp->mp_subscript(obj, py_slice);
#else
        result = PyObject_GetItem(obj, py_slice);
#endif
        if (!_py_slice) {
            Py_DECREF(py_slice);
        }
        return result;
    }
    PyErr_Format(PyExc_TypeError,
        "'%.200s' object is unsliceable", Py_TYPE(obj)->tp_name);
bad:
    return NULL;
}

static void __Pyx_RaiseBufferFallbackError(void) {
  PyErr_SetString(PyExc_ValueError,
     "Buffer acquisition failed on assignment; and then reacquiring the old buffer failed too!");
}

static CYTHON_INLINE int __Pyx_PyObject_SetSlice(
        PyObject* obj, PyObject* value, Py_ssize_t cstart, Py_ssize_t cstop,
        PyObject** _py_start, PyObject** _py_stop, PyObject** _py_slice,
        int has_cstart, int has_cstop, CYTHON_UNUSED int wraparound) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyMappingMethods* mp;
#if PY_MAJOR_VERSION < 3
    PySequenceMethods* ms = Py_TYPE(obj)->tp_as_sequence;
    if (likely(ms && ms->sq_ass_slice)) {
        if (!has_cstart) {
            if (_py_start && (*_py_start != Py_None)) {
                cstart = __Pyx_PyIndex_AsSsize_t(*_py_start);
                if ((cstart == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
            } else
                cstart = 0;
        }
        if (!has_cstop) {
            if (_py_stop && (*_py_stop != Py_None)) {
                cstop = __Pyx_PyIndex_AsSsize_t(*_py_stop);
                if ((cstop == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
            } else
                cstop = PY_SSIZE_T_MAX;
        }
        if (wraparound && unlikely((cstart < 0) | (cstop < 0)) && likely(ms->sq_length)) {
            Py_ssize_t l = ms->sq_length(obj);
            if (likely(l >= 0)) {
                if (cstop < 0) {
                    cstop += l;
                    if (cstop < 0) cstop = 0;
                }
                if (cstart < 0) {
                    cstart += l;
                    if (cstart < 0) cstart = 0;
                }
            } else {
                if (PyErr_ExceptionMatches(PyExc_OverflowError))
                    PyErr_Clear();
                else
                    goto bad;
            }
        }
        return ms->sq_ass_slice(obj, cstart, cstop, value);
    }
#endif
    mp = Py_TYPE(obj)->tp_as_mapping;
    if (likely(mp && mp->mp_ass_subscript))
#endif
    {
        int result;
        PyObject *py_slice, *py_start, *py_stop;
        if (_py_slice) {
            py_slice = *_py_slice;
        } else {
            PyObject* owned_start = NULL;
            PyObject* owned_stop = NULL;
            if (_py_start) {
                py_start = *_py_start;
            } else {
                if (has_cstart) {
                    owned_start = py_start = PyInt_FromSsize_t(cstart);
                    if (unlikely(!py_start)) goto bad;
                } else
                    py_start = Py_None;
            }
            if (_py_stop) {
                py_stop = *_py_stop;
            } else {
                if (has_cstop) {
                    owned_stop = py_stop = PyInt_FromSsize_t(cstop);
                    if (unlikely(!py_stop)) {
                        Py_XDECREF(owned_start);
                        goto bad;
                    }
                } else
                    py_stop = Py_None;
            }
            py_slice = PySlice_New(py_start, py_stop, Py_None);
            Py_XDECREF(owned_start);
            Py_XDECREF(owned_stop);
            if (unlikely(!py_slice)) goto bad;
        }
#if CYTHON_COMPILING_IN_CPYTHON
        result = mp->mp_ass_subscript(obj, py_slice, value);
#else
        result = value ? PyObject_SetItem(obj, py_slice, value) : PyObject_DelItem(obj, py_slice);
#endif
        if (!_py_slice) {
            Py_DECREF(py_slice);
        }
        return result;
    }
    PyErr_Format(PyExc_TypeError,
        "'%.200s' object does not support slice %.10s",
        Py_TYPE(obj)->tp_name, value ? "assignment" : "deletion");
bad:
    return -1;
}

static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    PyThreadState *tstate = PyThreadState_GET();
    tmp_type = tstate->curexc_type;
    tmp_value = tstate->curexc_value;
    tmp_tb = tstate->curexc_traceback;
    tstate->curexc_type = type;
    tstate->curexc_value = value;
    tstate->curexc_traceback = tb;
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
#else
    PyErr_Restore(type, value, tb);
#endif
}
static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyThreadState *tstate = PyThreadState_GET();
    *type = tstate->curexc_type;
    *value = tstate->curexc_value;
    *tb = tstate->curexc_traceback;
    tstate->curexc_type = 0;
    tstate->curexc_value = 0;
    tstate->curexc_traceback = 0;
#else
    PyErr_Fetch(type, value, tb);
#endif
}

static void __Pyx_RaiseArgtupleInvalid(
    const char* func_name,
    int exact,
    Py_ssize_t num_min,
    Py_ssize_t num_max,
    Py_ssize_t num_found)
{
    Py_ssize_t num_expected;
    const char *more_or_less;
    if (num_found < num_min) {
        num_expected = num_min;
        more_or_less = "at least";
    } else {
        num_expected = num_max;
        more_or_less = "at most";
    }
    if (exact) {
        more_or_less = "exactly";
    }
    PyErr_Format(PyExc_TypeError,
                 "%.200s() takes %.8s %" CYTHON_FORMAT_SSIZE_T "d positional argument%.1s (%" CYTHON_FORMAT_SSIZE_T "d given)",
                 func_name, more_or_less, num_expected,
                 (num_expected == 1) ? "" : "s", num_found);
}

static void __Pyx_RaiseDoubleKeywordsError(
    const char* func_name,
    PyObject* kw_name)
{
    PyErr_Format(PyExc_TypeError,
        #if PY_MAJOR_VERSION >= 3
        "%s() got multiple values for keyword argument '%U'", func_name, kw_name);
        #else
        "%s() got multiple values for keyword argument '%s'", func_name,
        PyString_AsString(kw_name));
        #endif
}

static int __Pyx_ParseOptionalKeywords(
    PyObject *kwds,
    PyObject **argnames[],
    PyObject *kwds2,
    PyObject *values[],
    Py_ssize_t num_pos_args,
    const char* function_name)
{
    PyObject *key = 0, *value = 0;
    Py_ssize_t pos = 0;
    PyObject*** name;
    PyObject*** first_kw_arg = argnames + num_pos_args;
    while (PyDict_Next(kwds, &pos, &key, &value)) {
        name = first_kw_arg;
        while (*name && (**name != key)) name++;
        if (*name) {
            values[name-argnames] = value;
            continue;
        }
        name = first_kw_arg;
        #if PY_MAJOR_VERSION < 3
        if (likely(PyString_CheckExact(key)) || likely(PyString_Check(key))) {
            while (*name) {
                if ((CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**name) == PyString_GET_SIZE(key))
                        && _PyString_Eq(**name, key)) {
                    values[name-argnames] = value;
                    break;
                }
                name++;
            }
            if (*name) continue;
            else {
                PyObject*** argname = argnames;
                while (argname != first_kw_arg) {
                    if ((**argname == key) || (
                            (CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**argname) == PyString_GET_SIZE(key))
                             && _PyString_Eq(**argname, key))) {
                        goto arg_passed_twice;
                    }
                    argname++;
                }
            }
        } else
        #endif
        if (likely(PyUnicode_Check(key))) {
            while (*name) {
                int cmp = (**name == key) ? 0 :
                #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
                    (PyUnicode_GET_SIZE(**name) != PyUnicode_GET_SIZE(key)) ? 1 :
                #endif
                    PyUnicode_Compare(**name, key);
                if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
                if (cmp == 0) {
                    values[name-argnames] = value;
                    break;
                }
                name++;
            }
            if (*name) continue;
            else {
                PyObject*** argname = argnames;
                while (argname != first_kw_arg) {
                    int cmp = (**argname == key) ? 0 :
                    #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
                        (PyUnicode_GET_SIZE(**argname) != PyUnicode_GET_SIZE(key)) ? 1 :
                    #endif
                        PyUnicode_Compare(**argname, key);
                    if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
                    if (cmp == 0) goto arg_passed_twice;
                    argname++;
                }
            }
        } else
            goto invalid_keyword_type;
        if (kwds2) {
            if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad;
        } else {
            goto invalid_keyword;
        }
    }
    return 0;
arg_passed_twice:
    __Pyx_RaiseDoubleKeywordsError(function_name, key);
    goto bad;
invalid_keyword_type:
    PyErr_Format(PyExc_TypeError,
        "%.200s() keywords must be strings", function_name);
    goto bad;
invalid_keyword:
    PyErr_Format(PyExc_TypeError,
    #if PY_MAJOR_VERSION < 3
        "%.200s() got an unexpected keyword argument '%.200s'",
        function_name, PyString_AsString(key));
    #else
        "%s() got an unexpected keyword argument '%U'",
        function_name, key);
    #endif
bad:
    return -1;
}

#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg) {
    PyObject *self, *result;
    PyCFunction cfunc;
    cfunc = PyCFunction_GET_FUNCTION(func);
    self = PyCFunction_GET_SELF(func);
    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
        return NULL;
    result = cfunc(self, arg);
    Py_LeaveRecursiveCall();
    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
        PyErr_SetString(
            PyExc_SystemError,
            "NULL result without error in PyObject_Call");
    }
    return result;
}
#endif

#if CYTHON_COMPILING_IN_CPYTHON
static PyObject* __Pyx__PyObject_CallOneArg(PyObject *func, PyObject *arg) {
    PyObject *result;
    PyObject *args = PyTuple_New(1);
    if (unlikely(!args)) return NULL;
    Py_INCREF(arg);
    PyTuple_SET_ITEM(args, 0, arg);
    result = __Pyx_PyObject_Call(func, args, NULL);
    Py_DECREF(args);
    return result;
}
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
#ifdef __Pyx_CyFunction_USED
    if (likely(PyCFunction_Check(func) || PyObject_TypeCheck(func, __pyx_CyFunctionType))) {
#else
    if (likely(PyCFunction_Check(func))) {
#endif
        if (likely(PyCFunction_GET_FLAGS(func) & METH_O)) {
            return __Pyx_PyObject_CallMethO(func, arg);
        }
    }
    return __Pyx__PyObject_CallOneArg(func, arg);
}
#else
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
    PyObject* args = PyTuple_Pack(1, arg);
    return (likely(args)) ? __Pyx_PyObject_Call(func, args, NULL) : NULL;
}
#endif

#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func) {
#ifdef __Pyx_CyFunction_USED
    if (likely(PyCFunction_Check(func) || PyObject_TypeCheck(func, __pyx_CyFunctionType))) {
#else
    if (likely(PyCFunction_Check(func))) {
#endif
        if (likely(PyCFunction_GET_FLAGS(func) & METH_NOARGS)) {
            return __Pyx_PyObject_CallMethO(func, NULL);
        }
    }
    return __Pyx_PyObject_Call(func, __pyx_empty_tuple, NULL);
}
#endif

static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name) {
    PyObject *method, *result = NULL;
    method = __Pyx_PyObject_GetAttrStr(obj, method_name);
    if (unlikely(!method)) goto bad;
#if CYTHON_COMPILING_IN_CPYTHON
    if (likely(PyMethod_Check(method))) {
        PyObject *self = PyMethod_GET_SELF(method);
        if (likely(self)) {
            PyObject *function = PyMethod_GET_FUNCTION(method);
            result = __Pyx_PyObject_CallOneArg(function, self);
            Py_DECREF(method);
            return result;
        }
    }
#endif
    result = __Pyx_PyObject_CallNoArg(method);
    Py_DECREF(method);
bad:
    return result;
}

static CYTHON_INLINE PyObject* __Pyx__PyObject_Pop(PyObject* L) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (Py_TYPE(L) == &PySet_Type) {
        return PySet_Pop(L);
    }
#endif
    return __Pyx_PyObject_CallMethod0(L, __pyx_n_s_pop);
}
static CYTHON_INLINE PyObject* __Pyx_PyList_Pop(PyObject* L) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (likely(PyList_GET_SIZE(L) > (((PyListObject*)L)->allocated >> 1))) {
        Py_SIZE(L) -= 1;
        return PyList_GET_ITEM(L, PyList_GET_SIZE(L));
    }
#endif
    return __Pyx_PyObject_CallMethod0(L, __pyx_n_s_pop);
}

static PyObject* __Pyx_PyObject_CallMethod1(PyObject* obj, PyObject* method_name, PyObject* arg) {
    PyObject *method, *result = NULL;
    method = __Pyx_PyObject_GetAttrStr(obj, method_name);
    if (unlikely(!method)) goto bad;
#if CYTHON_COMPILING_IN_CPYTHON
    if (likely(PyMethod_Check(method))) {
        PyObject *self = PyMethod_GET_SELF(method);
        if (likely(self)) {
            PyObject *args;
            PyObject *function = PyMethod_GET_FUNCTION(method);
            args = PyTuple_New(2);
            if (unlikely(!args)) goto bad;
            Py_INCREF(self);
            PyTuple_SET_ITEM(args, 0, self);
            Py_INCREF(arg);
            PyTuple_SET_ITEM(args, 1, arg);
            Py_INCREF(function);
            Py_DECREF(method); method = NULL;
            result = __Pyx_PyObject_Call(function, args, NULL);
            Py_DECREF(args);
            Py_DECREF(function);
            return result;
        }
    }
#endif
    result = __Pyx_PyObject_CallOneArg(method, arg);
bad:
    Py_XDECREF(method);
    return result;
}

static CYTHON_INLINE int __Pyx_PyObject_Append(PyObject* L, PyObject* x) {
    if (likely(PyList_CheckExact(L))) {
        if (unlikely(__Pyx_PyList_Append(L, x) < 0)) return -1;
    } else {
        PyObject* retval = __Pyx_PyObject_CallMethod1(L, __pyx_n_s_append, x);
        if (unlikely(!retval))
            return -1;
        Py_DECREF(retval);
    }
    return 0;
}

#if !CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyBytes_Join(PyObject* sep, PyObject* values) {
    return PyObject_CallMethodObjArgs(sep, __pyx_n_s_join, values, NULL);
}
#endif

static void __Pyx_RaiseBufferIndexError(int axis) {
  PyErr_Format(PyExc_IndexError,
     "Out of bounds on buffer access (axis %d)", axis);
}

static CYTHON_INLINE long __Pyx_mod_long(long a, long b) {
    long r = a % b;
    r += ((r != 0) & ((r ^ b) < 0)) * b;
    return r;
}

static CYTHON_INLINE int __Pyx_DelItem_Generic(PyObject *o, PyObject *j) {
    int r;
    if (!j) return -1;
    r = PyObject_DelItem(o, j);
    Py_DECREF(j);
    return r;
}
static CYTHON_INLINE int __Pyx_DelItemInt_Fast(PyObject *o, Py_ssize_t i,
                                               CYTHON_UNUSED int is_list, int wraparound) {
#if CYTHON_COMPILING_IN_PYPY
    if (is_list || PySequence_Check(o)) {
        return PySequence_DelItem(o, i);
    }
#else
    PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
    if (likely(m && m->sq_ass_item)) {
        if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
            Py_ssize_t l = m->sq_length(o);
            if (likely(l >= 0)) {
                i += l;
            } else {
                if (PyErr_ExceptionMatches(PyExc_OverflowError))
                    PyErr_Clear();
                else
                    return -1;
            }
        }
        return m->sq_ass_item(o, i, (PyObject *)NULL);
    }
#endif
    return __Pyx_DelItem_Generic(o, PyInt_FromSsize_t(i));
}

#if PY_MAJOR_VERSION < 3
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb,
                        CYTHON_UNUSED PyObject *cause) {
    Py_XINCREF(type);
    if (!value || value == Py_None)
        value = NULL;
    else
        Py_INCREF(value);
    if (!tb || tb == Py_None)
        tb = NULL;
    else {
        Py_INCREF(tb);
        if (!PyTraceBack_Check(tb)) {
            PyErr_SetString(PyExc_TypeError,
                "raise: arg 3 must be a traceback or None");
            goto raise_error;
        }
    }
    if (PyType_Check(type)) {
#if CYTHON_COMPILING_IN_PYPY
        if (!value) {
            Py_INCREF(Py_None);
            value = Py_None;
        }
#endif
        PyErr_NormalizeException(&type, &value, &tb);
    } else {
        if (value) {
            PyErr_SetString(PyExc_TypeError,
                "instance exception may not have a separate value");
            goto raise_error;
        }
        value = type;
        type = (PyObject*) Py_TYPE(type);
        Py_INCREF(type);
        if (!PyType_IsSubtype((PyTypeObject *)type, (PyTypeObject *)PyExc_BaseException)) {
            PyErr_SetString(PyExc_TypeError,
                "raise: exception class must be a subclass of BaseException");
            goto raise_error;
        }
    }
    __Pyx_ErrRestore(type, value, tb);
    return;
raise_error:
    Py_XDECREF(value);
    Py_XDECREF(type);
    Py_XDECREF(tb);
    return;
}
#else
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) {
    PyObject* owned_instance = NULL;
    if (tb == Py_None) {
        tb = 0;
    } else if (tb && !PyTraceBack_Check(tb)) {
        PyErr_SetString(PyExc_TypeError,
            "raise: arg 3 must be a traceback or None");
        goto bad;
    }
    if (value == Py_None)
        value = 0;
    if (PyExceptionInstance_Check(type)) {
        if (value) {
            PyErr_SetString(PyExc_TypeError,
                "instance exception may not have a separate value");
            goto bad;
        }
        value = type;
        type = (PyObject*) Py_TYPE(value);
    } else if (PyExceptionClass_Check(type)) {
        PyObject *instance_class = NULL;
        if (value && PyExceptionInstance_Check(value)) {
            instance_class = (PyObject*) Py_TYPE(value);
            if (instance_class != type) {
                if (PyObject_IsSubclass(instance_class, type)) {
                    type = instance_class;
                } else {
                    instance_class = NULL;
                }
            }
        }
        if (!instance_class) {
            PyObject *args;
            if (!value)
                args = PyTuple_New(0);
            else if (PyTuple_Check(value)) {
                Py_INCREF(value);
                args = value;
            } else
                args = PyTuple_Pack(1, value);
            if (!args)
                goto bad;
            owned_instance = PyObject_Call(type, args, NULL);
            Py_DECREF(args);
            if (!owned_instance)
                goto bad;
            value = owned_instance;
            if (!PyExceptionInstance_Check(value)) {
                PyErr_Format(PyExc_TypeError,
                             "calling %R should have returned an instance of "
                             "BaseException, not %R",
                             type, Py_TYPE(value));
                goto bad;
            }
        }
    } else {
        PyErr_SetString(PyExc_TypeError,
            "raise: exception class must be a subclass of BaseException");
        goto bad;
    }
#if PY_VERSION_HEX >= 0x03030000
    if (cause) {
#else
    if (cause && cause != Py_None) {
#endif
        PyObject *fixed_cause;
        if (cause == Py_None) {
            fixed_cause = NULL;
        } else if (PyExceptionClass_Check(cause)) {
            fixed_cause = PyObject_CallObject(cause, NULL);
            if (fixed_cause == NULL)
                goto bad;
        } else if (PyExceptionInstance_Check(cause)) {
            fixed_cause = cause;
            Py_INCREF(fixed_cause);
        } else {
            PyErr_SetString(PyExc_TypeError,
                            "exception causes must derive from "
                            "BaseException");
            goto bad;
        }
        PyException_SetCause(value, fixed_cause);
    }
    PyErr_SetObject(type, value);
    if (tb) {
#if CYTHON_COMPILING_IN_PYPY
        PyObject *tmp_type, *tmp_value, *tmp_tb;
        PyErr_Fetch(tmp_type, tmp_value, tmp_tb);
        Py_INCREF(tb);
        PyErr_Restore(tmp_type, tmp_value, tb);
        Py_XDECREF(tmp_tb);
#else
        PyThreadState *tstate = PyThreadState_GET();
        PyObject* tmp_tb = tstate->curexc_traceback;
        if (tb != tmp_tb) {
            Py_INCREF(tb);
            tstate->curexc_traceback = tb;
            Py_XDECREF(tmp_tb);
        }
#endif
    }
bad:
    Py_XDECREF(owned_instance);
    return;
}
#endif

static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected) {
    PyErr_Format(PyExc_ValueError,
                 "too many values to unpack (expected %" CYTHON_FORMAT_SSIZE_T "d)", expected);
}

static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {
    PyErr_Format(PyExc_ValueError,
                 "need more than %" CYTHON_FORMAT_SSIZE_T "d value%.1s to unpack",
                 index, (index == 1) ? "" : "s");
}

static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
}

static void* __Pyx_GetVtable(PyObject *dict) {
    void* ptr;
    PyObject *ob = PyObject_GetItem(dict, __pyx_n_s_pyx_vtable);
    if (!ob)
        goto bad;
#if PY_VERSION_HEX >= 0x02070000
    ptr = PyCapsule_GetPointer(ob, 0);
#else
    ptr = PyCObject_AsVoidPtr(ob);
#endif
    if (!ptr && !PyErr_Occurred())
        PyErr_SetString(PyExc_RuntimeError, "invalid vtable found for imported type");
    Py_DECREF(ob);
    return ptr;
bad:
    Py_XDECREF(ob);
    return NULL;
}

static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name) {
    PyObject* value = __Pyx_PyObject_GetAttrStr(module, name);
    if (unlikely(!value) && PyErr_ExceptionMatches(PyExc_AttributeError)) {
        PyErr_Format(PyExc_ImportError,
        #if PY_MAJOR_VERSION < 3
            "cannot import name %.230s", PyString_AS_STRING(name));
        #else
            "cannot import name %S", name);
        #endif
    }
    return value;
}

static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line) {
    int start = 0, mid = 0, end = count - 1;
    if (end >= 0 && code_line > entries[end].code_line) {
        return count;
    }
    while (start < end) {
        mid = (start + end) / 2;
        if (code_line < entries[mid].code_line) {
            end = mid;
        } else if (code_line > entries[mid].code_line) {
             start = mid + 1;
        } else {
            return mid;
        }
    }
    if (code_line <= entries[mid].code_line) {
        return mid;
    } else {
        return mid + 1;
    }
}
static PyCodeObject *__pyx_find_code_object(int code_line) {
    PyCodeObject* code_object;
    int pos;
    if (unlikely(!code_line) || unlikely(!__pyx_code_cache.entries)) {
        return NULL;
    }
    pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
    if (unlikely(pos >= __pyx_code_cache.count) || unlikely(__pyx_code_cache.entries[pos].code_line != code_line)) {
        return NULL;
    }
    code_object = __pyx_code_cache.entries[pos].code_object;
    Py_INCREF(code_object);
    return code_object;
}
static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) {
    int pos, i;
    __Pyx_CodeObjectCacheEntry* entries = __pyx_code_cache.entries;
    if (unlikely(!code_line)) {
        return;
    }
    if (unlikely(!entries)) {
        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry));
        if (likely(entries)) {
            __pyx_code_cache.entries = entries;
            __pyx_code_cache.max_count = 64;
            __pyx_code_cache.count = 1;
            entries[0].code_line = code_line;
            entries[0].code_object = code_object;
            Py_INCREF(code_object);
        }
        return;
    }
    pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
    if ((pos < __pyx_code_cache.count) && unlikely(__pyx_code_cache.entries[pos].code_line == code_line)) {
        PyCodeObject* tmp = entries[pos].code_object;
        entries[pos].code_object = code_object;
        Py_DECREF(tmp);
        return;
    }
    if (__pyx_code_cache.count == __pyx_code_cache.max_count) {
        int new_max = __pyx_code_cache.max_count + 64;
        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc(
            __pyx_code_cache.entries, (size_t)new_max*sizeof(__Pyx_CodeObjectCacheEntry));
        if (unlikely(!entries)) {
            return;
        }
        __pyx_code_cache.entries = entries;
        __pyx_code_cache.max_count = new_max;
    }
    for (i=__pyx_code_cache.count; i>pos; i--) {
        entries[i] = entries[i-1];
    }
    entries[pos].code_line = code_line;
    entries[pos].code_object = code_object;
    __pyx_code_cache.count++;
    Py_INCREF(code_object);
}

#include "compile.h"
#include "frameobject.h"
#include "traceback.h"
static PyCodeObject* __Pyx_CreateCodeObjectForTraceback(
            const char *funcname, int c_line,
            int py_line, const char *filename) {
    PyCodeObject *py_code = 0;
    PyObject *py_srcfile = 0;
    PyObject *py_funcname = 0;
    #if PY_MAJOR_VERSION < 3
    py_srcfile = PyString_FromString(filename);
    #else
    py_srcfile = PyUnicode_FromString(filename);
    #endif
    if (!py_srcfile) goto bad;
    if (c_line) {
        #if PY_MAJOR_VERSION < 3
        py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
        #else
        py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
        #endif
    }
    else {
        #if PY_MAJOR_VERSION < 3
        py_funcname = PyString_FromString(funcname);
        #else
        py_funcname = PyUnicode_FromString(funcname);
        #endif
    }
    if (!py_funcname) goto bad;
    py_code = __Pyx_PyCode_New(
        0,
        0,
        0,
        0,
        0,
        __pyx_empty_bytes, /*PyObject *code,*/
        __pyx_empty_tuple, /*PyObject *consts,*/
        __pyx_empty_tuple, /*PyObject *names,*/
        __pyx_empty_tuple, /*PyObject *varnames,*/
        __pyx_empty_tuple, /*PyObject *freevars,*/
        __pyx_empty_tuple, /*PyObject *cellvars,*/
        py_srcfile,   /*PyObject *filename,*/
        py_funcname,  /*PyObject *name,*/
        py_line,
        __pyx_empty_bytes  /*PyObject *lnotab*/
    );
    Py_DECREF(py_srcfile);
    Py_DECREF(py_funcname);
    return py_code;
bad:
    Py_XDECREF(py_srcfile);
    Py_XDECREF(py_funcname);
    return NULL;
}
static void __Pyx_AddTraceback(const char *funcname, int c_line,
                               int py_line, const char *filename) {
    PyCodeObject *py_code = 0;
    PyFrameObject *py_frame = 0;
    py_code = __pyx_find_code_object(c_line ? c_line : py_line);
    if (!py_code) {
        py_code = __Pyx_CreateCodeObjectForTraceback(
            funcname, c_line, py_line, filename);
        if (!py_code) goto bad;
        __pyx_insert_code_object(c_line ? c_line : py_line, py_code);
    }
    py_frame = PyFrame_New(
        PyThreadState_GET(), /*PyThreadState *tstate,*/
        py_code,             /*PyCodeObject *code,*/
        __pyx_d,      /*PyObject *globals,*/
        0                    /*PyObject *locals*/
    );
    if (!py_frame) goto bad;
    py_frame->f_lineno = py_line;
    PyTraceBack_Here(py_frame);
bad:
    Py_XDECREF(py_code);
    Py_XDECREF(py_frame);
}

#if PY_MAJOR_VERSION < 3
static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags) {
    if (PyObject_CheckBuffer(obj)) return PyObject_GetBuffer(obj, view, flags);
        if (PyObject_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) return __pyx_pw_5numpy_7ndarray_1__getbuffer__(obj, view, flags);
    PyErr_Format(PyExc_TypeError, "'%.200s' does not have the buffer interface", Py_TYPE(obj)->tp_name);
    return -1;
}
static void __Pyx_ReleaseBuffer(Py_buffer *view) {
    PyObject *obj = view->obj;
    if (!obj) return;
    if (PyObject_CheckBuffer(obj)) {
        PyBuffer_Release(view);
        return;
    }
        if (PyObject_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) { __pyx_pw_5numpy_7ndarray_3__releasebuffer__(obj, view); return; }
    Py_DECREF(obj);
    view->obj = NULL;
}
#endif


          static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) {
    PyObject *empty_list = 0;
    PyObject *module = 0;
    PyObject *global_dict = 0;
    PyObject *empty_dict = 0;
    PyObject *list;
    #if PY_VERSION_HEX < 0x03030000
    PyObject *py_import;
    py_import = __Pyx_PyObject_GetAttrStr(__pyx_b, __pyx_n_s_import);
    if (!py_import)
        goto bad;
    #endif
    if (from_list)
        list = from_list;
    else {
        empty_list = PyList_New(0);
        if (!empty_list)
            goto bad;
        list = empty_list;
    }
    global_dict = PyModule_GetDict(__pyx_m);
    if (!global_dict)
        goto bad;
    empty_dict = PyDict_New();
    if (!empty_dict)
        goto bad;
    {
        #if PY_MAJOR_VERSION >= 3
        if (level == -1) {
            if (strchr(__Pyx_MODULE_NAME, '.')) {
                #if PY_VERSION_HEX < 0x03030000
                PyObject *py_level = PyInt_FromLong(1);
                if (!py_level)
                    goto bad;
                module = PyObject_CallFunctionObjArgs(py_import,
                    name, global_dict, empty_dict, list, py_level, NULL);
                Py_DECREF(py_level);
                #else
                module = PyImport_ImportModuleLevelObject(
                    name, global_dict, empty_dict, list, 1);
                #endif
                if (!module) {
                    if (!PyErr_ExceptionMatches(PyExc_ImportError))
                        goto bad;
                    PyErr_Clear();
                }
            }
            level = 0;
        }
        #endif
        if (!module) {
            #if PY_VERSION_HEX < 0x03030000
            PyObject *py_level = PyInt_FromLong(level);
            if (!py_level)
                goto bad;
            module = PyObject_CallFunctionObjArgs(py_import,
                name, global_dict, empty_dict, list, py_level, NULL);
            Py_DECREF(py_level);
            #else
            module = PyImport_ImportModuleLevelObject(
                name, global_dict, empty_dict, list, level);
            #endif
        }
    }
bad:
    #if PY_VERSION_HEX < 0x03030000
    Py_XDECREF(py_import);
    #endif
    Py_XDECREF(empty_list);
    Py_XDECREF(empty_dict);
    return module;
}

#define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)       \
    {                                                                     \
        func_type value = func_value;                                     \
        if (sizeof(target_type) < sizeof(func_type)) {                    \
            if (unlikely(value != (func_type) (target_type) value)) {     \
                func_type zero = 0;                                       \
                if (is_unsigned && unlikely(value < zero))                \
                    goto raise_neg_overflow;                              \
                else                                                      \
                    goto raise_overflow;                                  \
            }                                                             \
        }                                                                 \
        return (target_type) value;                                       \
    }

#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
  #include "longintrepr.h"
 #endif
#endif

static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
    const long neg_one = (long) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(long) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(long, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (long) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(long, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(long) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(long, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(long) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(long, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(long,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(long, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(long) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(long, long, PyLong_AsLong(x))
            } else if (sizeof(long) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(long, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            long val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (long) -1;
        }
    } else {
        long val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (long) -1;
        val = __Pyx_PyInt_As_long(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to long");
    return (long) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to long");
    return (long) -1;
}

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
    const long neg_one = (long) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(long) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(long) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(long) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(long) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(long) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(long),
                                     little, !is_unsigned);
    }
}

static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
    const int neg_one = (int) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(int) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (int) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(int, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(int) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(int, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(int) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(int, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(int,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(int, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(int) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(int, long, PyLong_AsLong(x))
            } else if (sizeof(int) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(int, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            int val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (int) -1;
        }
    } else {
        int val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (int) -1;
        val = __Pyx_PyInt_As_int(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to int");
    return (int) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to int");
    return (int) -1;
}

static CYTHON_INLINE unsigned int __Pyx_PyInt_As_unsigned_int(PyObject *x) {
    const unsigned int neg_one = (unsigned int) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(unsigned int) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(unsigned int, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (unsigned int) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(unsigned int, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(unsigned int) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(unsigned int, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(unsigned int) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(unsigned int, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(unsigned int,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(unsigned int, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(unsigned int) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(unsigned int, long, PyLong_AsLong(x))
            } else if (sizeof(unsigned int) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(unsigned int, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            unsigned int val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (unsigned int) -1;
        }
    } else {
        unsigned int val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (unsigned int) -1;
        val = __Pyx_PyInt_As_unsigned_int(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to unsigned int");
    return (unsigned int) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to unsigned int");
    return (unsigned int) -1;
}

static CYTHON_INLINE unsigned long __Pyx_PyInt_As_unsigned_long(PyObject *x) {
    const unsigned long neg_one = (unsigned long) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(unsigned long) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(unsigned long, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (unsigned long) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(unsigned long, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(unsigned long) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(unsigned long, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(unsigned long) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(unsigned long, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(unsigned long,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(unsigned long, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(unsigned long) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(unsigned long, long, PyLong_AsLong(x))
            } else if (sizeof(unsigned long) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(unsigned long, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            unsigned long val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (unsigned long) -1;
        }
    } else {
        unsigned long val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (unsigned long) -1;
        val = __Pyx_PyInt_As_unsigned_long(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to unsigned long");
    return (unsigned long) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to unsigned long");
    return (unsigned long) -1;
}

#if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION < 3
static PyObject *__Pyx_GetStdout(void) {
    PyObject *f = PySys_GetObject((char *)"stdout");
    if (!f) {
        PyErr_SetString(PyExc_RuntimeError, "lost sys.stdout");
    }
    return f;
}
static int __Pyx_Print(PyObject* f, PyObject *arg_tuple, int newline) {
    int i;
    if (!f) {
        if (!(f = __Pyx_GetStdout()))
            return -1;
    }
    Py_INCREF(f);
    for (i=0; i < PyTuple_GET_SIZE(arg_tuple); i++) {
        PyObject* v;
        if (PyFile_SoftSpace(f, 1)) {
            if (PyFile_WriteString(" ", f) < 0)
                goto error;
        }
        v = PyTuple_GET_ITEM(arg_tuple, i);
        if (PyFile_WriteObject(v, f, Py_PRINT_RAW) < 0)
            goto error;
        if (PyString_Check(v)) {
            char *s = PyString_AsString(v);
            Py_ssize_t len = PyString_Size(v);
            if (len > 0) {
                switch (s[len-1]) {
                    case ' ': break;
                    case '\f': case '\r': case '\n': case '\t': case '\v':
                        PyFile_SoftSpace(f, 0);
                        break;
                    default:  break;
                }
            }
        }
    }
    if (newline) {
        if (PyFile_WriteString("\n", f) < 0)
            goto error;
        PyFile_SoftSpace(f, 0);
    }
    Py_DECREF(f);
    return 0;
error:
    Py_DECREF(f);
    return -1;
}
#else
static int __Pyx_Print(PyObject* stream, PyObject *arg_tuple, int newline) {
    PyObject* kwargs = 0;
    PyObject* result = 0;
    PyObject* end_string;
    if (unlikely(!__pyx_print)) {
        __pyx_print = PyObject_GetAttr(__pyx_b, __pyx_n_s_print);
        if (!__pyx_print)
            return -1;
    }
    if (stream) {
        kwargs = PyDict_New();
        if (unlikely(!kwargs))
            return -1;
        if (unlikely(PyDict_SetItem(kwargs, __pyx_n_s_file, stream) < 0))
            goto bad;
        if (!newline) {
            end_string = PyUnicode_FromStringAndSize(" ", 1);
            if (unlikely(!end_string))
                goto bad;
            if (PyDict_SetItem(kwargs, __pyx_n_s_end, end_string) < 0) {
                Py_DECREF(end_string);
                goto bad;
            }
            Py_DECREF(end_string);
        }
    } else if (!newline) {
        if (unlikely(!__pyx_print_kwargs)) {
            __pyx_print_kwargs = PyDict_New();
            if (unlikely(!__pyx_print_kwargs))
                return -1;
            end_string = PyUnicode_FromStringAndSize(" ", 1);
            if (unlikely(!end_string))
                return -1;
            if (PyDict_SetItem(__pyx_print_kwargs, __pyx_n_s_end, end_string) < 0) {
                Py_DECREF(end_string);
                return -1;
            }
            Py_DECREF(end_string);
        }
        kwargs = __pyx_print_kwargs;
    }
    result = PyObject_Call(__pyx_print, arg_tuple, kwargs);
    if (unlikely(kwargs) && (kwargs != __pyx_print_kwargs))
        Py_DECREF(kwargs);
    if (!result)
        return -1;
    Py_DECREF(result);
    return 0;
bad:
    if (kwargs != __pyx_print_kwargs)
        Py_XDECREF(kwargs);
    return -1;
}
#endif

#if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION < 3
static int __Pyx_PrintOne(PyObject* f, PyObject *o) {
    if (!f) {
        if (!(f = __Pyx_GetStdout()))
            return -1;
    }
    Py_INCREF(f);
    if (PyFile_SoftSpace(f, 0)) {
        if (PyFile_WriteString(" ", f) < 0)
            goto error;
    }
    if (PyFile_WriteObject(o, f, Py_PRINT_RAW) < 0)
        goto error;
    if (PyFile_WriteString("\n", f) < 0)
        goto error;
    Py_DECREF(f);
    return 0;
error:
    Py_DECREF(f);
    return -1;
    /* the line below is just to avoid C compiler
     * warnings about unused functions */
    return __Pyx_Print(f, NULL, 0);
}
#else
static int __Pyx_PrintOne(PyObject* stream, PyObject *o) {
    int res;
    PyObject* arg_tuple = PyTuple_Pack(1, o);
    if (unlikely(!arg_tuple))
        return -1;
    res = __Pyx_Print(stream, arg_tuple, 1);
    Py_DECREF(arg_tuple);
    return res;
}
#endif

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_long(unsigned long value) {
    const unsigned long neg_one = (unsigned long) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(unsigned long) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(unsigned long) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(unsigned long) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(unsigned long) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(unsigned long) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(unsigned long),
                                     little, !is_unsigned);
    }
}

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_int(unsigned int value) {
    const unsigned int neg_one = (unsigned int) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(unsigned int) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(unsigned int) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(unsigned int) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(unsigned int) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(unsigned int) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(unsigned int),
                                     little, !is_unsigned);
    }
}

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
    const int neg_one = (int) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(int) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(int) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(int) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(int) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(int) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(int),
                                     little, !is_unsigned);
    }
}

#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
      return ::std::complex< float >(x, y);
    }
  #else
    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
      return x + y*(__pyx_t_float_complex)_Complex_I;
    }
  #endif
#else
    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
      __pyx_t_float_complex z;
      z.real = x;
      z.imag = y;
      return z;
    }
#endif

#if CYTHON_CCOMPLEX
#else
    static CYTHON_INLINE int __Pyx_c_eqf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
       return (a.real == b.real) && (a.imag == b.imag);
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sumf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
        __pyx_t_float_complex z;
        z.real = a.real + b.real;
        z.imag = a.imag + b.imag;
        return z;
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_difff(__pyx_t_float_complex a, __pyx_t_float_complex b) {
        __pyx_t_float_complex z;
        z.real = a.real - b.real;
        z.imag = a.imag - b.imag;
        return z;
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prodf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
        __pyx_t_float_complex z;
        z.real = a.real * b.real - a.imag * b.imag;
        z.imag = a.real * b.imag + a.imag * b.real;
        return z;
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quotf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
        __pyx_t_float_complex z;
        float denom = b.real * b.real + b.imag * b.imag;
        z.real = (a.real * b.real + a.imag * b.imag) / denom;
        z.imag = (a.imag * b.real - a.real * b.imag) / denom;
        return z;
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_negf(__pyx_t_float_complex a) {
        __pyx_t_float_complex z;
        z.real = -a.real;
        z.imag = -a.imag;
        return z;
    }
    static CYTHON_INLINE int __Pyx_c_is_zerof(__pyx_t_float_complex a) {
       return (a.real == 0) && (a.imag == 0);
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conjf(__pyx_t_float_complex a) {
        __pyx_t_float_complex z;
        z.real =  a.real;
        z.imag = -a.imag;
        return z;
    }
    #if 1
        static CYTHON_INLINE float __Pyx_c_absf(__pyx_t_float_complex z) {
          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
            return sqrtf(z.real*z.real + z.imag*z.imag);
          #else
            return hypotf(z.real, z.imag);
          #endif
        }
        static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_powf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
            __pyx_t_float_complex z;
            float r, lnr, theta, z_r, z_theta;
            if (b.imag == 0 && b.real == (int)b.real) {
                if (b.real < 0) {
                    float denom = a.real * a.real + a.imag * a.imag;
                    a.real = a.real / denom;
                    a.imag = -a.imag / denom;
                    b.real = -b.real;
                }
                switch ((int)b.real) {
                    case 0:
                        z.real = 1;
                        z.imag = 0;
                        return z;
                    case 1:
                        return a;
                    case 2:
                        z = __Pyx_c_prodf(a, a);
                        return __Pyx_c_prodf(a, a);
                    case 3:
                        z = __Pyx_c_prodf(a, a);
                        return __Pyx_c_prodf(z, a);
                    case 4:
                        z = __Pyx_c_prodf(a, a);
                        return __Pyx_c_prodf(z, z);
                }
            }
            if (a.imag == 0) {
                if (a.real == 0) {
                    return a;
                }
                r = a.real;
                theta = 0;
            } else {
                r = __Pyx_c_absf(a);
                theta = atan2f(a.imag, a.real);
            }
            lnr = logf(r);
            z_r = expf(lnr * b.real - theta * b.imag);
            z_theta = theta * b.real + lnr * b.imag;
            z.real = z_r * cosf(z_theta);
            z.imag = z_r * sinf(z_theta);
            return z;
        }
    #endif
#endif

#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
      return ::std::complex< double >(x, y);
    }
  #else
    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
      return x + y*(__pyx_t_double_complex)_Complex_I;
    }
  #endif
#else
    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
      __pyx_t_double_complex z;
      z.real = x;
      z.imag = y;
      return z;
    }
#endif

#if CYTHON_CCOMPLEX
#else
    static CYTHON_INLINE int __Pyx_c_eq(__pyx_t_double_complex a, __pyx_t_double_complex b) {
       return (a.real == b.real) && (a.imag == b.imag);
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum(__pyx_t_double_complex a, __pyx_t_double_complex b) {
        __pyx_t_double_complex z;
        z.real = a.real + b.real;
        z.imag = a.imag + b.imag;
        return z;
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff(__pyx_t_double_complex a, __pyx_t_double_complex b) {
        __pyx_t_double_complex z;
        z.real = a.real - b.real;
        z.imag = a.imag - b.imag;
        return z;
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod(__pyx_t_double_complex a, __pyx_t_double_complex b) {
        __pyx_t_double_complex z;
        z.real = a.real * b.real - a.imag * b.imag;
        z.imag = a.real * b.imag + a.imag * b.real;
        return z;
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot(__pyx_t_double_complex a, __pyx_t_double_complex b) {
        __pyx_t_double_complex z;
        double denom = b.real * b.real + b.imag * b.imag;
        z.real = (a.real * b.real + a.imag * b.imag) / denom;
        z.imag = (a.imag * b.real - a.real * b.imag) / denom;
        return z;
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg(__pyx_t_double_complex a) {
        __pyx_t_double_complex z;
        z.real = -a.real;
        z.imag = -a.imag;
        return z;
    }
    static CYTHON_INLINE int __Pyx_c_is_zero(__pyx_t_double_complex a) {
       return (a.real == 0) && (a.imag == 0);
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj(__pyx_t_double_complex a) {
        __pyx_t_double_complex z;
        z.real =  a.real;
        z.imag = -a.imag;
        return z;
    }
    #if 1
        static CYTHON_INLINE double __Pyx_c_abs(__pyx_t_double_complex z) {
          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
            return sqrt(z.real*z.real + z.imag*z.imag);
          #else
            return hypot(z.real, z.imag);
          #endif
        }
        static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow(__pyx_t_double_complex a, __pyx_t_double_complex b) {
            __pyx_t_double_complex z;
            double r, lnr, theta, z_r, z_theta;
            if (b.imag == 0 && b.real == (int)b.real) {
                if (b.real < 0) {
                    double denom = a.real * a.real + a.imag * a.imag;
                    a.real = a.real / denom;
                    a.imag = -a.imag / denom;
                    b.real = -b.real;
                }
                switch ((int)b.real) {
                    case 0:
                        z.real = 1;
                        z.imag = 0;
                        return z;
                    case 1:
                        return a;
                    case 2:
                        z = __Pyx_c_prod(a, a);
                        return __Pyx_c_prod(a, a);
                    case 3:
                        z = __Pyx_c_prod(a, a);
                        return __Pyx_c_prod(z, a);
                    case 4:
                        z = __Pyx_c_prod(a, a);
                        return __Pyx_c_prod(z, z);
                }
            }
            if (a.imag == 0) {
                if (a.real == 0) {
                    return a;
                }
                r = a.real;
                theta = 0;
            } else {
                r = __Pyx_c_abs(a);
                theta = atan2(a.imag, a.real);
            }
            lnr = log(r);
            z_r = exp(lnr * b.real - theta * b.imag);
            z_theta = theta * b.real + lnr * b.imag;
            z.real = z_r * cos(z_theta);
            z.imag = z_r * sin(z_theta);
            return z;
        }
    #endif
#endif

static int __Pyx_check_binary_version(void) {
    char ctversion[4], rtversion[4];
    PyOS_snprintf(ctversion, 4, "%d.%d", PY_MAJOR_VERSION, PY_MINOR_VERSION);
    PyOS_snprintf(rtversion, 4, "%s", Py_GetVersion());
    if (ctversion[0] != rtversion[0] || ctversion[2] != rtversion[2]) {
        char message[200];
        PyOS_snprintf(message, sizeof(message),
                      "compiletime version %s of module '%.100s' "
                      "does not match runtime version %s",
                      ctversion, __Pyx_MODULE_NAME, rtversion);
        return PyErr_WarnEx(NULL, message, 1);
    }
    return 0;
}

#ifndef __PYX_HAVE_RT_ImportModule
#define __PYX_HAVE_RT_ImportModule
static PyObject *__Pyx_ImportModule(const char *name) {
    PyObject *py_name = 0;
    PyObject *py_module = 0;
    py_name = __Pyx_PyIdentifier_FromString(name);
    if (!py_name)
        goto bad;
    py_module = PyImport_Import(py_name);
    Py_DECREF(py_name);
    return py_module;
bad:
    Py_XDECREF(py_name);
    return 0;
}
#endif

#ifndef __PYX_HAVE_RT_ImportType
#define __PYX_HAVE_RT_ImportType
static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name,
    size_t size, int strict)
{
    PyObject *py_module = 0;
    PyObject *result = 0;
    PyObject *py_name = 0;
    char warning[200];
    Py_ssize_t basicsize;
#ifdef Py_LIMITED_API
    PyObject *py_basicsize;
#endif
    py_module = __Pyx_ImportModule(module_name);
    if (!py_module)
        goto bad;
    py_name = __Pyx_PyIdentifier_FromString(class_name);
    if (!py_name)
        goto bad;
    result = PyObject_GetAttr(py_module, py_name);
    Py_DECREF(py_name);
    py_name = 0;
    Py_DECREF(py_module);
    py_module = 0;
    if (!result)
        goto bad;
    if (!PyType_Check(result)) {
        PyErr_Format(PyExc_TypeError,
            "%.200s.%.200s is not a type object",
            module_name, class_name);
        goto bad;
    }
#ifndef Py_LIMITED_API
    basicsize = ((PyTypeObject *)result)->tp_basicsize;
#else
    py_basicsize = PyObject_GetAttrString(result, "__basicsize__");
    if (!py_basicsize)
        goto bad;
    basicsize = PyLong_AsSsize_t(py_basicsize);
    Py_DECREF(py_basicsize);
    py_basicsize = 0;
    if (basicsize == (Py_ssize_t)-1 && PyErr_Occurred())
        goto bad;
#endif
    if (!strict && (size_t)basicsize > size) {
        PyOS_snprintf(warning, sizeof(warning),
            "%s.%s size changed, may indicate binary incompatibility",
            module_name, class_name);
        if (PyErr_WarnEx(NULL, warning, 0) < 0) goto bad;
    }
    else if ((size_t)basicsize != size) {
        PyErr_Format(PyExc_ValueError,
            "%.200s.%.200s has the wrong size, try recompiling",
            module_name, class_name);
        goto bad;
    }
    return (PyTypeObject *)result;
bad:
    Py_XDECREF(py_module);
    Py_XDECREF(result);
    return NULL;
}
#endif

static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) {
    while (t->p) {
        #if PY_MAJOR_VERSION < 3
        if (t->is_unicode) {
            *t->p = PyUnicode_DecodeUTF8(t->s, t->n - 1, NULL);
        } else if (t->intern) {
            *t->p = PyString_InternFromString(t->s);
        } else {
            *t->p = PyString_FromStringAndSize(t->s, t->n - 1);
        }
        #else
        if (t->is_unicode | t->is_str) {
            if (t->intern) {
                *t->p = PyUnicode_InternFromString(t->s);
            } else if (t->encoding) {
                *t->p = PyUnicode_Decode(t->s, t->n - 1, t->encoding, NULL);
            } else {
                *t->p = PyUnicode_FromStringAndSize(t->s, t->n - 1);
            }
        } else {
            *t->p = PyBytes_FromStringAndSize(t->s, t->n - 1);
        }
        #endif
        if (!*t->p)
            return -1;
        ++t;
    }
    return 0;
}

static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char* c_str) {
    return __Pyx_PyUnicode_FromStringAndSize(c_str, (Py_ssize_t)strlen(c_str));
}
static CYTHON_INLINE char* __Pyx_PyObject_AsString(PyObject* o) {
    Py_ssize_t ignore;
    return __Pyx_PyObject_AsStringAndSize(o, &ignore);
}
static CYTHON_INLINE char* __Pyx_PyObject_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
    if (
#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
            __Pyx_sys_getdefaultencoding_not_ascii &&
#endif
            PyUnicode_Check(o)) {
#if PY_VERSION_HEX < 0x03030000
        char* defenc_c;
        PyObject* defenc = _PyUnicode_AsDefaultEncodedString(o, NULL);
        if (!defenc) return NULL;
        defenc_c = PyBytes_AS_STRING(defenc);
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
        {
            char* end = defenc_c + PyBytes_GET_SIZE(defenc);
            char* c;
            for (c = defenc_c; c < end; c++) {
                if ((unsigned char) (*c) >= 128) {
                    PyUnicode_AsASCIIString(o);
                    return NULL;
                }
            }
        }
#endif
        *length = PyBytes_GET_SIZE(defenc);
        return defenc_c;
#else
        if (__Pyx_PyUnicode_READY(o) == -1) return NULL;
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
        if (PyUnicode_IS_ASCII(o)) {
            *length = PyUnicode_GET_LENGTH(o);
            return PyUnicode_AsUTF8(o);
        } else {
            PyUnicode_AsASCIIString(o);
            return NULL;
        }
#else
        return PyUnicode_AsUTF8AndSize(o, length);
#endif
#endif
    } else
#endif
#if !CYTHON_COMPILING_IN_PYPY
    if (PyByteArray_Check(o)) {
        *length = PyByteArray_GET_SIZE(o);
        return PyByteArray_AS_STRING(o);
    } else
#endif
    {
        char* result;
        int r = PyBytes_AsStringAndSize(o, &result, length);
        if (unlikely(r < 0)) {
            return NULL;
        } else {
            return result;
        }
    }
}
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) {
   int is_true = x == Py_True;
   if (is_true | (x == Py_False) | (x == Py_None)) return is_true;
   else return PyObject_IsTrue(x);
}
static CYTHON_INLINE PyObject* __Pyx_PyNumber_Int(PyObject* x) {
  PyNumberMethods *m;
  const char *name = NULL;
  PyObject *res = NULL;
#if PY_MAJOR_VERSION < 3
  if (PyInt_Check(x) || PyLong_Check(x))
#else
  if (PyLong_Check(x))
#endif
    return Py_INCREF(x), x;
  m = Py_TYPE(x)->tp_as_number;
#if PY_MAJOR_VERSION < 3
  if (m && m->nb_int) {
    name = "int";
    res = PyNumber_Int(x);
  }
  else if (m && m->nb_long) {
    name = "long";
    res = PyNumber_Long(x);
  }
#else
  if (m && m->nb_int) {
    name = "int";
    res = PyNumber_Long(x);
  }
#endif
  if (res) {
#if PY_MAJOR_VERSION < 3
    if (!PyInt_Check(res) && !PyLong_Check(res)) {
#else
    if (!PyLong_Check(res)) {
#endif
      PyErr_Format(PyExc_TypeError,
                   "__%.4s__ returned non-%.4s (type %.200s)",
                   name, name, Py_TYPE(res)->tp_name);
      Py_DECREF(res);
      return NULL;
    }
  }
  else if (!PyErr_Occurred()) {
    PyErr_SetString(PyExc_TypeError,
                    "an integer is required");
  }
  return res;
}
static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) {
  Py_ssize_t ival;
  PyObject *x;
#if PY_MAJOR_VERSION < 3
  if (likely(PyInt_CheckExact(b)))
      return PyInt_AS_LONG(b);
#endif
  if (likely(PyLong_CheckExact(b))) {
    #if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
     #if CYTHON_USE_PYLONG_INTERNALS
       switch (Py_SIZE(b)) {
       case -1: return -(sdigit)((PyLongObject*)b)->ob_digit[0];
       case  0: return 0;
       case  1: return ((PyLongObject*)b)->ob_digit[0];
       }
     #endif
    #endif
    return PyLong_AsSsize_t(b);
  }
  x = PyNumber_Index(b);
  if (!x) return -1;
  ival = PyInt_AsSsize_t(x);
  Py_DECREF(x);
  return ival;
}
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) {
    return PyInt_FromSize_t(ival);
}


#endif /* Py_PYTHON_H */
