/* Generated by Cython 0.28.1 */

#define PY_SSIZE_T_CLEAN
#include "Python.h"
#ifndef Py_PYTHON_H
    #error Python headers needed to compile C extensions, please install development version of Python.
#elif PY_VERSION_HEX < 0x02060000 || (0x03000000 <= PY_VERSION_HEX && PY_VERSION_HEX < 0x03030000)
    #error Cython requires Python 2.6+ or Python 3.3+.
#else
#define CYTHON_ABI "0_28_1"
#define CYTHON_FUTURE_DIVISION 0
#include <stddef.h>
#ifndef offsetof
  #define offsetof(type, member) ( (size_t) & ((type*)0) -> member )
#endif
#if !defined(WIN32) && !defined(MS_WINDOWS)
  #ifndef __stdcall
    #define __stdcall
  #endif
  #ifndef __cdecl
    #define __cdecl
  #endif
  #ifndef __fastcall
    #define __fastcall
  #endif
#endif
#ifndef DL_IMPORT
  #define DL_IMPORT(t) t
#endif
#ifndef DL_EXPORT
  #define DL_EXPORT(t) t
#endif
#define __PYX_COMMA ,
#ifndef HAVE_LONG_LONG
  #if PY_VERSION_HEX >= 0x02070000
    #define HAVE_LONG_LONG
  #endif
#endif
#ifndef PY_LONG_LONG
  #define PY_LONG_LONG LONG_LONG
#endif
#ifndef Py_HUGE_VAL
  #define Py_HUGE_VAL HUGE_VAL
#endif
#ifdef PYPY_VERSION
  #define CYTHON_COMPILING_IN_PYPY 1
  #define CYTHON_COMPILING_IN_PYSTON 0
  #define CYTHON_COMPILING_IN_CPYTHON 0
  #undef CYTHON_USE_TYPE_SLOTS
  #define CYTHON_USE_TYPE_SLOTS 0
  #undef CYTHON_USE_PYTYPE_LOOKUP
  #define CYTHON_USE_PYTYPE_LOOKUP 0
  #if PY_VERSION_HEX < 0x03050000
    #undef CYTHON_USE_ASYNC_SLOTS
    #define CYTHON_USE_ASYNC_SLOTS 0
  #elif !defined(CYTHON_USE_ASYNC_SLOTS)
    #define CYTHON_USE_ASYNC_SLOTS 1
  #endif
  #undef CYTHON_USE_PYLIST_INTERNALS
  #define CYTHON_USE_PYLIST_INTERNALS 0
  #undef CYTHON_USE_UNICODE_INTERNALS
  #define CYTHON_USE_UNICODE_INTERNALS 0
  #undef CYTHON_USE_UNICODE_WRITER
  #define CYTHON_USE_UNICODE_WRITER 0
  #undef CYTHON_USE_PYLONG_INTERNALS
  #define CYTHON_USE_PYLONG_INTERNALS 0
  #undef CYTHON_AVOID_BORROWED_REFS
  #define CYTHON_AVOID_BORROWED_REFS 1
  #undef CYTHON_ASSUME_SAFE_MACROS
  #define CYTHON_ASSUME_SAFE_MACROS 0
  #undef CYTHON_UNPACK_METHODS
  #define CYTHON_UNPACK_METHODS 0
  #undef CYTHON_FAST_THREAD_STATE
  #define CYTHON_FAST_THREAD_STATE 0
  #undef CYTHON_FAST_PYCALL
  #define CYTHON_FAST_PYCALL 0
  #undef CYTHON_PEP489_MULTI_PHASE_INIT
  #define CYTHON_PEP489_MULTI_PHASE_INIT 0
  #undef CYTHON_USE_TP_FINALIZE
  #define CYTHON_USE_TP_FINALIZE 0
#elif defined(PYSTON_VERSION)
  #define CYTHON_COMPILING_IN_PYPY 0
  #define CYTHON_COMPILING_IN_PYSTON 1
  #define CYTHON_COMPILING_IN_CPYTHON 0
  #ifndef CYTHON_USE_TYPE_SLOTS
    #define CYTHON_USE_TYPE_SLOTS 1
  #endif
  #undef CYTHON_USE_PYTYPE_LOOKUP
  #define CYTHON_USE_PYTYPE_LOOKUP 0
  #undef CYTHON_USE_ASYNC_SLOTS
  #define CYTHON_USE_ASYNC_SLOTS 0
  #undef CYTHON_USE_PYLIST_INTERNALS
  #define CYTHON_USE_PYLIST_INTERNALS 0
  #ifndef CYTHON_USE_UNICODE_INTERNALS
    #define CYTHON_USE_UNICODE_INTERNALS 1
  #endif
  #undef CYTHON_USE_UNICODE_WRITER
  #define CYTHON_USE_UNICODE_WRITER 0
  #undef CYTHON_USE_PYLONG_INTERNALS
  #define CYTHON_USE_PYLONG_INTERNALS 0
  #ifndef CYTHON_AVOID_BORROWED_REFS
    #define CYTHON_AVOID_BORROWED_REFS 0
  #endif
  #ifndef CYTHON_ASSUME_SAFE_MACROS
    #define CYTHON_ASSUME_SAFE_MACROS 1
  #endif
  #ifndef CYTHON_UNPACK_METHODS
    #define CYTHON_UNPACK_METHODS 1
  #endif
  #undef CYTHON_FAST_THREAD_STATE
  #define CYTHON_FAST_THREAD_STATE 0
  #undef CYTHON_FAST_PYCALL
  #define CYTHON_FAST_PYCALL 0
  #undef CYTHON_PEP489_MULTI_PHASE_INIT
  #define CYTHON_PEP489_MULTI_PHASE_INIT 0
  #undef CYTHON_USE_TP_FINALIZE
  #define CYTHON_USE_TP_FINALIZE 0
#else
  #define CYTHON_COMPILING_IN_PYPY 0
  #define CYTHON_COMPILING_IN_PYSTON 0
  #define CYTHON_COMPILING_IN_CPYTHON 1
  #ifndef CYTHON_USE_TYPE_SLOTS
    #define CYTHON_USE_TYPE_SLOTS 1
  #endif
  #if PY_VERSION_HEX < 0x02070000
    #undef CYTHON_USE_PYTYPE_LOOKUP
    #define CYTHON_USE_PYTYPE_LOOKUP 0
  #elif !defined(CYTHON_USE_PYTYPE_LOOKUP)
    #define CYTHON_USE_PYTYPE_LOOKUP 1
  #endif
  #if PY_MAJOR_VERSION < 3
    #undef CYTHON_USE_ASYNC_SLOTS
    #define CYTHON_USE_ASYNC_SLOTS 0
  #elif !defined(CYTHON_USE_ASYNC_SLOTS)
    #define CYTHON_USE_ASYNC_SLOTS 1
  #endif
  #if PY_VERSION_HEX < 0x02070000
    #undef CYTHON_USE_PYLONG_INTERNALS
    #define CYTHON_USE_PYLONG_INTERNALS 0
  #elif !defined(CYTHON_USE_PYLONG_INTERNALS)
    #define CYTHON_USE_PYLONG_INTERNALS 1
  #endif
  #ifndef CYTHON_USE_PYLIST_INTERNALS
    #define CYTHON_USE_PYLIST_INTERNALS 1
  #endif
  #ifndef CYTHON_USE_UNICODE_INTERNALS
    #define CYTHON_USE_UNICODE_INTERNALS 1
  #endif
  #if PY_VERSION_HEX < 0x030300F0
    #undef CYTHON_USE_UNICODE_WRITER
    #define CYTHON_USE_UNICODE_WRITER 0
  #elif !defined(CYTHON_USE_UNICODE_WRITER)
    #define CYTHON_USE_UNICODE_WRITER 1
  #endif
  #ifndef CYTHON_AVOID_BORROWED_REFS
    #define CYTHON_AVOID_BORROWED_REFS 0
  #endif
  #ifndef CYTHON_ASSUME_SAFE_MACROS
    #define CYTHON_ASSUME_SAFE_MACROS 1
  #endif
  #ifndef CYTHON_UNPACK_METHODS
    #define CYTHON_UNPACK_METHODS 1
  #endif
  #ifndef CYTHON_FAST_THREAD_STATE
    #define CYTHON_FAST_THREAD_STATE 1
  #endif
  #ifndef CYTHON_FAST_PYCALL
    #define CYTHON_FAST_PYCALL 1
  #endif
  #ifndef CYTHON_PEP489_MULTI_PHASE_INIT
    #define CYTHON_PEP489_MULTI_PHASE_INIT (0 && PY_VERSION_HEX >= 0x03050000)
  #endif
  #ifndef CYTHON_USE_TP_FINALIZE
    #define CYTHON_USE_TP_FINALIZE (PY_VERSION_HEX >= 0x030400a1)
  #endif
#endif
#if !defined(CYTHON_FAST_PYCCALL)
#define CYTHON_FAST_PYCCALL  (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1)
#endif
#if CYTHON_USE_PYLONG_INTERNALS
  #include "longintrepr.h"
  #undef SHIFT
  #undef BASE
  #undef MASK
#endif
#ifndef __has_attribute
  #define __has_attribute(x) 0
#endif
#ifndef __has_cpp_attribute
  #define __has_cpp_attribute(x) 0
#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
  #else
    #define CYTHON_RESTRICT
  #endif
#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
#ifndef CYTHON_MAYBE_UNUSED_VAR
#  if defined(__cplusplus)
     template<class T> void CYTHON_MAYBE_UNUSED_VAR( const T& ) { }
#  else
#    define CYTHON_MAYBE_UNUSED_VAR(x) (void)(x)
#  endif
#endif
#ifndef CYTHON_NCP_UNUSED
# if CYTHON_COMPILING_IN_CPYTHON
#  define CYTHON_NCP_UNUSED
# else
#  define CYTHON_NCP_UNUSED CYTHON_UNUSED
# endif
#endif
#define __Pyx_void_to_None(void_result) ((void)(void_result), Py_INCREF(Py_None), Py_None)
#ifdef _MSC_VER
    #ifndef _MSC_STDINT_H_
        #if _MSC_VER < 1300
           typedef unsigned char     uint8_t;
           typedef unsigned int      uint32_t;
        #else
           typedef unsigned __int8   uint8_t;
           typedef unsigned __int32  uint32_t;
        #endif
    #endif
#else
   #include <stdint.h>
#endif
#ifndef CYTHON_FALLTHROUGH
  #if defined(__cplusplus) && __cplusplus >= 201103L
    #if __has_cpp_attribute(fallthrough)
      #define CYTHON_FALLTHROUGH [[fallthrough]]
    #elif __has_cpp_attribute(clang::fallthrough)
      #define CYTHON_FALLTHROUGH [[clang::fallthrough]]
    #elif __has_cpp_attribute(gnu::fallthrough)
      #define CYTHON_FALLTHROUGH [[gnu::fallthrough]]
    #endif
  #endif
  #ifndef CYTHON_FALLTHROUGH
    #if __has_attribute(fallthrough)
      #define CYTHON_FALLTHROUGH __attribute__((fallthrough))
    #else
      #define CYTHON_FALLTHROUGH
    #endif
  #endif
  #if defined(__clang__ ) && defined(__apple_build_version__)
    #if __apple_build_version__ < 7000000
      #undef  CYTHON_FALLTHROUGH
      #define CYTHON_FALLTHROUGH
    #endif
  #endif
#endif

#ifndef CYTHON_INLINE
  #if defined(__clang__)
    #define CYTHON_INLINE __inline__ __attribute__ ((__unused__))
  #elif 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

#if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX < 0x02070600 && !defined(Py_OptimizeFlag)
  #define Py_OptimizeFlag 0
#endif
#define __PYX_BUILD_PY_SSIZE_T "n"
#define CYTHON_FORMAT_SSIZE_T "z"
#if PY_MAJOR_VERSION < 3
  #define __Pyx_BUILTIN_MODULE_NAME "__builtin__"
  #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
          PyCode_New(a+k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
  #define __Pyx_DefaultClassType PyClass_Type
#else
  #define __Pyx_BUILTIN_MODULE_NAME "builtins"
  #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
          PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
  #define __Pyx_DefaultClassType PyType_Type
#endif
#ifndef Py_TPFLAGS_CHECKTYPES
  #define Py_TPFLAGS_CHECKTYPES 0
#endif
#ifndef Py_TPFLAGS_HAVE_INDEX
  #define Py_TPFLAGS_HAVE_INDEX 0
#endif
#ifndef Py_TPFLAGS_HAVE_NEWBUFFER
  #define Py_TPFLAGS_HAVE_NEWBUFFER 0
#endif
#ifndef Py_TPFLAGS_HAVE_FINALIZE
  #define Py_TPFLAGS_HAVE_FINALIZE 0
#endif
#if PY_VERSION_HEX <= 0x030700A3 || !defined(METH_FASTCALL)
  #ifndef METH_FASTCALL
     #define METH_FASTCALL 0x80
  #endif
  typedef PyObject *(*__Pyx_PyCFunctionFast) (PyObject *self, PyObject *const *args, Py_ssize_t nargs);
  typedef PyObject *(*__Pyx_PyCFunctionFastWithKeywords) (PyObject *self, PyObject *const *args,
                                                          Py_ssize_t nargs, PyObject *kwnames);
#else
  #define __Pyx_PyCFunctionFast _PyCFunctionFast
  #define __Pyx_PyCFunctionFastWithKeywords _PyCFunctionFastWithKeywords
#endif
#if CYTHON_FAST_PYCCALL
#define __Pyx_PyFastCFunction_Check(func)\
    ((PyCFunction_Check(func) && (METH_FASTCALL == (PyCFunction_GET_FLAGS(func) & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_KEYWORDS)))))
#else
#define __Pyx_PyFastCFunction_Check(func) 0
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Malloc)
  #define PyObject_Malloc(s)   PyMem_Malloc(s)
  #define PyObject_Free(p)     PyMem_Free(p)
  #define PyObject_Realloc(p)  PyMem_Realloc(p)
#endif
#if CYTHON_COMPILING_IN_PYSTON
  #define __Pyx_PyCode_HasFreeVars(co)  PyCode_HasFreeVars(co)
  #define __Pyx_PyFrame_SetLineNumber(frame, lineno) PyFrame_SetLineNumber(frame, lineno)
#else
  #define __Pyx_PyCode_HasFreeVars(co)  (PyCode_GetNumFree(co) > 0)
  #define __Pyx_PyFrame_SetLineNumber(frame, lineno)  (frame)->f_lineno = (lineno)
#endif
#if !CYTHON_FAST_THREAD_STATE || PY_VERSION_HEX < 0x02070000
  #define __Pyx_PyThreadState_Current PyThreadState_GET()
#elif PY_VERSION_HEX >= 0x03060000
  #define __Pyx_PyThreadState_Current _PyThreadState_UncheckedGet()
#elif PY_VERSION_HEX >= 0x03000000
  #define __Pyx_PyThreadState_Current PyThreadState_GET()
#else
  #define __Pyx_PyThreadState_Current _PyThreadState_Current
#endif
#if PY_VERSION_HEX < 0x030700A2 && !defined(PyThread_tss_create) && !defined(Py_tss_NEEDS_INIT)
#include "pythread.h"
#define Py_tss_NEEDS_INIT 0
typedef int Py_tss_t;
static CYTHON_INLINE int PyThread_tss_create(Py_tss_t *key) {
  *key = PyThread_create_key();
  return 0; // PyThread_create_key reports success always
}
static CYTHON_INLINE Py_tss_t * PyThread_tss_alloc(void) {
  Py_tss_t *key = (Py_tss_t *)PyObject_Malloc(sizeof(Py_tss_t));
  *key = Py_tss_NEEDS_INIT;
  return key;
}
static CYTHON_INLINE void PyThread_tss_free(Py_tss_t *key) {
  PyObject_Free(key);
}
static CYTHON_INLINE int PyThread_tss_is_created(Py_tss_t *key) {
  return *key != Py_tss_NEEDS_INIT;
}
static CYTHON_INLINE void PyThread_tss_delete(Py_tss_t *key) {
  PyThread_delete_key(*key);
  *key = Py_tss_NEEDS_INIT;
}
static CYTHON_INLINE int PyThread_tss_set(Py_tss_t *key, void *value) {
  return PyThread_set_key_value(*key, value);
}
static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) {
  return PyThread_get_key_value(*key);
}
#endif // TSS (Thread Specific Storage) API
#if CYTHON_COMPILING_IN_CPYTHON || defined(_PyDict_NewPresized)
#define __Pyx_PyDict_NewPresized(n)  ((n <= 8) ? PyDict_New() : _PyDict_NewPresized(n))
#else
#define __Pyx_PyDict_NewPresized(n)  PyDict_New()
#endif
#if PY_MAJOR_VERSION >= 3 || CYTHON_FUTURE_DIVISION
  #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
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1 && CYTHON_USE_UNICODE_INTERNALS
#define __Pyx_PyDict_GetItemStr(dict, name)  _PyDict_GetItem_KnownHash(dict, name, ((PyASCIIObject *) name)->hash)
#else
#define __Pyx_PyDict_GetItemStr(dict, name)  PyDict_GetItem(dict, name)
#endif
#if PY_VERSION_HEX > 0x03030000 && defined(PyUnicode_KIND)
  #define CYTHON_PEP393_ENABLED 1
  #define __Pyx_PyUnicode_READY(op)       (likely(PyUnicode_IS_READY(op)) ?\
                                              0 : _PyUnicode_Ready((PyObject *)(op)))
  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GET_LENGTH(u)
  #define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_READ_CHAR(u, i)
  #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u)   PyUnicode_MAX_CHAR_VALUE(u)
  #define __Pyx_PyUnicode_KIND(u)         PyUnicode_KIND(u)
  #define __Pyx_PyUnicode_DATA(u)         PyUnicode_DATA(u)
  #define __Pyx_PyUnicode_READ(k, d, i)   PyUnicode_READ(k, d, i)
  #define __Pyx_PyUnicode_WRITE(k, d, i, ch)  PyUnicode_WRITE(k, d, i, ch)
  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u)))
#else
  #define CYTHON_PEP393_ENABLED 0
  #define PyUnicode_1BYTE_KIND  1
  #define PyUnicode_2BYTE_KIND  2
  #define PyUnicode_4BYTE_KIND  4
  #define __Pyx_PyUnicode_READY(op)       (0)
  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GET_SIZE(u)
  #define __Pyx_PyUnicode_READ_CHAR(u, i) ((Py_UCS4)(PyUnicode_AS_UNICODE(u)[i]))
  #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u)   ((sizeof(Py_UNICODE) == 2) ? 65535 : 1114111)
  #define __Pyx_PyUnicode_KIND(u)         (sizeof(Py_UNICODE))
  #define __Pyx_PyUnicode_DATA(u)         ((void*)PyUnicode_AS_UNICODE(u))
  #define __Pyx_PyUnicode_READ(k, d, i)   ((void)(k), (Py_UCS4)(((Py_UNICODE*)d)[i]))
  #define __Pyx_PyUnicode_WRITE(k, d, i, ch)  (((void)(k)), ((Py_UNICODE*)d)[i] = ch)
  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != PyUnicode_GET_SIZE(u))
#endif
#if CYTHON_COMPILING_IN_PYPY
  #define __Pyx_PyUnicode_Concat(a, b)      PyNumber_Add(a, b)
  #define __Pyx_PyUnicode_ConcatSafe(a, b)  PyNumber_Add(a, b)
#else
  #define __Pyx_PyUnicode_Concat(a, b)      PyUnicode_Concat(a, b)
  #define __Pyx_PyUnicode_ConcatSafe(a, b)  ((unlikely((a) == Py_None) || unlikely((b) == Py_None)) ?\
      PyNumber_Add(a, b) : __Pyx_PyUnicode_Concat(a, b))
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyUnicode_Contains)
  #define PyUnicode_Contains(u, s)  PySequence_Contains(u, s)
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyByteArray_Check)
  #define PyByteArray_Check(obj)  PyObject_TypeCheck(obj, &PyByteArray_Type)
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Format)
  #define PyObject_Format(obj, fmt)  PyObject_CallMethod(obj, "__format__", "O", fmt)
#endif
#define __Pyx_PyString_FormatSafe(a, b)   ((unlikely((a) == Py_None)) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
#define __Pyx_PyUnicode_FormatSafe(a, b)  ((unlikely((a) == Py_None)) ? PyNumber_Remainder(a, b) : PyUnicode_Format(a, b))
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyString_Format(a, b)  PyUnicode_Format(a, b)
#else
  #define __Pyx_PyString_Format(a, b)  PyString_Format(a, b)
#endif
#if PY_MAJOR_VERSION < 3 && !defined(PyObject_ASCII)
  #define PyObject_ASCII(o)            PyObject_Repr(o)
#endif
#if PY_MAJOR_VERSION >= 3
  #define PyBaseString_Type            PyUnicode_Type
  #define PyStringObject               PyUnicodeObject
  #define PyString_Type                PyUnicode_Type
  #define PyString_Check               PyUnicode_Check
  #define PyString_CheckExact          PyUnicode_CheckExact
#endif
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj)
  #define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj)
#else
  #define __Pyx_PyBaseString_Check(obj) (PyString_Check(obj) || PyUnicode_Check(obj))
  #define __Pyx_PyBaseString_CheckExact(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj))
#endif
#ifndef PySet_CheckExact
  #define PySet_CheckExact(obj)        (Py_TYPE(obj) == &PySet_Type)
#endif
#if CYTHON_ASSUME_SAFE_MACROS
  #define __Pyx_PySequence_SIZE(seq)  Py_SIZE(seq)
#else
  #define __Pyx_PySequence_SIZE(seq)  PySequence_Size(seq)
#endif
#if PY_MAJOR_VERSION >= 3
  #define PyIntObject                  PyLongObject
  #define PyInt_Type                   PyLong_Type
  #define PyInt_Check(op)              PyLong_Check(op)
  #define PyInt_CheckExact(op)         PyLong_CheckExact(op)
  #define PyInt_FromString             PyLong_FromString
  #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
#endif
#if PY_MAJOR_VERSION >= 3
  #define PyBoolObject                 PyLongObject
#endif
#if PY_MAJOR_VERSION >= 3 && CYTHON_COMPILING_IN_PYPY
  #ifndef PyUnicode_InternFromString
    #define PyUnicode_InternFromString(s) PyUnicode_FromString(s)
  #endif
#endif
#if PY_VERSION_HEX < 0x030200A4
  typedef long Py_hash_t;
  #define __Pyx_PyInt_FromHash_t PyInt_FromLong
  #define __Pyx_PyInt_AsHash_t   PyInt_AsLong
#else
  #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
  #define __Pyx_PyInt_AsHash_t   PyInt_AsSsize_t
#endif
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : (Py_INCREF(func), func))
#else
  #define __Pyx_PyMethod_New(func, self, klass) PyMethod_New(func, self, klass)
#endif
#if CYTHON_USE_ASYNC_SLOTS
  #if PY_VERSION_HEX >= 0x030500B1
    #define __Pyx_PyAsyncMethodsStruct PyAsyncMethods
    #define __Pyx_PyType_AsAsync(obj) (Py_TYPE(obj)->tp_as_async)
  #else
    #define __Pyx_PyType_AsAsync(obj) ((__Pyx_PyAsyncMethodsStruct*) (Py_TYPE(obj)->tp_reserved))
  #endif
#else
  #define __Pyx_PyType_AsAsync(obj) NULL
#endif
#ifndef __Pyx_PyAsyncMethodsStruct
    typedef struct {
        unaryfunc am_await;
        unaryfunc am_aiter;
        unaryfunc am_anext;
    } __Pyx_PyAsyncMethodsStruct;
#endif

#if defined(WIN32) || defined(MS_WINDOWS)
  #define _USE_MATH_DEFINES
#endif
#include <math.h>
#ifdef NAN
#define __PYX_NAN() ((float) NAN)
#else
static CYTHON_INLINE float __PYX_NAN() {
  float value;
  memset(&value, 0xFF, sizeof(value));
  return value;
}
#endif
#if defined(__CYGWIN__) && defined(_LDBL_EQ_DBL)
#define __Pyx_truncl trunc
#else
#define __Pyx_truncl truncl
#endif


#define __PYX_ERR(f_index, lineno, Ln_error) \
{ \
  __pyx_filename = __pyx_f[f_index]; __pyx_lineno = lineno; __pyx_clineno = __LINE__; goto Ln_error; \
}

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

#define __PYX_HAVE__pypore__event_finder
#define __PYX_HAVE_API__pypore__event_finder
/* Early includes */
#include <string.h>
#include <stdio.h>
#include "numpy/arrayobject.h"
#include "numpy/ufuncobject.h"
#include <math.h>
#include "pythread.h"
#ifdef _OPENMP
#include <omp.h>
#endif /* _OPENMP */

#if defined(PYREX_WITHOUT_ASSERTIONS) && !defined(CYTHON_WITHOUT_ASSERTIONS)
#define CYTHON_WITHOUT_ASSERTIONS
#endif

typedef struct {PyObject **p; const 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_uchar_cast(c) ((unsigned char)c)
#define __Pyx_long_cast(x) ((long)x)
#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)))  )
#if defined (__cplusplus) && __cplusplus >= 201103L
    #include <cstdlib>
    #define __Pyx_sst_abs(value) std::abs(value)
#elif SIZEOF_INT >= SIZEOF_SIZE_T
    #define __Pyx_sst_abs(value) abs(value)
#elif SIZEOF_LONG >= SIZEOF_SIZE_T
    #define __Pyx_sst_abs(value) labs(value)
#elif defined (_MSC_VER)
    #define __Pyx_sst_abs(value) ((Py_ssize_t)_abs64(value))
#elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define __Pyx_sst_abs(value) llabs(value)
#elif defined (__GNUC__)
    #define __Pyx_sst_abs(value) __builtin_llabs(value)
#else
    #define __Pyx_sst_abs(value) ((value<0) ? -value : value)
#endif
static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject*);
static CYTHON_INLINE const 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_PyBytes_AsWritableString(s)     ((char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsWritableSString(s)    ((signed char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsWritableUString(s)    ((unsigned char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsString(s)     ((const char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsSString(s)    ((const signed char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsUString(s)    ((const unsigned char*) PyBytes_AS_STRING(s))
#define __Pyx_PyObject_AsWritableString(s)    ((char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsWritableSString(s)    ((signed char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsWritableUString(s)    ((unsigned char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsSString(s)    ((const signed char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsUString(s)    ((const unsigned char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_FromCString(s)  __Pyx_PyObject_FromString((const char*)s)
#define __Pyx_PyBytes_FromCString(s)   __Pyx_PyBytes_FromString((const char*)s)
#define __Pyx_PyByteArray_FromCString(s)   __Pyx_PyByteArray_FromString((const char*)s)
#define __Pyx_PyStr_FromCString(s)     __Pyx_PyStr_FromString((const char*)s)
#define __Pyx_PyUnicode_FromCString(s) __Pyx_PyUnicode_FromString((const char*)s)
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);
}
#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_NewRef(obj) (Py_INCREF(obj), obj)
#define __Pyx_Owned_Py_None(b) __Pyx_NewRef(Py_None)
#define __Pyx_PyBool_FromLong(b) ((b) ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False))
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x);
#define __Pyx_PySequence_Tuple(obj)\
    (likely(PyTuple_CheckExact(obj)) ? __Pyx_NewRef(obj) : PySequence_Tuple(obj))
static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t);
#if CYTHON_ASSUME_SAFE_MACROS
#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
#define __Pyx_PyNumber_Int(x) (PyLong_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Long(x))
#else
#define __Pyx_PyNumber_Int(x) (PyInt_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Int(x))
#endif
#define __Pyx_PyNumber_Float(x) (PyFloat_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Float(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*) "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 CYTHON_INLINE void __Pyx_pretend_to_initialize(void* ptr) { (void)ptr; }

static PyObject *__pyx_m = NULL;
static PyObject *__pyx_d;
static PyObject *__pyx_b;
static PyObject *__pyx_cython_runtime;
static PyObject *__pyx_empty_tuple;
static PyObject *__pyx_empty_bytes;
static PyObject *__pyx_empty_unicode;
static int __pyx_lineno;
static int __pyx_clineno = 0;
static const char * __pyx_cfilenm= __FILE__;
static const char *__pyx_filename;

/* Header.proto */
#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[] = {
  "event_finder.pyx",
  "stringsource",
  "__init__.pxd",
  "type.pxd",
  "bool.pxd",
  "complex.pxd",
  "i_o/abstract_reader.pxd",
  "strategies/baseline_strategy.pxd",
  "strategies/threshold_strategy.pxd",
};
/* BufferFormatStructs.proto */
#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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":730
 * # 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":731
 * 
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":732
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":733
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":737
 * #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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":738
 * 
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":739
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":740
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":744
 * #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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":745
 * 
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":754
 * # 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":755
 * # 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":756
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":758
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":759
 * 
 * ctypedef npy_ulong      uint_t
 * ctypedef npy_ulonglong  ulong_t             # <<<<<<<<<<<<<<
 * ctypedef npy_ulonglong  ulonglong_t
 * 
 */
typedef npy_ulonglong __pyx_t_5numpy_ulong_t;

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":760
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":762
 * ctypedef npy_ulonglong  ulonglong_t
 * 
 * ctypedef npy_intp       intp_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uintp      uintp_t
 * 
 */
typedef npy_intp __pyx_t_5numpy_intp_t;

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":763
 * 
 * ctypedef npy_intp       intp_t
 * ctypedef npy_uintp      uintp_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_double     float_t
 */
typedef npy_uintp __pyx_t_5numpy_uintp_t;

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":765
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":766
 * 
 * ctypedef npy_double     float_t
 * ctypedef npy_double     double_t             # <<<<<<<<<<<<<<
 * ctypedef npy_longdouble longdouble_t
 * 
 */
typedef npy_double __pyx_t_5numpy_double_t;

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":767
 * 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;
/* Declarations.proto */
#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    typedef ::std::complex< float > __pyx_t_float_complex;
  #else
    typedef float _Complex __pyx_t_float_complex;
  #endif
#else
    typedef struct { float real, imag; } __pyx_t_float_complex;
#endif
static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float, float);

/* Declarations.proto */
#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    typedef ::std::complex< double > __pyx_t_double_complex;
  #else
    typedef double _Complex __pyx_t_double_complex;
  #endif
#else
    typedef struct { double real, imag; } __pyx_t_double_complex;
#endif
static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);


/*--- 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":769
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":770
 * 
 * ctypedef npy_cfloat      cfloat_t
 * ctypedef npy_cdouble     cdouble_t             # <<<<<<<<<<<<<<
 * ctypedef npy_clongdouble clongdouble_t
 * 
 */
typedef npy_cdouble __pyx_t_5numpy_cdouble_t;

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":771
 * 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/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":773
 * 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;

/* --- Runtime support code (head) --- */
/* Refnanny.proto */
#ifndef CYTHON_REFNANNY
  #define CYTHON_REFNANNY 0
#endif
#if CYTHON_REFNANNY
  typedef struct {
    void (*INCREF)(void*, PyObject*, int);
    void (*DECREF)(void*, PyObject*, int);
    void (*GOTREF)(void*, PyObject*, int);
    void (*GIVEREF)(void*, PyObject*, int);
    void* (*SetupContext)(const char*, int, const char*);
    void (*FinishContext)(void**);
  } __Pyx_RefNannyAPIStruct;
  static __Pyx_RefNannyAPIStruct *__Pyx_RefNanny = NULL;
  static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname);
  #define __Pyx_RefNannyDeclarations void *__pyx_refnanny = NULL;
#ifdef WITH_THREAD
  #define __Pyx_RefNannySetupContext(name, acquire_gil)\
          if (acquire_gil) {\
              PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();\
              __pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__);\
              PyGILState_Release(__pyx_gilstate_save);\
          } else {\
              __pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__);\
          }
#else
  #define __Pyx_RefNannySetupContext(name, acquire_gil)\
          __pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__)
#endif
  #define __Pyx_RefNannyFinishContext()\
          __Pyx_RefNanny->FinishContext(&__pyx_refnanny)
  #define __Pyx_INCREF(r)  __Pyx_RefNanny->INCREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_DECREF(r)  __Pyx_RefNanny->DECREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_GOTREF(r)  __Pyx_RefNanny->GOTREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_GIVEREF(r) __Pyx_RefNanny->GIVEREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_XINCREF(r)  do { if((r) != NULL) {__Pyx_INCREF(r); }} while(0)
  #define __Pyx_XDECREF(r)  do { if((r) != NULL) {__Pyx_DECREF(r); }} while(0)
  #define __Pyx_XGOTREF(r)  do { if((r) != NULL) {__Pyx_GOTREF(r); }} while(0)
  #define __Pyx_XGIVEREF(r) do { if((r) != NULL) {__Pyx_GIVEREF(r);}} while(0)
#else
  #define __Pyx_RefNannyDeclarations
  #define __Pyx_RefNannySetupContext(name, acquire_gil)
  #define __Pyx_RefNannyFinishContext()
  #define __Pyx_INCREF(r) Py_INCREF(r)
  #define __Pyx_DECREF(r) Py_DECREF(r)
  #define __Pyx_GOTREF(r)
  #define __Pyx_GIVEREF(r)
  #define __Pyx_XINCREF(r) Py_XINCREF(r)
  #define __Pyx_XDECREF(r) Py_XDECREF(r)
  #define __Pyx_XGOTREF(r)
  #define __Pyx_XGIVEREF(r)
#endif
#define __Pyx_XDECREF_SET(r, v) do {\
        PyObject *tmp = (PyObject *) r;\
        r = v; __Pyx_XDECREF(tmp);\
    } while (0)
#define __Pyx_DECREF_SET(r, v) do {\
        PyObject *tmp = (PyObject *) r;\
        r = v; __Pyx_DECREF(tmp);\
    } while (0)
#define __Pyx_CLEAR(r)    do { PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);} while(0)
#define __Pyx_XCLEAR(r)   do { if((r) != NULL) {PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);}} while(0)

/* PyObjectGetAttrStr.proto */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name);
#else
#define __Pyx_PyObject_GetAttrStr(o,n) PyObject_GetAttr(o,n)
#endif

/* GetBuiltinName.proto */
static PyObject *__Pyx_GetBuiltinName(PyObject *name);

/* GetModuleGlobalName.proto */
static CYTHON_INLINE PyObject *__Pyx_GetModuleGlobalName(PyObject *name);

/* PyObjectCall.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw);
#else
#define __Pyx_PyObject_Call(func, arg, kw) PyObject_Call(func, arg, kw)
#endif

/* ExtTypeTest.proto */
static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type);

/* IsLittleEndian.proto */
static CYTHON_INLINE int __Pyx_Is_Little_Endian(void);

/* BufferFormatCheck.proto */
static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts);
static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
                              __Pyx_BufFmt_StackElem* stack,
                              __Pyx_TypeInfo* type);

/* BufferGetAndValidate.proto */
#define __Pyx_GetBufferAndValidate(buf, obj, dtype, flags, nd, cast, stack)\
    ((obj == Py_None || obj == NULL) ?\
    (__Pyx_ZeroBuffer(buf), 0) :\
    __Pyx__GetBufferAndValidate(buf, obj, dtype, flags, nd, cast, stack))
static int  __Pyx__GetBufferAndValidate(Py_buffer* buf, PyObject* obj,
    __Pyx_TypeInfo* dtype, int flags, int nd, int cast, __Pyx_BufFmt_StackElem* stack);
static void __Pyx_ZeroBuffer(Py_buffer* buf);
static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info);
static Py_ssize_t __Pyx_minusones[] = { -1, -1, -1, -1, -1, -1, -1, -1 };
static Py_ssize_t __Pyx_zeros[] = { 0, 0, 0, 0, 0, 0, 0, 0 };

/* GetItemInt.proto */
#define __Pyx_GetItemInt(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
    __Pyx_GetItemInt_Fast(o, (Py_ssize_t)i, is_list, wraparound, boundscheck) :\
    (is_list ? (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL) :\
               __Pyx_GetItemInt_Generic(o, to_py_func(i))))
#define __Pyx_GetItemInt_List(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
    __Pyx_GetItemInt_List_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) :\
    (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL))
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
                                                              int wraparound, int boundscheck);
#define __Pyx_GetItemInt_Tuple(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
    __Pyx_GetItemInt_Tuple_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) :\
    (PyErr_SetString(PyExc_IndexError, "tuple index out of range"), (PyObject*)NULL))
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
                                                              int wraparound, int boundscheck);
static PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j);
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i,
                                                     int is_list, int wraparound, int boundscheck);

/* SliceObject.proto */
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, int wraparound);

/* BufferFallbackError.proto */
static void __Pyx_RaiseBufferFallbackError(void);

/* ObjectGetItem.proto */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PyObject *__Pyx_PyObject_GetItem(PyObject *obj, PyObject* key);
#else
#define __Pyx_PyObject_GetItem(obj, key)  PyObject_GetItem(obj, key)
#endif

/* PyThreadStateGet.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyThreadState_declare  PyThreadState *__pyx_tstate;
#define __Pyx_PyThreadState_assign  __pyx_tstate = __Pyx_PyThreadState_Current;
#define __Pyx_PyErr_Occurred()  __pyx_tstate->curexc_type
#else
#define __Pyx_PyThreadState_declare
#define __Pyx_PyThreadState_assign
#define __Pyx_PyErr_Occurred()  PyErr_Occurred()
#endif

/* PyErrFetchRestore.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyErr_Clear() __Pyx_ErrRestore(NULL, NULL, NULL)
#define __Pyx_ErrRestoreWithState(type, value, tb)  __Pyx_ErrRestoreInState(PyThreadState_GET(), type, value, tb)
#define __Pyx_ErrFetchWithState(type, value, tb)    __Pyx_ErrFetchInState(PyThreadState_GET(), type, value, tb)
#define __Pyx_ErrRestore(type, value, tb)  __Pyx_ErrRestoreInState(__pyx_tstate, type, value, tb)
#define __Pyx_ErrFetch(type, value, tb)    __Pyx_ErrFetchInState(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_PyErr_SetNone(exc) (Py_INCREF(exc), __Pyx_ErrRestore((exc), NULL, NULL))
#else
#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
#endif
#else
#define __Pyx_PyErr_Clear() PyErr_Clear()
#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
#define __Pyx_ErrRestoreWithState(type, value, tb)  PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetchWithState(type, value, tb)  PyErr_Fetch(type, value, tb)
#define __Pyx_ErrRestoreInState(tstate, type, value, tb)  PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetchInState(tstate, type, value, tb)  PyErr_Fetch(type, value, tb)
#define __Pyx_ErrRestore(type, value, tb)  PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetch(type, value, tb)  PyErr_Fetch(type, value, tb)
#endif

/* RaiseArgTupleInvalid.proto */
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);

/* RaiseDoubleKeywords.proto */
static void __Pyx_RaiseDoubleKeywordsError(const char* func_name, PyObject* kw_name);

/* ParseKeywords.proto */
static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject **argnames[],\
    PyObject *kwds2, PyObject *values[], Py_ssize_t num_pos_args,\
    const char* function_name);

/* PyCFunctionFastCall.proto */
#if CYTHON_FAST_PYCCALL
static CYTHON_INLINE PyObject *__Pyx_PyCFunction_FastCall(PyObject *func, PyObject **args, Py_ssize_t nargs);
#else
#define __Pyx_PyCFunction_FastCall(func, args, nargs)  (assert(0), NULL)
#endif

/* PyFunctionFastCall.proto */
#if CYTHON_FAST_PYCALL
#define __Pyx_PyFunction_FastCall(func, args, nargs)\
    __Pyx_PyFunction_FastCallDict((func), (args), (nargs), NULL)
#if 1 || PY_VERSION_HEX < 0x030600B1
static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, int nargs, PyObject *kwargs);
#else
#define __Pyx_PyFunction_FastCallDict(func, args, nargs, kwargs) _PyFunction_FastCallDict(func, args, nargs, kwargs)
#endif
#endif

/* PyObjectCallMethO.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg);
#endif

/* PyObjectCallOneArg.proto */
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg);

/* PyObjectCallNoArg.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func);
#else
#define __Pyx_PyObject_CallNoArg(func) __Pyx_PyObject_Call(func, __pyx_empty_tuple, NULL)
#endif

/* PyObjectCallMethod0.proto */
static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name);

/* pop.proto */
static CYTHON_INLINE PyObject* __Pyx__PyObject_Pop(PyObject* L);
#if CYTHON_USE_PYLIST_INTERNALS && CYTHON_ASSUME_SAFE_MACROS
static CYTHON_INLINE PyObject* __Pyx_PyList_Pop(PyObject* L);
#define __Pyx_PyObject_Pop(L) (likely(PyList_CheckExact(L)) ?\
    __Pyx_PyList_Pop(L) : __Pyx__PyObject_Pop(L))
#else
#define __Pyx_PyList_Pop(L)  __Pyx__PyObject_Pop(L)
#define __Pyx_PyObject_Pop(L)  __Pyx__PyObject_Pop(L)
#endif

/* UnpackUnboundCMethod.proto */
typedef struct {
    PyObject *type;
    PyObject **method_name;
    PyCFunction func;
    PyObject *method;
    int flag;
} __Pyx_CachedCFunction;

/* CallUnboundCMethod0.proto */
static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self);
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_CallUnboundCMethod0(cfunc, self)\
    (likely((cfunc)->func) ?\
        (likely((cfunc)->flag == METH_NOARGS) ?  (*((cfunc)->func))(self, NULL) :\
         (PY_VERSION_HEX >= 0x030600B1 && likely((cfunc)->flag == METH_FASTCALL) ?\
            (PY_VERSION_HEX >= 0x030700A0 ?\
                (*(__Pyx_PyCFunctionFast)(cfunc)->func)(self, &__pyx_empty_tuple, 0) :\
                (*(__Pyx_PyCFunctionFastWithKeywords)(cfunc)->func)(self, &__pyx_empty_tuple, 0, NULL)) :\
          (PY_VERSION_HEX >= 0x030700A0 && (cfunc)->flag == (METH_FASTCALL | METH_KEYWORDS) ?\
            (*(__Pyx_PyCFunctionFastWithKeywords)(cfunc)->func)(self, &__pyx_empty_tuple, 0, NULL) :\
            (likely((cfunc)->flag == (METH_VARARGS | METH_KEYWORDS)) ?  ((*(PyCFunctionWithKeywords)(cfunc)->func)(self, __pyx_empty_tuple, NULL)) :\
               ((cfunc)->flag == METH_VARARGS ?  (*((cfunc)->func))(self, __pyx_empty_tuple) :\
               __Pyx__CallUnboundCMethod0(cfunc, self)))))) :\
        __Pyx__CallUnboundCMethod0(cfunc, self))
#else
#define __Pyx_CallUnboundCMethod0(cfunc, self)  __Pyx__CallUnboundCMethod0(cfunc, self)
#endif

/* ListAppend.proto */
#if CYTHON_USE_PYLIST_INTERNALS && CYTHON_ASSUME_SAFE_MACROS
static CYTHON_INLINE int __Pyx_PyList_Append(PyObject* list, PyObject* x) {
    PyListObject* L = (PyListObject*) list;
    Py_ssize_t len = Py_SIZE(list);
    if (likely(L->allocated > len) & likely(len > (L->allocated >> 1))) {
        Py_INCREF(x);
        PyList_SET_ITEM(list, len, x);
        Py_SIZE(list) = len+1;
        return 0;
    }
    return PyList_Append(list, x);
}
#else
#define __Pyx_PyList_Append(L,x) PyList_Append(L,x)
#endif

/* PyObjectCallMethod1.proto */
static PyObject* __Pyx_PyObject_CallMethod1(PyObject* obj, PyObject* method_name, PyObject* arg);
static PyObject* __Pyx__PyObject_CallMethod1(PyObject* method, PyObject* arg);

/* append.proto */
static CYTHON_INLINE int __Pyx_PyObject_Append(PyObject* L, PyObject* x);

/* StringJoin.proto */
#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))
#else
#define __Pyx_PyString_Join PyUnicode_Join
#define __Pyx_PyBaseString_Join PyUnicode_Join
#endif
#if CYTHON_COMPILING_IN_CPYTHON
    #if PY_MAJOR_VERSION < 3
    #define __Pyx_PyBytes_Join _PyString_Join
    #else
    #define __Pyx_PyBytes_Join _PyBytes_Join
    #endif
#else
static CYTHON_INLINE PyObject* __Pyx_PyBytes_Join(PyObject* sep, PyObject* values);
#endif

/* BufferIndexError.proto */
static void __Pyx_RaiseBufferIndexError(int axis);

#define __Pyx_BufPtrStrided1d(type, buf, i0, s0) (type)((char*)buf + i0 * s0)
/* SliceObject.proto */
#define __Pyx_PyObject_DelSlice(obj, cstart, cstop, py_start, py_stop, py_slice, has_cstart, has_cstop, wraparound)\
    __Pyx_PyObject_SetSlice(obj, (PyObject*)NULL, cstart, cstop, py_start, py_stop, py_slice, has_cstart, has_cstop, wraparound)
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, int wraparound);

/* PyIntBinop.proto */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_AddObjC(PyObject *op1, PyObject *op2, long intval, int inplace);
#else
#define __Pyx_PyInt_AddObjC(op1, op2, intval, inplace)\
    (inplace ? PyNumber_InPlaceAdd(op1, op2) : PyNumber_Add(op1, op2))
#endif

/* None.proto */
static CYTHON_INLINE long __Pyx_mod_long(long, long);

/* DelItemInt.proto */
#define __Pyx_DelItemInt(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
    __Pyx_DelItemInt_Fast(o, (Py_ssize_t)i, is_list, wraparound) :\
    (is_list ? (PyErr_SetString(PyExc_IndexError, "list assignment index out of range"), -1) :\
               __Pyx_DelItem_Generic(o, to_py_func(i))))
static int __Pyx_DelItem_Generic(PyObject *o, PyObject *j);
static CYTHON_INLINE int __Pyx_DelItemInt_Fast(PyObject *o, Py_ssize_t i,
                                               int is_list, int wraparound);

/* PyObjectSetAttrStr.proto */
#if CYTHON_USE_TYPE_SLOTS
#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);
#else
#define __Pyx_PyObject_DelAttrStr(o,n)   PyObject_DelAttr(o,n)
#define __Pyx_PyObject_SetAttrStr(o,n,v) PyObject_SetAttr(o,n,v)
#endif

/* PyErrExceptionMatches.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyErr_ExceptionMatches(err) __Pyx_PyErr_ExceptionMatchesInState(__pyx_tstate, err)
static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err);
#else
#define __Pyx_PyErr_ExceptionMatches(err)  PyErr_ExceptionMatches(err)
#endif

/* GetAttr.proto */
static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *, PyObject *);

/* GetAttr3.proto */
static CYTHON_INLINE PyObject *__Pyx_GetAttr3(PyObject *, PyObject *, PyObject *);

/* Import.proto */
static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);

/* ImportFrom.proto */
static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name);

/* RaiseException.proto */
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause);

/* HasAttr.proto */
static CYTHON_INLINE int __Pyx_HasAttr(PyObject *, PyObject *);

/* DictGetItem.proto */
#if PY_MAJOR_VERSION >= 3 && !CYTHON_COMPILING_IN_PYPY
static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key);
#define __Pyx_PyObject_Dict_GetItem(obj, name)\
    (likely(PyDict_CheckExact(obj)) ?\
     __Pyx_PyDict_GetItem(obj, name) : PyObject_GetItem(obj, name))
#else
#define __Pyx_PyDict_GetItem(d, key) PyObject_GetItem(d, key)
#define __Pyx_PyObject_Dict_GetItem(obj, name)  PyObject_GetItem(obj, name)
#endif

/* RaiseTooManyValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);

/* RaiseNeedMoreValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);

/* RaiseNoneIterError.proto */
static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);

/* SaveResetException.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_ExceptionSave(type, value, tb)  __Pyx__ExceptionSave(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#define __Pyx_ExceptionReset(type, value, tb)  __Pyx__ExceptionReset(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
#else
#define __Pyx_ExceptionSave(type, value, tb)   PyErr_GetExcInfo(type, value, tb)
#define __Pyx_ExceptionReset(type, value, tb)  PyErr_SetExcInfo(type, value, tb)
#endif

/* GetException.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_GetException(type, value, tb)  __Pyx__GetException(__pyx_tstate, type, value, tb)
static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#else
static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb);
#endif

/* PyObject_GenericGetAttrNoDict.proto */
#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
static CYTHON_INLINE PyObject* __Pyx_PyObject_GenericGetAttrNoDict(PyObject* obj, PyObject* attr_name);
#else
#define __Pyx_PyObject_GenericGetAttrNoDict PyObject_GenericGetAttr
#endif

/* PyObject_GenericGetAttr.proto */
#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
static PyObject* __Pyx_PyObject_GenericGetAttr(PyObject* obj, PyObject* attr_name);
#else
#define __Pyx_PyObject_GenericGetAttr PyObject_GenericGetAttr
#endif

/* SetupReduce.proto */
static int __Pyx_setup_reduce(PyObject* type_obj);

/* GetVTable.proto */
static void* __Pyx_GetVtable(PyObject *dict);

/* CLineInTraceback.proto */
#ifdef CYTHON_CLINE_IN_TRACEBACK
#define __Pyx_CLineForTraceback(tstate, c_line)  (((CYTHON_CLINE_IN_TRACEBACK)) ? c_line : 0)
#else
static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line);
#endif

/* CodeObjectCache.proto */
typedef struct {
    PyCodeObject* code_object;
    int code_line;
} __Pyx_CodeObjectCacheEntry;
struct __Pyx_CodeObjectCache {
    int count;
    int max_count;
    __Pyx_CodeObjectCacheEntry* entries;
};
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);

/* AddTraceback.proto */
static void __Pyx_AddTraceback(const char *funcname, int c_line,
                               int py_line, const char *filename);

/* BufferStructDeclare.proto */
typedef struct {
  Py_ssize_t shape, strides, suboffsets;
} __Pyx_Buf_DimInfo;
typedef struct {
  size_t refcount;
  Py_buffer pybuffer;
} __Pyx_Buffer;
typedef struct {
  __Pyx_Buffer *rcbuffer;
  char *data;
  __Pyx_Buf_DimInfo diminfo[8];
} __Pyx_LocalBuf_ND;

#if PY_MAJOR_VERSION < 3
    static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags);
    static void __Pyx_ReleaseBuffer(Py_buffer *view);
#else
    #define __Pyx_GetBuffer PyObject_GetBuffer
    #define __Pyx_ReleaseBuffer PyBuffer_Release
#endif


/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value);

/* Print.proto */
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;
#endif

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_long(unsigned long value);

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_int(unsigned int value);

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);

/* RealImag.proto */
#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    #define __Pyx_CREAL(z) ((z).real())
    #define __Pyx_CIMAG(z) ((z).imag())
  #else
    #define __Pyx_CREAL(z) (__real__(z))
    #define __Pyx_CIMAG(z) (__imag__(z))
  #endif
#else
    #define __Pyx_CREAL(z) ((z).real)
    #define __Pyx_CIMAG(z) ((z).imag)
#endif
#if defined(__cplusplus) && CYTHON_CCOMPLEX\
        && (defined(_WIN32) || defined(__clang__) || (defined(__GNUC__) && (__GNUC__ >= 5 || __GNUC__ == 4 && __GNUC_MINOR__ >= 4 )) || __cplusplus >= 201103)
    #define __Pyx_SET_CREAL(z,x) ((z).real(x))
    #define __Pyx_SET_CIMAG(z,y) ((z).imag(y))
#else
    #define __Pyx_SET_CREAL(z,x) __Pyx_CREAL(z) = (x)
    #define __Pyx_SET_CIMAG(z,y) __Pyx_CIMAG(z) = (y)
#endif

/* Arithmetic.proto */
#if CYTHON_CCOMPLEX
    #define __Pyx_c_eq_float(a, b)   ((a)==(b))
    #define __Pyx_c_sum_float(a, b)  ((a)+(b))
    #define __Pyx_c_diff_float(a, b) ((a)-(b))
    #define __Pyx_c_prod_float(a, b) ((a)*(b))
    #define __Pyx_c_quot_float(a, b) ((a)/(b))
    #define __Pyx_c_neg_float(a)     (-(a))
  #ifdef __cplusplus
    #define __Pyx_c_is_zero_float(z) ((z)==(float)0)
    #define __Pyx_c_conj_float(z)    (::std::conj(z))
    #if 1
        #define __Pyx_c_abs_float(z)     (::std::abs(z))
        #define __Pyx_c_pow_float(a, b)  (::std::pow(a, b))
    #endif
  #else
    #define __Pyx_c_is_zero_float(z) ((z)==0)
    #define __Pyx_c_conj_float(z)    (conjf(z))
    #if 1
        #define __Pyx_c_abs_float(z)     (cabsf(z))
        #define __Pyx_c_pow_float(a, b)  (cpowf(a, b))
    #endif
 #endif
#else
    static CYTHON_INLINE int __Pyx_c_eq_float(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sum_float(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_diff_float(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prod_float(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_neg_float(__pyx_t_float_complex);
    static CYTHON_INLINE int __Pyx_c_is_zero_float(__pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conj_float(__pyx_t_float_complex);
    #if 1
        static CYTHON_INLINE float __Pyx_c_abs_float(__pyx_t_float_complex);
        static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_pow_float(__pyx_t_float_complex, __pyx_t_float_complex);
    #endif
#endif

/* Arithmetic.proto */
#if CYTHON_CCOMPLEX
    #define __Pyx_c_eq_double(a, b)   ((a)==(b))
    #define __Pyx_c_sum_double(a, b)  ((a)+(b))
    #define __Pyx_c_diff_double(a, b) ((a)-(b))
    #define __Pyx_c_prod_double(a, b) ((a)*(b))
    #define __Pyx_c_quot_double(a, b) ((a)/(b))
    #define __Pyx_c_neg_double(a)     (-(a))
  #ifdef __cplusplus
    #define __Pyx_c_is_zero_double(z) ((z)==(double)0)
    #define __Pyx_c_conj_double(z)    (::std::conj(z))
    #if 1
        #define __Pyx_c_abs_double(z)     (::std::abs(z))
        #define __Pyx_c_pow_double(a, b)  (::std::pow(a, b))
    #endif
  #else
    #define __Pyx_c_is_zero_double(z) ((z)==0)
    #define __Pyx_c_conj_double(z)    (conj(z))
    #if 1
        #define __Pyx_c_abs_double(z)     (cabs(z))
        #define __Pyx_c_pow_double(a, b)  (cpow(a, b))
    #endif
 #endif
#else
    static CYTHON_INLINE int __Pyx_c_eq_double(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum_double(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff_double(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod_double(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg_double(__pyx_t_double_complex);
    static CYTHON_INLINE int __Pyx_c_is_zero_double(__pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj_double(__pyx_t_double_complex);
    #if 1
        static CYTHON_INLINE double __Pyx_c_abs_double(__pyx_t_double_complex);
        static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow_double(__pyx_t_double_complex, __pyx_t_double_complex);
    #endif
#endif

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_enum__NPY_TYPES(enum NPY_TYPES value);

/* CIntFromPy.proto */
static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);

/* CIntFromPy.proto */
static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);

/* CIntFromPy.proto */
static CYTHON_INLINE unsigned int __Pyx_PyInt_As_unsigned_int(PyObject *);

/* CIntFromPy.proto */
static CYTHON_INLINE unsigned long __Pyx_PyInt_As_unsigned_long(PyObject *);

/* PrintOne.proto */
static int __Pyx_PrintOne(PyObject* stream, PyObject *o);

/* FastTypeChecks.proto */
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_TypeCheck(obj, type) __Pyx_IsSubtype(Py_TYPE(obj), (PyTypeObject *)type)
static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject *type);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2);
#else
#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
#define __Pyx_PyErr_GivenExceptionMatches(err, type) PyErr_GivenExceptionMatches(err, type)
#define __Pyx_PyErr_GivenExceptionMatches2(err, type1, type2) (PyErr_GivenExceptionMatches(err, type1) || PyErr_GivenExceptionMatches(err, type2))
#endif
#define __Pyx_PyException_Check(obj) __Pyx_TypeCheck(obj, PyExc_Exception)

/* CheckBinaryVersion.proto */
static int __Pyx_check_binary_version(void);

/* PyIdentifierFromString.proto */
#if !defined(__Pyx_PyIdentifier_FromString)
#if PY_MAJOR_VERSION < 3
  #define __Pyx_PyIdentifier_FromString(s) PyString_FromString(s)
#else
  #define __Pyx_PyIdentifier_FromString(s) PyUnicode_FromString(s)
#endif
#endif

/* ModuleImport.proto */
static PyObject *__Pyx_ImportModule(const char *name);

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

/* InitStrings.proto */
static int __Pyx_InitStrings(__Pyx_StringTabEntry *t);


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

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

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

/* Module declarations from '__builtin__' */

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

/* 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 'cpython.object' */

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

/* 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 '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 PyObject *__pyx_f_6pypore_12event_finder___pyx_unpickle_Parameters__set_state(struct __pyx_obj_6pypore_12event_finder_Parameters *, PyObject *); /*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"
extern int __pyx_module_is_main_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_builtin_ImportError;
static const char __pyx_k_d[] = "d";
static const char __pyx_k_i[] = "i";
static const char __pyx_k_n[] = "n";
static const char __pyx_k_w[] = "w";
static const char __pyx_k__2[] = "";
static const char __pyx_k__4[] = "\r";
static const char __pyx_k_ed[] = "ed";
static const char __pyx_k_h5[] = ".h5";
static const char __pyx_k_np[] = "np";
static const char __pyx_k_os[] = "os";
static const char __pyx_k__29[] = "*";
static const char __pyx_k_end[] = "end";
static const char __pyx_k_max[] = "max";
static const char __pyx_k_min[] = "min";
static const char __pyx_k_new[] = "__new__";
static const char __pyx_k_now[] = "now";
static const char __pyx_k_pop[] = "pop";
static const char __pyx_k_sys[] = "sys";
static const char __pyx_k_Done[] = "Done";
static const char __pyx_k_ceil[] = "ceil";
static const char __pyx_k_data[] = "data";
static const char __pyx_k_dict[] = "__dict__";
static const char __pyx_k_file[] = "file";
static const char __pyx_k_join[] = "join";
static const char __pyx_k_main[] = "__main__";
static const char __pyx_k_mode[] = "mode";
static const char __pyx_k_name[] = "__name__";
static const char __pyx_k_pipe[] = "pipe";
static const char __pyx_k_root[] = "root";
static const char __pyx_k_send[] = "send";
static const char __pyx_k_size[] = "size";
static const char __pyx_k_test[] = "__test__";
static const char __pyx_k_time[] = "time";
static const char __pyx_k_DTYPE[] = "DTYPE";
static const char __pyx_k_attrs[] = "attrs";
static const char __pyx_k_close[] = "close";
static const char __pyx_k_debug[] = "debug";
static const char __pyx_k_dtype[] = "dtype";
static const char __pyx_k_finfo[] = "finfo";
static const char __pyx_k_float[] = "float";
static const char __pyx_k_flush[] = "flush";
static const char __pyx_k_numpy[] = "numpy";
static const char __pyx_k_print[] = "print";
static const char __pyx_k_range[] = "range";
static const char __pyx_k_write[] = "write";
static const char __pyx_k_zeros[] = "zeros";
static const char __pyx_k_Events[] = "_Events_";
static const char __pyx_k_append[] = "append";
static const char __pyx_k_events[] = "events";
static const char __pyx_k_h5file[] = "h5file";
static const char __pyx_k_import[] = "__import__";
static const char __pyx_k_levels[] = "levels";
static const char __pyx_k_pickle[] = "pickle";
static const char __pyx_k_reader[] = "reader";
static const char __pyx_k_reduce[] = "__reduce__";
static const char __pyx_k_remove[] = "remove";
static const char __pyx_k_stdout[] = "stdout";
static const char __pyx_k_uint32[] = "uint32";
static const char __pyx_k_update[] = "update";
static const char __pyx_k_xrange[] = "xrange";
static const char __pyx_k_seconds[] = "seconds";
static const char __pyx_k_baseline[] = "baseline";
static const char __pyx_k_datetime[] = "datetime";
static const char __pyx_k_getstate[] = "__getstate__";
static const char __pyx_k_n_points[] = "n_points";
static const char __pyx_k_pyx_type[] = "__pyx_type";
static const char __pyx_k_raw_data[] = "raw_data";
static const char __pyx_k_setstate[] = "__setstate__";
static const char __pyx_k_strftime[] = "strftime";
static const char __pyx_k_enumerate[] = "enumerate";
static const char __pyx_k_open_file[] = "open_file";
static const char __pyx_k_pyx_state[] = "__pyx_state";
static const char __pyx_k_reduce_ex[] = "__reduce_ex__";
static const char __pyx_k_timedelta[] = "timedelta";
static const char __pyx_k_ValueError[] = "ValueError";
static const char __pyx_k_data_cache[] = "data_cache";
static const char __pyx_k_eventCount[] = "eventCount";
static const char __pyx_k_eventTable[] = "eventTable";
static const char __pyx_k_n_channels[] = "n_channels";
static const char __pyx_k_parameters[] = "parameters";
static const char __pyx_k_pypore_i_o[] = "pypore.i_o";
static const char __pyx_k_pyx_result[] = "__pyx_result";
static const char __pyx_k_pyx_vtable[] = "__pyx_vtable__";
static const char __pyx_k_ImportError[] = "ImportError";
static const char __pyx_k_PickleError[] = "PickleError";
static const char __pyx_k_find_events[] = "find_events";
static const char __pyx_k_sample_rate[] = "sample_rate";
static const char __pyx_k_status_text[] = "status_text";
static const char __pyx_k_DTYPE_UINT32[] = "DTYPE_UINT32";
static const char __pyx_k_RuntimeError[] = "RuntimeError";
static const char __pyx_k_Y_m_d__H_M_S[] = "%Y%m%d_%H%M%S";
static const char __pyx_k_append_event[] = "append_event";
static const char __pyx_k_dataFilename[] = "dataFilename";
static const char __pyx_k_pyx_checksum[] = "__pyx_checksum";
static const char __pyx_k_should_close[] = "should_close";
static const char __pyx_k_stringsource[] = "stringsource";
static const char __pyx_k_level_lengths[] = "level_lengths";
static const char __pyx_k_reduce_cython[] = "__reduce_cython__";
static const char __pyx_k_maxEventLength[] = "maxEventLength";
static const char __pyx_k_save_file_name[] = "save_file_name";
static const char __pyx_k_event_databases[] = "event_databases";
static const char __pyx_k_pyx_PickleError[] = "__pyx_PickleError";
static const char __pyx_k_save_file_names[] = "save_file_names";
static const char __pyx_k_setstate_cython[] = "__setstate_cython__";
static const char __pyx_k_event_finder_pyx[] = "event_finder.pyx";
static const char __pyx_k_max_event_length[] = "max_event_length";
static const char __pyx_k_min_event_length[] = "min_event_length";
static const char __pyx_k_baseline_strategy[] = "baseline_strategy";
static const char __pyx_k_database_filename[] = "database_filename";
static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
static const char __pyx_k_threshold_negative[] = "threshold_negative";
static const char __pyx_k_threshold_positive[] = "threshold_positive";
static const char __pyx_k_threshold_strategy[] = "threshold_strategy";
static const char __pyx_k_pypore_event_finder[] = "pypore.event_finder";
static const char __pyx_k_find_events_line_577[] = "find_events (line 577)";
static const char __pyx_k_detect_negative_events[] = "detect_negative_events";
static const char __pyx_k_detect_positive_events[] = "detect_positive_events";
static const char __pyx_k_pyx_unpickle_Parameters[] = "__pyx_unpickle_Parameters";
static const char __pyx_k_AdaptiveBaselineStrategy[] = "AdaptiveBaselineStrategy";
static const char __pyx_k_filetypes_event_database[] = "filetypes.event_database";
static const char __pyx_k_get_reader_from_filename[] = "get_reader_from_filename";
static const char __pyx_k_NoiseBasedThresholdStrategy[] = "NoiseBasedThresholdStrategy";
static const char __pyx_k_ndarray_is_not_C_contiguous[] = "ndarray is not C contiguous";
static const char __pyx_k_Not_enough_data_points_in_file[] = "Not enough data points in file.";
static const char __pyx_k_Created_on_Aug_19_2013_author_p[] = "\nCreated on Aug 19, 2013\n\n@author: `@parkin`_\n";
static const char __pyx_k_numpy_core_multiarray_failed_to[] = "numpy.core.multiarray failed to import";
static const 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 const char __pyx_k_unknown_dtype_code_in_numpy_pxd[] = "unknown dtype code in numpy.pxd (%d)";
static const 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 const char __pyx_k_Format_string_allocated_too_shor[] = "Format string allocated too short, see comment in numpy.pxd";
static const char __pyx_k_Incompatible_checksums_s_vs_0xe3[] = "Incompatible checksums (%s vs 0xe3a5308 = (baseline_strategy, detect_negative_events, detect_positive_events, max_event_length, min_event_length, threshold_strategy))";
static const char __pyx_k_Non_native_byte_order_not_suppor[] = "Non-native byte order not supported";
static const char __pyx_k_ndarray_is_not_Fortran_contiguou[] = "ndarray is not Fortran contiguous";
static const char __pyx_k_numpy_core_umath_failed_to_impor[] = "numpy.core.umath failed to import";
static const char __pyx_k_pypore_strategies_adaptive_basel[] = "pypore.strategies.adaptive_baseline_strategy";
static const char __pyx_k_pypore_strategies_noise_based_th[] = "pypore.strategies.noise_based_threshold_strategy";
static const char __pyx_k_Format_string_allocated_too_shor_2[] = "Format string allocated too short.";
static PyObject *__pyx_n_s_AdaptiveBaselineStrategy;
static PyObject *__pyx_n_s_DTYPE;
static PyObject *__pyx_n_s_DTYPE_UINT32;
static PyObject *__pyx_n_s_Done;
static PyObject *__pyx_kp_s_Event_Count_d_Percent_Done_2f_Ra;
static PyObject *__pyx_n_s_Events;
static PyObject *__pyx_kp_u_Format_string_allocated_too_shor;
static PyObject *__pyx_kp_u_Format_string_allocated_too_shor_2;
static PyObject *__pyx_n_s_ImportError;
static PyObject *__pyx_kp_s_Incompatible_checksums_s_vs_0xe3;
static PyObject *__pyx_n_s_NoiseBasedThresholdStrategy;
static PyObject *__pyx_kp_u_Non_native_byte_order_not_suppor;
static PyObject *__pyx_kp_s_Not_enough_data_points_in_file;
static PyObject *__pyx_n_s_PickleError;
static PyObject *__pyx_n_s_RuntimeError;
static PyObject *__pyx_n_s_ValueError;
static PyObject *__pyx_kp_s_Y_m_d__H_M_S;
static PyObject *__pyx_kp_s__2;
static PyObject *__pyx_n_s__29;
static PyObject *__pyx_kp_s__4;
static PyObject *__pyx_n_s_append;
static PyObject *__pyx_n_s_append_event;
static PyObject *__pyx_n_s_attrs;
static PyObject *__pyx_n_s_baseline;
static PyObject *__pyx_n_s_baseline_strategy;
static PyObject *__pyx_n_s_ceil;
static PyObject *__pyx_n_s_cline_in_traceback;
static PyObject *__pyx_n_s_close;
static PyObject *__pyx_n_s_d;
static PyObject *__pyx_n_s_data;
static PyObject *__pyx_n_s_dataFilename;
static PyObject *__pyx_n_s_data_cache;
static PyObject *__pyx_n_s_database_filename;
static PyObject *__pyx_n_s_datetime;
static PyObject *__pyx_n_s_debug;
static PyObject *__pyx_n_s_detect_negative_events;
static PyObject *__pyx_n_s_detect_positive_events;
static PyObject *__pyx_n_s_dict;
static PyObject *__pyx_n_s_dtype;
static PyObject *__pyx_n_s_ed;
static PyObject *__pyx_n_s_end;
static PyObject *__pyx_n_s_enumerate;
static PyObject *__pyx_n_s_eventCount;
static PyObject *__pyx_n_s_eventTable;
static PyObject *__pyx_n_s_event_databases;
static PyObject *__pyx_kp_s_event_finder_pyx;
static PyObject *__pyx_n_s_events;
static PyObject *__pyx_n_s_file;
static PyObject *__pyx_n_s_filetypes_event_database;
static PyObject *__pyx_n_s_find_events;
static PyObject *__pyx_kp_u_find_events_line_577;
static PyObject *__pyx_n_s_finfo;
static PyObject *__pyx_n_s_float;
static PyObject *__pyx_n_s_flush;
static PyObject *__pyx_n_s_get_reader_from_filename;
static PyObject *__pyx_n_s_getstate;
static PyObject *__pyx_kp_s_h5;
static PyObject *__pyx_n_s_h5file;
static PyObject *__pyx_n_s_i;
static PyObject *__pyx_n_s_import;
static PyObject *__pyx_n_s_join;
static PyObject *__pyx_n_s_level_lengths;
static PyObject *__pyx_n_s_levels;
static PyObject *__pyx_n_s_main;
static PyObject *__pyx_n_s_max;
static PyObject *__pyx_n_s_maxEventLength;
static PyObject *__pyx_n_s_max_event_length;
static PyObject *__pyx_n_s_min;
static PyObject *__pyx_n_s_min_event_length;
static PyObject *__pyx_n_s_mode;
static PyObject *__pyx_n_s_n;
static PyObject *__pyx_n_s_n_channels;
static PyObject *__pyx_n_s_n_points;
static PyObject *__pyx_n_s_name;
static PyObject *__pyx_kp_u_ndarray_is_not_C_contiguous;
static PyObject *__pyx_kp_u_ndarray_is_not_Fortran_contiguou;
static PyObject *__pyx_n_s_new;
static PyObject *__pyx_n_s_now;
static PyObject *__pyx_n_s_np;
static PyObject *__pyx_n_s_numpy;
static PyObject *__pyx_kp_s_numpy_core_multiarray_failed_to;
static PyObject *__pyx_kp_s_numpy_core_umath_failed_to_impor;
static PyObject *__pyx_n_s_open_file;
static PyObject *__pyx_n_s_os;
static PyObject *__pyx_kp_u_param_data_List_of_data_to_sear;
static PyObject *__pyx_n_s_parameters;
static PyObject *__pyx_n_s_pickle;
static PyObject *__pyx_n_s_pipe;
static PyObject *__pyx_n_s_pop;
static PyObject *__pyx_n_s_print;
static PyObject *__pyx_n_s_pypore_event_finder;
static PyObject *__pyx_n_s_pypore_i_o;
static PyObject *__pyx_n_s_pypore_strategies_adaptive_basel;
static PyObject *__pyx_n_s_pypore_strategies_noise_based_th;
static PyObject *__pyx_n_s_pyx_PickleError;
static PyObject *__pyx_n_s_pyx_checksum;
static PyObject *__pyx_n_s_pyx_result;
static PyObject *__pyx_n_s_pyx_state;
static PyObject *__pyx_n_s_pyx_type;
static PyObject *__pyx_n_s_pyx_unpickle_Parameters;
static PyObject *__pyx_n_s_pyx_vtable;
static PyObject *__pyx_n_s_range;
static PyObject *__pyx_n_s_raw_data;
static PyObject *__pyx_n_s_reader;
static PyObject *__pyx_n_s_reduce;
static PyObject *__pyx_n_s_reduce_cython;
static PyObject *__pyx_n_s_reduce_ex;
static PyObject *__pyx_n_s_remove;
static PyObject *__pyx_n_s_root;
static PyObject *__pyx_n_s_sample_rate;
static PyObject *__pyx_n_s_save_file_name;
static PyObject *__pyx_n_s_save_file_names;
static PyObject *__pyx_n_s_seconds;
static PyObject *__pyx_n_s_send;
static PyObject *__pyx_n_s_setstate;
static PyObject *__pyx_n_s_setstate_cython;
static PyObject *__pyx_n_s_should_close;
static PyObject *__pyx_n_s_size;
static PyObject *__pyx_n_s_status_text;
static PyObject *__pyx_n_s_stdout;
static PyObject *__pyx_n_s_strftime;
static PyObject *__pyx_kp_s_stringsource;
static PyObject *__pyx_n_s_sys;
static PyObject *__pyx_n_s_test;
static PyObject *__pyx_n_s_threshold_negative;
static PyObject *__pyx_n_s_threshold_positive;
static PyObject *__pyx_n_s_threshold_strategy;
static PyObject *__pyx_n_s_time;
static PyObject *__pyx_n_s_timedelta;
static PyObject *__pyx_n_s_uint32;
static PyObject *__pyx_kp_u_unknown_dtype_code_in_numpy_pxd;
static PyObject *__pyx_n_s_update;
static PyObject *__pyx_n_s_w;
static PyObject *__pyx_n_s_write;
static PyObject *__pyx_n_s_xrange;
static PyObject *__pyx_n_s_zeros;
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_10Parameters_2__reduce_cython__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_4__setstate_cython__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self, PyObject *__pyx_v___pyx_state); /* 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 PyObject *__pyx_pf_6pypore_12event_finder_4__pyx_unpickle_Parameters(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v___pyx_type, long __pyx_v___pyx_checksum, PyObject *__pyx_v___pyx_state); /* 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*/
static __Pyx_CachedCFunction __pyx_umethod_PyList_Type_pop = {0, &__pyx_n_s_pop, 0, 0, 0};
static PyObject *__pyx_float_10_;
static PyObject *__pyx_float_1_e4;
static PyObject *__pyx_int_0;
static PyObject *__pyx_int_1;
static PyObject *__pyx_int_238703368;
static PyObject *__pyx_k__17;
static PyObject *__pyx_k__18;
static PyObject *__pyx_k__19;
static PyObject *__pyx_tuple_;
static PyObject *__pyx_slice__5;
static PyObject *__pyx_slice__6;
static PyObject *__pyx_slice__8;
static PyObject *__pyx_slice__9;
static PyObject *__pyx_tuple__3;
static PyObject *__pyx_tuple__7;
static PyObject *__pyx_slice__11;
static PyObject *__pyx_slice__12;
static PyObject *__pyx_slice__14;
static PyObject *__pyx_slice__15;
static PyObject *__pyx_tuple__10;
static PyObject *__pyx_tuple__13;
static PyObject *__pyx_tuple__16;
static PyObject *__pyx_tuple__20;
static PyObject *__pyx_tuple__21;
static PyObject *__pyx_tuple__22;
static PyObject *__pyx_tuple__23;
static PyObject *__pyx_tuple__24;
static PyObject *__pyx_tuple__25;
static PyObject *__pyx_tuple__26;
static PyObject *__pyx_tuple__27;
static PyObject *__pyx_tuple__28;
static PyObject *__pyx_tuple__30;
static PyObject *__pyx_tuple__32;
static PyObject *__pyx_codeobj__31;
static PyObject *__pyx_codeobj__33;
/* Late includes */

/* "pypore/event_finder.pyx":41
 * ctypedef np.uint32_t DTYPE_UINT32_t
 * 
 * cdef np.ndarray[DTYPE_t] _get_data_range(data_cache, long i, long n):             # <<<<<<<<<<<<<<
 *     """
 *     returns [i,n)
 */

static PyArrayObject *__pyx_f_6pypore_12event_finder__get_data_range(PyObject *__pyx_v_data_cache, long __pyx_v_i, long __pyx_v_n) {
  PyArrayObject *__pyx_v_res = 0;
  long __pyx_v_res_spot;
  long __pyx_v_l;
  long __pyx_v_nn;
  long __pyx_v_spot;
  PyArrayObject *__pyx_v_cache = 0;
  int __pyx_v_q;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_cache;
  __Pyx_Buffer __pyx_pybuffer_cache;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_res;
  __Pyx_Buffer __pyx_pybuffer_res;
  PyArrayObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyArrayObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  long __pyx_t_7;
  int __pyx_t_8;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  PyObject *__pyx_t_11 = NULL;
  Py_ssize_t __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  PyArrayObject *__pyx_t_14 = NULL;
  int __pyx_t_15;
  int __pyx_t_16;
  __Pyx_RefNannySetupContext("_get_data_range", 0);
  __pyx_pybuffer_res.pybuffer.buf = NULL;
  __pyx_pybuffer_res.refcount = 0;
  __pyx_pybuffernd_res.data = NULL;
  __pyx_pybuffernd_res.rcbuffer = &__pyx_pybuffer_res;
  __pyx_pybuffer_cache.pybuffer.buf = NULL;
  __pyx_pybuffer_cache.refcount = 0;
  __pyx_pybuffernd_cache.data = NULL;
  __pyx_pybuffernd_cache.rcbuffer = &__pyx_pybuffer_cache;

  /* "pypore/event_finder.pyx":47
 *     cdef np.ndarray[DTYPE_t,
 *                     negative_indices = False,
 *                     mode = 'c'] res = np.zeros(n - i, dtype=DTYPE)             # <<<<<<<<<<<<<<
 *     cdef long res_spot = 0, l, nn
 *     # do we need to include points from the old data
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 47, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_zeros); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 47, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyInt_From_long((__pyx_v_n - __pyx_v_i)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 47, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 47, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 47, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 47, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_4) < 0) __PYX_ERR(0, 47, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_3, __pyx_t_1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 47, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (!(likely(((__pyx_t_4) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_4, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 47, __pyx_L1_error)
  __pyx_t_5 = ((PyArrayObject *)__pyx_t_4);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_res.rcbuffer->pybuffer, (PyObject*)__pyx_t_5, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_C_CONTIGUOUS, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_res = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_res.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 45, __pyx_L1_error)
    } else {__pyx_pybuffernd_res.diminfo[0].strides = __pyx_pybuffernd_res.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_res.diminfo[0].shape = __pyx_pybuffernd_res.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_5 = 0;
  __pyx_v_res = ((PyArrayObject *)__pyx_t_4);
  __pyx_t_4 = 0;

  /* "pypore/event_finder.pyx":48
 *                     negative_indices = False,
 *                     mode = 'c'] res = np.zeros(n - i, dtype=DTYPE)
 *     cdef long res_spot = 0, l, nn             # <<<<<<<<<<<<<<
 *     # do we need to include points from the old data
 *     # (eg. for raw event points)
 */
  __pyx_v_res_spot = 0;

  /* "pypore/event_finder.pyx":51
 *     # do we need to include points from the old data
 *     # (eg. for raw event points)
 *     if i < 0:             # <<<<<<<<<<<<<<
 *         l = data_cache[0].size
 *         # Is the range totally within the old data
 */
  __pyx_t_6 = ((__pyx_v_i < 0) != 0);
  if (__pyx_t_6) {

    /* "pypore/event_finder.pyx":52
 *     # (eg. for raw event points)
 *     if i < 0:
 *         l = data_cache[0].size             # <<<<<<<<<<<<<<
 *         # Is the range totally within the old data
 *         if n <= 0:
 */
    __pyx_t_4 = __Pyx_GetItemInt(__pyx_v_data_cache, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 52, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_size); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 52, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_7 = __Pyx_PyInt_As_long(__pyx_t_1); if (unlikely((__pyx_t_7 == (long)-1) && PyErr_Occurred())) __PYX_ERR(0, 52, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_v_l = __pyx_t_7;

    /* "pypore/event_finder.pyx":54
 *         l = data_cache[0].size
 *         # Is the range totally within the old data
 *         if n <= 0:             # <<<<<<<<<<<<<<
 *             res = data_cache[0][l + i:l + n]
 *             return res
 */
    __pyx_t_6 = ((__pyx_v_n <= 0) != 0);
    if (__pyx_t_6) {

      /* "pypore/event_finder.pyx":55
 *         # Is the range totally within the old data
 *         if n <= 0:
 *             res = data_cache[0][l + i:l + n]             # <<<<<<<<<<<<<<
 *             return res
 *         res[0:-i] = data_cache[0][l + i:l]
 */
      __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_data_cache, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 55, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_4 = __Pyx_PyObject_GetSlice(__pyx_t_1, (__pyx_v_l + __pyx_v_i), (__pyx_v_l + __pyx_v_n), NULL, NULL, NULL, 1, 1, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 55, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      if (!(likely(((__pyx_t_4) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_4, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 55, __pyx_L1_error)
      __pyx_t_5 = ((PyArrayObject *)__pyx_t_4);
      {
        __Pyx_BufFmt_StackElem __pyx_stack[1];
        __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_res.rcbuffer->pybuffer);
        __pyx_t_8 = __Pyx_GetBufferAndValidate(&__pyx_pybuffernd_res.rcbuffer->pybuffer, (PyObject*)__pyx_t_5, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_C_CONTIGUOUS, 1, 0, __pyx_stack);
        if (unlikely(__pyx_t_8 < 0)) {
          PyErr_Fetch(&__pyx_t_9, &__pyx_t_10, &__pyx_t_11);
          if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_res.rcbuffer->pybuffer, (PyObject*)__pyx_v_res, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_C_CONTIGUOUS, 1, 0, __pyx_stack) == -1)) {
            Py_XDECREF(__pyx_t_9); Py_XDECREF(__pyx_t_10); Py_XDECREF(__pyx_t_11);
            __Pyx_RaiseBufferFallbackError();
          } else {
            PyErr_Restore(__pyx_t_9, __pyx_t_10, __pyx_t_11);
          }
          __pyx_t_9 = __pyx_t_10 = __pyx_t_11 = 0;
        }
        __pyx_pybuffernd_res.diminfo[0].strides = __pyx_pybuffernd_res.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_res.diminfo[0].shape = __pyx_pybuffernd_res.rcbuffer->pybuffer.shape[0];
        if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(0, 55, __pyx_L1_error)
      }
      __pyx_t_5 = 0;
      __Pyx_DECREF_SET(__pyx_v_res, ((PyArrayObject *)__pyx_t_4));
      __pyx_t_4 = 0;

      /* "pypore/event_finder.pyx":56
 *         if n <= 0:
 *             res = data_cache[0][l + i:l + n]
 *             return res             # <<<<<<<<<<<<<<
 *         res[0:-i] = data_cache[0][l + i:l]
 *         res_spot -= i
 */
      __Pyx_XDECREF(((PyObject *)__pyx_r));
      __Pyx_INCREF(((PyObject *)__pyx_v_res));
      __pyx_r = ((PyArrayObject *)__pyx_v_res);
      goto __pyx_L0;

      /* "pypore/event_finder.pyx":54
 *         l = data_cache[0].size
 *         # Is the range totally within the old data
 *         if n <= 0:             # <<<<<<<<<<<<<<
 *             res = data_cache[0][l + i:l + n]
 *             return res
 */
    }

    /* "pypore/event_finder.pyx":57
 *             res = data_cache[0][l + i:l + n]
 *             return res
 *         res[0:-i] = data_cache[0][l + i:l]             # <<<<<<<<<<<<<<
 *         res_spot -= i
 *         i = 0
 */
    __pyx_t_4 = __Pyx_GetItemInt(__pyx_v_data_cache, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 57, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_1 = __Pyx_PyObject_GetSlice(__pyx_t_4, (__pyx_v_l + __pyx_v_i), __pyx_v_l, NULL, NULL, NULL, 1, 1, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 57, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_4 = __Pyx_PyInt_From_long((-__pyx_v_i)); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 57, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_3 = PySlice_New(__pyx_int_0, __pyx_t_4, Py_None); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 57, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    if (unlikely(PyObject_SetItem(((PyObject *)__pyx_v_res), __pyx_t_3, __pyx_t_1) < 0)) __PYX_ERR(0, 57, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "pypore/event_finder.pyx":58
 *             return res
 *         res[0:-i] = data_cache[0][l + i:l]
 *         res_spot -= i             # <<<<<<<<<<<<<<
 *         i = 0
 *     cdef long spot = 0
 */
    __pyx_v_res_spot = (__pyx_v_res_spot - __pyx_v_i);

    /* "pypore/event_finder.pyx":59
 *         res[0:-i] = data_cache[0][l + i:l]
 *         res_spot -= i
 *         i = 0             # <<<<<<<<<<<<<<
 *     cdef long spot = 0
 *     cdef np.ndarray[DTYPE_t] cache
 */
    __pyx_v_i = 0;

    /* "pypore/event_finder.pyx":51
 *     # do we need to include points from the old data
 *     # (eg. for raw event points)
 *     if i < 0:             # <<<<<<<<<<<<<<
 *         l = data_cache[0].size
 *         # Is the range totally within the old data
 */
  }

  /* "pypore/event_finder.pyx":60
 *         res_spot -= i
 *         i = 0
 *     cdef long spot = 0             # <<<<<<<<<<<<<<
 *     cdef np.ndarray[DTYPE_t] cache
 *     cdef int q = 0
 */
  __pyx_v_spot = 0;

  /* "pypore/event_finder.pyx":62
 *     cdef long spot = 0
 *     cdef np.ndarray[DTYPE_t] cache
 *     cdef int q = 0             # <<<<<<<<<<<<<<
 *     for q in xrange(len(data_cache) - 1):
 *         cache = data_cache[q + 1]
 */
  __pyx_v_q = 0;

  /* "pypore/event_finder.pyx":63
 *     cdef np.ndarray[DTYPE_t] cache
 *     cdef int q = 0
 *     for q in xrange(len(data_cache) - 1):             # <<<<<<<<<<<<<<
 *         cache = data_cache[q + 1]
 *         nn = cache.size
 */
  __pyx_t_12 = PyObject_Length(__pyx_v_data_cache); if (unlikely(__pyx_t_12 == ((Py_ssize_t)-1))) __PYX_ERR(0, 63, __pyx_L1_error)
  __pyx_t_13 = (__pyx_t_12 - 1);
  __pyx_t_12 = __pyx_t_13;
  for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_12; __pyx_t_8+=1) {
    __pyx_v_q = __pyx_t_8;

    /* "pypore/event_finder.pyx":64
 *     cdef int q = 0
 *     for q in xrange(len(data_cache) - 1):
 *         cache = data_cache[q + 1]             # <<<<<<<<<<<<<<
 *         nn = cache.size
 *         # if all the rest of the data is in this cache
 */
    __pyx_t_7 = (__pyx_v_q + 1);
    __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_data_cache, __pyx_t_7, long, 1, __Pyx_PyInt_From_long, 0, 1, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 64, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 64, __pyx_L1_error)
    __pyx_t_14 = ((PyArrayObject *)__pyx_t_1);
    {
      __Pyx_BufFmt_StackElem __pyx_stack[1];
      __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_cache.rcbuffer->pybuffer);
      __pyx_t_15 = __Pyx_GetBufferAndValidate(&__pyx_pybuffernd_cache.rcbuffer->pybuffer, (PyObject*)__pyx_t_14, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack);
      if (unlikely(__pyx_t_15 < 0)) {
        PyErr_Fetch(&__pyx_t_11, &__pyx_t_10, &__pyx_t_9);
        if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_cache.rcbuffer->pybuffer, (PyObject*)__pyx_v_cache, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {
          Py_XDECREF(__pyx_t_11); Py_XDECREF(__pyx_t_10); Py_XDECREF(__pyx_t_9);
          __Pyx_RaiseBufferFallbackError();
        } else {
          PyErr_Restore(__pyx_t_11, __pyx_t_10, __pyx_t_9);
        }
        __pyx_t_11 = __pyx_t_10 = __pyx_t_9 = 0;
      }
      __pyx_pybuffernd_cache.diminfo[0].strides = __pyx_pybuffernd_cache.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_cache.diminfo[0].shape = __pyx_pybuffernd_cache.rcbuffer->pybuffer.shape[0];
      if (unlikely(__pyx_t_15 < 0)) __PYX_ERR(0, 64, __pyx_L1_error)
    }
    __pyx_t_14 = 0;
    __Pyx_XDECREF_SET(__pyx_v_cache, ((PyArrayObject *)__pyx_t_1));
    __pyx_t_1 = 0;

    /* "pypore/event_finder.pyx":65
 *     for q in xrange(len(data_cache) - 1):
 *         cache = data_cache[q + 1]
 *         nn = cache.size             # <<<<<<<<<<<<<<
 *         # if all the rest of the data is in this cache
 *         # add it to the end of the result and return
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_cache), __pyx_n_s_size); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 65, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_7 = __Pyx_PyInt_As_long(__pyx_t_1); if (unlikely((__pyx_t_7 == (long)-1) && PyErr_Occurred())) __PYX_ERR(0, 65, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_v_nn = __pyx_t_7;

    /* "pypore/event_finder.pyx":68
 *         # if all the rest of the data is in this cache
 *         # add it to the end of the result and return
 *         if i >= spot and n <= spot + nn:             # <<<<<<<<<<<<<<
 *             res[res_spot:] = cache[i - spot:n - spot]
 *             break
 */
    __pyx_t_16 = ((__pyx_v_i >= __pyx_v_spot) != 0);
    if (__pyx_t_16) {
    } else {
      __pyx_t_6 = __pyx_t_16;
      goto __pyx_L8_bool_binop_done;
    }
    __pyx_t_16 = ((__pyx_v_n <= (__pyx_v_spot + __pyx_v_nn)) != 0);
    __pyx_t_6 = __pyx_t_16;
    __pyx_L8_bool_binop_done:;
    if (__pyx_t_6) {

      /* "pypore/event_finder.pyx":69
 *         # add it to the end of the result and return
 *         if i >= spot and n <= spot + nn:
 *             res[res_spot:] = cache[i - spot:n - spot]             # <<<<<<<<<<<<<<
 *             break
 *         # else we must need to visit more caches
 */
      __pyx_t_1 = __Pyx_PyInt_From_long((__pyx_v_i - __pyx_v_spot)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 69, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_3 = __Pyx_PyInt_From_long((__pyx_v_n - __pyx_v_spot)); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 69, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PySlice_New(__pyx_t_1, __pyx_t_3, Py_None); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 69, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_3 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_cache), __pyx_t_4); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 69, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_4 = __Pyx_PyInt_From_long(__pyx_v_res_spot); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 69, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_1 = PySlice_New(__pyx_t_4, Py_None, Py_None); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 69, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      if (unlikely(PyObject_SetItem(((PyObject *)__pyx_v_res), __pyx_t_1, __pyx_t_3) < 0)) __PYX_ERR(0, 69, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

      /* "pypore/event_finder.pyx":70
 *         if i >= spot and n <= spot + nn:
 *             res[res_spot:] = cache[i - spot:n - spot]
 *             break             # <<<<<<<<<<<<<<
 *         # else we must need to visit more caches
 *         elif i < spot + nn:
 */
      goto __pyx_L6_break;

      /* "pypore/event_finder.pyx":68
 *         # if all the rest of the data is in this cache
 *         # add it to the end of the result and return
 *         if i >= spot and n <= spot + nn:             # <<<<<<<<<<<<<<
 *             res[res_spot:] = cache[i - spot:n - spot]
 *             break
 */
    }

    /* "pypore/event_finder.pyx":72
 *             break
 *         # else we must need to visit more caches
 *         elif i < spot + nn:             # <<<<<<<<<<<<<<
 *             res[res_spot:res_spot + nn - (i - spot)] = cache[i - spot:]
 *             res_spot += nn - (i - spot)
 */
    __pyx_t_6 = ((__pyx_v_i < (__pyx_v_spot + __pyx_v_nn)) != 0);
    if (__pyx_t_6) {

      /* "pypore/event_finder.pyx":73
 *         # else we must need to visit more caches
 *         elif i < spot + nn:
 *             res[res_spot:res_spot + nn - (i - spot)] = cache[i - spot:]             # <<<<<<<<<<<<<<
 *             res_spot += nn - (i - spot)
 *             i = spot + nn
 */
      __pyx_t_3 = __Pyx_PyInt_From_long((__pyx_v_i - __pyx_v_spot)); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 73, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_1 = PySlice_New(__pyx_t_3, Py_None, Py_None); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 73, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_3 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_cache), __pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 73, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_1 = __Pyx_PyInt_From_long(__pyx_v_res_spot); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 73, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_4 = __Pyx_PyInt_From_long(((__pyx_v_res_spot + __pyx_v_nn) - (__pyx_v_i - __pyx_v_spot))); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 73, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_2 = PySlice_New(__pyx_t_1, __pyx_t_4, Py_None); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 73, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      if (unlikely(PyObject_SetItem(((PyObject *)__pyx_v_res), __pyx_t_2, __pyx_t_3) < 0)) __PYX_ERR(0, 73, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

      /* "pypore/event_finder.pyx":74
 *         elif i < spot + nn:
 *             res[res_spot:res_spot + nn - (i - spot)] = cache[i - spot:]
 *             res_spot += nn - (i - spot)             # <<<<<<<<<<<<<<
 *             i = spot + nn
 *         spot += nn
 */
      __pyx_v_res_spot = (__pyx_v_res_spot + (__pyx_v_nn - (__pyx_v_i - __pyx_v_spot)));

      /* "pypore/event_finder.pyx":75
 *             res[res_spot:res_spot + nn - (i - spot)] = cache[i - spot:]
 *             res_spot += nn - (i - spot)
 *             i = spot + nn             # <<<<<<<<<<<<<<
 *         spot += nn
 *     return res
 */
      __pyx_v_i = (__pyx_v_spot + __pyx_v_nn);

      /* "pypore/event_finder.pyx":72
 *             break
 *         # else we must need to visit more caches
 *         elif i < spot + nn:             # <<<<<<<<<<<<<<
 *             res[res_spot:res_spot + nn - (i - spot)] = cache[i - spot:]
 *             res_spot += nn - (i - spot)
 */
    }

    /* "pypore/event_finder.pyx":76
 *             res_spot += nn - (i - spot)
 *             i = spot + nn
 *         spot += nn             # <<<<<<<<<<<<<<
 *     return res
 * 
 */
    __pyx_v_spot = (__pyx_v_spot + __pyx_v_nn);
  }
  __pyx_L6_break:;

  /* "pypore/event_finder.pyx":77
 *             i = spot + nn
 *         spot += nn
 *     return res             # <<<<<<<<<<<<<<
 * 
 * cpdef np.ndarray[DTYPE_t] _get_data_range_test_wrapper(data_cache, long i, long n):
 */
  __Pyx_XDECREF(((PyObject *)__pyx_r));
  __Pyx_INCREF(((PyObject *)__pyx_v_res));
  __pyx_r = ((PyArrayObject *)__pyx_v_res);
  goto __pyx_L0;

  /* "pypore/event_finder.pyx":41
 * ctypedef np.uint32_t DTYPE_UINT32_t
 * 
 * cdef np.ndarray[DTYPE_t] _get_data_range(data_cache, long i, long n):             # <<<<<<<<<<<<<<
 *     """
 *     returns [i,n)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_cache.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_res.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pypore.event_finder._get_data_range", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_cache.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_res.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF((PyObject *)__pyx_v_res);
  __Pyx_XDECREF((PyObject *)__pyx_v_cache);
  __Pyx_XGIVEREF((PyObject *)__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pypore/event_finder.pyx":79
 *     return res
 * 
 * cpdef np.ndarray[DTYPE_t] _get_data_range_test_wrapper(data_cache, long i, long n):             # <<<<<<<<<<<<<<
 *     """
 *     Just a wrapper so the python unittests can call :py:func:`_get_data_range`.
 */

static PyObject *__pyx_pw_6pypore_12event_finder_1_get_data_range_test_wrapper(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyArrayObject *__pyx_f_6pypore_12event_finder__get_data_range_test_wrapper(PyObject *__pyx_v_data_cache, long __pyx_v_i, long __pyx_v_n, CYTHON_UNUSED int __pyx_skip_dispatch) {
  PyArrayObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("_get_data_range_test_wrapper", 0);

  /* "pypore/event_finder.pyx":83
 *     Just a wrapper so the python unittests can call :py:func:`_get_data_range`.
 *     """
 *     return _get_data_range(data_cache, i, n)             # <<<<<<<<<<<<<<
 * 
 * cdef _lazy_load_find_events(AbstractReader reader, Parameters parameters, object pipe=None, h5file=None,
 */
  __Pyx_XDECREF(((PyObject *)__pyx_r));
  __pyx_t_1 = ((PyObject *)__pyx_f_6pypore_12event_finder__get_data_range(__pyx_v_data_cache, __pyx_v_i, __pyx_v_n)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 83, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = ((PyArrayObject *)__pyx_t_1);
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "pypore/event_finder.pyx":79
 *     return res
 * 
 * cpdef np.ndarray[DTYPE_t] _get_data_range_test_wrapper(data_cache, long i, long n):             # <<<<<<<<<<<<<<
 *     """
 *     Just a wrapper so the python unittests can call :py:func:`_get_data_range`.
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pypore.event_finder._get_data_range_test_wrapper", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF((PyObject *)__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pypore_12event_finder_1_get_data_range_test_wrapper(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_6pypore_12event_finder__get_data_range_test_wrapper[] = "\n    Just a wrapper so the python unittests can call :py:func:`_get_data_range`.\n    ";
static PyObject *__pyx_pw_6pypore_12event_finder_1_get_data_range_test_wrapper(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_data_cache = 0;
  long __pyx_v_i;
  long __pyx_v_n;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_get_data_range_test_wrapper (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_data_cache,&__pyx_n_s_i,&__pyx_n_s_n,0};
    PyObject* values[3] = {0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_data_cache)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_i)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("_get_data_range_test_wrapper", 1, 3, 3, 1); __PYX_ERR(0, 79, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("_get_data_range_test_wrapper", 1, 3, 3, 2); __PYX_ERR(0, 79, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "_get_data_range_test_wrapper") < 0)) __PYX_ERR(0, 79, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
    }
    __pyx_v_data_cache = values[0];
    __pyx_v_i = __Pyx_PyInt_As_long(values[1]); if (unlikely((__pyx_v_i == (long)-1) && PyErr_Occurred())) __PYX_ERR(0, 79, __pyx_L3_error)
    __pyx_v_n = __Pyx_PyInt_As_long(values[2]); if (unlikely((__pyx_v_n == (long)-1) && PyErr_Occurred())) __PYX_ERR(0, 79, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("_get_data_range_test_wrapper", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 79, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pypore.event_finder._get_data_range_test_wrapper", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pypore_12event_finder__get_data_range_test_wrapper(__pyx_self, __pyx_v_data_cache, __pyx_v_i, __pyx_v_n);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

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) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("_get_data_range_test_wrapper", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = ((PyObject *)__pyx_f_6pypore_12event_finder__get_data_range_test_wrapper(__pyx_v_data_cache, __pyx_v_i, __pyx_v_n, 0)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 79, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pypore.event_finder._get_data_range_test_wrapper", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "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
 */

static PyObject *__pyx_f_6pypore_12event_finder__lazy_load_find_events(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *__pyx_v_reader, struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_parameters, struct __pyx_opt_args_6pypore_12event_finder__lazy_load_find_events *__pyx_optional_args) {
  PyObject *__pyx_v_pipe = ((PyObject *)Py_None);
  PyObject *__pyx_v_h5file = ((PyObject *)Py_None);

  /* "pypore/event_finder.pyx":86
 * 
 * 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
 * 
 */
  PyObject *__pyx_v_save_file_name = ((PyObject *)Py_None);
  PyObject *__pyx_v_debug = ((PyObject *)Py_False);
  unsigned int __pyx_v_event_count;
  unsigned int __pyx_v_get_blocks;
  unsigned int __pyx_v_raw_points_per_side;
  double __pyx_v_sample_rate;
  double __pyx_v_time_step;
  unsigned int __pyx_v_min_event_steps;
  unsigned int __pyx_v_max_event_steps;
  long __pyx_v_points_per_channel_total;
  struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *__pyx_v_baseline_type = 0;
  int __pyx_v_direction_positive;
  int __pyx_v_direction_negative;
  PyObject *__pyx_v_data_x = NULL;
  unsigned int __pyx_v_n_channels;
  PyArrayObject *__pyx_v_data = 0;
  unsigned long __pyx_v_n;
  CYTHON_UNUSED long __pyx_v__;
  PyObject *__pyx_v_day_time = NULL;
  unsigned long __pyx_v_max_points;
  PyObject *__pyx_v_raw_data = NULL;
  PyObject *__pyx_v_levels_matrix = NULL;
  PyObject *__pyx_v_lengths_matrix = NULL;
  double __pyx_v_data_point;
  struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *__pyx_v_threshold_type = 0;
  double __pyx_v_threshold_start;
  double __pyx_v_threshold_end;
  long __pyx_v_initialization_index;
  PyObject *__pyx_v_data_cache = NULL;
  int __pyx_v_is_event;
  int __pyx_v_was_event_positive;
  PyObject *__pyx_v_num_rows_in_event_cache = 0;
  PyArrayObject *__pyx_v_event_cache = 0;
  PyArrayObject *__pyx_v_levels_cache = 0;
  PyArrayObject *__pyx_v_level_length_cache = 0;
  PyObject *__pyx_v_event_cache_index = 0;
  unsigned long __pyx_v_i;
  unsigned long __pyx_v_event_i;
  unsigned long __pyx_v_min_index;
  unsigned long __pyx_v_prev_i;
  double __pyx_v_time1;
  double __pyx_v_time2;
  double __pyx_v_time_temp;
  unsigned long __pyx_v_event_start;
  unsigned long __pyx_v_event_end;
  CYTHON_UNUSED unsigned long __pyx_v_start_index;
  CYTHON_UNUSED unsigned long __pyx_v_end_index;
  unsigned long __pyx_v_place_in_data;
  double __pyx_v_mean_estimate;
  double __pyx_v_sn;
  double __pyx_v_sp;
  double __pyx_v_Sn;
  double __pyx_v_Sp;
  double __pyx_v_Gn;
  double __pyx_v_Gp;
  double __pyx_v_new_mean;
  double __pyx_v_var_estimate;
  unsigned int __pyx_v_n_levels;
  double __pyx_v_delta;
  unsigned long __pyx_v_min_index_p;
  unsigned long __pyx_v_min_index_n;
  double __pyx_v_float_inf;
  CYTHON_UNUSED double __pyx_v_min_Sp;
  CYTHON_UNUSED double __pyx_v_min_Sn;
  long __pyx_v_ko;
  double __pyx_v_event_area;
  double __pyx_v_current_blockage;
  int __pyx_v_cache_index;
  CYTHON_UNUSED unsigned int __pyx_v_size;
  double __pyx_v_h;
  double __pyx_v_percent_done;
  double __pyx_v_rate;
  double __pyx_v_total_rate;
  int __pyx_v_time_left;
  int __pyx_v_qq;
  int __pyx_v_cache_size;
  long __pyx_v_cache_refreshes;
  CYTHON_UNUSED double __pyx_v_temp;
  CYTHON_UNUSED long __pyx_v_temp_long;
  double __pyx_v_baseline;
  double __pyx_v_variance;
  PyArrayObject *__pyx_v_curr_data = 0;
  PyArrayObject *__pyx_v_m_levels = 0;
  PyArrayObject *__pyx_v_m_levels_length = 0;
  double __pyx_v_level_sum;
  long __pyx_v_prev_level_start;
  CYTHON_UNUSED int __pyx_v_last_event_sent;
  PyArrayObject *__pyx_v_debug_data_matrix = 0;
  PyArrayObject *__pyx_v_debug_baseline_matrix = 0;
  PyArrayObject *__pyx_v_debug_threshold_pos_matrix = 0;
  PyArrayObject *__pyx_v_debug_threshold_neg_matrix = 0;
  int __pyx_v_done;
  double __pyx_v_level_sum_minp;
  double __pyx_v_level_sum_minn;
  PyObject *__pyx_v_datas = NULL;
  PyObject *__pyx_v_data_next = NULL;
  double __pyx_v_recent_time;
  double __pyx_v_total_time;
  PyObject *__pyx_v_status_text = NULL;
  double __pyx_v_curr_time;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_curr_data;
  __Pyx_Buffer __pyx_pybuffer_curr_data;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_data;
  __Pyx_Buffer __pyx_pybuffer_data;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_debug_baseline_matrix;
  __Pyx_Buffer __pyx_pybuffer_debug_baseline_matrix;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_debug_data_matrix;
  __Pyx_Buffer __pyx_pybuffer_debug_data_matrix;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_debug_threshold_neg_matrix;
  __Pyx_Buffer __pyx_pybuffer_debug_threshold_neg_matrix;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_debug_threshold_pos_matrix;
  __Pyx_Buffer __pyx_pybuffer_debug_threshold_pos_matrix;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_event_cache;
  __Pyx_Buffer __pyx_pybuffer_event_cache;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_level_length_cache;
  __Pyx_Buffer __pyx_pybuffer_level_length_cache;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_levels_cache;
  __Pyx_Buffer __pyx_pybuffer_levels_cache;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_m_levels;
  __Pyx_Buffer __pyx_pybuffer_m_levels;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_m_levels_length;
  __Pyx_Buffer __pyx_pybuffer_m_levels_length;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  double __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  unsigned int __pyx_t_7;
  int __pyx_t_8;
  struct __pyx_opt_args_6pypore_3i_o_15abstract_reader_14AbstractReader_get_next_blocks_c __pyx_t_9;
  Py_ssize_t __pyx_t_10;
  PyArrayObject *__pyx_t_11 = NULL;
  unsigned long __pyx_t_12;
  int __pyx_t_13;
  long __pyx_t_14;
  int __pyx_t_15;
  Py_ssize_t __pyx_t_16;
  int __pyx_t_17;
  PyArrayObject *__pyx_t_18 = NULL;
  PyArrayObject *__pyx_t_19 = NULL;
  PyArrayObject *__pyx_t_20 = NULL;
  PyArrayObject *__pyx_t_21 = NULL;
  PyArrayObject *__pyx_t_22 = NULL;
  PyArrayObject *__pyx_t_23 = NULL;
  PyArrayObject *__pyx_t_24 = NULL;
  PyArrayObject *__pyx_t_25 = NULL;
  PyArrayObject *__pyx_t_26 = NULL;
  PyArrayObject *__pyx_t_27 = NULL;
  size_t __pyx_t_28;
  size_t __pyx_t_29;
  size_t __pyx_t_30;
  size_t __pyx_t_31;
  size_t __pyx_t_32;
  size_t __pyx_t_33;
  size_t __pyx_t_34;
  size_t __pyx_t_35;
  size_t __pyx_t_36;
  size_t __pyx_t_37;
  size_t __pyx_t_38;
  size_t __pyx_t_39;
  __pyx_t_6pypore_12event_finder_DTYPE_UINT32_t __pyx_t_40;
  size_t __pyx_t_41;
  size_t __pyx_t_42;
  size_t __pyx_t_43;
  size_t __pyx_t_44;
  Py_ssize_t __pyx_t_45;
  Py_ssize_t __pyx_t_46;
  Py_ssize_t __pyx_t_47;
  unsigned int __pyx_t_48;
  Py_ssize_t __pyx_t_49;
  int __pyx_t_50;
  Py_ssize_t __pyx_t_51;
  PyObject *__pyx_t_52 = NULL;
  PyObject *__pyx_t_53 = NULL;
  PyObject *__pyx_t_54 = NULL;
  PyObject *__pyx_t_55 = NULL;
  PyObject *__pyx_t_56 = NULL;
  PyObject *__pyx_t_57 = NULL;
  PyObject *__pyx_t_58 = NULL;
  PyObject *__pyx_t_59 = NULL;
  PyObject *__pyx_t_60 = NULL;
  PyObject *__pyx_t_61 = NULL;
  __Pyx_RefNannySetupContext("_lazy_load_find_events", 0);
  if (__pyx_optional_args) {
    if (__pyx_optional_args->__pyx_n > 0) {
      __pyx_v_pipe = __pyx_optional_args->pipe;
      if (__pyx_optional_args->__pyx_n > 1) {
        __pyx_v_h5file = __pyx_optional_args->h5file;
        if (__pyx_optional_args->__pyx_n > 2) {
          __pyx_v_save_file_name = __pyx_optional_args->save_file_name;
          if (__pyx_optional_args->__pyx_n > 3) {
            __pyx_v_debug = __pyx_optional_args->debug;
          }
        }
      }
    }
  }
  __Pyx_INCREF(__pyx_v_h5file);
  __Pyx_INCREF(__pyx_v_save_file_name);
  __pyx_pybuffer_data.pybuffer.buf = NULL;
  __pyx_pybuffer_data.refcount = 0;
  __pyx_pybuffernd_data.data = NULL;
  __pyx_pybuffernd_data.rcbuffer = &__pyx_pybuffer_data;
  __pyx_pybuffer_event_cache.pybuffer.buf = NULL;
  __pyx_pybuffer_event_cache.refcount = 0;
  __pyx_pybuffernd_event_cache.data = NULL;
  __pyx_pybuffernd_event_cache.rcbuffer = &__pyx_pybuffer_event_cache;
  __pyx_pybuffer_levels_cache.pybuffer.buf = NULL;
  __pyx_pybuffer_levels_cache.refcount = 0;
  __pyx_pybuffernd_levels_cache.data = NULL;
  __pyx_pybuffernd_levels_cache.rcbuffer = &__pyx_pybuffer_levels_cache;
  __pyx_pybuffer_level_length_cache.pybuffer.buf = NULL;
  __pyx_pybuffer_level_length_cache.refcount = 0;
  __pyx_pybuffernd_level_length_cache.data = NULL;
  __pyx_pybuffernd_level_length_cache.rcbuffer = &__pyx_pybuffer_level_length_cache;
  __pyx_pybuffer_curr_data.pybuffer.buf = NULL;
  __pyx_pybuffer_curr_data.refcount = 0;
  __pyx_pybuffernd_curr_data.data = NULL;
  __pyx_pybuffernd_curr_data.rcbuffer = &__pyx_pybuffer_curr_data;
  __pyx_pybuffer_m_levels.pybuffer.buf = NULL;
  __pyx_pybuffer_m_levels.refcount = 0;
  __pyx_pybuffernd_m_levels.data = NULL;
  __pyx_pybuffernd_m_levels.rcbuffer = &__pyx_pybuffer_m_levels;
  __pyx_pybuffer_m_levels_length.pybuffer.buf = NULL;
  __pyx_pybuffer_m_levels_length.refcount = 0;
  __pyx_pybuffernd_m_levels_length.data = NULL;
  __pyx_pybuffernd_m_levels_length.rcbuffer = &__pyx_pybuffer_m_levels_length;
  __pyx_pybuffer_debug_data_matrix.pybuffer.buf = NULL;
  __pyx_pybuffer_debug_data_matrix.refcount = 0;
  __pyx_pybuffernd_debug_data_matrix.data = NULL;
  __pyx_pybuffernd_debug_data_matrix.rcbuffer = &__pyx_pybuffer_debug_data_matrix;
  __pyx_pybuffer_debug_baseline_matrix.pybuffer.buf = NULL;
  __pyx_pybuffer_debug_baseline_matrix.refcount = 0;
  __pyx_pybuffernd_debug_baseline_matrix.data = NULL;
  __pyx_pybuffernd_debug_baseline_matrix.rcbuffer = &__pyx_pybuffer_debug_baseline_matrix;
  __pyx_pybuffer_debug_threshold_pos_matrix.pybuffer.buf = NULL;
  __pyx_pybuffer_debug_threshold_pos_matrix.refcount = 0;
  __pyx_pybuffernd_debug_threshold_pos_matrix.data = NULL;
  __pyx_pybuffernd_debug_threshold_pos_matrix.rcbuffer = &__pyx_pybuffer_debug_threshold_pos_matrix;
  __pyx_pybuffer_debug_threshold_neg_matrix.pybuffer.buf = NULL;
  __pyx_pybuffer_debug_threshold_neg_matrix.refcount = 0;
  __pyx_pybuffernd_debug_threshold_neg_matrix.data = NULL;
  __pyx_pybuffernd_debug_threshold_neg_matrix.rcbuffer = &__pyx_pybuffer_debug_threshold_neg_matrix;

  /* "pypore/event_finder.pyx":87
 * 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             # <<<<<<<<<<<<<<
 * 
 *     cdef unsigned int get_blocks = 1
 */
  __pyx_v_event_count = 0;

  /* "pypore/event_finder.pyx":89
 *     cdef unsigned int event_count = 0
 * 
 *     cdef unsigned int get_blocks = 1             # <<<<<<<<<<<<<<
 * 
 *     cdef unsigned int raw_points_per_side = 50
 */
  __pyx_v_get_blocks = 1;

  /* "pypore/event_finder.pyx":91
 *     cdef unsigned int get_blocks = 1
 * 
 *     cdef unsigned int raw_points_per_side = 50             # <<<<<<<<<<<<<<
 * 
 *     cdef double sample_rate = reader.get_sample_rate_c()
 */
  __pyx_v_raw_points_per_side = 50;

  /* "pypore/event_finder.pyx":93
 *     cdef unsigned int raw_points_per_side = 50
 * 
 *     cdef double sample_rate = reader.get_sample_rate_c()             # <<<<<<<<<<<<<<
 *     cdef double time_step = 1. / sample_rate
 *     # Min and Max number of points in an event
 */
  __pyx_v_sample_rate = ((struct __pyx_vtabstruct_6pypore_3i_o_15abstract_reader_AbstractReader *)__pyx_v_reader->__pyx_vtab)->get_sample_rate_c(__pyx_v_reader);

  /* "pypore/event_finder.pyx":94
 * 
 *     cdef double sample_rate = reader.get_sample_rate_c()
 *     cdef double time_step = 1. / sample_rate             # <<<<<<<<<<<<<<
 *     # Min and Max number of points in an event
 *     cdef unsigned int min_event_steps = np.ceil(parameters.min_event_length * 1e-6 / time_step)
 */
  if (unlikely(__pyx_v_sample_rate == 0)) {
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    __PYX_ERR(0, 94, __pyx_L1_error)
  }
  __pyx_v_time_step = (1. / __pyx_v_sample_rate);

  /* "pypore/event_finder.pyx":96
 *     cdef double time_step = 1. / sample_rate
 *     # Min and Max number of points in an event
 *     cdef unsigned int min_event_steps = np.ceil(parameters.min_event_length * 1e-6 / time_step)             # <<<<<<<<<<<<<<
 *     cdef unsigned int max_event_steps = np.ceil(parameters.max_event_length * 1e-6 / time_step)
 *     cdef long points_per_channel_total = reader.get_points_per_channel_total_c()
 */
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 96, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_ceil); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 96, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_4 = (__pyx_v_parameters->min_event_length * 1e-6);
  if (unlikely(__pyx_v_time_step == 0)) {
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    __PYX_ERR(0, 96, __pyx_L1_error)
  }
  __pyx_t_2 = PyFloat_FromDouble((__pyx_t_4 / __pyx_v_time_step)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 96, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_5 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_5)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_5);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
    }
  }
  if (!__pyx_t_5) {
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 96, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else {
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_3)) {
      PyObject *__pyx_temp[2] = {__pyx_t_5, __pyx_t_2};
      __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 96, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
      PyObject *__pyx_temp[2] = {__pyx_t_5, __pyx_t_2};
      __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 96, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    } else
    #endif
    {
      __pyx_t_6 = PyTuple_New(1+1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 96, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_5); __pyx_t_5 = NULL;
      __Pyx_GIVEREF(__pyx_t_2);
      PyTuple_SET_ITEM(__pyx_t_6, 0+1, __pyx_t_2);
      __pyx_t_2 = 0;
      __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_6, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 96, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    }
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_7 = __Pyx_PyInt_As_unsigned_int(__pyx_t_1); if (unlikely((__pyx_t_7 == (unsigned int)-1) && PyErr_Occurred())) __PYX_ERR(0, 96, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_min_event_steps = __pyx_t_7;

  /* "pypore/event_finder.pyx":97
 *     # Min and Max number of points in an event
 *     cdef unsigned int min_event_steps = np.ceil(parameters.min_event_length * 1e-6 / time_step)
 *     cdef unsigned int max_event_steps = np.ceil(parameters.max_event_length * 1e-6 / time_step)             # <<<<<<<<<<<<<<
 *     cdef long points_per_channel_total = reader.get_points_per_channel_total_c()
 * 
 */
  __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 97, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_ceil); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 97, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_4 = (__pyx_v_parameters->max_event_length * 1e-6);
  if (unlikely(__pyx_v_time_step == 0)) {
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    __PYX_ERR(0, 97, __pyx_L1_error)
  }
  __pyx_t_3 = PyFloat_FromDouble((__pyx_t_4 / __pyx_v_time_step)); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 97, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_2 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_6))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_6);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_6, function);
    }
  }
  if (!__pyx_t_2) {
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_t_3); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 97, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else {
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_6)) {
      PyObject *__pyx_temp[2] = {__pyx_t_2, __pyx_t_3};
      __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_6, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 97, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_6)) {
      PyObject *__pyx_temp[2] = {__pyx_t_2, __pyx_t_3};
      __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_6, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 97, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    } else
    #endif
    {
      __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 97, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_GIVEREF(__pyx_t_2); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_2); __pyx_t_2 = NULL;
      __Pyx_GIVEREF(__pyx_t_3);
      PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_3);
      __pyx_t_3 = 0;
      __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_6, __pyx_t_5, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 97, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    }
  }
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_7 = __Pyx_PyInt_As_unsigned_int(__pyx_t_1); if (unlikely((__pyx_t_7 == (unsigned int)-1) && PyErr_Occurred())) __PYX_ERR(0, 97, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_max_event_steps = __pyx_t_7;

  /* "pypore/event_finder.pyx":98
 *     cdef unsigned int min_event_steps = np.ceil(parameters.min_event_length * 1e-6 / time_step)
 *     cdef unsigned int max_event_steps = np.ceil(parameters.max_event_length * 1e-6 / time_step)
 *     cdef long points_per_channel_total = reader.get_points_per_channel_total_c()             # <<<<<<<<<<<<<<
 * 
 *     cdef BaselineStrategy baseline_type = parameters.baseline_strategy
 */
  __pyx_v_points_per_channel_total = ((struct __pyx_vtabstruct_6pypore_3i_o_15abstract_reader_AbstractReader *)__pyx_v_reader->__pyx_vtab)->get_points_per_channel_total_c(__pyx_v_reader);

  /* "pypore/event_finder.pyx":100
 *     cdef long points_per_channel_total = reader.get_points_per_channel_total_c()
 * 
 *     cdef BaselineStrategy baseline_type = parameters.baseline_strategy             # <<<<<<<<<<<<<<
 * 
 *     # Threshold direction.  -1 for negative, 0 for both, +1 for positive
 */
  __pyx_t_1 = ((PyObject *)__pyx_v_parameters->baseline_strategy);
  __Pyx_INCREF(__pyx_t_1);
  __pyx_v_baseline_type = ((struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":103
 * 
 *     # Threshold direction.  -1 for negative, 0 for both, +1 for positive
 *     direction_positive = False             # <<<<<<<<<<<<<<
 *     direction_negative = False
 *     if parameters.detect_positive_events:
 */
  __pyx_v_direction_positive = 0;

  /* "pypore/event_finder.pyx":104
 *     # Threshold direction.  -1 for negative, 0 for both, +1 for positive
 *     direction_positive = False
 *     direction_negative = False             # <<<<<<<<<<<<<<
 *     if parameters.detect_positive_events:
 *         direction_positive = True
 */
  __pyx_v_direction_negative = 0;

  /* "pypore/event_finder.pyx":105
 *     direction_positive = False
 *     direction_negative = False
 *     if parameters.detect_positive_events:             # <<<<<<<<<<<<<<
 *         direction_positive = True
 *     if parameters.detect_negative_events:
 */
  __pyx_t_8 = __Pyx_PyObject_IsTrue(((PyObject *)__pyx_v_parameters->detect_positive_events)); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(0, 105, __pyx_L1_error)
  if (__pyx_t_8) {

    /* "pypore/event_finder.pyx":106
 *     direction_negative = False
 *     if parameters.detect_positive_events:
 *         direction_positive = True             # <<<<<<<<<<<<<<
 *     if parameters.detect_negative_events:
 *         direction_negative = True
 */
    __pyx_v_direction_positive = 1;

    /* "pypore/event_finder.pyx":105
 *     direction_positive = False
 *     direction_negative = False
 *     if parameters.detect_positive_events:             # <<<<<<<<<<<<<<
 *         direction_positive = True
 *     if parameters.detect_negative_events:
 */
  }

  /* "pypore/event_finder.pyx":107
 *     if parameters.detect_positive_events:
 *         direction_positive = True
 *     if parameters.detect_negative_events:             # <<<<<<<<<<<<<<
 *         direction_negative = True
 * 
 */
  __pyx_t_8 = __Pyx_PyObject_IsTrue(((PyObject *)__pyx_v_parameters->detect_negative_events)); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(0, 107, __pyx_L1_error)
  if (__pyx_t_8) {

    /* "pypore/event_finder.pyx":108
 *         direction_positive = True
 *     if parameters.detect_negative_events:
 *         direction_negative = True             # <<<<<<<<<<<<<<
 * 
 *     # allocate memory for data
 */
    __pyx_v_direction_negative = 1;

    /* "pypore/event_finder.pyx":107
 *     if parameters.detect_positive_events:
 *         direction_positive = True
 *     if parameters.detect_negative_events:             # <<<<<<<<<<<<<<
 *         direction_negative = True
 * 
 */
  }

  /* "pypore/event_finder.pyx":111
 * 
 *     # allocate memory for data
 *     data_x = reader.get_next_blocks_c(get_blocks)             # <<<<<<<<<<<<<<
 *     cdef unsigned int n_channels = len(data_x)
 *     cdef np.ndarray[DTYPE_t] data = data_x[0]  # only get channel 1
 */
  __pyx_t_9.__pyx_n = 1;
  __pyx_t_9.n_blocks = __pyx_v_get_blocks;
  __pyx_t_1 = ((struct __pyx_vtabstruct_6pypore_3i_o_15abstract_reader_AbstractReader *)__pyx_v_reader->__pyx_vtab)->get_next_blocks_c(__pyx_v_reader, &__pyx_t_9); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 111, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_data_x = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":112
 *     # allocate memory for data
 *     data_x = reader.get_next_blocks_c(get_blocks)
 *     cdef unsigned int n_channels = len(data_x)             # <<<<<<<<<<<<<<
 *     cdef np.ndarray[DTYPE_t] data = data_x[0]  # only get channel 1
 *     del data_x
 */
  __pyx_t_10 = PyObject_Length(__pyx_v_data_x); if (unlikely(__pyx_t_10 == ((Py_ssize_t)-1))) __PYX_ERR(0, 112, __pyx_L1_error)
  __pyx_v_n_channels = __pyx_t_10;

  /* "pypore/event_finder.pyx":113
 *     data_x = reader.get_next_blocks_c(get_blocks)
 *     cdef unsigned int n_channels = len(data_x)
 *     cdef np.ndarray[DTYPE_t] data = data_x[0]  # only get channel 1             # <<<<<<<<<<<<<<
 *     del data_x
 * 
 */
  __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_data_x, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 113, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 113, __pyx_L1_error)
  __pyx_t_11 = ((PyArrayObject *)__pyx_t_1);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_data.rcbuffer->pybuffer, (PyObject*)__pyx_t_11, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_data = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_data.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 113, __pyx_L1_error)
    } else {__pyx_pybuffernd_data.diminfo[0].strides = __pyx_pybuffernd_data.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_data.diminfo[0].shape = __pyx_pybuffernd_data.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_11 = 0;
  __pyx_v_data = ((PyArrayObject *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":114
 *     cdef unsigned int n_channels = len(data_x)
 *     cdef np.ndarray[DTYPE_t] data = data_x[0]  # only get channel 1
 *     del data_x             # <<<<<<<<<<<<<<
 * 
 *     cdef unsigned long n = data.size
 */
  __Pyx_DECREF(__pyx_v_data_x);
  __pyx_v_data_x = NULL;

  /* "pypore/event_finder.pyx":116
 *     del data_x
 * 
 *     cdef unsigned long n = data.size             # <<<<<<<<<<<<<<
 * 
 *     if n < 100:
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_data), __pyx_n_s_size); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 116, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_12 = __Pyx_PyInt_As_unsigned_long(__pyx_t_1); if (unlikely((__pyx_t_12 == (unsigned long)-1) && PyErr_Occurred())) __PYX_ERR(0, 116, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_12;

  /* "pypore/event_finder.pyx":118
 *     cdef unsigned long n = data.size
 * 
 *     if n < 100:             # <<<<<<<<<<<<<<
 *         print 'Not enough data points in file.'
 *         if pipe is not None:
 */
  __pyx_t_8 = ((__pyx_v_n < 0x64) != 0);
  if (__pyx_t_8) {

    /* "pypore/event_finder.pyx":119
 * 
 *     if n < 100:
 *         print 'Not enough data points in file.'             # <<<<<<<<<<<<<<
 *         if pipe is not None:
 *             pipe.close()
 */
    if (__Pyx_PrintOne(0, __pyx_kp_s_Not_enough_data_points_in_file) < 0) __PYX_ERR(0, 119, __pyx_L1_error)

    /* "pypore/event_finder.pyx":120
 *     if n < 100:
 *         print 'Not enough data points in file.'
 *         if pipe is not None:             # <<<<<<<<<<<<<<
 *             pipe.close()
 *         return 'Not enough data points in file.'
 */
    __pyx_t_8 = (__pyx_v_pipe != Py_None);
    __pyx_t_13 = (__pyx_t_8 != 0);
    if (__pyx_t_13) {

      /* "pypore/event_finder.pyx":121
 *         print 'Not enough data points in file.'
 *         if pipe is not None:
 *             pipe.close()             # <<<<<<<<<<<<<<
 *         return 'Not enough data points in file.'
 * 
 */
      __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_v_pipe, __pyx_n_s_close); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 121, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __pyx_t_5 = NULL;
      if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_6))) {
        __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_6);
        if (likely(__pyx_t_5)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
          __Pyx_INCREF(__pyx_t_5);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_6, function);
        }
      }
      if (__pyx_t_5) {
        __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 121, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      } else {
        __pyx_t_1 = __Pyx_PyObject_CallNoArg(__pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 121, __pyx_L1_error)
      }
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

      /* "pypore/event_finder.pyx":120
 *     if n < 100:
 *         print 'Not enough data points in file.'
 *         if pipe is not None:             # <<<<<<<<<<<<<<
 *             pipe.close()
 *         return 'Not enough data points in file.'
 */
    }

    /* "pypore/event_finder.pyx":122
 *         if pipe is not None:
 *             pipe.close()
 *         return 'Not enough data points in file.'             # <<<<<<<<<<<<<<
 * 
 *     if save_file_name is None:
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_kp_s_Not_enough_data_points_in_file);
    __pyx_r = __pyx_kp_s_Not_enough_data_points_in_file;
    goto __pyx_L0;

    /* "pypore/event_finder.pyx":118
 *     cdef unsigned long n = data.size
 * 
 *     if n < 100:             # <<<<<<<<<<<<<<
 *         print 'Not enough data points in file.'
 *         if pipe is not None:
 */
  }

  /* "pypore/event_finder.pyx":124
 *         return 'Not enough data points in file.'
 * 
 *     if save_file_name is None:             # <<<<<<<<<<<<<<
 *         # Get the name of the database file we want to save
 *         # if we have input.hkd, then save database to
 */
  __pyx_t_13 = (__pyx_v_save_file_name == Py_None);
  __pyx_t_8 = (__pyx_t_13 != 0);
  if (__pyx_t_8) {

    /* "pypore/event_finder.pyx":128
 *         # if we have input.hkd, then save database to
 *         # input_Events_YYmmdd_HHMMSS.h5
 *         save_file_name = list(reader.get_filename_c())             # <<<<<<<<<<<<<<
 *         # Remove the .mat off the end
 *         for _ in xrange(0, 4):
 */
    __pyx_t_1 = ((struct __pyx_vtabstruct_6pypore_3i_o_15abstract_reader_AbstractReader *)__pyx_v_reader->__pyx_vtab)->get_filename_c(__pyx_v_reader); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 128, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_6 = PySequence_List(__pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 128, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF_SET(__pyx_v_save_file_name, __pyx_t_6);
    __pyx_t_6 = 0;

    /* "pypore/event_finder.pyx":130
 *         save_file_name = list(reader.get_filename_c())
 *         # Remove the .mat off the end
 *         for _ in xrange(0, 4):             # <<<<<<<<<<<<<<
 *             save_file_name.pop()
 *         # Get a string with the current year/month/day/hour/minute to label the file
 */
    for (__pyx_t_14 = 0; __pyx_t_14 < 4; __pyx_t_14+=1) {
      __pyx_v__ = __pyx_t_14;

      /* "pypore/event_finder.pyx":131
 *         # Remove the .mat off the end
 *         for _ in xrange(0, 4):
 *             save_file_name.pop()             # <<<<<<<<<<<<<<
 *         # Get a string with the current year/month/day/hour/minute to label the file
 *         day_time = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")
 */
      __pyx_t_6 = __Pyx_PyObject_Pop(__pyx_v_save_file_name); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 131, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    }

    /* "pypore/event_finder.pyx":133
 *             save_file_name.pop()
 *         # Get a string with the current year/month/day/hour/minute to label the file
 *         day_time = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")             # <<<<<<<<<<<<<<
 *         save_file_name.append('_Events_' + day_time + '.h5')
 *         save_file_name = "".join(save_file_name)
 */
    __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_datetime); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 133, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_datetime); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 133, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_now); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 133, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_5 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_1))) {
      __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_1);
      if (likely(__pyx_t_5)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
        __Pyx_INCREF(__pyx_t_5);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_1, function);
      }
    }
    if (__pyx_t_5) {
      __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 133, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    } else {
      __pyx_t_6 = __Pyx_PyObject_CallNoArg(__pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 133, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_6, __pyx_n_s_strftime); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 133, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_tuple_, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 133, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_v_day_time = __pyx_t_6;
    __pyx_t_6 = 0;

    /* "pypore/event_finder.pyx":134
 *         # Get a string with the current year/month/day/hour/minute to label the file
 *         day_time = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")
 *         save_file_name.append('_Events_' + day_time + '.h5')             # <<<<<<<<<<<<<<
 *         save_file_name = "".join(save_file_name)
 * 
 */
    __pyx_t_6 = PyNumber_Add(__pyx_n_s_Events, __pyx_v_day_time); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 134, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __pyx_t_1 = PyNumber_Add(__pyx_t_6, __pyx_kp_s_h5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 134, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __pyx_t_15 = __Pyx_PyObject_Append(__pyx_v_save_file_name, __pyx_t_1); if (unlikely(__pyx_t_15 == ((int)-1))) __PYX_ERR(0, 134, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "pypore/event_finder.pyx":135
 *         day_time = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")
 *         save_file_name.append('_Events_' + day_time + '.h5')
 *         save_file_name = "".join(save_file_name)             # <<<<<<<<<<<<<<
 * 
 *     cdef unsigned long max_points = max_event_steps + 2 * raw_points_per_side
 */
    __pyx_t_1 = __Pyx_PyString_Join(__pyx_kp_s__2, __pyx_v_save_file_name); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 135, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF_SET(__pyx_v_save_file_name, __pyx_t_1);
    __pyx_t_1 = 0;

    /* "pypore/event_finder.pyx":124
 *         return 'Not enough data points in file.'
 * 
 *     if save_file_name is None:             # <<<<<<<<<<<<<<
 *         # Get the name of the database file we want to save
 *         # if we have input.hkd, then save database to
 */
  }

  /* "pypore/event_finder.pyx":137
 *         save_file_name = "".join(save_file_name)
 * 
 *     cdef unsigned long max_points = max_event_steps + 2 * raw_points_per_side             # <<<<<<<<<<<<<<
 * 
 *     # Open the event database
 */
  __pyx_v_max_points = (__pyx_v_max_event_steps + (2 * __pyx_v_raw_points_per_side));

  /* "pypore/event_finder.pyx":140
 * 
 *     # Open the event database
 *     if h5file is None:             # <<<<<<<<<<<<<<
 *         h5file = ed.open_file(save_file_name, maxEventLength=max_points, mode='w', debug=debug, n_points=points_per_channel_total,
 *                               n_channels=n_channels, threshold_positive=parameters.detect_positive_events,
 */
  __pyx_t_8 = (__pyx_v_h5file == Py_None);
  __pyx_t_13 = (__pyx_t_8 != 0);
  if (__pyx_t_13) {

    /* "pypore/event_finder.pyx":141
 *     # Open the event database
 *     if h5file is None:
 *         h5file = ed.open_file(save_file_name, maxEventLength=max_points, mode='w', debug=debug, n_points=points_per_channel_total,             # <<<<<<<<<<<<<<
 *                               n_channels=n_channels, threshold_positive=parameters.detect_positive_events,
 *                                 threshold_negative=parameters.detect_negative_events)
 */
    __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_ed); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 141, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_open_file); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 141, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 141, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_INCREF(__pyx_v_save_file_name);
    __Pyx_GIVEREF(__pyx_v_save_file_name);
    PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_save_file_name);
    __pyx_t_5 = __Pyx_PyDict_NewPresized(7); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 141, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_3 = __Pyx_PyInt_From_unsigned_long(__pyx_v_max_points); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 141, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_maxEventLength, __pyx_t_3) < 0) __PYX_ERR(0, 141, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_mode, __pyx_n_s_w) < 0) __PYX_ERR(0, 141, __pyx_L1_error)
    if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_debug, __pyx_v_debug) < 0) __PYX_ERR(0, 141, __pyx_L1_error)
    __pyx_t_3 = __Pyx_PyInt_From_long(__pyx_v_points_per_channel_total); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 141, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_n_points, __pyx_t_3) < 0) __PYX_ERR(0, 141, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

    /* "pypore/event_finder.pyx":142
 *     if h5file is None:
 *         h5file = ed.open_file(save_file_name, maxEventLength=max_points, mode='w', debug=debug, n_points=points_per_channel_total,
 *                               n_channels=n_channels, threshold_positive=parameters.detect_positive_events,             # <<<<<<<<<<<<<<
 *                                 threshold_negative=parameters.detect_negative_events)
 *     raw_data = h5file.root.events.raw_data
 */
    __pyx_t_3 = __Pyx_PyInt_From_unsigned_int(__pyx_v_n_channels); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 142, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_n_channels, __pyx_t_3) < 0) __PYX_ERR(0, 141, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_threshold_positive, ((PyObject *)__pyx_v_parameters->detect_positive_events)) < 0) __PYX_ERR(0, 141, __pyx_L1_error)

    /* "pypore/event_finder.pyx":143
 *         h5file = ed.open_file(save_file_name, maxEventLength=max_points, mode='w', debug=debug, n_points=points_per_channel_total,
 *                               n_channels=n_channels, threshold_positive=parameters.detect_positive_events,
 *                                 threshold_negative=parameters.detect_negative_events)             # <<<<<<<<<<<<<<
 *     raw_data = h5file.root.events.raw_data
 *     levels_matrix = h5file.root.events.levels
 */
    if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_threshold_negative, ((PyObject *)__pyx_v_parameters->detect_negative_events)) < 0) __PYX_ERR(0, 141, __pyx_L1_error)

    /* "pypore/event_finder.pyx":141
 *     # Open the event database
 *     if h5file is None:
 *         h5file = ed.open_file(save_file_name, maxEventLength=max_points, mode='w', debug=debug, n_points=points_per_channel_total,             # <<<<<<<<<<<<<<
 *                               n_channels=n_channels, threshold_positive=parameters.detect_positive_events,
 *                                 threshold_negative=parameters.detect_negative_events)
 */
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_6, __pyx_t_1, __pyx_t_5); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 141, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_DECREF_SET(__pyx_v_h5file, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "pypore/event_finder.pyx":140
 * 
 *     # Open the event database
 *     if h5file is None:             # <<<<<<<<<<<<<<
 *         h5file = ed.open_file(save_file_name, maxEventLength=max_points, mode='w', debug=debug, n_points=points_per_channel_total,
 *                               n_channels=n_channels, threshold_positive=parameters.detect_positive_events,
 */
  }

  /* "pypore/event_finder.pyx":144
 *                               n_channels=n_channels, threshold_positive=parameters.detect_positive_events,
 *                                 threshold_negative=parameters.detect_negative_events)
 *     raw_data = h5file.root.events.raw_data             # <<<<<<<<<<<<<<
 *     levels_matrix = h5file.root.events.levels
 *     lengths_matrix = h5file.root.events.level_lengths
 */
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_events); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_raw_data); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_v_raw_data = __pyx_t_3;
  __pyx_t_3 = 0;

  /* "pypore/event_finder.pyx":145
 *                                 threshold_negative=parameters.detect_negative_events)
 *     raw_data = h5file.root.events.raw_data
 *     levels_matrix = h5file.root.events.levels             # <<<<<<<<<<<<<<
 *     lengths_matrix = h5file.root.events.level_lengths
 * 
 */
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 145, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_events); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 145, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_levels); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 145, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_v_levels_matrix = __pyx_t_3;
  __pyx_t_3 = 0;

  /* "pypore/event_finder.pyx":146
 *     raw_data = h5file.root.events.raw_data
 *     levels_matrix = h5file.root.events.levels
 *     lengths_matrix = h5file.root.events.level_lengths             # <<<<<<<<<<<<<<
 * 
 *     cdef double data_point = data[0]
 */
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 146, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_events); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 146, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_level_lengths); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 146, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_v_lengths_matrix = __pyx_t_3;
  __pyx_t_3 = 0;

  /* "pypore/event_finder.pyx":148
 *     lengths_matrix = h5file.root.events.level_lengths
 * 
 *     cdef double data_point = data[0]             # <<<<<<<<<<<<<<
 * 
 *     baseline_type.baseline = data_point
 */
  __pyx_t_16 = 0;
  __pyx_t_17 = -1;
  if (__pyx_t_16 < 0) {
    __pyx_t_16 += __pyx_pybuffernd_data.diminfo[0].shape;
    if (unlikely(__pyx_t_16 < 0)) __pyx_t_17 = 0;
  } else if (unlikely(__pyx_t_16 >= __pyx_pybuffernd_data.diminfo[0].shape)) __pyx_t_17 = 0;
  if (unlikely(__pyx_t_17 != -1)) {
    __Pyx_RaiseBufferIndexError(__pyx_t_17);
    __PYX_ERR(0, 148, __pyx_L1_error)
  }
  __pyx_v_data_point = (*__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_data.rcbuffer->pybuffer.buf, __pyx_t_16, __pyx_pybuffernd_data.diminfo[0].strides));

  /* "pypore/event_finder.pyx":150
 *     cdef double data_point = data[0]
 * 
 *     baseline_type.baseline = data_point             # <<<<<<<<<<<<<<
 * 
 *     cdef ThresholdStrategy threshold_type = parameters.threshold_strategy
 */
  __pyx_v_baseline_type->baseline = __pyx_v_data_point;

  /* "pypore/event_finder.pyx":152
 *     baseline_type.baseline = data_point
 * 
 *     cdef ThresholdStrategy threshold_type = parameters.threshold_strategy             # <<<<<<<<<<<<<<
 * 
 *     cdef double threshold_start = 0.0
 */
  __pyx_t_3 = ((PyObject *)__pyx_v_parameters->threshold_strategy);
  __Pyx_INCREF(__pyx_t_3);
  __pyx_v_threshold_type = ((struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "pypore/event_finder.pyx":154
 *     cdef ThresholdStrategy threshold_type = parameters.threshold_strategy
 * 
 *     cdef double threshold_start = 0.0             # <<<<<<<<<<<<<<
 *     cdef double threshold_end = 0.0
 * 
 */
  __pyx_v_threshold_start = 0.0;

  /* "pypore/event_finder.pyx":155
 * 
 *     cdef double threshold_start = 0.0
 *     cdef double threshold_end = 0.0             # <<<<<<<<<<<<<<
 * 
 *     initialization_index = 100
 */
  __pyx_v_threshold_end = 0.0;

  /* "pypore/event_finder.pyx":157
 *     cdef double threshold_end = 0.0
 * 
 *     initialization_index = 100             # <<<<<<<<<<<<<<
 * 
 *     baseline_type.initialize_c(data[0:initialization_index])
 */
  __pyx_v_initialization_index = 0x64;

  /* "pypore/event_finder.pyx":159
 *     initialization_index = 100
 * 
 *     baseline_type.initialize_c(data[0:initialization_index])             # <<<<<<<<<<<<<<
 * 
 *     data_cache = [np.zeros(n, dtype=DTYPE) + data_point, data]
 */
  __pyx_t_3 = __Pyx_PyInt_From_long(__pyx_v_initialization_index); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 159, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_5 = PySlice_New(__pyx_int_0, __pyx_t_3, Py_None); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 159, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_data), __pyx_t_5); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 159, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (!(likely(((__pyx_t_3) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_3, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 159, __pyx_L1_error)
  ((struct __pyx_vtabstruct_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)__pyx_v_baseline_type->__pyx_vtab)->initialize_c(__pyx_v_baseline_type, ((PyArrayObject *)__pyx_t_3));
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

  /* "pypore/event_finder.pyx":161
 *     baseline_type.initialize_c(data[0:initialization_index])
 * 
 *     data_cache = [np.zeros(n, dtype=DTYPE) + data_point, data]             # <<<<<<<<<<<<<<
 * 
 *     is_event = False
 */
  __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_zeros); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyInt_From_unsigned_long(__pyx_v_n); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_t_3);
  __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_6 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  if (PyDict_SetItem(__pyx_t_3, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_1, __pyx_t_3); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = PyFloat_FromDouble(__pyx_v_data_point); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_1 = PyNumber_Add(__pyx_t_6, __pyx_t_3); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = PyList_New(2); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_1);
  PyList_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
  __Pyx_INCREF(((PyObject *)__pyx_v_data));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_data));
  PyList_SET_ITEM(__pyx_t_3, 1, ((PyObject *)__pyx_v_data));
  __pyx_t_1 = 0;
  __pyx_v_data_cache = ((PyObject*)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "pypore/event_finder.pyx":163
 *     data_cache = [np.zeros(n, dtype=DTYPE) + data_point, data]
 * 
 *     is_event = False             # <<<<<<<<<<<<<<
 *     was_event_positive = False  # Was the event an up spike?
 * 
 */
  __pyx_v_is_event = 0;

  /* "pypore/event_finder.pyx":164
 * 
 *     is_event = False
 *     was_event_positive = False  # Was the event an up spike?             # <<<<<<<<<<<<<<
 * 
 *     # Figure out how many rows will it take to have a cache of 10MB (1048576 bytes = 1MB)
 */
  __pyx_v_was_event_positive = 0;

  /* "pypore/event_finder.pyx":167
 * 
 *     # Figure out how many rows will it take to have a cache of 10MB (1048576 bytes = 1MB)
 *     cdef num_rows_in_event_cache = int(10 * 1048576 / (max_points * (np.dtype(DTYPE).itemsize)))             # <<<<<<<<<<<<<<
 *     # Make an array to hold events in memory before writing to disk.
 *     cdef np.ndarray[DTYPE_t, ndim = 2] event_cache = np.zeros((num_rows_in_event_cache, max_points), dtype=DTYPE)
 */
  __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 167, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_1 = __Pyx_PyObject_CallOneArg(((PyObject *)__pyx_ptype_5numpy_dtype), __pyx_t_3); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 167, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_12 = (__pyx_v_max_points * ((PyArray_Descr *)__pyx_t_1)->elsize);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (unlikely(__pyx_t_12 == 0)) {
    PyErr_SetString(PyExc_ZeroDivisionError, "integer division or modulo by zero");
    __PYX_ERR(0, 167, __pyx_L1_error)
  }
  __pyx_t_1 = __Pyx_PyInt_From_unsigned_long((0xA00000 / __pyx_t_12)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 167, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyInt_Type)), __pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 167, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_num_rows_in_event_cache = __pyx_t_3;
  __pyx_t_3 = 0;

  /* "pypore/event_finder.pyx":169
 *     cdef num_rows_in_event_cache = int(10 * 1048576 / (max_points * (np.dtype(DTYPE).itemsize)))
 *     # Make an array to hold events in memory before writing to disk.
 *     cdef np.ndarray[DTYPE_t, ndim = 2] event_cache = np.zeros((num_rows_in_event_cache, max_points), dtype=DTYPE)             # <<<<<<<<<<<<<<
 *     cdef np.ndarray[DTYPE_t, ndim = 2] levels_cache = np.zeros((num_rows_in_event_cache, max_points), dtype=DTYPE)
 *     cdef np.ndarray[DTYPE_UINT32_t, ndim = 2] level_length_cache = np.zeros((num_rows_in_event_cache, max_points),
 */
  __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 169, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_zeros); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 169, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyInt_From_unsigned_long(__pyx_v_max_points); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 169, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_6 = PyTuple_New(2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 169, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_INCREF(__pyx_v_num_rows_in_event_cache);
  __Pyx_GIVEREF(__pyx_v_num_rows_in_event_cache);
  PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_v_num_rows_in_event_cache);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_6, 1, __pyx_t_3);
  __pyx_t_3 = 0;
  __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 169, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_6);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_6);
  __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 169, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 169, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_dtype, __pyx_t_5) < 0) __PYX_ERR(0, 169, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_3, __pyx_t_6); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 169, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  if (!(likely(((__pyx_t_5) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_5, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 169, __pyx_L1_error)
  __pyx_t_18 = ((PyArrayObject *)__pyx_t_5);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_event_cache.rcbuffer->pybuffer, (PyObject*)__pyx_t_18, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES, 2, 0, __pyx_stack) == -1)) {
      __pyx_v_event_cache = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_event_cache.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 169, __pyx_L1_error)
    } else {__pyx_pybuffernd_event_cache.diminfo[0].strides = __pyx_pybuffernd_event_cache.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_event_cache.diminfo[0].shape = __pyx_pybuffernd_event_cache.rcbuffer->pybuffer.shape[0]; __pyx_pybuffernd_event_cache.diminfo[1].strides = __pyx_pybuffernd_event_cache.rcbuffer->pybuffer.strides[1]; __pyx_pybuffernd_event_cache.diminfo[1].shape = __pyx_pybuffernd_event_cache.rcbuffer->pybuffer.shape[1];
    }
  }
  __pyx_t_18 = 0;
  __pyx_v_event_cache = ((PyArrayObject *)__pyx_t_5);
  __pyx_t_5 = 0;

  /* "pypore/event_finder.pyx":170
 *     # Make an array to hold events in memory before writing to disk.
 *     cdef np.ndarray[DTYPE_t, ndim = 2] event_cache = np.zeros((num_rows_in_event_cache, max_points), dtype=DTYPE)
 *     cdef np.ndarray[DTYPE_t, ndim = 2] levels_cache = np.zeros((num_rows_in_event_cache, max_points), dtype=DTYPE)             # <<<<<<<<<<<<<<
 *     cdef np.ndarray[DTYPE_UINT32_t, ndim = 2] level_length_cache = np.zeros((num_rows_in_event_cache, max_points),
 *                                                                             dtype=DTYPE_UINT32)
 */
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 170, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_zeros); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 170, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __Pyx_PyInt_From_unsigned_long(__pyx_v_max_points); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 170, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 170, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_INCREF(__pyx_v_num_rows_in_event_cache);
  __Pyx_GIVEREF(__pyx_v_num_rows_in_event_cache);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v_num_rows_in_event_cache);
  __Pyx_GIVEREF(__pyx_t_5);
  PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_t_5);
  __pyx_t_5 = 0;
  __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 170, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3);
  __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 170, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 170, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_t_3, __pyx_n_s_dtype, __pyx_t_1) < 0) __PYX_ERR(0, 170, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_6, __pyx_t_5, __pyx_t_3); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 170, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 170, __pyx_L1_error)
  __pyx_t_19 = ((PyArrayObject *)__pyx_t_1);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_levels_cache.rcbuffer->pybuffer, (PyObject*)__pyx_t_19, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES, 2, 0, __pyx_stack) == -1)) {
      __pyx_v_levels_cache = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_levels_cache.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 170, __pyx_L1_error)
    } else {__pyx_pybuffernd_levels_cache.diminfo[0].strides = __pyx_pybuffernd_levels_cache.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_levels_cache.diminfo[0].shape = __pyx_pybuffernd_levels_cache.rcbuffer->pybuffer.shape[0]; __pyx_pybuffernd_levels_cache.diminfo[1].strides = __pyx_pybuffernd_levels_cache.rcbuffer->pybuffer.strides[1]; __pyx_pybuffernd_levels_cache.diminfo[1].shape = __pyx_pybuffernd_levels_cache.rcbuffer->pybuffer.shape[1];
    }
  }
  __pyx_t_19 = 0;
  __pyx_v_levels_cache = ((PyArrayObject *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":171
 *     cdef np.ndarray[DTYPE_t, ndim = 2] event_cache = np.zeros((num_rows_in_event_cache, max_points), dtype=DTYPE)
 *     cdef np.ndarray[DTYPE_t, ndim = 2] levels_cache = np.zeros((num_rows_in_event_cache, max_points), dtype=DTYPE)
 *     cdef np.ndarray[DTYPE_UINT32_t, ndim = 2] level_length_cache = np.zeros((num_rows_in_event_cache, max_points),             # <<<<<<<<<<<<<<
 *                                                                             dtype=DTYPE_UINT32)
 * 
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 171, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_zeros); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 171, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyInt_From_unsigned_long(__pyx_v_max_points); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 171, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 171, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_INCREF(__pyx_v_num_rows_in_event_cache);
  __Pyx_GIVEREF(__pyx_v_num_rows_in_event_cache);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_v_num_rows_in_event_cache);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 171, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_5);
  PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_t_5);
  __pyx_t_5 = 0;

  /* "pypore/event_finder.pyx":172
 *     cdef np.ndarray[DTYPE_t, ndim = 2] levels_cache = np.zeros((num_rows_in_event_cache, max_points), dtype=DTYPE)
 *     cdef np.ndarray[DTYPE_UINT32_t, ndim = 2] level_length_cache = np.zeros((num_rows_in_event_cache, max_points),
 *                                                                             dtype=DTYPE_UINT32)             # <<<<<<<<<<<<<<
 * 
 *     cdef event_cache_index = 0
 */
  __pyx_t_5 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 172, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE_UINT32); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 172, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 172, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;

  /* "pypore/event_finder.pyx":171
 *     cdef np.ndarray[DTYPE_t, ndim = 2] event_cache = np.zeros((num_rows_in_event_cache, max_points), dtype=DTYPE)
 *     cdef np.ndarray[DTYPE_t, ndim = 2] levels_cache = np.zeros((num_rows_in_event_cache, max_points), dtype=DTYPE)
 *     cdef np.ndarray[DTYPE_UINT32_t, ndim = 2] level_length_cache = np.zeros((num_rows_in_event_cache, max_points),             # <<<<<<<<<<<<<<
 *                                                                             dtype=DTYPE_UINT32)
 * 
 */
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_1, __pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 171, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (!(likely(((__pyx_t_6) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_6, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 171, __pyx_L1_error)
  __pyx_t_20 = ((PyArrayObject *)__pyx_t_6);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_level_length_cache.rcbuffer->pybuffer, (PyObject*)__pyx_t_20, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_UINT32_t, PyBUF_FORMAT| PyBUF_STRIDES, 2, 0, __pyx_stack) == -1)) {
      __pyx_v_level_length_cache = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_level_length_cache.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 171, __pyx_L1_error)
    } else {__pyx_pybuffernd_level_length_cache.diminfo[0].strides = __pyx_pybuffernd_level_length_cache.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_level_length_cache.diminfo[0].shape = __pyx_pybuffernd_level_length_cache.rcbuffer->pybuffer.shape[0]; __pyx_pybuffernd_level_length_cache.diminfo[1].strides = __pyx_pybuffernd_level_length_cache.rcbuffer->pybuffer.strides[1]; __pyx_pybuffernd_level_length_cache.diminfo[1].shape = __pyx_pybuffernd_level_length_cache.rcbuffer->pybuffer.shape[1];
    }
  }
  __pyx_t_20 = 0;
  __pyx_v_level_length_cache = ((PyArrayObject *)__pyx_t_6);
  __pyx_t_6 = 0;

  /* "pypore/event_finder.pyx":174
 *                                                                             dtype=DTYPE_UINT32)
 * 
 *     cdef event_cache_index = 0             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */
  __Pyx_INCREF(__pyx_int_0);
  __pyx_v_event_cache_index = __pyx_int_0;

  /* "pypore/event_finder.pyx":178
 *     cdef:
 * 
 *         unsigned long i = 0             # <<<<<<<<<<<<<<
 *         unsigned long event_i = 0
 *         unsigned long min_index = 0
 */
  __pyx_v_i = 0;

  /* "pypore/event_finder.pyx":179
 * 
 *         unsigned long i = 0
 *         unsigned long event_i = 0             # <<<<<<<<<<<<<<
 *         unsigned long min_index = 0
 *         unsigned long prev_i = 0
 */
  __pyx_v_event_i = 0;

  /* "pypore/event_finder.pyx":180
 *         unsigned long i = 0
 *         unsigned long event_i = 0
 *         unsigned long min_index = 0             # <<<<<<<<<<<<<<
 *         unsigned long prev_i = 0
 *         double time1 = time.time()
 */
  __pyx_v_min_index = 0;

  /* "pypore/event_finder.pyx":181
 *         unsigned long event_i = 0
 *         unsigned long min_index = 0
 *         unsigned long prev_i = 0             # <<<<<<<<<<<<<<
 *         double time1 = time.time()
 *         double time2 = time1
 */
  __pyx_v_prev_i = 0;

  /* "pypore/event_finder.pyx":182
 *         unsigned long min_index = 0
 *         unsigned long prev_i = 0
 *         double time1 = time.time()             # <<<<<<<<<<<<<<
 *         double time2 = time1
 *         double time_temp = 0
 */
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_time); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 182, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_time); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 182, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
    __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_1);
    if (likely(__pyx_t_5)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
      __Pyx_INCREF(__pyx_t_5);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_1, function);
    }
  }
  if (__pyx_t_5) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 182, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  } else {
    __pyx_t_6 = __Pyx_PyObject_CallNoArg(__pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 182, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_4 = __pyx_PyFloat_AsDouble(__pyx_t_6); if (unlikely((__pyx_t_4 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 182, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_time1 = __pyx_t_4;

  /* "pypore/event_finder.pyx":183
 *         unsigned long prev_i = 0
 *         double time1 = time.time()
 *         double time2 = time1             # <<<<<<<<<<<<<<
 *         double time_temp = 0
 *         unsigned long event_start = 0
 */
  __pyx_v_time2 = __pyx_v_time1;

  /* "pypore/event_finder.pyx":184
 *         double time1 = time.time()
 *         double time2 = time1
 *         double time_temp = 0             # <<<<<<<<<<<<<<
 *         unsigned long event_start = 0
 *         unsigned long event_end = 0
 */
  __pyx_v_time_temp = 0.0;

  /* "pypore/event_finder.pyx":185
 *         double time2 = time1
 *         double time_temp = 0
 *         unsigned long event_start = 0             # <<<<<<<<<<<<<<
 *         unsigned long event_end = 0
 *         unsigned long start_index = 0
 */
  __pyx_v_event_start = 0;

  /* "pypore/event_finder.pyx":186
 *         double time_temp = 0
 *         unsigned long event_start = 0
 *         unsigned long event_end = 0             # <<<<<<<<<<<<<<
 *         unsigned long start_index = 0
 *         unsigned long end_index = 0
 */
  __pyx_v_event_end = 0;

  /* "pypore/event_finder.pyx":187
 *         unsigned long event_start = 0
 *         unsigned long event_end = 0
 *         unsigned long start_index = 0             # <<<<<<<<<<<<<<
 *         unsigned long end_index = 0
 *         unsigned long place_in_data = 0
 */
  __pyx_v_start_index = 0;

  /* "pypore/event_finder.pyx":188
 *         unsigned long event_end = 0
 *         unsigned long start_index = 0
 *         unsigned long end_index = 0             # <<<<<<<<<<<<<<
 *         unsigned long place_in_data = 0
 * 
 */
  __pyx_v_end_index = 0;

  /* "pypore/event_finder.pyx":189
 *         unsigned long start_index = 0
 *         unsigned long end_index = 0
 *         unsigned long place_in_data = 0             # <<<<<<<<<<<<<<
 * 
 *         double mean_estimate = 0.0
 */
  __pyx_v_place_in_data = 0;

  /* "pypore/event_finder.pyx":191
 *         unsigned long place_in_data = 0
 * 
 *         double mean_estimate = 0.0             # <<<<<<<<<<<<<<
 *         double sn = 0
 *         double sp = 0
 */
  __pyx_v_mean_estimate = 0.0;

  /* "pypore/event_finder.pyx":192
 * 
 *         double mean_estimate = 0.0
 *         double sn = 0             # <<<<<<<<<<<<<<
 *         double sp = 0
 *         double Sn = 0
 */
  __pyx_v_sn = 0.0;

  /* "pypore/event_finder.pyx":193
 *         double mean_estimate = 0.0
 *         double sn = 0
 *         double sp = 0             # <<<<<<<<<<<<<<
 *         double Sn = 0
 *         double Sp = 0
 */
  __pyx_v_sp = 0.0;

  /* "pypore/event_finder.pyx":194
 *         double sn = 0
 *         double sp = 0
 *         double Sn = 0             # <<<<<<<<<<<<<<
 *         double Sp = 0
 *         double Gn = 0
 */
  __pyx_v_Sn = 0.0;

  /* "pypore/event_finder.pyx":195
 *         double sp = 0
 *         double Sn = 0
 *         double Sp = 0             # <<<<<<<<<<<<<<
 *         double Gn = 0
 *         double Gp = 0
 */
  __pyx_v_Sp = 0.0;

  /* "pypore/event_finder.pyx":196
 *         double Sn = 0
 *         double Sp = 0
 *         double Gn = 0             # <<<<<<<<<<<<<<
 *         double Gp = 0
 *         double new_mean = 0
 */
  __pyx_v_Gn = 0.0;

  /* "pypore/event_finder.pyx":197
 *         double Sp = 0
 *         double Gn = 0
 *         double Gp = 0             # <<<<<<<<<<<<<<
 *         double new_mean = 0
 *         double var_estimate = 0
 */
  __pyx_v_Gp = 0.0;

  /* "pypore/event_finder.pyx":198
 *         double Gn = 0
 *         double Gp = 0
 *         double new_mean = 0             # <<<<<<<<<<<<<<
 *         double var_estimate = 0
 *         unsigned int n_levels = 0
 */
  __pyx_v_new_mean = 0.0;

  /* "pypore/event_finder.pyx":199
 *         double Gp = 0
 *         double new_mean = 0
 *         double var_estimate = 0             # <<<<<<<<<<<<<<
 *         unsigned int n_levels = 0
 *         double delta = 0
 */
  __pyx_v_var_estimate = 0.0;

  /* "pypore/event_finder.pyx":200
 *         double new_mean = 0
 *         double var_estimate = 0
 *         unsigned int n_levels = 0             # <<<<<<<<<<<<<<
 *         double delta = 0
 *         unsigned long min_index_p = 0
 */
  __pyx_v_n_levels = 0;

  /* "pypore/event_finder.pyx":201
 *         double var_estimate = 0
 *         unsigned int n_levels = 0
 *         double delta = 0             # <<<<<<<<<<<<<<
 *         unsigned long min_index_p = 0
 *         unsigned long min_index_n = 0
 */
  __pyx_v_delta = 0.0;

  /* "pypore/event_finder.pyx":202
 *         unsigned int n_levels = 0
 *         double delta = 0
 *         unsigned long min_index_p = 0             # <<<<<<<<<<<<<<
 *         unsigned long min_index_n = 0
 *         double float_inf = np.finfo('d').max
 */
  __pyx_v_min_index_p = 0;

  /* "pypore/event_finder.pyx":203
 *         double delta = 0
 *         unsigned long min_index_p = 0
 *         unsigned long min_index_n = 0             # <<<<<<<<<<<<<<
 *         double float_inf = np.finfo('d').max
 *         double min_Sp = float_inf
 */
  __pyx_v_min_index_n = 0;

  /* "pypore/event_finder.pyx":204
 *         unsigned long min_index_p = 0
 *         unsigned long min_index_n = 0
 *         double float_inf = np.finfo('d').max             # <<<<<<<<<<<<<<
 *         double min_Sp = float_inf
 *         double min_Sn = float_inf
 */
  __pyx_t_6 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 204, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_6, __pyx_n_s_finfo); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 204, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_tuple__3, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 204, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_6, __pyx_n_s_max); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 204, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_4 = __pyx_PyFloat_AsDouble(__pyx_t_1); if (unlikely((__pyx_t_4 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 204, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_float_inf = __pyx_t_4;

  /* "pypore/event_finder.pyx":205
 *         unsigned long min_index_n = 0
 *         double float_inf = np.finfo('d').max
 *         double min_Sp = float_inf             # <<<<<<<<<<<<<<
 *         double min_Sn = float_inf
 *         long ko = i
 */
  __pyx_v_min_Sp = __pyx_v_float_inf;

  /* "pypore/event_finder.pyx":206
 *         double float_inf = np.finfo('d').max
 *         double min_Sp = float_inf
 *         double min_Sn = float_inf             # <<<<<<<<<<<<<<
 *         long ko = i
 *         double event_area = data_point - baseline_type.get_baseline_c()  # integrate the area
 */
  __pyx_v_min_Sn = __pyx_v_float_inf;

  /* "pypore/event_finder.pyx":207
 *         double min_Sp = float_inf
 *         double min_Sn = float_inf
 *         long ko = i             # <<<<<<<<<<<<<<
 *         double event_area = data_point - baseline_type.get_baseline_c()  # integrate the area
 *         double current_blockage = 0
 */
  __pyx_v_ko = __pyx_v_i;

  /* "pypore/event_finder.pyx":208
 *         double min_Sn = float_inf
 *         long ko = i
 *         double event_area = data_point - baseline_type.get_baseline_c()  # integrate the area             # <<<<<<<<<<<<<<
 *         double current_blockage = 0
 *         int cache_index = 0
 */
  __pyx_v_event_area = (__pyx_v_data_point - ((struct __pyx_vtabstruct_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)__pyx_v_baseline_type->__pyx_vtab)->get_baseline_c(__pyx_v_baseline_type));

  /* "pypore/event_finder.pyx":209
 *         long ko = i
 *         double event_area = data_point - baseline_type.get_baseline_c()  # integrate the area
 *         double current_blockage = 0             # <<<<<<<<<<<<<<
 *         int cache_index = 0
 *         unsigned int size = 0
 */
  __pyx_v_current_blockage = 0.0;

  /* "pypore/event_finder.pyx":210
 *         double event_area = data_point - baseline_type.get_baseline_c()  # integrate the area
 *         double current_blockage = 0
 *         int cache_index = 0             # <<<<<<<<<<<<<<
 *         unsigned int size = 0
 *         double h = 0
 */
  __pyx_v_cache_index = 0;

  /* "pypore/event_finder.pyx":211
 *         double current_blockage = 0
 *         int cache_index = 0
 *         unsigned int size = 0             # <<<<<<<<<<<<<<
 *         double h = 0
 *         double percent_done = 0
 */
  __pyx_v_size = 0;

  /* "pypore/event_finder.pyx":212
 *         int cache_index = 0
 *         unsigned int size = 0
 *         double h = 0             # <<<<<<<<<<<<<<
 *         double percent_done = 0
 *         double rate = 0
 */
  __pyx_v_h = 0.0;

  /* "pypore/event_finder.pyx":213
 *         unsigned int size = 0
 *         double h = 0
 *         double percent_done = 0             # <<<<<<<<<<<<<<
 *         double rate = 0
 *         double total_rate = 0
 */
  __pyx_v_percent_done = 0.0;

  /* "pypore/event_finder.pyx":214
 *         double h = 0
 *         double percent_done = 0
 *         double rate = 0             # <<<<<<<<<<<<<<
 *         double total_rate = 0
 *         int time_left = 0
 */
  __pyx_v_rate = 0.0;

  /* "pypore/event_finder.pyx":215
 *         double percent_done = 0
 *         double rate = 0
 *         double total_rate = 0             # <<<<<<<<<<<<<<
 *         int time_left = 0
 *         int qq = 0
 */
  __pyx_v_total_rate = 0.0;

  /* "pypore/event_finder.pyx":216
 *         double rate = 0
 *         double total_rate = 0
 *         int time_left = 0             # <<<<<<<<<<<<<<
 *         int qq = 0
 *         int cache_size = 0
 */
  __pyx_v_time_left = 0;

  /* "pypore/event_finder.pyx":217
 *         double total_rate = 0
 *         int time_left = 0
 *         int qq = 0             # <<<<<<<<<<<<<<
 *         int cache_size = 0
 *         long cache_refreshes = 0  # number of times we get new data at the
 */
  __pyx_v_qq = 0;

  /* "pypore/event_finder.pyx":218
 *         int time_left = 0
 *         int qq = 0
 *         int cache_size = 0             # <<<<<<<<<<<<<<
 *         long cache_refreshes = 0  # number of times we get new data at the
 *         # end of the loop
 */
  __pyx_v_cache_size = 0;

  /* "pypore/event_finder.pyx":219
 *         int qq = 0
 *         int cache_size = 0
 *         long cache_refreshes = 0  # number of times we get new data at the             # <<<<<<<<<<<<<<
 *         # end of the loop
 *         double temp = 0
 */
  __pyx_v_cache_refreshes = 0;

  /* "pypore/event_finder.pyx":221
 *         long cache_refreshes = 0  # number of times we get new data at the
 *         # end of the loop
 *         double temp = 0             # <<<<<<<<<<<<<<
 *         long temp_long = 0
 *         double baseline = baseline_type.get_baseline_c()
 */
  __pyx_v_temp = 0.0;

  /* "pypore/event_finder.pyx":222
 *         # end of the loop
 *         double temp = 0
 *         long temp_long = 0             # <<<<<<<<<<<<<<
 *         double baseline = baseline_type.get_baseline_c()
 *         double variance = baseline_type.get_variance_c()
 */
  __pyx_v_temp_long = 0;

  /* "pypore/event_finder.pyx":223
 *         double temp = 0
 *         long temp_long = 0
 *         double baseline = baseline_type.get_baseline_c()             # <<<<<<<<<<<<<<
 *         double variance = baseline_type.get_variance_c()
 * 
 */
  __pyx_v_baseline = ((struct __pyx_vtabstruct_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)__pyx_v_baseline_type->__pyx_vtab)->get_baseline_c(__pyx_v_baseline_type);

  /* "pypore/event_finder.pyx":224
 *         long temp_long = 0
 *         double baseline = baseline_type.get_baseline_c()
 *         double variance = baseline_type.get_variance_c()             # <<<<<<<<<<<<<<
 * 
 *         #         np.ndarray[DTYPE_t] level_values
 */
  __pyx_v_variance = ((struct __pyx_vtabstruct_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)__pyx_v_baseline_type->__pyx_vtab)->get_variance_c(__pyx_v_baseline_type);

  /* "pypore/event_finder.pyx":227
 * 
 *         #         np.ndarray[DTYPE_t] level_values
 *         np.ndarray[DTYPE_t] curr_data = data_cache[1]  # data in dataCache[1]             # <<<<<<<<<<<<<<
 * 
 *         np.ndarray[DTYPE_t] m_levels = np.zeros(max_points, dtype=DTYPE)
 */
  __pyx_t_1 = __Pyx_GetItemInt_List(__pyx_v_data_cache, 1, long, 1, __Pyx_PyInt_From_long, 1, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 227, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 227, __pyx_L1_error)
  __pyx_t_21 = ((PyArrayObject *)__pyx_t_1);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_curr_data.rcbuffer->pybuffer, (PyObject*)__pyx_t_21, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_curr_data = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_curr_data.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 227, __pyx_L1_error)
    } else {__pyx_pybuffernd_curr_data.diminfo[0].strides = __pyx_pybuffernd_curr_data.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_curr_data.diminfo[0].shape = __pyx_pybuffernd_curr_data.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_21 = 0;
  __pyx_v_curr_data = ((PyArrayObject *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":229
 *         np.ndarray[DTYPE_t] curr_data = data_cache[1]  # data in dataCache[1]
 * 
 *         np.ndarray[DTYPE_t] m_levels = np.zeros(max_points, dtype=DTYPE)             # <<<<<<<<<<<<<<
 *         np.ndarray[DTYPE_UINT32_t] m_levels_length = np.zeros(max_points, dtype=DTYPE_UINT32)
 * 
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 229, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_zeros); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 229, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyInt_From_unsigned_long(__pyx_v_max_points); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 229, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 229, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 229, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 229, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_3) < 0) __PYX_ERR(0, 229, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_6, __pyx_t_5, __pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 229, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (!(likely(((__pyx_t_3) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_3, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 229, __pyx_L1_error)
  __pyx_t_22 = ((PyArrayObject *)__pyx_t_3);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_m_levels.rcbuffer->pybuffer, (PyObject*)__pyx_t_22, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_m_levels = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_m_levels.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 229, __pyx_L1_error)
    } else {__pyx_pybuffernd_m_levels.diminfo[0].strides = __pyx_pybuffernd_m_levels.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_m_levels.diminfo[0].shape = __pyx_pybuffernd_m_levels.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_22 = 0;
  __pyx_v_m_levels = ((PyArrayObject *)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "pypore/event_finder.pyx":230
 * 
 *         np.ndarray[DTYPE_t] m_levels = np.zeros(max_points, dtype=DTYPE)
 *         np.ndarray[DTYPE_UINT32_t] m_levels_length = np.zeros(max_points, dtype=DTYPE_UINT32)             # <<<<<<<<<<<<<<
 * 
 *         double level_sum = 0
 */
  __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 230, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_zeros); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 230, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyInt_From_unsigned_long(__pyx_v_max_points); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 230, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 230, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3);
  __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 230, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_6 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE_UINT32); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 230, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  if (PyDict_SetItem(__pyx_t_3, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 230, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_5, __pyx_t_3); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 230, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (!(likely(((__pyx_t_6) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_6, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 230, __pyx_L1_error)
  __pyx_t_23 = ((PyArrayObject *)__pyx_t_6);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_m_levels_length.rcbuffer->pybuffer, (PyObject*)__pyx_t_23, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_UINT32_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_m_levels_length = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_m_levels_length.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 230, __pyx_L1_error)
    } else {__pyx_pybuffernd_m_levels_length.diminfo[0].strides = __pyx_pybuffernd_m_levels_length.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_m_levels_length.diminfo[0].shape = __pyx_pybuffernd_m_levels_length.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_23 = 0;
  __pyx_v_m_levels_length = ((PyArrayObject *)__pyx_t_6);
  __pyx_t_6 = 0;

  /* "pypore/event_finder.pyx":232
 *         np.ndarray[DTYPE_UINT32_t] m_levels_length = np.zeros(max_points, dtype=DTYPE_UINT32)
 * 
 *         double level_sum = 0             # <<<<<<<<<<<<<<
 *         long prev_level_start = 0
 * 
 */
  __pyx_v_level_sum = 0.0;

  /* "pypore/event_finder.pyx":233
 * 
 *         double level_sum = 0
 *         long prev_level_start = 0             # <<<<<<<<<<<<<<
 * 
 *         int last_event_sent = 0
 */
  __pyx_v_prev_level_start = 0;

  /* "pypore/event_finder.pyx":235
 *         long prev_level_start = 0
 * 
 *         int last_event_sent = 0             # <<<<<<<<<<<<<<
 * 
 *         np.ndarray[DTYPE_t] debug_data_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 */
  __pyx_v_last_event_sent = 0;

  /* "pypore/event_finder.pyx":237
 *         int last_event_sent = 0
 * 
 *         np.ndarray[DTYPE_t] debug_data_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)             # <<<<<<<<<<<<<<
 *         np.ndarray[DTYPE_t] debug_baseline_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 *         np.ndarray[DTYPE_t] debug_threshold_pos_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 */
  __pyx_t_6 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 237, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_6, __pyx_n_s_zeros); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 237, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_v_debug); if (unlikely(__pyx_t_13 < 0)) __PYX_ERR(0, 237, __pyx_L1_error)
  if (__pyx_t_13) {
    __pyx_t_5 = __Pyx_PyInt_From_long(__pyx_v_points_per_channel_total); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 237, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_6 = __pyx_t_5;
    __pyx_t_5 = 0;
  } else {
    __Pyx_INCREF(__pyx_int_0);
    __pyx_t_6 = __pyx_int_0;
  }
  __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 237, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_6);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_6);
  __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 237, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 237, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_dtype, __pyx_t_1) < 0) __PYX_ERR(0, 237, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_5, __pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 237, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 237, __pyx_L1_error)
  __pyx_t_24 = ((PyArrayObject *)__pyx_t_1);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_debug_data_matrix.rcbuffer->pybuffer, (PyObject*)__pyx_t_24, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_debug_data_matrix = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_debug_data_matrix.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 237, __pyx_L1_error)
    } else {__pyx_pybuffernd_debug_data_matrix.diminfo[0].strides = __pyx_pybuffernd_debug_data_matrix.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_debug_data_matrix.diminfo[0].shape = __pyx_pybuffernd_debug_data_matrix.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_24 = 0;
  __pyx_v_debug_data_matrix = ((PyArrayObject *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":238
 * 
 *         np.ndarray[DTYPE_t] debug_data_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 *         np.ndarray[DTYPE_t] debug_baseline_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)             # <<<<<<<<<<<<<<
 *         np.ndarray[DTYPE_t] debug_threshold_pos_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 *         np.ndarray[DTYPE_t] debug_threshold_neg_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_zeros); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_v_debug); if (unlikely(__pyx_t_13 < 0)) __PYX_ERR(0, 238, __pyx_L1_error)
  if (__pyx_t_13) {
    __pyx_t_5 = __Pyx_PyInt_From_long(__pyx_v_points_per_channel_total); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 238, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_1 = __pyx_t_5;
    __pyx_t_5 = 0;
  } else {
    __Pyx_INCREF(__pyx_int_0);
    __pyx_t_1 = __pyx_int_0;
  }
  __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_3) < 0) __PYX_ERR(0, 238, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_6, __pyx_t_5, __pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (!(likely(((__pyx_t_3) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_3, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 238, __pyx_L1_error)
  __pyx_t_25 = ((PyArrayObject *)__pyx_t_3);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_debug_baseline_matrix.rcbuffer->pybuffer, (PyObject*)__pyx_t_25, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_debug_baseline_matrix = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_debug_baseline_matrix.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 238, __pyx_L1_error)
    } else {__pyx_pybuffernd_debug_baseline_matrix.diminfo[0].strides = __pyx_pybuffernd_debug_baseline_matrix.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_debug_baseline_matrix.diminfo[0].shape = __pyx_pybuffernd_debug_baseline_matrix.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_25 = 0;
  __pyx_v_debug_baseline_matrix = ((PyArrayObject *)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "pypore/event_finder.pyx":239
 *         np.ndarray[DTYPE_t] debug_data_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 *         np.ndarray[DTYPE_t] debug_baseline_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 *         np.ndarray[DTYPE_t] debug_threshold_pos_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)             # <<<<<<<<<<<<<<
 *         np.ndarray[DTYPE_t] debug_threshold_neg_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 * 
 */
  __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 239, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_zeros); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 239, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_v_debug); if (unlikely(__pyx_t_13 < 0)) __PYX_ERR(0, 239, __pyx_L1_error)
  if (__pyx_t_13) {
    __pyx_t_5 = __Pyx_PyInt_From_long(__pyx_v_points_per_channel_total); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 239, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_3 = __pyx_t_5;
    __pyx_t_5 = 0;
  } else {
    __Pyx_INCREF(__pyx_int_0);
    __pyx_t_3 = __pyx_int_0;
  }
  __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 239, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3);
  __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 239, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_6 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 239, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  if (PyDict_SetItem(__pyx_t_3, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 239, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_5, __pyx_t_3); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 239, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (!(likely(((__pyx_t_6) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_6, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 239, __pyx_L1_error)
  __pyx_t_26 = ((PyArrayObject *)__pyx_t_6);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_debug_threshold_pos_matrix.rcbuffer->pybuffer, (PyObject*)__pyx_t_26, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_debug_threshold_pos_matrix = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_debug_threshold_pos_matrix.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 239, __pyx_L1_error)
    } else {__pyx_pybuffernd_debug_threshold_pos_matrix.diminfo[0].strides = __pyx_pybuffernd_debug_threshold_pos_matrix.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_debug_threshold_pos_matrix.diminfo[0].shape = __pyx_pybuffernd_debug_threshold_pos_matrix.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_26 = 0;
  __pyx_v_debug_threshold_pos_matrix = ((PyArrayObject *)__pyx_t_6);
  __pyx_t_6 = 0;

  /* "pypore/event_finder.pyx":240
 *         np.ndarray[DTYPE_t] debug_baseline_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 *         np.ndarray[DTYPE_t] debug_threshold_pos_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 *         np.ndarray[DTYPE_t] debug_threshold_neg_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)             # <<<<<<<<<<<<<<
 * 
 *     threshold_start = threshold_type.compute_starting_threshold_c(baseline, variance)
 */
  __pyx_t_6 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 240, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_6, __pyx_n_s_zeros); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 240, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_v_debug); if (unlikely(__pyx_t_13 < 0)) __PYX_ERR(0, 240, __pyx_L1_error)
  if (__pyx_t_13) {
    __pyx_t_5 = __Pyx_PyInt_From_long(__pyx_v_points_per_channel_total); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 240, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_6 = __pyx_t_5;
    __pyx_t_5 = 0;
  } else {
    __Pyx_INCREF(__pyx_int_0);
    __pyx_t_6 = __pyx_int_0;
  }
  __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 240, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_6);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_6);
  __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 240, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_DTYPE); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 240, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_dtype, __pyx_t_1) < 0) __PYX_ERR(0, 240, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_5, __pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 240, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 240, __pyx_L1_error)
  __pyx_t_27 = ((PyArrayObject *)__pyx_t_1);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_debug_threshold_neg_matrix.rcbuffer->pybuffer, (PyObject*)__pyx_t_27, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_debug_threshold_neg_matrix = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_debug_threshold_neg_matrix.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 240, __pyx_L1_error)
    } else {__pyx_pybuffernd_debug_threshold_neg_matrix.diminfo[0].strides = __pyx_pybuffernd_debug_threshold_neg_matrix.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_debug_threshold_neg_matrix.diminfo[0].shape = __pyx_pybuffernd_debug_threshold_neg_matrix.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_27 = 0;
  __pyx_v_debug_threshold_neg_matrix = ((PyArrayObject *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":242
 *         np.ndarray[DTYPE_t] debug_threshold_neg_matrix = np.zeros(points_per_channel_total if debug else 0, dtype=DTYPE)
 * 
 *     threshold_start = threshold_type.compute_starting_threshold_c(baseline, variance)             # <<<<<<<<<<<<<<
 *     # search for events.  Keep track of baseline_filter_parameter filtered local (adapting!) mean and variance,
 *     # and use them to decide baseline_filter_parameter threshold_start for events.  See
 */
  __pyx_v_threshold_start = ((struct __pyx_vtabstruct_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *)__pyx_v_threshold_type->__pyx_vtab)->compute_starting_threshold_c(__pyx_v_threshold_type, __pyx_v_baseline, __pyx_v_variance);

  /* "pypore/event_finder.pyx":246
 *     # and use them to decide baseline_filter_parameter threshold_start for events.  See
 *     # http://pubs.rsc.org/en/content/articlehtml/2012/nr/c2nr30951c for more details.
 *     while i < n:             # <<<<<<<<<<<<<<
 *         data_point = curr_data[i]
 * 
 */
  while (1) {
    __pyx_t_13 = ((__pyx_v_i < __pyx_v_n) != 0);
    if (!__pyx_t_13) break;

    /* "pypore/event_finder.pyx":247
 *     # http://pubs.rsc.org/en/content/articlehtml/2012/nr/c2nr30951c for more details.
 *     while i < n:
 *         data_point = curr_data[i]             # <<<<<<<<<<<<<<
 * 
 *         # Detecting a negative event
 */
    __pyx_t_28 = __pyx_v_i;
    __pyx_t_17 = -1;
    if (unlikely(__pyx_t_28 >= (size_t)__pyx_pybuffernd_curr_data.diminfo[0].shape)) __pyx_t_17 = 0;
    if (unlikely(__pyx_t_17 != -1)) {
      __Pyx_RaiseBufferIndexError(__pyx_t_17);
      __PYX_ERR(0, 247, __pyx_L1_error)
    }
    __pyx_v_data_point = (*__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_curr_data.rcbuffer->pybuffer.buf, __pyx_t_28, __pyx_pybuffernd_curr_data.diminfo[0].strides));

    /* "pypore/event_finder.pyx":250
 * 
 *         # Detecting a negative event
 *         if direction_negative and data_point < baseline - threshold_start:             # <<<<<<<<<<<<<<
 *             is_event = True
 *             was_event_positive = False
 */
    __pyx_t_8 = (__pyx_v_direction_negative != 0);
    if (__pyx_t_8) {
    } else {
      __pyx_t_13 = __pyx_t_8;
      goto __pyx_L14_bool_binop_done;
    }
    __pyx_t_8 = ((__pyx_v_data_point < (__pyx_v_baseline - __pyx_v_threshold_start)) != 0);
    __pyx_t_13 = __pyx_t_8;
    __pyx_L14_bool_binop_done:;
    if (__pyx_t_13) {

      /* "pypore/event_finder.pyx":251
 *         # Detecting a negative event
 *         if direction_negative and data_point < baseline - threshold_start:
 *             is_event = True             # <<<<<<<<<<<<<<
 *             was_event_positive = False
 *         # Detecting a positive event
 */
      __pyx_v_is_event = 1;

      /* "pypore/event_finder.pyx":252
 *         if direction_negative and data_point < baseline - threshold_start:
 *             is_event = True
 *             was_event_positive = False             # <<<<<<<<<<<<<<
 *         # Detecting a positive event
 *         elif direction_positive and data_point > baseline + threshold_start:
 */
      __pyx_v_was_event_positive = 0;

      /* "pypore/event_finder.pyx":250
 * 
 *         # Detecting a negative event
 *         if direction_negative and data_point < baseline - threshold_start:             # <<<<<<<<<<<<<<
 *             is_event = True
 *             was_event_positive = False
 */
      goto __pyx_L13;
    }

    /* "pypore/event_finder.pyx":254
 *             was_event_positive = False
 *         # Detecting a positive event
 *         elif direction_positive and data_point > baseline + threshold_start:             # <<<<<<<<<<<<<<
 *             is_event = True
 *             was_event_positive = True
 */
    __pyx_t_8 = (__pyx_v_direction_positive != 0);
    if (__pyx_t_8) {
    } else {
      __pyx_t_13 = __pyx_t_8;
      goto __pyx_L16_bool_binop_done;
    }
    __pyx_t_8 = ((__pyx_v_data_point > (__pyx_v_baseline + __pyx_v_threshold_start)) != 0);
    __pyx_t_13 = __pyx_t_8;
    __pyx_L16_bool_binop_done:;
    if (__pyx_t_13) {

      /* "pypore/event_finder.pyx":255
 *         # Detecting a positive event
 *         elif direction_positive and data_point > baseline + threshold_start:
 *             is_event = True             # <<<<<<<<<<<<<<
 *             was_event_positive = True
 *         if debug:
 */
      __pyx_v_is_event = 1;

      /* "pypore/event_finder.pyx":256
 *         elif direction_positive and data_point > baseline + threshold_start:
 *             is_event = True
 *             was_event_positive = True             # <<<<<<<<<<<<<<
 *         if debug:
 *             debug_data_matrix[place_in_data + i] = data_point
 */
      __pyx_v_was_event_positive = 1;

      /* "pypore/event_finder.pyx":254
 *             was_event_positive = False
 *         # Detecting a positive event
 *         elif direction_positive and data_point > baseline + threshold_start:             # <<<<<<<<<<<<<<
 *             is_event = True
 *             was_event_positive = True
 */
    }
    __pyx_L13:;

    /* "pypore/event_finder.pyx":257
 *             is_event = True
 *             was_event_positive = True
 *         if debug:             # <<<<<<<<<<<<<<
 *             debug_data_matrix[place_in_data + i] = data_point
 *             debug_baseline_matrix[i + place_in_data] = baseline
 */
    __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_v_debug); if (unlikely(__pyx_t_13 < 0)) __PYX_ERR(0, 257, __pyx_L1_error)
    if (__pyx_t_13) {

      /* "pypore/event_finder.pyx":258
 *             was_event_positive = True
 *         if debug:
 *             debug_data_matrix[place_in_data + i] = data_point             # <<<<<<<<<<<<<<
 *             debug_baseline_matrix[i + place_in_data] = baseline
 *             if direction_positive:
 */
      __pyx_t_29 = (__pyx_v_place_in_data + __pyx_v_i);
      __pyx_t_17 = -1;
      if (unlikely(__pyx_t_29 >= (size_t)__pyx_pybuffernd_debug_data_matrix.diminfo[0].shape)) __pyx_t_17 = 0;
      if (unlikely(__pyx_t_17 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_17);
        __PYX_ERR(0, 258, __pyx_L1_error)
      }
      *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_data_matrix.rcbuffer->pybuffer.buf, __pyx_t_29, __pyx_pybuffernd_debug_data_matrix.diminfo[0].strides) = __pyx_v_data_point;

      /* "pypore/event_finder.pyx":259
 *         if debug:
 *             debug_data_matrix[place_in_data + i] = data_point
 *             debug_baseline_matrix[i + place_in_data] = baseline             # <<<<<<<<<<<<<<
 *             if direction_positive:
 *                 debug_threshold_pos_matrix[i + place_in_data] = baseline + threshold_start
 */
      __pyx_t_30 = (__pyx_v_i + __pyx_v_place_in_data);
      __pyx_t_17 = -1;
      if (unlikely(__pyx_t_30 >= (size_t)__pyx_pybuffernd_debug_baseline_matrix.diminfo[0].shape)) __pyx_t_17 = 0;
      if (unlikely(__pyx_t_17 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_17);
        __PYX_ERR(0, 259, __pyx_L1_error)
      }
      *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_baseline_matrix.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_debug_baseline_matrix.diminfo[0].strides) = __pyx_v_baseline;

      /* "pypore/event_finder.pyx":260
 *             debug_data_matrix[place_in_data + i] = data_point
 *             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:
 */
      __pyx_t_13 = (__pyx_v_direction_positive != 0);
      if (__pyx_t_13) {

        /* "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_31 = (__pyx_v_i + __pyx_v_place_in_data);
        __pyx_t_17 = -1;
        if (unlikely(__pyx_t_31 >= (size_t)__pyx_pybuffernd_debug_threshold_pos_matrix.diminfo[0].shape)) __pyx_t_17 = 0;
        if (unlikely(__pyx_t_17 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_17);
          __PYX_ERR(0, 261, __pyx_L1_error)
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_threshold_pos_matrix.rcbuffer->pybuffer.buf, __pyx_t_31, __pyx_pybuffernd_debug_threshold_pos_matrix.diminfo[0].strides) = (__pyx_v_baseline + __pyx_v_threshold_start);

        /* "pypore/event_finder.pyx":260
 *             debug_data_matrix[place_in_data + i] = data_point
 *             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:
 */
      }

      /* "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
 *         threshold_start = threshold_type.compute_starting_threshold_c(baseline, variance)
 */
      __pyx_t_13 = (__pyx_v_direction_negative != 0);
      if (__pyx_t_13) {

        /* "pypore/event_finder.pyx":263
 *                 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             # <<<<<<<<<<<<<<
 *         threshold_start = threshold_type.compute_starting_threshold_c(baseline, variance)
 *         if is_event:
 */
        __pyx_t_32 = (__pyx_v_i + __pyx_v_place_in_data);
        __pyx_t_17 = -1;
        if (unlikely(__pyx_t_32 >= (size_t)__pyx_pybuffernd_debug_threshold_neg_matrix.diminfo[0].shape)) __pyx_t_17 = 0;
        if (unlikely(__pyx_t_17 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_17);
          __PYX_ERR(0, 263, __pyx_L1_error)
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_threshold_neg_matrix.rcbuffer->pybuffer.buf, __pyx_t_32, __pyx_pybuffernd_debug_threshold_neg_matrix.diminfo[0].strides) = (__pyx_v_baseline - __pyx_v_threshold_start);

        /* "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
 *         threshold_start = threshold_type.compute_starting_threshold_c(baseline, variance)
 */
      }

      /* "pypore/event_finder.pyx":257
 *             is_event = True
 *             was_event_positive = True
 *         if debug:             # <<<<<<<<<<<<<<
 *             debug_data_matrix[place_in_data + i] = data_point
 *             debug_baseline_matrix[i + place_in_data] = baseline
 */
    }

    /* "pypore/event_finder.pyx":264
 *             if direction_negative:
 *                 debug_threshold_neg_matrix[i + place_in_data] = baseline - threshold_start
 *         threshold_start = threshold_type.compute_starting_threshold_c(baseline, variance)             # <<<<<<<<<<<<<<
 *         if is_event:
 *             is_event = False
 */
    __pyx_v_threshold_start = ((struct __pyx_vtabstruct_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *)__pyx_v_threshold_type->__pyx_vtab)->compute_starting_threshold_c(__pyx_v_threshold_type, __pyx_v_baseline, __pyx_v_variance);

    /* "pypore/event_finder.pyx":265
 *                 debug_threshold_neg_matrix[i + place_in_data] = baseline - threshold_start
 *         threshold_start = threshold_type.compute_starting_threshold_c(baseline, variance)
 *         if is_event:             # <<<<<<<<<<<<<<
 *             is_event = False
 *             # Set ending threshold_end
 */
    __pyx_t_13 = (__pyx_v_is_event != 0);
    if (__pyx_t_13) {

      /* "pypore/event_finder.pyx":266
 *         threshold_start = threshold_type.compute_starting_threshold_c(baseline, variance)
 *         if is_event:
 *             is_event = False             # <<<<<<<<<<<<<<
 *             # Set ending threshold_end
 *             threshold_end = threshold_type.compute_ending_threshold_c(baseline, variance)
 */
      __pyx_v_is_event = 0;

      /* "pypore/event_finder.pyx":268
 *             is_event = False
 *             # Set ending threshold_end
 *             threshold_end = threshold_type.compute_ending_threshold_c(baseline, variance)             # <<<<<<<<<<<<<<
 *             event_start = i
 *             event_end = i + 1
 */
      __pyx_v_threshold_end = ((struct __pyx_vtabstruct_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *)__pyx_v_threshold_type->__pyx_vtab)->compute_ending_threshold_c(__pyx_v_threshold_type, __pyx_v_baseline, __pyx_v_variance);

      /* "pypore/event_finder.pyx":269
 *             # Set ending threshold_end
 *             threshold_end = threshold_type.compute_ending_threshold_c(baseline, variance)
 *             event_start = i             # <<<<<<<<<<<<<<
 *             event_end = i + 1
 *             done = False
 */
      __pyx_v_event_start = __pyx_v_i;

      /* "pypore/event_finder.pyx":270
 *             threshold_end = threshold_type.compute_ending_threshold_c(baseline, variance)
 *             event_start = i
 *             event_end = i + 1             # <<<<<<<<<<<<<<
 *             done = False
 *             event_i = i
 */
      __pyx_v_event_end = (__pyx_v_i + 1);

      /* "pypore/event_finder.pyx":271
 *             event_start = i
 *             event_end = i + 1
 *             done = False             # <<<<<<<<<<<<<<
 *             event_i = i
 *             # CUSUM stuff
 */
      __pyx_v_done = 0;

      /* "pypore/event_finder.pyx":272
 *             event_end = i + 1
 *             done = False
 *             event_i = i             # <<<<<<<<<<<<<<
 *             # CUSUM stuff
 *             mean_estimate = data_point
 */
      __pyx_v_event_i = __pyx_v_i;

      /* "pypore/event_finder.pyx":274
 *             event_i = i
 *             # CUSUM stuff
 *             mean_estimate = data_point             # <<<<<<<<<<<<<<
 *             n_levels = 0
 *             sn = sp = Sn = Sp = Gn = Gp = 0
 */
      __pyx_v_mean_estimate = __pyx_v_data_point;

      /* "pypore/event_finder.pyx":275
 *             # CUSUM stuff
 *             mean_estimate = data_point
 *             n_levels = 0             # <<<<<<<<<<<<<<
 *             sn = sp = Sn = Sp = Gn = Gp = 0
 *             var_estimate = variance
 */
      __pyx_v_n_levels = 0;

      /* "pypore/event_finder.pyx":276
 *             mean_estimate = data_point
 *             n_levels = 0
 *             sn = sp = Sn = Sp = Gn = Gp = 0             # <<<<<<<<<<<<<<
 *             var_estimate = variance
 *             #             n_levels = 1  # We're already starting with one level
 */
      __pyx_v_sn = 0.0;
      __pyx_v_sp = 0.0;
      __pyx_v_Sn = 0.0;
      __pyx_v_Sp = 0.0;
      __pyx_v_Gn = 0.0;
      __pyx_v_Gp = 0.0;

      /* "pypore/event_finder.pyx":277
 *             n_levels = 0
 *             sn = sp = Sn = Sp = Gn = Gp = 0
 *             var_estimate = variance             # <<<<<<<<<<<<<<
 *             #             n_levels = 1  # We're already starting with one level
 *             delta = fabs(mean_estimate - baseline) / 2.
 */
      __pyx_v_var_estimate = __pyx_v_variance;

      /* "pypore/event_finder.pyx":279
 *             var_estimate = variance
 *             #             n_levels = 1  # We're already starting with one level
 *             delta = fabs(mean_estimate - baseline) / 2.             # <<<<<<<<<<<<<<
 *             min_index_p = min_index_n = i
 *             min_Sp = min_Sn = float_inf
 */
      __pyx_v_delta = (fabs((__pyx_v_mean_estimate - __pyx_v_baseline)) / 2.);

      /* "pypore/event_finder.pyx":280
 *             #             n_levels = 1  # We're already starting with one level
 *             delta = fabs(mean_estimate - baseline) / 2.
 *             min_index_p = min_index_n = i             # <<<<<<<<<<<<<<
 *             min_Sp = min_Sn = float_inf
 *             ko = i
 */
      __pyx_v_min_index_p = __pyx_v_i;
      __pyx_v_min_index_n = __pyx_v_i;

      /* "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
 */
      __pyx_v_min_Sp = __pyx_v_float_inf;
      __pyx_v_min_Sn = __pyx_v_float_inf;

      /* "pypore/event_finder.pyx":282
 *             min_index_p = min_index_n = i
 *             min_Sp = min_Sn = float_inf
 *             ko = i             # <<<<<<<<<<<<<<
 *             event_area = data_point  # integrate the area
 *             cache_index = 1  # which index in the cache is event_i
 */
      __pyx_v_ko = __pyx_v_i;

      /* "pypore/event_finder.pyx":283
 *             min_Sp = min_Sn = float_inf
 *             ko = i
 *             event_area = data_point  # integrate the area             # <<<<<<<<<<<<<<
 *             cache_index = 1  # which index in the cache is event_i
 *             # trying to grab data from?
 */
      __pyx_v_event_area = __pyx_v_data_point;

      /* "pypore/event_finder.pyx":284
 *             ko = i
 *             event_area = data_point  # integrate the area
 *             cache_index = 1  # which index in the cache is event_i             # <<<<<<<<<<<<<<
 *             # trying to grab data from?
 * 
 */
      __pyx_v_cache_index = 1;

      /* "pypore/event_finder.pyx":287
 *             # trying to grab data from?
 * 
 *             level_sum = data_point             # <<<<<<<<<<<<<<
 *             level_sum_minp = data_point
 *             level_sum_minn = data_point
 */
      __pyx_v_level_sum = __pyx_v_data_point;

      /* "pypore/event_finder.pyx":288
 * 
 *             level_sum = data_point
 *             level_sum_minp = data_point             # <<<<<<<<<<<<<<
 *             level_sum_minn = data_point
 *             prev_level_start = event_i
 */
      __pyx_v_level_sum_minp = __pyx_v_data_point;

      /* "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
 */
      __pyx_v_level_sum_minn = __pyx_v_data_point;

      /* "pypore/event_finder.pyx":290
 *             level_sum_minp = data_point
 *             level_sum_minn = data_point
 *             prev_level_start = event_i             # <<<<<<<<<<<<<<
 *             cache_size = n
 * 
 */
      __pyx_v_prev_level_start = __pyx_v_event_i;

      /* "pypore/event_finder.pyx":291
 *             level_sum_minn = data_point
 *             prev_level_start = event_i
 *             cache_size = n             # <<<<<<<<<<<<<<
 * 
 *             # loop until event ends
 */
      __pyx_v_cache_size = __pyx_v_n;

      /* "pypore/event_finder.pyx":294
 * 
 *             # loop until event ends
 *             while not done and event_i - event_start < max_event_steps:             # <<<<<<<<<<<<<<
 *                 event_i += 1
 *                 if event_i >= cache_size:  # We may need new data
 */
      while (1) {
        __pyx_t_8 = ((!(__pyx_v_done != 0)) != 0);
        if (__pyx_t_8) {
        } else {
          __pyx_t_13 = __pyx_t_8;
          goto __pyx_L24_bool_binop_done;
        }
        __pyx_t_8 = (((__pyx_v_event_i - __pyx_v_event_start) < __pyx_v_max_event_steps) != 0);
        __pyx_t_13 = __pyx_t_8;
        __pyx_L24_bool_binop_done:;
        if (!__pyx_t_13) break;

        /* "pypore/event_finder.pyx":295
 *             # loop until event ends
 *             while not done and event_i - event_start < max_event_steps:
 *                 event_i += 1             # <<<<<<<<<<<<<<
 *                 if event_i >= cache_size:  # We may need new data
 *                     # we need new data if we've run out
 */
        __pyx_v_event_i = (__pyx_v_event_i + 1);

        /* "pypore/event_finder.pyx":296
 *             while not done and event_i - event_start < max_event_steps:
 *                 event_i += 1
 *                 if event_i >= cache_size:  # We may need new data             # <<<<<<<<<<<<<<
 *                     # we need new data if we've run out
 *                     cache_index += 1
 */
        __pyx_t_13 = ((__pyx_v_event_i >= __pyx_v_cache_size) != 0);
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":298
 *                 if event_i >= cache_size:  # We may need new data
 *                     # we need new data if we've run out
 *                     cache_index += 1             # <<<<<<<<<<<<<<
 *                     datas = reader.get_next_blocks_c(get_blocks)
 *                     datas = datas[0]
 */
          __pyx_v_cache_index = (__pyx_v_cache_index + 1);

          /* "pypore/event_finder.pyx":299
 *                     # we need new data if we've run out
 *                     cache_index += 1
 *                     datas = reader.get_next_blocks_c(get_blocks)             # <<<<<<<<<<<<<<
 *                     datas = datas[0]
 *                     n = datas.size
 */
          __pyx_t_9.__pyx_n = 1;
          __pyx_t_9.n_blocks = __pyx_v_get_blocks;
          __pyx_t_1 = ((struct __pyx_vtabstruct_6pypore_3i_o_15abstract_reader_AbstractReader *)__pyx_v_reader->__pyx_vtab)->get_next_blocks_c(__pyx_v_reader, &__pyx_t_9); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 299, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_XDECREF_SET(__pyx_v_datas, __pyx_t_1);
          __pyx_t_1 = 0;

          /* "pypore/event_finder.pyx":300
 *                     cache_index += 1
 *                     datas = reader.get_next_blocks_c(get_blocks)
 *                     datas = datas[0]             # <<<<<<<<<<<<<<
 *                     n = datas.size
 *                     cache_size += n
 */
          __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_datas, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 300, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF_SET(__pyx_v_datas, __pyx_t_1);
          __pyx_t_1 = 0;

          /* "pypore/event_finder.pyx":301
 *                     datas = reader.get_next_blocks_c(get_blocks)
 *                     datas = datas[0]
 *                     n = datas.size             # <<<<<<<<<<<<<<
 *                     cache_size += n
 *                     if n < 1:
 */
          __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_datas, __pyx_n_s_size); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 301, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_12 = __Pyx_PyInt_As_unsigned_long(__pyx_t_1); if (unlikely((__pyx_t_12 == (unsigned long)-1) && PyErr_Occurred())) __PYX_ERR(0, 301, __pyx_L1_error)
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_v_n = __pyx_t_12;

          /* "pypore/event_finder.pyx":302
 *                     datas = datas[0]
 *                     n = datas.size
 *                     cache_size += n             # <<<<<<<<<<<<<<
 *                     if n < 1:
 *                         i = n
 */
          __pyx_v_cache_size = (__pyx_v_cache_size + __pyx_v_n);

          /* "pypore/event_finder.pyx":303
 *                     n = datas.size
 *                     cache_size += n
 *                     if n < 1:             # <<<<<<<<<<<<<<
 *                         i = n
 *                         print "Done"
 */
          __pyx_t_13 = ((__pyx_v_n < 1) != 0);
          if (__pyx_t_13) {

            /* "pypore/event_finder.pyx":304
 *                     cache_size += n
 *                     if n < 1:
 *                         i = n             # <<<<<<<<<<<<<<
 *                         print "Done"
 *                         break
 */
            __pyx_v_i = __pyx_v_n;

            /* "pypore/event_finder.pyx":305
 *                     if n < 1:
 *                         i = n
 *                         print "Done"             # <<<<<<<<<<<<<<
 *                         break
 *                     data_cache.append(datas)
 */
            if (__Pyx_PrintOne(0, __pyx_n_s_Done) < 0) __PYX_ERR(0, 305, __pyx_L1_error)

            /* "pypore/event_finder.pyx":306
 *                         i = n
 *                         print "Done"
 *                         break             # <<<<<<<<<<<<<<
 *                     data_cache.append(datas)
 *                 if cache_index == 1:
 */
            goto __pyx_L23_break;

            /* "pypore/event_finder.pyx":303
 *                     n = datas.size
 *                     cache_size += n
 *                     if n < 1:             # <<<<<<<<<<<<<<
 *                         i = n
 *                         print "Done"
 */
          }

          /* "pypore/event_finder.pyx":307
 *                         print "Done"
 *                         break
 *                     data_cache.append(datas)             # <<<<<<<<<<<<<<
 *                 if cache_index == 1:
 *                     data_point = curr_data[event_i]
 */
          __pyx_t_15 = __Pyx_PyList_Append(__pyx_v_data_cache, __pyx_v_datas); if (unlikely(__pyx_t_15 == ((int)-1))) __PYX_ERR(0, 307, __pyx_L1_error)

          /* "pypore/event_finder.pyx":296
 *             while not done and event_i - event_start < max_event_steps:
 *                 event_i += 1
 *                 if event_i >= cache_size:  # We may need new data             # <<<<<<<<<<<<<<
 *                     # we need new data if we've run out
 *                     cache_index += 1
 */
        }

        /* "pypore/event_finder.pyx":308
 *                         break
 *                     data_cache.append(datas)
 *                 if cache_index == 1:             # <<<<<<<<<<<<<<
 *                     data_point = curr_data[event_i]
 *                 else:
 */
        __pyx_t_13 = ((__pyx_v_cache_index == 1) != 0);
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":309
 *                     data_cache.append(datas)
 *                 if cache_index == 1:
 *                     data_point = curr_data[event_i]             # <<<<<<<<<<<<<<
 *                 else:
 *                     data_point = data_cache[cache_index][event_i % n]
 */
          __pyx_t_33 = __pyx_v_event_i;
          __pyx_t_17 = -1;
          if (unlikely(__pyx_t_33 >= (size_t)__pyx_pybuffernd_curr_data.diminfo[0].shape)) __pyx_t_17 = 0;
          if (unlikely(__pyx_t_17 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_17);
            __PYX_ERR(0, 309, __pyx_L1_error)
          }
          __pyx_v_data_point = (*__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_curr_data.rcbuffer->pybuffer.buf, __pyx_t_33, __pyx_pybuffernd_curr_data.diminfo[0].strides));

          /* "pypore/event_finder.pyx":308
 *                         break
 *                     data_cache.append(datas)
 *                 if cache_index == 1:             # <<<<<<<<<<<<<<
 *                     data_point = curr_data[event_i]
 *                 else:
 */
          goto __pyx_L28;
        }

        /* "pypore/event_finder.pyx":311
 *                     data_point = curr_data[event_i]
 *                 else:
 *                     data_point = data_cache[cache_index][event_i % n]             # <<<<<<<<<<<<<<
 *                 if debug:
 *                     debug_data_matrix[event_i + place_in_data] = data_point
 */
        /*else*/ {
          __pyx_t_1 = __Pyx_GetItemInt_List(__pyx_v_data_cache, __pyx_v_cache_index, int, 1, __Pyx_PyInt_From_int, 1, 1, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 311, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_1);
          if (unlikely(__pyx_v_n == 0)) {
            PyErr_SetString(PyExc_ZeroDivisionError, "integer division or modulo by zero");
            __PYX_ERR(0, 311, __pyx_L1_error)
          }
          __pyx_t_12 = (__pyx_v_event_i % __pyx_v_n);
          __pyx_t_6 = __Pyx_GetItemInt(__pyx_t_1, __pyx_t_12, unsigned long, 0, __Pyx_PyInt_From_unsigned_long, 0, 0, 1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 311, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_6);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_t_4 = __pyx_PyFloat_AsDouble(__pyx_t_6); if (unlikely((__pyx_t_4 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 311, __pyx_L1_error)
          __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 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_ERR(0, 312, __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_34 = (__pyx_v_event_i + __pyx_v_place_in_data);
          __pyx_t_17 = -1;
          if (unlikely(__pyx_t_34 >= (size_t)__pyx_pybuffernd_debug_data_matrix.diminfo[0].shape)) __pyx_t_17 = 0;
          if (unlikely(__pyx_t_17 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_17);
            __PYX_ERR(0, 313, __pyx_L1_error)
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_data_matrix.rcbuffer->pybuffer.buf, __pyx_t_34, __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_35 = (__pyx_v_event_i + __pyx_v_place_in_data);
          __pyx_t_17 = -1;
          if (unlikely(__pyx_t_35 >= (size_t)__pyx_pybuffernd_debug_baseline_matrix.diminfo[0].shape)) __pyx_t_17 = 0;
          if (unlikely(__pyx_t_17 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_17);
            __PYX_ERR(0, 314, __pyx_L1_error)
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_baseline_matrix.rcbuffer->pybuffer.buf, __pyx_t_35, __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_36 = (__pyx_v_event_i + __pyx_v_place_in_data);
            __pyx_t_17 = -1;
            if (unlikely(__pyx_t_36 >= (size_t)__pyx_pybuffernd_debug_threshold_pos_matrix.diminfo[0].shape)) __pyx_t_17 = 0;
            if (unlikely(__pyx_t_17 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_17);
              __PYX_ERR(0, 316, __pyx_L1_error)
            }
            *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_threshold_pos_matrix.rcbuffer->pybuffer.buf, __pyx_t_36, __pyx_pybuffernd_debug_threshold_pos_matrix.diminfo[0].strides) = (__pyx_v_baseline + __pyx_v_threshold_end);

            /* "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:
 */
          }

          /* "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_37 = (__pyx_v_event_i + __pyx_v_place_in_data);
            __pyx_t_17 = -1;
            if (unlikely(__pyx_t_37 >= (size_t)__pyx_pybuffernd_debug_threshold_neg_matrix.diminfo[0].shape)) __pyx_t_17 = 0;
            if (unlikely(__pyx_t_17 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_17);
              __PYX_ERR(0, 318, __pyx_L1_error)
            }
            *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_debug_threshold_neg_matrix.rcbuffer->pybuffer.buf, __pyx_t_37, __pyx_pybuffernd_debug_threshold_neg_matrix.diminfo[0].strides) = (__pyx_v_baseline - __pyx_v_threshold_end);

            /* "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 (
 */
          }

          /* "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
 */
        }

        /* "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:;

        /* "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
 */
        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":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
 */
        }

        /* "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_12 = ((1 + __pyx_v_event_i) - __pyx_v_ko);
        if (unlikely(__pyx_t_12 == 0)) {
          PyErr_SetString(PyExc_ZeroDivisionError, "float division");
          __PYX_ERR(0, 325, __pyx_L1_error)
        }
        __pyx_v_new_mean = (__pyx_v_mean_estimate + (__pyx_t_4 / __pyx_t_12));

        /* "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_12 = ((1 + __pyx_v_event_i) - __pyx_v_ko);
        if (unlikely(__pyx_t_12 == 0)) {
          PyErr_SetString(PyExc_ZeroDivisionError, "float division");
          __PYX_ERR(0, 328, __pyx_L1_error)
        }
        __pyx_v_var_estimate = (__pyx_t_4 / __pyx_t_12);

        /* "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)) {
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            __PYX_ERR(0, 331, __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)) {
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            __PYX_ERR(0, 332, __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.)));

          /* "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.)
 */
          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;

          /* "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:
 */
          goto __pyx_L37;
        }

        /* "pypore/event_finder.pyx":336
 *                     sp = sn = 0
 *                 else:
 *                     sp = sn = float_inf             # <<<<<<<<<<<<<<
 *                 Sp = Sp + sp
 *                 Sn = Sn + sn
 */
        /*else*/ {
          __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;

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

        /* "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;

          /* "pypore/event_finder.pyx":347
 *                     min_index_p = event_i
 *                     level_sum_minp = level_sum
 *                 if Sn <= 0:             # <<<<<<<<<<<<<<
 *                     Sn = 0
 *                     min_Sn = Sn
 */
        }

        /* "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)) {
          PyErr_SetString(PyExc_ZeroDivisionError, "float division");
          __PYX_ERR(0, 352, __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;
          goto __pyx_L41_bool_binop_done;
        }
        __pyx_t_8 = ((__pyx_v_Gn > __pyx_v_h) != 0);
        __pyx_t_13 = __pyx_t_8;
        __pyx_L41_bool_binop_done:;
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":355
 *                 # Did we detect a change?
 *                 if Gp > h or Gn > h:
 *                     if Gp > h:             # <<<<<<<<<<<<<<
 *                         min_index = min_index_p
 *                         level_sum = level_sum_minp
 */
          __pyx_t_13 = ((__pyx_v_Gp > __pyx_v_h) != 0);
          if (__pyx_t_13) {

            /* "pypore/event_finder.pyx":356
 *                 if Gp > h or Gn > h:
 *                     if Gp > h:
 *                         min_index = min_index_p             # <<<<<<<<<<<<<<
 *                         level_sum = level_sum_minp
 *                     else:
 */
            __pyx_v_min_index = __pyx_v_min_index_p;

            /* "pypore/event_finder.pyx":357
 *                     if Gp > h:
 *                         min_index = min_index_p
 *                         level_sum = level_sum_minp             # <<<<<<<<<<<<<<
 *                     else:
 *                         min_index = min_index_n
 */
            __pyx_v_level_sum = __pyx_v_level_sum_minp;

            /* "pypore/event_finder.pyx":355
 *                 # Did we detect a change?
 *                 if Gp > h or Gn > h:
 *                     if Gp > h:             # <<<<<<<<<<<<<<
 *                         min_index = min_index_p
 *                         level_sum = level_sum_minp
 */
            goto __pyx_L43;
          }

          /* "pypore/event_finder.pyx":359
 *                         level_sum = level_sum_minp
 *                     else:
 *                         min_index = min_index_n             # <<<<<<<<<<<<<<
 *                         level_sum = level_sum_minn
 *                     m_levels_length[n_levels] = min_index + 1 - ko
 */
          /*else*/ {
            __pyx_v_min_index = __pyx_v_min_index_n;

            /* "pypore/event_finder.pyx":360
 *                     else:
 *                         min_index = min_index_n
 *                         level_sum = level_sum_minn             # <<<<<<<<<<<<<<
 *                     m_levels_length[n_levels] = min_index + 1 - ko
 *                     m_levels[n_levels] = level_sum / m_levels_length[n_levels]  ##
 */
            __pyx_v_level_sum = __pyx_v_level_sum_minn;
          }
          __pyx_L43:;

          /* "pypore/event_finder.pyx":361
 *                         min_index = min_index_n
 *                         level_sum = level_sum_minn
 *                     m_levels_length[n_levels] = min_index + 1 - ko             # <<<<<<<<<<<<<<
 *                     m_levels[n_levels] = level_sum / m_levels_length[n_levels]  ##
 *                     n_levels += 1
 */
          __pyx_t_38 = __pyx_v_n_levels;
          __pyx_t_17 = -1;
          if (unlikely(__pyx_t_38 >= (size_t)__pyx_pybuffernd_m_levels_length.diminfo[0].shape)) __pyx_t_17 = 0;
          if (unlikely(__pyx_t_17 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_17);
            __PYX_ERR(0, 361, __pyx_L1_error)
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_UINT32_t *, __pyx_pybuffernd_m_levels_length.rcbuffer->pybuffer.buf, __pyx_t_38, __pyx_pybuffernd_m_levels_length.diminfo[0].strides) = ((__pyx_v_min_index + 1) - __pyx_v_ko);

          /* "pypore/event_finder.pyx":362
 *                         level_sum = level_sum_minn
 *                     m_levels_length[n_levels] = min_index + 1 - ko
 *                     m_levels[n_levels] = level_sum / m_levels_length[n_levels]  ##             # <<<<<<<<<<<<<<
 *                     n_levels += 1
 *                     # reset stuff
 */
          __pyx_t_39 = __pyx_v_n_levels;
          __pyx_t_17 = -1;
          if (unlikely(__pyx_t_39 >= (size_t)__pyx_pybuffernd_m_levels_length.diminfo[0].shape)) __pyx_t_17 = 0;
          if (unlikely(__pyx_t_17 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_17);
            __PYX_ERR(0, 362, __pyx_L1_error)
          }
          __pyx_t_40 = (*__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_UINT32_t *, __pyx_pybuffernd_m_levels_length.rcbuffer->pybuffer.buf, __pyx_t_39, __pyx_pybuffernd_m_levels_length.diminfo[0].strides));
          if (unlikely(__pyx_t_40 == 0)) {
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            __PYX_ERR(0, 362, __pyx_L1_error)
          }
          __pyx_t_41 = __pyx_v_n_levels;
          __pyx_t_17 = -1;
          if (unlikely(__pyx_t_41 >= (size_t)__pyx_pybuffernd_m_levels.diminfo[0].shape)) __pyx_t_17 = 0;
          if (unlikely(__pyx_t_17 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_17);
            __PYX_ERR(0, 362, __pyx_L1_error)
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_m_levels.rcbuffer->pybuffer.buf, __pyx_t_41, __pyx_pybuffernd_m_levels.diminfo[0].strides) = (__pyx_v_level_sum / __pyx_t_40);

          /* "pypore/event_finder.pyx":363
 *                     m_levels_length[n_levels] = min_index + 1 - ko
 *                     m_levels[n_levels] = level_sum / m_levels_length[n_levels]  ##
 *                     n_levels += 1             # <<<<<<<<<<<<<<
 *                     # reset stuff
 *                     sn = sp = Sn = Sp = Gn = Gp = 0
 */
          __pyx_v_n_levels = (__pyx_v_n_levels + 1);

          /* "pypore/event_finder.pyx":365
 *                     n_levels += 1
 *                     # reset stuff
 *                     sn = sp = Sn = Sp = Gn = Gp = 0             # <<<<<<<<<<<<<<
 *                     min_Sp = min_Sn = float_inf
 *                     # Go back to 1 after the level change found
 */
          __pyx_v_sn = 0.0;
          __pyx_v_sp = 0.0;
          __pyx_v_Sn = 0.0;
          __pyx_v_Sp = 0.0;
          __pyx_v_Gn = 0.0;
          __pyx_v_Gp = 0.0;

          /* "pypore/event_finder.pyx":366
 *                     # reset stuff
 *                     sn = sp = Sn = Sp = Gn = Gp = 0
 *                     min_Sp = min_Sn = float_inf             # <<<<<<<<<<<<<<
 *                     # Go back to 1 after the level change found
 *                     ko = event_i = min_index + 1
 */
          __pyx_v_min_Sp = __pyx_v_float_inf;
          __pyx_v_min_Sn = __pyx_v_float_inf;

          /* "pypore/event_finder.pyx":368
 *                     min_Sp = min_Sn = float_inf
 *                     # Go back to 1 after the level change found
 *                     ko = event_i = min_index + 1             # <<<<<<<<<<<<<<
 *                     min_index_p = min_index_n = event_i
 *                     prev_level_start = event_i
 */
          __pyx_t_12 = (__pyx_v_min_index + 1);
          __pyx_v_ko = __pyx_t_12;
          __pyx_v_event_i = __pyx_t_12;

          /* "pypore/event_finder.pyx":369
 *                     # Go back to 1 after the level change found
 *                     ko = event_i = min_index + 1
 *                     min_index_p = min_index_n = event_i             # <<<<<<<<<<<<<<
 *                     prev_level_start = event_i
 *                     if cache_index == 1:
 */
          __pyx_v_min_index_p = __pyx_v_event_i;
          __pyx_v_min_index_n = __pyx_v_event_i;

          /* "pypore/event_finder.pyx":370
 *                     ko = event_i = min_index + 1
 *                     min_index_p = min_index_n = event_i
 *                     prev_level_start = event_i             # <<<<<<<<<<<<<<
 *                     if cache_index == 1:
 *                         mean_estimate = curr_data[event_i]
 */
          __pyx_v_prev_level_start = __pyx_v_event_i;

          /* "pypore/event_finder.pyx":371
 *                     min_index_p = min_index_n = event_i
 *                     prev_level_start = event_i
 *                     if cache_index == 1:             # <<<<<<<<<<<<<<
 *                         mean_estimate = curr_data[event_i]
 *                     else:
 */
          __pyx_t_13 = ((__pyx_v_cache_index == 1) != 0);
          if (__pyx_t_13) {

            /* "pypore/event_finder.pyx":372
 *                     prev_level_start = event_i
 *                     if cache_index == 1:
 *                         mean_estimate = curr_data[event_i]             # <<<<<<<<<<<<<<
 *                     else:
 *                         mean_estimate = data_cache[cache_index][event_i % n]
 */
            __pyx_t_42 = __pyx_v_event_i;
            __pyx_t_17 = -1;
            if (unlikely(__pyx_t_42 >= (size_t)__pyx_pybuffernd_curr_data.diminfo[0].shape)) __pyx_t_17 = 0;
            if (unlikely(__pyx_t_17 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_17);
              __PYX_ERR(0, 372, __pyx_L1_error)
            }
            __pyx_v_mean_estimate = (*__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_curr_data.rcbuffer->pybuffer.buf, __pyx_t_42, __pyx_pybuffernd_curr_data.diminfo[0].strides));

            /* "pypore/event_finder.pyx":371
 *                     min_index_p = min_index_n = event_i
 *                     prev_level_start = event_i
 *                     if cache_index == 1:             # <<<<<<<<<<<<<<
 *                         mean_estimate = curr_data[event_i]
 *                     else:
 */
            goto __pyx_L44;
          }

          /* "pypore/event_finder.pyx":374
 *                         mean_estimate = curr_data[event_i]
 *                     else:
 *                         mean_estimate = data_cache[cache_index][event_i % n]             # <<<<<<<<<<<<<<
 *                     level_sum = level_sum_minp = level_sum_minn = mean_estimate
 * 
 */
          /*else*/ {
            __pyx_t_6 = __Pyx_GetItemInt_List(__pyx_v_data_cache, __pyx_v_cache_index, int, 1, __Pyx_PyInt_From_int, 1, 1, 1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 374, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_6);
            if (unlikely(__pyx_v_n == 0)) {
              PyErr_SetString(PyExc_ZeroDivisionError, "integer division or modulo by zero");
              __PYX_ERR(0, 374, __pyx_L1_error)
            }
            __pyx_t_12 = (__pyx_v_event_i % __pyx_v_n);
            __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_6, __pyx_t_12, unsigned long, 0, __Pyx_PyInt_From_unsigned_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 374, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_1);
            __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
            __pyx_t_4 = __pyx_PyFloat_AsDouble(__pyx_t_1); if (unlikely((__pyx_t_4 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 374, __pyx_L1_error)
            __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
            __pyx_v_mean_estimate = __pyx_t_4;
          }
          __pyx_L44:;

          /* "pypore/event_finder.pyx":375
 *                     else:
 *                         mean_estimate = data_cache[cache_index][event_i % n]
 *                     level_sum = level_sum_minp = level_sum_minn = mean_estimate             # <<<<<<<<<<<<<<
 * 
 *             i = event_end
 */
          __pyx_v_level_sum = __pyx_v_mean_estimate;
          __pyx_v_level_sum_minp = __pyx_v_mean_estimate;
          __pyx_v_level_sum_minn = __pyx_v_mean_estimate;

          /* "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_L23_break:;

      /* "pypore/event_finder.pyx":377
 *                     level_sum = level_sum_minp = level_sum_minn = mean_estimate
 * 
 *             i = event_end             # <<<<<<<<<<<<<<
 *             if event_end > prev_level_start:
 *                 m_levels_length[n_levels] = event_end - prev_level_start
 */
      __pyx_v_i = __pyx_v_event_end;

      /* "pypore/event_finder.pyx":378
 * 
 *             i = event_end
 *             if event_end > prev_level_start:             # <<<<<<<<<<<<<<
 *                 m_levels_length[n_levels] = event_end - prev_level_start
 *                 m_levels[n_levels] = level_sum / (event_end - prev_level_start)
 */
      __pyx_t_13 = ((__pyx_v_event_end > __pyx_v_prev_level_start) != 0);
      if (__pyx_t_13) {

        /* "pypore/event_finder.pyx":379
 *             i = event_end
 *             if event_end > prev_level_start:
 *                 m_levels_length[n_levels] = event_end - prev_level_start             # <<<<<<<<<<<<<<
 *                 m_levels[n_levels] = level_sum / (event_end - prev_level_start)
 *                 n_levels += 1
 */
        __pyx_t_43 = __pyx_v_n_levels;
        __pyx_t_17 = -1;
        if (unlikely(__pyx_t_43 >= (size_t)__pyx_pybuffernd_m_levels_length.diminfo[0].shape)) __pyx_t_17 = 0;
        if (unlikely(__pyx_t_17 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_17);
          __PYX_ERR(0, 379, __pyx_L1_error)
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_UINT32_t *, __pyx_pybuffernd_m_levels_length.rcbuffer->pybuffer.buf, __pyx_t_43, __pyx_pybuffernd_m_levels_length.diminfo[0].strides) = (__pyx_v_event_end - __pyx_v_prev_level_start);

        /* "pypore/event_finder.pyx":380
 *             if event_end > prev_level_start:
 *                 m_levels_length[n_levels] = event_end - prev_level_start
 *                 m_levels[n_levels] = level_sum / (event_end - prev_level_start)             # <<<<<<<<<<<<<<
 *                 n_levels += 1
 *             # is the event long enough?
 */
        __pyx_t_12 = (__pyx_v_event_end - __pyx_v_prev_level_start);
        if (unlikely(__pyx_t_12 == 0)) {
          PyErr_SetString(PyExc_ZeroDivisionError, "float division");
          __PYX_ERR(0, 380, __pyx_L1_error)
        }
        __pyx_t_44 = __pyx_v_n_levels;
        __pyx_t_17 = -1;
        if (unlikely(__pyx_t_44 >= (size_t)__pyx_pybuffernd_m_levels.diminfo[0].shape)) __pyx_t_17 = 0;
        if (unlikely(__pyx_t_17 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_17);
          __PYX_ERR(0, 380, __pyx_L1_error)
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_m_levels.rcbuffer->pybuffer.buf, __pyx_t_44, __pyx_pybuffernd_m_levels.diminfo[0].strides) = (__pyx_v_level_sum / __pyx_t_12);

        /* "pypore/event_finder.pyx":381
 *                 m_levels_length[n_levels] = event_end - prev_level_start
 *                 m_levels[n_levels] = level_sum / (event_end - prev_level_start)
 *                 n_levels += 1             # <<<<<<<<<<<<<<
 *             # is the event long enough?
 *             if done and event_end - event_start > min_event_steps:
 */
        __pyx_v_n_levels = (__pyx_v_n_levels + 1);

        /* "pypore/event_finder.pyx":378
 * 
 *             i = event_end
 *             if event_end > prev_level_start:             # <<<<<<<<<<<<<<
 *                 m_levels_length[n_levels] = event_end - prev_level_start
 *                 m_levels[n_levels] = level_sum / (event_end - prev_level_start)
 */
      }

      /* "pypore/event_finder.pyx":383
 *                 n_levels += 1
 *             # is the event long enough?
 *             if done and event_end - event_start > min_event_steps:             # <<<<<<<<<<<<<<
 *                 # CUSUM stuff
 *                 # otherwise just say 1 level and use the maximum change as the value
 */
      __pyx_t_8 = (__pyx_v_done != 0);
      if (__pyx_t_8) {
      } else {
        __pyx_t_13 = __pyx_t_8;
        goto __pyx_L47_bool_binop_done;
      }
      __pyx_t_8 = (((__pyx_v_event_end - __pyx_v_event_start) > __pyx_v_min_event_steps) != 0);
      __pyx_t_13 = __pyx_t_8;
      __pyx_L47_bool_binop_done:;
      if (__pyx_t_13) {

        /* "pypore/event_finder.pyx":386
 *                 # CUSUM stuff
 *                 # otherwise just say 1 level and use the maximum change as the value
 *                 if event_end - event_start < 10:             # <<<<<<<<<<<<<<
 *                     n_levels = 1
 *                     if was_event_positive:
 */
        __pyx_t_13 = (((__pyx_v_event_end - __pyx_v_event_start) < 10) != 0);
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":387
 *                 # otherwise just say 1 level and use the maximum change as the value
 *                 if event_end - event_start < 10:
 *                     n_levels = 1             # <<<<<<<<<<<<<<
 *                     if was_event_positive:
 *                         current_blockage = np.max(_get_data_range(data_cache, event_start, event_end))
 */
          __pyx_v_n_levels = 1;

          /* "pypore/event_finder.pyx":388
 *                 if event_end - event_start < 10:
 *                     n_levels = 1
 *                     if was_event_positive:             # <<<<<<<<<<<<<<
 *                         current_blockage = np.max(_get_data_range(data_cache, event_start, event_end))
 *                         m_levels[0] = current_blockage
 */
          __pyx_t_13 = (__pyx_v_was_event_positive != 0);
          if (__pyx_t_13) {

            /* "pypore/event_finder.pyx":389
 *                     n_levels = 1
 *                     if was_event_positive:
 *                         current_blockage = np.max(_get_data_range(data_cache, event_start, event_end))             # <<<<<<<<<<<<<<
 *                         m_levels[0] = current_blockage
 *                         current_blockage -= baseline
 */
            __pyx_t_6 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 389, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_6);
            __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_6, __pyx_n_s_max); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 389, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_5);
            __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
            __pyx_t_6 = ((PyObject *)__pyx_f_6pypore_12event_finder__get_data_range(__pyx_v_data_cache, __pyx_v_event_start, __pyx_v_event_end)); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 389, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_6);
            __pyx_t_3 = NULL;
            if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
              __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_5);
              if (likely(__pyx_t_3)) {
                PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
                __Pyx_INCREF(__pyx_t_3);
                __Pyx_INCREF(function);
                __Pyx_DECREF_SET(__pyx_t_5, function);
              }
            }
            if (!__pyx_t_3) {
              __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 389, __pyx_L1_error)
              __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
              __Pyx_GOTREF(__pyx_t_1);
            } else {
              #if CYTHON_FAST_PYCALL
              if (PyFunction_Check(__pyx_t_5)) {
                PyObject *__pyx_temp[2] = {__pyx_t_3, __pyx_t_6};
                __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_5, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 389, __pyx_L1_error)
                __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
                __Pyx_GOTREF(__pyx_t_1);
                __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
              } else
              #endif
              #if CYTHON_FAST_PYCCALL
              if (__Pyx_PyFastCFunction_Check(__pyx_t_5)) {
                PyObject *__pyx_temp[2] = {__pyx_t_3, __pyx_t_6};
                __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_5, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 389, __pyx_L1_error)
                __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
                __Pyx_GOTREF(__pyx_t_1);
                __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
              } else
              #endif
              {
                __pyx_t_2 = PyTuple_New(1+1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 389, __pyx_L1_error)
                __Pyx_GOTREF(__pyx_t_2);
                __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_3); __pyx_t_3 = NULL;
                __Pyx_GIVEREF(__pyx_t_6);
                PyTuple_SET_ITEM(__pyx_t_2, 0+1, __pyx_t_6);
                __pyx_t_6 = 0;
                __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_2, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 389, __pyx_L1_error)
                __Pyx_GOTREF(__pyx_t_1);
                __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
              }
            }
            __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
            __pyx_t_4 = __pyx_PyFloat_AsDouble(__pyx_t_1); if (unlikely((__pyx_t_4 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 389, __pyx_L1_error)
            __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
            __pyx_v_current_blockage = __pyx_t_4;

            /* "pypore/event_finder.pyx":390
 *                     if was_event_positive:
 *                         current_blockage = np.max(_get_data_range(data_cache, event_start, event_end))
 *                         m_levels[0] = current_blockage             # <<<<<<<<<<<<<<
 *                         current_blockage -= baseline
 *                     else:
 */
            __pyx_t_45 = 0;
            __pyx_t_17 = -1;
            if (__pyx_t_45 < 0) {
              __pyx_t_45 += __pyx_pybuffernd_m_levels.diminfo[0].shape;
              if (unlikely(__pyx_t_45 < 0)) __pyx_t_17 = 0;
            } else if (unlikely(__pyx_t_45 >= __pyx_pybuffernd_m_levels.diminfo[0].shape)) __pyx_t_17 = 0;
            if (unlikely(__pyx_t_17 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_17);
              __PYX_ERR(0, 390, __pyx_L1_error)
            }
            *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_m_levels.rcbuffer->pybuffer.buf, __pyx_t_45, __pyx_pybuffernd_m_levels.diminfo[0].strides) = __pyx_v_current_blockage;

            /* "pypore/event_finder.pyx":391
 *                         current_blockage = np.max(_get_data_range(data_cache, event_start, event_end))
 *                         m_levels[0] = current_blockage
 *                         current_blockage -= baseline             # <<<<<<<<<<<<<<
 *                     else:
 *                         current_blockage = np.min(_get_data_range(data_cache, event_start, event_end))
 */
            __pyx_v_current_blockage = (__pyx_v_current_blockage - __pyx_v_baseline);

            /* "pypore/event_finder.pyx":388
 *                 if event_end - event_start < 10:
 *                     n_levels = 1
 *                     if was_event_positive:             # <<<<<<<<<<<<<<
 *                         current_blockage = np.max(_get_data_range(data_cache, event_start, event_end))
 *                         m_levels[0] = current_blockage
 */
            goto __pyx_L50;
          }

          /* "pypore/event_finder.pyx":393
 *                         current_blockage -= baseline
 *                     else:
 *                         current_blockage = np.min(_get_data_range(data_cache, event_start, event_end))             # <<<<<<<<<<<<<<
 *                         m_levels[0] = current_blockage
 *                         current_blockage -= baseline
 */
          /*else*/ {
            __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 393, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_5);
            __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_min); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 393, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_2);
            __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
            __pyx_t_5 = ((PyObject *)__pyx_f_6pypore_12event_finder__get_data_range(__pyx_v_data_cache, __pyx_v_event_start, __pyx_v_event_end)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 393, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_5);
            __pyx_t_6 = NULL;
            if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
              __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_2);
              if (likely(__pyx_t_6)) {
                PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
                __Pyx_INCREF(__pyx_t_6);
                __Pyx_INCREF(function);
                __Pyx_DECREF_SET(__pyx_t_2, function);
              }
            }
            if (!__pyx_t_6) {
              __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 393, __pyx_L1_error)
              __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
              __Pyx_GOTREF(__pyx_t_1);
            } else {
              #if CYTHON_FAST_PYCALL
              if (PyFunction_Check(__pyx_t_2)) {
                PyObject *__pyx_temp[2] = {__pyx_t_6, __pyx_t_5};
                __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_2, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 393, __pyx_L1_error)
                __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
                __Pyx_GOTREF(__pyx_t_1);
                __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
              } else
              #endif
              #if CYTHON_FAST_PYCCALL
              if (__Pyx_PyFastCFunction_Check(__pyx_t_2)) {
                PyObject *__pyx_temp[2] = {__pyx_t_6, __pyx_t_5};
                __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_2, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 393, __pyx_L1_error)
                __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
                __Pyx_GOTREF(__pyx_t_1);
                __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
              } else
              #endif
              {
                __pyx_t_3 = PyTuple_New(1+1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 393, __pyx_L1_error)
                __Pyx_GOTREF(__pyx_t_3);
                __Pyx_GIVEREF(__pyx_t_6); PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_6); __pyx_t_6 = NULL;
                __Pyx_GIVEREF(__pyx_t_5);
                PyTuple_SET_ITEM(__pyx_t_3, 0+1, __pyx_t_5);
                __pyx_t_5 = 0;
                __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_3, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 393, __pyx_L1_error)
                __Pyx_GOTREF(__pyx_t_1);
                __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
              }
            }
            __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
            __pyx_t_4 = __pyx_PyFloat_AsDouble(__pyx_t_1); if (unlikely((__pyx_t_4 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 393, __pyx_L1_error)
            __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
            __pyx_v_current_blockage = __pyx_t_4;

            /* "pypore/event_finder.pyx":394
 *                     else:
 *                         current_blockage = np.min(_get_data_range(data_cache, event_start, event_end))
 *                         m_levels[0] = current_blockage             # <<<<<<<<<<<<<<
 *                         current_blockage -= baseline
 *                     m_levels_length[0] = event_end - event_start
 */
            __pyx_t_46 = 0;
            __pyx_t_17 = -1;
            if (__pyx_t_46 < 0) {
              __pyx_t_46 += __pyx_pybuffernd_m_levels.diminfo[0].shape;
              if (unlikely(__pyx_t_46 < 0)) __pyx_t_17 = 0;
            } else if (unlikely(__pyx_t_46 >= __pyx_pybuffernd_m_levels.diminfo[0].shape)) __pyx_t_17 = 0;
            if (unlikely(__pyx_t_17 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_17);
              __PYX_ERR(0, 394, __pyx_L1_error)
            }
            *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_m_levels.rcbuffer->pybuffer.buf, __pyx_t_46, __pyx_pybuffernd_m_levels.diminfo[0].strides) = __pyx_v_current_blockage;

            /* "pypore/event_finder.pyx":395
 *                         current_blockage = np.min(_get_data_range(data_cache, event_start, event_end))
 *                         m_levels[0] = current_blockage
 *                         current_blockage -= baseline             # <<<<<<<<<<<<<<
 *                     m_levels_length[0] = event_end - event_start
 *                 else:
 */
            __pyx_v_current_blockage = (__pyx_v_current_blockage - __pyx_v_baseline);
          }
          __pyx_L50:;

          /* "pypore/event_finder.pyx":396
 *                         m_levels[0] = current_blockage
 *                         current_blockage -= baseline
 *                     m_levels_length[0] = event_end - event_start             # <<<<<<<<<<<<<<
 *                 else:
 *                     current_blockage = 0
 */
          __pyx_t_47 = 0;
          __pyx_t_17 = -1;
          if (__pyx_t_47 < 0) {
            __pyx_t_47 += __pyx_pybuffernd_m_levels_length.diminfo[0].shape;
            if (unlikely(__pyx_t_47 < 0)) __pyx_t_17 = 0;
          } else if (unlikely(__pyx_t_47 >= __pyx_pybuffernd_m_levels_length.diminfo[0].shape)) __pyx_t_17 = 0;
          if (unlikely(__pyx_t_17 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_17);
            __PYX_ERR(0, 396, __pyx_L1_error)
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_UINT32_t *, __pyx_pybuffernd_m_levels_length.rcbuffer->pybuffer.buf, __pyx_t_47, __pyx_pybuffernd_m_levels_length.diminfo[0].strides) = (__pyx_v_event_end - __pyx_v_event_start);

          /* "pypore/event_finder.pyx":386
 *                 # CUSUM stuff
 *                 # otherwise just say 1 level and use the maximum change as the value
 *                 if event_end - event_start < 10:             # <<<<<<<<<<<<<<
 *                     n_levels = 1
 *                     if was_event_positive:
 */
          goto __pyx_L49;
        }

        /* "pypore/event_finder.pyx":398
 *                     m_levels_length[0] = event_end - event_start
 *                 else:
 *                     current_blockage = 0             # <<<<<<<<<<<<<<
 *                     # calculate the weighted average of the levels
 *                     for qq in xrange(n_levels):
 */
        /*else*/ {
          __pyx_v_current_blockage = 0.0;

          /* "pypore/event_finder.pyx":400
 *                     current_blockage = 0
 *                     # calculate the weighted average of the levels
 *                     for qq in xrange(n_levels):             # <<<<<<<<<<<<<<
 *                         current_blockage += m_levels[qq] * m_levels_length[qq]
 *                     current_blockage = current_blockage / (event_end - event_start) - baseline
 */
          __pyx_t_7 = __pyx_v_n_levels;
          __pyx_t_48 = __pyx_t_7;
          for (__pyx_t_17 = 0; __pyx_t_17 < __pyx_t_48; __pyx_t_17+=1) {
            __pyx_v_qq = __pyx_t_17;

            /* "pypore/event_finder.pyx":401
 *                     # calculate the weighted average of the levels
 *                     for qq in xrange(n_levels):
 *                         current_blockage += m_levels[qq] * m_levels_length[qq]             # <<<<<<<<<<<<<<
 *                     current_blockage = current_blockage / (event_end - event_start) - baseline
 * 
 */
            __pyx_t_49 = __pyx_v_qq;
            __pyx_t_50 = -1;
            if (__pyx_t_49 < 0) {
              __pyx_t_49 += __pyx_pybuffernd_m_levels.diminfo[0].shape;
              if (unlikely(__pyx_t_49 < 0)) __pyx_t_50 = 0;
            } else if (unlikely(__pyx_t_49 >= __pyx_pybuffernd_m_levels.diminfo[0].shape)) __pyx_t_50 = 0;
            if (unlikely(__pyx_t_50 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_50);
              __PYX_ERR(0, 401, __pyx_L1_error)
            }
            __pyx_t_51 = __pyx_v_qq;
            __pyx_t_50 = -1;
            if (__pyx_t_51 < 0) {
              __pyx_t_51 += __pyx_pybuffernd_m_levels_length.diminfo[0].shape;
              if (unlikely(__pyx_t_51 < 0)) __pyx_t_50 = 0;
            } else if (unlikely(__pyx_t_51 >= __pyx_pybuffernd_m_levels_length.diminfo[0].shape)) __pyx_t_50 = 0;
            if (unlikely(__pyx_t_50 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_50);
              __PYX_ERR(0, 401, __pyx_L1_error)
            }
            __pyx_v_current_blockage = (__pyx_v_current_blockage + ((*__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_t *, __pyx_pybuffernd_m_levels.rcbuffer->pybuffer.buf, __pyx_t_49, __pyx_pybuffernd_m_levels.diminfo[0].strides)) * (*__Pyx_BufPtrStrided1d(__pyx_t_6pypore_12event_finder_DTYPE_UINT32_t *, __pyx_pybuffernd_m_levels_length.rcbuffer->pybuffer.buf, __pyx_t_51, __pyx_pybuffernd_m_levels_length.diminfo[0].strides))));
          }

          /* "pypore/event_finder.pyx":402
 *                     for qq in xrange(n_levels):
 *                         current_blockage += m_levels[qq] * m_levels_length[qq]
 *                     current_blockage = current_blockage / (event_end - event_start) - baseline             # <<<<<<<<<<<<<<
 * 
 *                 # end CUSUM, save events to file/cache
 */
          __pyx_t_12 = (__pyx_v_event_end - __pyx_v_event_start);
          if (unlikely(__pyx_t_12 == 0)) {
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            __PYX_ERR(0, 402, __pyx_L1_error)
          }
          __pyx_v_current_blockage = ((__pyx_v_current_blockage / __pyx_t_12) - __pyx_v_baseline);
        }
        __pyx_L49:;

        /* "pypore/event_finder.pyx":405
 * 
 *                 # end CUSUM, save events to file/cache
 *                 h5file.append_event(event_count, event_start + place_in_data, event_end - event_start, \             # <<<<<<<<<<<<<<
 *                                     n_levels, raw_points_per_side, baseline, current_blockage, \
 *                                     event_area - baseline)
 */
        __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_append_event); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 405, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_3 = __Pyx_PyInt_From_unsigned_int(__pyx_v_event_count); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 405, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        __pyx_t_5 = __Pyx_PyInt_From_unsigned_long((__pyx_v_event_start + __pyx_v_place_in_data)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 405, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_5);
        __pyx_t_6 = __Pyx_PyInt_From_unsigned_long((__pyx_v_event_end - __pyx_v_event_start)); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 405, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_6);

        /* "pypore/event_finder.pyx":406
 *                 # end CUSUM, save events to file/cache
 *                 h5file.append_event(event_count, event_start + place_in_data, event_end - event_start, \
 *                                     n_levels, raw_points_per_side, baseline, current_blockage, \             # <<<<<<<<<<<<<<
 *                                     event_area - baseline)
 * 
 */
        __pyx_t_52 = __Pyx_PyInt_From_unsigned_int(__pyx_v_n_levels); if (unlikely(!__pyx_t_52)) __PYX_ERR(0, 406, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_52);
        __pyx_t_53 = __Pyx_PyInt_From_unsigned_int(__pyx_v_raw_points_per_side); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 406, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_53);
        __pyx_t_54 = PyFloat_FromDouble(__pyx_v_baseline); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 406, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_54);
        __pyx_t_55 = PyFloat_FromDouble(__pyx_v_current_blockage); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 406, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_55);

        /* "pypore/event_finder.pyx":407
 *                 h5file.append_event(event_count, event_start + place_in_data, event_end - event_start, \
 *                                     n_levels, raw_points_per_side, baseline, current_blockage, \
 *                                     event_area - baseline)             # <<<<<<<<<<<<<<
 * 
 *                 event_cache[event_cache_index][:event_end - event_start + 2 * raw_points_per_side] = _get_data_range(
 */
        __pyx_t_56 = PyFloat_FromDouble((__pyx_v_event_area - __pyx_v_baseline)); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 407, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_56);
        __pyx_t_57 = NULL;
        __pyx_t_17 = 0;
        if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_2))) {
          __pyx_t_57 = PyMethod_GET_SELF(__pyx_t_2);
          if (likely(__pyx_t_57)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
            __Pyx_INCREF(__pyx_t_57);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_2, function);
            __pyx_t_17 = 1;
          }
        }
        #if CYTHON_FAST_PYCALL
        if (PyFunction_Check(__pyx_t_2)) {
          PyObject *__pyx_temp[9] = {__pyx_t_57, __pyx_t_3, __pyx_t_5, __pyx_t_6, __pyx_t_52, __pyx_t_53, __pyx_t_54, __pyx_t_55, __pyx_t_56};
          __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_17, 8+__pyx_t_17); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 405, __pyx_L1_error)
          __Pyx_XDECREF(__pyx_t_57); __pyx_t_57 = 0;
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
          __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
          __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
          __Pyx_DECREF(__pyx_t_52); __pyx_t_52 = 0;
          __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
          __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;
          __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
          __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
        } else
        #endif
        #if CYTHON_FAST_PYCCALL
        if (__Pyx_PyFastCFunction_Check(__pyx_t_2)) {
          PyObject *__pyx_temp[9] = {__pyx_t_57, __pyx_t_3, __pyx_t_5, __pyx_t_6, __pyx_t_52, __pyx_t_53, __pyx_t_54, __pyx_t_55, __pyx_t_56};
          __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_17, 8+__pyx_t_17); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 405, __pyx_L1_error)
          __Pyx_XDECREF(__pyx_t_57); __pyx_t_57 = 0;
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
          __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
          __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
          __Pyx_DECREF(__pyx_t_52); __pyx_t_52 = 0;
          __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
          __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;
          __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
          __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
        } else
        #endif
        {
          __pyx_t_58 = PyTuple_New(8+__pyx_t_17); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 405, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_58);
          if (__pyx_t_57) {
            __Pyx_GIVEREF(__pyx_t_57); PyTuple_SET_ITEM(__pyx_t_58, 0, __pyx_t_57); __pyx_t_57 = NULL;
          }
          __Pyx_GIVEREF(__pyx_t_3);
          PyTuple_SET_ITEM(__pyx_t_58, 0+__pyx_t_17, __pyx_t_3);
          __Pyx_GIVEREF(__pyx_t_5);
          PyTuple_SET_ITEM(__pyx_t_58, 1+__pyx_t_17, __pyx_t_5);
          __Pyx_GIVEREF(__pyx_t_6);
          PyTuple_SET_ITEM(__pyx_t_58, 2+__pyx_t_17, __pyx_t_6);
          __Pyx_GIVEREF(__pyx_t_52);
          PyTuple_SET_ITEM(__pyx_t_58, 3+__pyx_t_17, __pyx_t_52);
          __Pyx_GIVEREF(__pyx_t_53);
          PyTuple_SET_ITEM(__pyx_t_58, 4+__pyx_t_17, __pyx_t_53);
          __Pyx_GIVEREF(__pyx_t_54);
          PyTuple_SET_ITEM(__pyx_t_58, 5+__pyx_t_17, __pyx_t_54);
          __Pyx_GIVEREF(__pyx_t_55);
          PyTuple_SET_ITEM(__pyx_t_58, 6+__pyx_t_17, __pyx_t_55);
          __Pyx_GIVEREF(__pyx_t_56);
          PyTuple_SET_ITEM(__pyx_t_58, 7+__pyx_t_17, __pyx_t_56);
          __pyx_t_3 = 0;
          __pyx_t_5 = 0;
          __pyx_t_6 = 0;
          __pyx_t_52 = 0;
          __pyx_t_53 = 0;
          __pyx_t_54 = 0;
          __pyx_t_55 = 0;
          __pyx_t_56 = 0;
          __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_58, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 405, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
        }
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

        /* "pypore/event_finder.pyx":409
 *                                     event_area - baseline)
 * 
 *                 event_cache[event_cache_index][:event_end - event_start + 2 * raw_points_per_side] = _get_data_range(             # <<<<<<<<<<<<<<
 *                     data_cache, event_start - raw_points_per_side, event_end + raw_points_per_side)
 *                 levels_cache[event_cache_index][:n_levels] = m_levels[:n_levels]
 */
        __pyx_t_1 = ((PyObject *)__pyx_f_6pypore_12event_finder__get_data_range(__pyx_v_data_cache, (__pyx_v_event_start - __pyx_v_raw_points_per_side), (__pyx_v_event_end + __pyx_v_raw_points_per_side))); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 409, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_event_cache), __pyx_v_event_cache_index); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 409, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        if (__Pyx_PyObject_SetSlice(__pyx_t_2, __pyx_t_1, 0, ((__pyx_v_event_end - __pyx_v_event_start) + (2 * __pyx_v_raw_points_per_side)), NULL, NULL, NULL, 0, 1, 1) < 0) __PYX_ERR(0, 409, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

        /* "pypore/event_finder.pyx":411
 *                 event_cache[event_cache_index][:event_end - event_start + 2 * raw_points_per_side] = _get_data_range(
 *                     data_cache, event_start - raw_points_per_side, event_end + raw_points_per_side)
 *                 levels_cache[event_cache_index][:n_levels] = m_levels[:n_levels]             # <<<<<<<<<<<<<<
 *                 level_length_cache[event_cache_index][:n_levels] = m_levels_length[:n_levels]
 * 
 */
        __pyx_t_1 = __Pyx_PyInt_From_unsigned_int(__pyx_v_n_levels); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 411, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = PySlice_New(Py_None, __pyx_t_1, Py_None); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 411, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_m_levels), __pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 411, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_levels_cache), __pyx_v_event_cache_index); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 411, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        if (__Pyx_PyObject_SetSlice(__pyx_t_2, __pyx_t_1, 0, __pyx_v_n_levels, NULL, NULL, NULL, 0, 1, 1) < 0) __PYX_ERR(0, 411, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

        /* "pypore/event_finder.pyx":412
 *                     data_cache, event_start - raw_points_per_side, event_end + raw_points_per_side)
 *                 levels_cache[event_cache_index][:n_levels] = m_levels[:n_levels]
 *                 level_length_cache[event_cache_index][:n_levels] = m_levels_length[:n_levels]             # <<<<<<<<<<<<<<
 * 
 *                 event_count += 1
 */
        __pyx_t_1 = __Pyx_PyInt_From_unsigned_int(__pyx_v_n_levels); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 412, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_2 = PySlice_New(Py_None, __pyx_t_1, Py_None); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 412, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_1 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_m_levels_length), __pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 412, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_level_length_cache), __pyx_v_event_cache_index); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 412, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        if (__Pyx_PyObject_SetSlice(__pyx_t_2, __pyx_t_1, 0, __pyx_v_n_levels, NULL, NULL, NULL, 0, 1, 1) < 0) __PYX_ERR(0, 412, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

        /* "pypore/event_finder.pyx":414
 *                 level_length_cache[event_cache_index][:n_levels] = m_levels_length[:n_levels]
 * 
 *                 event_count += 1             # <<<<<<<<<<<<<<
 *                 event_cache_index += 1
 * 
 */
        __pyx_v_event_count = (__pyx_v_event_count + 1);

        /* "pypore/event_finder.pyx":415
 * 
 *                 event_count += 1
 *                 event_cache_index += 1             # <<<<<<<<<<<<<<
 * 
 *                 if event_cache_index >= num_rows_in_event_cache:
 */
        __pyx_t_1 = __Pyx_PyInt_AddObjC(__pyx_v_event_cache_index, __pyx_int_1, 1, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 415, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF_SET(__pyx_v_event_cache_index, __pyx_t_1);
        __pyx_t_1 = 0;

        /* "pypore/event_finder.pyx":417
 *                 event_cache_index += 1
 * 
 *                 if event_cache_index >= num_rows_in_event_cache:             # <<<<<<<<<<<<<<
 *                     raw_data.append(event_cache)
 *                     lengths_matrix.append(level_length_cache)
 */
        __pyx_t_1 = PyObject_RichCompare(__pyx_v_event_cache_index, __pyx_v_num_rows_in_event_cache, Py_GE); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 417, __pyx_L1_error)
        __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_13 < 0)) __PYX_ERR(0, 417, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":418
 * 
 *                 if event_cache_index >= num_rows_in_event_cache:
 *                     raw_data.append(event_cache)             # <<<<<<<<<<<<<<
 *                     lengths_matrix.append(level_length_cache)
 *                     levels_matrix.append(levels_cache)
 */
          __pyx_t_15 = __Pyx_PyObject_Append(__pyx_v_raw_data, ((PyObject *)__pyx_v_event_cache)); if (unlikely(__pyx_t_15 == ((int)-1))) __PYX_ERR(0, 418, __pyx_L1_error)

          /* "pypore/event_finder.pyx":419
 *                 if event_cache_index >= num_rows_in_event_cache:
 *                     raw_data.append(event_cache)
 *                     lengths_matrix.append(level_length_cache)             # <<<<<<<<<<<<<<
 *                     levels_matrix.append(levels_cache)
 *                     h5file.root.events.eventTable.flush()
 */
          __pyx_t_15 = __Pyx_PyObject_Append(__pyx_v_lengths_matrix, ((PyObject *)__pyx_v_level_length_cache)); if (unlikely(__pyx_t_15 == ((int)-1))) __PYX_ERR(0, 419, __pyx_L1_error)

          /* "pypore/event_finder.pyx":420
 *                     raw_data.append(event_cache)
 *                     lengths_matrix.append(level_length_cache)
 *                     levels_matrix.append(levels_cache)             # <<<<<<<<<<<<<<
 *                     h5file.root.events.eventTable.flush()
 *                     event_cache_index = 0
 */
          __pyx_t_15 = __Pyx_PyObject_Append(__pyx_v_levels_matrix, ((PyObject *)__pyx_v_levels_cache)); if (unlikely(__pyx_t_15 == ((int)-1))) __PYX_ERR(0, 420, __pyx_L1_error)

          /* "pypore/event_finder.pyx":421
 *                     lengths_matrix.append(level_length_cache)
 *                     levels_matrix.append(levels_cache)
 *                     h5file.root.events.eventTable.flush()             # <<<<<<<<<<<<<<
 *                     event_cache_index = 0
 * 
 */
          __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 421, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_2);
          __pyx_t_58 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_events); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 421, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_58);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_58, __pyx_n_s_eventTable); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 421, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
          __pyx_t_58 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_flush); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 421, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_58);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_2 = NULL;
          if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_58))) {
            __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_58);
            if (likely(__pyx_t_2)) {
              PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_58);
              __Pyx_INCREF(__pyx_t_2);
              __Pyx_INCREF(function);
              __Pyx_DECREF_SET(__pyx_t_58, function);
            }
          }
          if (__pyx_t_2) {
            __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_58, __pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 421, __pyx_L1_error)
            __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          } else {
            __pyx_t_1 = __Pyx_PyObject_CallNoArg(__pyx_t_58); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 421, __pyx_L1_error)
          }
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

          /* "pypore/event_finder.pyx":422
 *                     levels_matrix.append(levels_cache)
 *                     h5file.root.events.eventTable.flush()
 *                     event_cache_index = 0             # <<<<<<<<<<<<<<
 * 
 *                 if event_count % 1000 == 0:
 */
          __Pyx_INCREF(__pyx_int_0);
          __Pyx_DECREF_SET(__pyx_v_event_cache_index, __pyx_int_0);

          /* "pypore/event_finder.pyx":417
 *                 event_cache_index += 1
 * 
 *                 if event_cache_index >= num_rows_in_event_cache:             # <<<<<<<<<<<<<<
 *                     raw_data.append(event_cache)
 *                     lengths_matrix.append(level_length_cache)
 */
        }

        /* "pypore/event_finder.pyx":424
 *                     event_cache_index = 0
 * 
 *                 if event_count % 1000 == 0:             # <<<<<<<<<<<<<<
 *                     h5file.root.events.eventTable.flush()
 *                     h5file.flush()
 */
        __pyx_t_13 = ((__Pyx_mod_long(__pyx_v_event_count, 0x3E8) == 0) != 0);
        if (__pyx_t_13) {

          /* "pypore/event_finder.pyx":425
 * 
 *                 if event_count % 1000 == 0:
 *                     h5file.root.events.eventTable.flush()             # <<<<<<<<<<<<<<
 *                     h5file.flush()
 * 
 */
          __pyx_t_58 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 425, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_58);
          __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_58, __pyx_n_s_events); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 425, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
          __pyx_t_58 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_eventTable); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 425, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_58);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_58, __pyx_n_s_flush); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 425, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
          __pyx_t_58 = NULL;
          if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_2))) {
            __pyx_t_58 = PyMethod_GET_SELF(__pyx_t_2);
            if (likely(__pyx_t_58)) {
              PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
              __Pyx_INCREF(__pyx_t_58);
              __Pyx_INCREF(function);
              __Pyx_DECREF_SET(__pyx_t_2, function);
            }
          }
          if (__pyx_t_58) {
            __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_58); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 425, __pyx_L1_error)
            __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
          } else {
            __pyx_t_1 = __Pyx_PyObject_CallNoArg(__pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 425, __pyx_L1_error)
          }
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

          /* "pypore/event_finder.pyx":426
 *                 if event_count % 1000 == 0:
 *                     h5file.root.events.eventTable.flush()
 *                     h5file.flush()             # <<<<<<<<<<<<<<
 * 
 *         baseline = baseline_type.compute_baseline_c(data_point)
 */
          __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_flush); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 426, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_2);
          __pyx_t_58 = NULL;
          if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_2))) {
            __pyx_t_58 = PyMethod_GET_SELF(__pyx_t_2);
            if (likely(__pyx_t_58)) {
              PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
              __Pyx_INCREF(__pyx_t_58);
              __Pyx_INCREF(function);
              __Pyx_DECREF_SET(__pyx_t_2, function);
            }
          }
          if (__pyx_t_58) {
            __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_58); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 426, __pyx_L1_error)
            __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
          } else {
            __pyx_t_1 = __Pyx_PyObject_CallNoArg(__pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 426, __pyx_L1_error)
          }
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

          /* "pypore/event_finder.pyx":424
 *                     event_cache_index = 0
 * 
 *                 if event_count % 1000 == 0:             # <<<<<<<<<<<<<<
 *                     h5file.root.events.eventTable.flush()
 *                     h5file.flush()
 */
        }

        /* "pypore/event_finder.pyx":383
 *                 n_levels += 1
 *             # is the event long enough?
 *             if done and event_end - event_start > min_event_steps:             # <<<<<<<<<<<<<<
 *                 # CUSUM stuff
 *                 # otherwise just say 1 level and use the maximum change as the value
 */
      }

      /* "pypore/event_finder.pyx":265
 *                 debug_threshold_neg_matrix[i + place_in_data] = baseline - threshold_start
 *         threshold_start = threshold_type.compute_starting_threshold_c(baseline, variance)
 *         if is_event:             # <<<<<<<<<<<<<<
 *             is_event = False
 *             # Set ending threshold_end
 */
    }

    /* "pypore/event_finder.pyx":428
 *                     h5file.flush()
 * 
 *         baseline = baseline_type.compute_baseline_c(data_point)             # <<<<<<<<<<<<<<
 *         variance = baseline_type.compute_variance_c(data_point)
 *         i += 1
 */
    __pyx_v_baseline = ((struct __pyx_vtabstruct_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)__pyx_v_baseline_type->__pyx_vtab)->compute_baseline_c(__pyx_v_baseline_type, __pyx_v_data_point);

    /* "pypore/event_finder.pyx":429
 * 
 *         baseline = baseline_type.compute_baseline_c(data_point)
 *         variance = baseline_type.compute_variance_c(data_point)             # <<<<<<<<<<<<<<
 *         i += 1
 *         # remove any arrays in the cache that we don't need anymore
 */
    __pyx_v_variance = ((struct __pyx_vtabstruct_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)__pyx_v_baseline_type->__pyx_vtab)->compute_variance_c(__pyx_v_baseline_type, __pyx_v_data_point);

    /* "pypore/event_finder.pyx":430
 *         baseline = baseline_type.compute_baseline_c(data_point)
 *         variance = baseline_type.compute_variance_c(data_point)
 *         i += 1             # <<<<<<<<<<<<<<
 *         # remove any arrays in the cache that we don't need anymore
 *         while 0 < n <= i:
 */
    __pyx_v_i = (__pyx_v_i + 1);

    /* "pypore/event_finder.pyx":432
 *         i += 1
 *         # remove any arrays in the cache that we don't need anymore
 *         while 0 < n <= i:             # <<<<<<<<<<<<<<
 *             del data_cache[0]
 *             i -= n
 */
    while (1) {
      __pyx_t_13 = (0 < __pyx_v_n);
      if (__pyx_t_13) {
        __pyx_t_13 = (__pyx_v_n <= __pyx_v_i);
      }
      __pyx_t_8 = (__pyx_t_13 != 0);
      if (!__pyx_t_8) break;

      /* "pypore/event_finder.pyx":433
 *         # remove any arrays in the cache that we don't need anymore
 *         while 0 < n <= i:
 *             del data_cache[0]             # <<<<<<<<<<<<<<
 *             i -= n
 *             place_in_data += n
 */
      if (unlikely(__Pyx_DelItemInt(__pyx_v_data_cache, 0, long, 1, __Pyx_PyInt_From_long, 1, 0, 1) < 0)) __PYX_ERR(0, 433, __pyx_L1_error)

      /* "pypore/event_finder.pyx":434
 *         while 0 < n <= i:
 *             del data_cache[0]
 *             i -= n             # <<<<<<<<<<<<<<
 *             place_in_data += n
 *             # If we're just left with dataCache[0], which is reserved
 */
      __pyx_v_i = (__pyx_v_i - __pyx_v_n);

      /* "pypore/event_finder.pyx":435
 *             del data_cache[0]
 *             i -= n
 *             place_in_data += n             # <<<<<<<<<<<<<<
 *             # If we're just left with dataCache[0], which is reserved
 *             # for old data, then we need new data.
 */
      __pyx_v_place_in_data = (__pyx_v_place_in_data + __pyx_v_n);

      /* "pypore/event_finder.pyx":438
 *             # If we're just left with dataCache[0], which is reserved
 *             # for old data, then we need new data.
 *             if len(data_cache) < 2:             # <<<<<<<<<<<<<<
 *                 cache_refreshes += 1
 *                 data_next = reader.get_next_blocks_c(get_blocks)
 */
      __pyx_t_10 = PyList_GET_SIZE(__pyx_v_data_cache); if (unlikely(__pyx_t_10 == ((Py_ssize_t)-1))) __PYX_ERR(0, 438, __pyx_L1_error)
      __pyx_t_8 = ((__pyx_t_10 < 2) != 0);
      if (__pyx_t_8) {

        /* "pypore/event_finder.pyx":439
 *             # for old data, then we need new data.
 *             if len(data_cache) < 2:
 *                 cache_refreshes += 1             # <<<<<<<<<<<<<<
 *                 data_next = reader.get_next_blocks_c(get_blocks)
 *                 data_cache.append(data_next[0])
 */
        __pyx_v_cache_refreshes = (__pyx_v_cache_refreshes + 1);

        /* "pypore/event_finder.pyx":440
 *             if len(data_cache) < 2:
 *                 cache_refreshes += 1
 *                 data_next = reader.get_next_blocks_c(get_blocks)             # <<<<<<<<<<<<<<
 *                 data_cache.append(data_next[0])
 *             if len(data_cache) > 1:
 */
        __pyx_t_9.__pyx_n = 1;
        __pyx_t_9.n_blocks = __pyx_v_get_blocks;
        __pyx_t_1 = ((struct __pyx_vtabstruct_6pypore_3i_o_15abstract_reader_AbstractReader *)__pyx_v_reader->__pyx_vtab)->get_next_blocks_c(__pyx_v_reader, &__pyx_t_9); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 440, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_XDECREF_SET(__pyx_v_data_next, __pyx_t_1);
        __pyx_t_1 = 0;

        /* "pypore/event_finder.pyx":441
 *                 cache_refreshes += 1
 *                 data_next = reader.get_next_blocks_c(get_blocks)
 *                 data_cache.append(data_next[0])             # <<<<<<<<<<<<<<
 *             if len(data_cache) > 1:
 *                 curr_data = data_cache[1]
 */
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_data_next, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 441, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_15 = __Pyx_PyList_Append(__pyx_v_data_cache, __pyx_t_1); if (unlikely(__pyx_t_15 == ((int)-1))) __PYX_ERR(0, 441, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

        /* "pypore/event_finder.pyx":438
 *             # If we're just left with dataCache[0], which is reserved
 *             # for old data, then we need new data.
 *             if len(data_cache) < 2:             # <<<<<<<<<<<<<<
 *                 cache_refreshes += 1
 *                 data_next = reader.get_next_blocks_c(get_blocks)
 */
      }

      /* "pypore/event_finder.pyx":442
 *                 data_next = reader.get_next_blocks_c(get_blocks)
 *                 data_cache.append(data_next[0])
 *             if len(data_cache) > 1:             # <<<<<<<<<<<<<<
 *                 curr_data = data_cache[1]
 *                 n = curr_data.size
 */
      __pyx_t_10 = PyList_GET_SIZE(__pyx_v_data_cache); if (unlikely(__pyx_t_10 == ((Py_ssize_t)-1))) __PYX_ERR(0, 442, __pyx_L1_error)
      __pyx_t_8 = ((__pyx_t_10 > 1) != 0);
      if (__pyx_t_8) {

        /* "pypore/event_finder.pyx":443
 *                 data_cache.append(data_next[0])
 *             if len(data_cache) > 1:
 *                 curr_data = data_cache[1]             # <<<<<<<<<<<<<<
 *                 n = curr_data.size
 *             if cache_refreshes % 100 == 0 and len(data_cache) == 2:
 */
        __pyx_t_1 = __Pyx_GetItemInt_List(__pyx_v_data_cache, 1, long, 1, __Pyx_PyInt_From_long, 1, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 443, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 443, __pyx_L1_error)
        __pyx_t_21 = ((PyArrayObject *)__pyx_t_1);
        {
          __Pyx_BufFmt_StackElem __pyx_stack[1];
          __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_curr_data.rcbuffer->pybuffer);
          __pyx_t_17 = __Pyx_GetBufferAndValidate(&__pyx_pybuffernd_curr_data.rcbuffer->pybuffer, (PyObject*)__pyx_t_21, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack);
          if (unlikely(__pyx_t_17 < 0)) {
            PyErr_Fetch(&__pyx_t_59, &__pyx_t_60, &__pyx_t_61);
            if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_curr_data.rcbuffer->pybuffer, (PyObject*)__pyx_v_curr_data, &__Pyx_TypeInfo_nn___pyx_t_6pypore_12event_finder_DTYPE_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {
              Py_XDECREF(__pyx_t_59); Py_XDECREF(__pyx_t_60); Py_XDECREF(__pyx_t_61);
              __Pyx_RaiseBufferFallbackError();
            } else {
              PyErr_Restore(__pyx_t_59, __pyx_t_60, __pyx_t_61);
            }
            __pyx_t_59 = __pyx_t_60 = __pyx_t_61 = 0;
          }
          __pyx_pybuffernd_curr_data.diminfo[0].strides = __pyx_pybuffernd_curr_data.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_curr_data.diminfo[0].shape = __pyx_pybuffernd_curr_data.rcbuffer->pybuffer.shape[0];
          if (unlikely(__pyx_t_17 < 0)) __PYX_ERR(0, 443, __pyx_L1_error)
        }
        __pyx_t_21 = 0;
        __Pyx_DECREF_SET(__pyx_v_curr_data, ((PyArrayObject *)__pyx_t_1));
        __pyx_t_1 = 0;

        /* "pypore/event_finder.pyx":444
 *             if len(data_cache) > 1:
 *                 curr_data = data_cache[1]
 *                 n = curr_data.size             # <<<<<<<<<<<<<<
 *             if cache_refreshes % 100 == 0 and len(data_cache) == 2:
 *                 time_temp = time.time()
 */
        __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_curr_data), __pyx_n_s_size); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 444, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_12 = __Pyx_PyInt_As_unsigned_long(__pyx_t_1); if (unlikely((__pyx_t_12 == (unsigned long)-1) && PyErr_Occurred())) __PYX_ERR(0, 444, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_v_n = __pyx_t_12;

        /* "pypore/event_finder.pyx":442
 *                 data_next = reader.get_next_blocks_c(get_blocks)
 *                 data_cache.append(data_next[0])
 *             if len(data_cache) > 1:             # <<<<<<<<<<<<<<
 *                 curr_data = data_cache[1]
 *                 n = curr_data.size
 */
      }

      /* "pypore/event_finder.pyx":445
 *                 curr_data = data_cache[1]
 *                 n = curr_data.size
 *             if cache_refreshes % 100 == 0 and len(data_cache) == 2:             # <<<<<<<<<<<<<<
 *                 time_temp = time.time()
 *                 recent_time = time_temp - time2
 */
      __pyx_t_13 = ((__Pyx_mod_long(__pyx_v_cache_refreshes, 0x64) == 0) != 0);
      if (__pyx_t_13) {
      } else {
        __pyx_t_8 = __pyx_t_13;
        goto __pyx_L60_bool_binop_done;
      }
      __pyx_t_10 = PyList_GET_SIZE(__pyx_v_data_cache); if (unlikely(__pyx_t_10 == ((Py_ssize_t)-1))) __PYX_ERR(0, 445, __pyx_L1_error)
      __pyx_t_13 = ((__pyx_t_10 == 2) != 0);
      __pyx_t_8 = __pyx_t_13;
      __pyx_L60_bool_binop_done:;
      if (__pyx_t_8) {

        /* "pypore/event_finder.pyx":446
 *                 n = curr_data.size
 *             if cache_refreshes % 100 == 0 and len(data_cache) == 2:
 *                 time_temp = time.time()             # <<<<<<<<<<<<<<
 *                 recent_time = time_temp - time2
 *                 if recent_time > 0:
 */
        __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_time); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 446, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_58 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_time); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 446, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_58);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_2 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_58))) {
          __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_58);
          if (likely(__pyx_t_2)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_58);
            __Pyx_INCREF(__pyx_t_2);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_58, function);
          }
        }
        if (__pyx_t_2) {
          __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_58, __pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 446, __pyx_L1_error)
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        } else {
          __pyx_t_1 = __Pyx_PyObject_CallNoArg(__pyx_t_58); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 446, __pyx_L1_error)
        }
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
        __pyx_t_4 = __pyx_PyFloat_AsDouble(__pyx_t_1); if (unlikely((__pyx_t_4 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 446, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_v_time_temp = __pyx_t_4;

        /* "pypore/event_finder.pyx":447
 *             if cache_refreshes % 100 == 0 and len(data_cache) == 2:
 *                 time_temp = time.time()
 *                 recent_time = time_temp - time2             # <<<<<<<<<<<<<<
 *                 if recent_time > 0:
 *                     total_time = time_temp - time1
 */
        __pyx_v_recent_time = (__pyx_v_time_temp - __pyx_v_time2);

        /* "pypore/event_finder.pyx":448
 *                 time_temp = time.time()
 *                 recent_time = time_temp - time2
 *                 if recent_time > 0:             # <<<<<<<<<<<<<<
 *                     total_time = time_temp - time1
 *                     percent_done = 100. * (place_in_data + i) / points_per_channel_total
 */
        __pyx_t_8 = ((__pyx_v_recent_time > 0.0) != 0);
        if (__pyx_t_8) {

          /* "pypore/event_finder.pyx":449
 *                 recent_time = time_temp - time2
 *                 if recent_time > 0:
 *                     total_time = time_temp - time1             # <<<<<<<<<<<<<<
 *                     percent_done = 100. * (place_in_data + i) / points_per_channel_total
 *                     rate = (place_in_data + i - prev_i) / recent_time
 */
          __pyx_v_total_time = (__pyx_v_time_temp - __pyx_v_time1);

          /* "pypore/event_finder.pyx":450
 *                 if recent_time > 0:
 *                     total_time = time_temp - time1
 *                     percent_done = 100. * (place_in_data + i) / points_per_channel_total             # <<<<<<<<<<<<<<
 *                     rate = (place_in_data + i - prev_i) / recent_time
 *                     total_rate = (place_in_data + i) / total_time
 */
          __pyx_t_4 = (100. * (__pyx_v_place_in_data + __pyx_v_i));
          if (unlikely(__pyx_v_points_per_channel_total == 0)) {
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            __PYX_ERR(0, 450, __pyx_L1_error)
          }
          __pyx_v_percent_done = (__pyx_t_4 / __pyx_v_points_per_channel_total);

          /* "pypore/event_finder.pyx":451
 *                     total_time = time_temp - time1
 *                     percent_done = 100. * (place_in_data + i) / points_per_channel_total
 *                     rate = (place_in_data + i - prev_i) / recent_time             # <<<<<<<<<<<<<<
 *                     total_rate = (place_in_data + i) / total_time
 *                     time_left = int((points_per_channel_total - (place_in_data + i)) / rate)
 */
          __pyx_t_12 = ((__pyx_v_place_in_data + __pyx_v_i) - __pyx_v_prev_i);
          if (unlikely(__pyx_v_recent_time == 0)) {
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            __PYX_ERR(0, 451, __pyx_L1_error)
          }
          __pyx_v_rate = (__pyx_t_12 / __pyx_v_recent_time);

          /* "pypore/event_finder.pyx":452
 *                     percent_done = 100. * (place_in_data + i) / points_per_channel_total
 *                     rate = (place_in_data + i - prev_i) / recent_time
 *                     total_rate = (place_in_data + i) / total_time             # <<<<<<<<<<<<<<
 *                     time_left = int((points_per_channel_total - (place_in_data + i)) / rate)
 *                     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (
 */
          __pyx_t_12 = (__pyx_v_place_in_data + __pyx_v_i);
          if (unlikely(__pyx_v_total_time == 0)) {
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            __PYX_ERR(0, 452, __pyx_L1_error)
          }
          __pyx_v_total_rate = (__pyx_t_12 / __pyx_v_total_time);

          /* "pypore/event_finder.pyx":453
 *                     rate = (place_in_data + i - prev_i) / recent_time
 *                     total_rate = (place_in_data + i) / total_time
 *                     time_left = int((points_per_channel_total - (place_in_data + i)) / rate)             # <<<<<<<<<<<<<<
 *                     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (
 *                         event_count, percent_done, rate, total_rate, datetime.timedelta(seconds=time_left))
 */
          __pyx_t_12 = (__pyx_v_points_per_channel_total - (__pyx_v_place_in_data + __pyx_v_i));
          if (unlikely(__pyx_v_rate == 0)) {
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            __PYX_ERR(0, 453, __pyx_L1_error)
          }
          __pyx_v_time_left = ((int)(__pyx_t_12 / __pyx_v_rate));

          /* "pypore/event_finder.pyx":455
 *                     time_left = int((points_per_channel_total - (place_in_data + i)) / rate)
 *                     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (
 *                         event_count, percent_done, rate, total_rate, datetime.timedelta(seconds=time_left))             # <<<<<<<<<<<<<<
 *                     if pipe is not None:
 *                         #                     if event_count > last_event_sent:
 */
          __pyx_t_1 = __Pyx_PyInt_From_unsigned_int(__pyx_v_event_count); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 455, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_58 = PyFloat_FromDouble(__pyx_v_percent_done); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 455, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_58);
          __pyx_t_2 = PyFloat_FromDouble(__pyx_v_rate); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 455, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_2);
          __pyx_t_56 = PyFloat_FromDouble(__pyx_v_total_rate); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 455, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_56);
          __pyx_t_55 = __Pyx_GetModuleGlobalName(__pyx_n_s_datetime); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 455, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_55);
          __pyx_t_54 = __Pyx_PyObject_GetAttrStr(__pyx_t_55, __pyx_n_s_timedelta); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 455, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_54);
          __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
          __pyx_t_55 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 455, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_55);
          __pyx_t_53 = __Pyx_PyInt_From_int(__pyx_v_time_left); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 455, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_53);
          if (PyDict_SetItem(__pyx_t_55, __pyx_n_s_seconds, __pyx_t_53) < 0) __PYX_ERR(0, 455, __pyx_L1_error)
          __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
          __pyx_t_53 = __Pyx_PyObject_Call(__pyx_t_54, __pyx_empty_tuple, __pyx_t_55); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 455, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_53);
          __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;
          __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
          __pyx_t_55 = PyTuple_New(5); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 455, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_55);
          __Pyx_GIVEREF(__pyx_t_1);
          PyTuple_SET_ITEM(__pyx_t_55, 0, __pyx_t_1);
          __Pyx_GIVEREF(__pyx_t_58);
          PyTuple_SET_ITEM(__pyx_t_55, 1, __pyx_t_58);
          __Pyx_GIVEREF(__pyx_t_2);
          PyTuple_SET_ITEM(__pyx_t_55, 2, __pyx_t_2);
          __Pyx_GIVEREF(__pyx_t_56);
          PyTuple_SET_ITEM(__pyx_t_55, 3, __pyx_t_56);
          __Pyx_GIVEREF(__pyx_t_53);
          PyTuple_SET_ITEM(__pyx_t_55, 4, __pyx_t_53);
          __pyx_t_1 = 0;
          __pyx_t_58 = 0;
          __pyx_t_2 = 0;
          __pyx_t_56 = 0;
          __pyx_t_53 = 0;

          /* "pypore/event_finder.pyx":454
 *                     total_rate = (place_in_data + i) / total_time
 *                     time_left = int((points_per_channel_total - (place_in_data + i)) / rate)
 *                     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (             # <<<<<<<<<<<<<<
 *                         event_count, percent_done, rate, total_rate, datetime.timedelta(seconds=time_left))
 *                     if pipe is not None:
 */
          __pyx_t_53 = __Pyx_PyString_Format(__pyx_kp_s_Event_Count_d_Percent_Done_2f_Ra, __pyx_t_55); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 454, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_53);
          __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
          __Pyx_XDECREF_SET(__pyx_v_status_text, ((PyObject*)__pyx_t_53));
          __pyx_t_53 = 0;

          /* "pypore/event_finder.pyx":456
 *                     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (
 *                         event_count, percent_done, rate, total_rate, datetime.timedelta(seconds=time_left))
 *                     if pipe is not None:             # <<<<<<<<<<<<<<
 *                         #                     if event_count > last_event_sent:
 *                         #                         pipe.send({'status_text': status_text, 'Events': save_file['Events'][last_event_sent:]})
 */
          __pyx_t_8 = (__pyx_v_pipe != Py_None);
          __pyx_t_13 = (__pyx_t_8 != 0);
          if (__pyx_t_13) {

            /* "pypore/event_finder.pyx":459
 *                         #                     if event_count > last_event_sent:
 *                         #                         pipe.send({'status_text': status_text, 'Events': save_file['Events'][last_event_sent:]})
 *                         pipe.send({'status_text': status_text})             # <<<<<<<<<<<<<<
 *                         #                         last_event_sent = event_count
 *                     else:
 */
            __pyx_t_55 = __Pyx_PyObject_GetAttrStr(__pyx_v_pipe, __pyx_n_s_send); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 459, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_55);
            __pyx_t_56 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 459, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_56);
            if (PyDict_SetItem(__pyx_t_56, __pyx_n_s_status_text, __pyx_v_status_text) < 0) __PYX_ERR(0, 459, __pyx_L1_error)
            __pyx_t_2 = NULL;
            if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_55))) {
              __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_55);
              if (likely(__pyx_t_2)) {
                PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_55);
                __Pyx_INCREF(__pyx_t_2);
                __Pyx_INCREF(function);
                __Pyx_DECREF_SET(__pyx_t_55, function);
              }
            }
            if (!__pyx_t_2) {
              __pyx_t_53 = __Pyx_PyObject_CallOneArg(__pyx_t_55, __pyx_t_56); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 459, __pyx_L1_error)
              __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
              __Pyx_GOTREF(__pyx_t_53);
            } else {
              #if CYTHON_FAST_PYCALL
              if (PyFunction_Check(__pyx_t_55)) {
                PyObject *__pyx_temp[2] = {__pyx_t_2, __pyx_t_56};
                __pyx_t_53 = __Pyx_PyFunction_FastCall(__pyx_t_55, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 459, __pyx_L1_error)
                __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
                __Pyx_GOTREF(__pyx_t_53);
                __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
              } else
              #endif
              #if CYTHON_FAST_PYCCALL
              if (__Pyx_PyFastCFunction_Check(__pyx_t_55)) {
                PyObject *__pyx_temp[2] = {__pyx_t_2, __pyx_t_56};
                __pyx_t_53 = __Pyx_PyCFunction_FastCall(__pyx_t_55, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 459, __pyx_L1_error)
                __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
                __Pyx_GOTREF(__pyx_t_53);
                __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
              } else
              #endif
              {
                __pyx_t_58 = PyTuple_New(1+1); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 459, __pyx_L1_error)
                __Pyx_GOTREF(__pyx_t_58);
                __Pyx_GIVEREF(__pyx_t_2); PyTuple_SET_ITEM(__pyx_t_58, 0, __pyx_t_2); __pyx_t_2 = NULL;
                __Pyx_GIVEREF(__pyx_t_56);
                PyTuple_SET_ITEM(__pyx_t_58, 0+1, __pyx_t_56);
                __pyx_t_56 = 0;
                __pyx_t_53 = __Pyx_PyObject_Call(__pyx_t_55, __pyx_t_58, NULL); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 459, __pyx_L1_error)
                __Pyx_GOTREF(__pyx_t_53);
                __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
              }
            }
            __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
            __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;

            /* "pypore/event_finder.pyx":456
 *                     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (
 *                         event_count, percent_done, rate, total_rate, datetime.timedelta(seconds=time_left))
 *                     if pipe is not None:             # <<<<<<<<<<<<<<
 *                         #                     if event_count > last_event_sent:
 *                         #                         pipe.send({'status_text': status_text, 'Events': save_file['Events'][last_event_sent:]})
 */
            goto __pyx_L63;
          }

          /* "pypore/event_finder.pyx":462
 *                         #                         last_event_sent = event_count
 *                     else:
 *                         sys.stdout.write("\r" + status_text)             # <<<<<<<<<<<<<<
 *                         sys.stdout.flush()
 *                     time2 = time_temp
 */
          /*else*/ {
            __pyx_t_55 = __Pyx_GetModuleGlobalName(__pyx_n_s_sys); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 462, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_55);
            __pyx_t_58 = __Pyx_PyObject_GetAttrStr(__pyx_t_55, __pyx_n_s_stdout); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 462, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_58);
            __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
            __pyx_t_55 = __Pyx_PyObject_GetAttrStr(__pyx_t_58, __pyx_n_s_write); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 462, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_55);
            __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
            __pyx_t_58 = PyNumber_Add(__pyx_kp_s__4, __pyx_v_status_text); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 462, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_58);
            __pyx_t_56 = NULL;
            if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_55))) {
              __pyx_t_56 = PyMethod_GET_SELF(__pyx_t_55);
              if (likely(__pyx_t_56)) {
                PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_55);
                __Pyx_INCREF(__pyx_t_56);
                __Pyx_INCREF(function);
                __Pyx_DECREF_SET(__pyx_t_55, function);
              }
            }
            if (!__pyx_t_56) {
              __pyx_t_53 = __Pyx_PyObject_CallOneArg(__pyx_t_55, __pyx_t_58); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 462, __pyx_L1_error)
              __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
              __Pyx_GOTREF(__pyx_t_53);
            } else {
              #if CYTHON_FAST_PYCALL
              if (PyFunction_Check(__pyx_t_55)) {
                PyObject *__pyx_temp[2] = {__pyx_t_56, __pyx_t_58};
                __pyx_t_53 = __Pyx_PyFunction_FastCall(__pyx_t_55, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 462, __pyx_L1_error)
                __Pyx_XDECREF(__pyx_t_56); __pyx_t_56 = 0;
                __Pyx_GOTREF(__pyx_t_53);
                __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
              } else
              #endif
              #if CYTHON_FAST_PYCCALL
              if (__Pyx_PyFastCFunction_Check(__pyx_t_55)) {
                PyObject *__pyx_temp[2] = {__pyx_t_56, __pyx_t_58};
                __pyx_t_53 = __Pyx_PyCFunction_FastCall(__pyx_t_55, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 462, __pyx_L1_error)
                __Pyx_XDECREF(__pyx_t_56); __pyx_t_56 = 0;
                __Pyx_GOTREF(__pyx_t_53);
                __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
              } else
              #endif
              {
                __pyx_t_2 = PyTuple_New(1+1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 462, __pyx_L1_error)
                __Pyx_GOTREF(__pyx_t_2);
                __Pyx_GIVEREF(__pyx_t_56); PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_56); __pyx_t_56 = NULL;
                __Pyx_GIVEREF(__pyx_t_58);
                PyTuple_SET_ITEM(__pyx_t_2, 0+1, __pyx_t_58);
                __pyx_t_58 = 0;
                __pyx_t_53 = __Pyx_PyObject_Call(__pyx_t_55, __pyx_t_2, NULL); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 462, __pyx_L1_error)
                __Pyx_GOTREF(__pyx_t_53);
                __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
              }
            }
            __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
            __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;

            /* "pypore/event_finder.pyx":463
 *                     else:
 *                         sys.stdout.write("\r" + status_text)
 *                         sys.stdout.flush()             # <<<<<<<<<<<<<<
 *                     time2 = time_temp
 *                     prev_i = place_in_data + i
 */
            __pyx_t_55 = __Pyx_GetModuleGlobalName(__pyx_n_s_sys); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 463, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_55);
            __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_55, __pyx_n_s_stdout); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 463, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_2);
            __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
            __pyx_t_55 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_flush); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 463, __pyx_L1_error)
            __Pyx_GOTREF(__pyx_t_55);
            __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
            __pyx_t_2 = NULL;
            if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_55))) {
              __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_55);
              if (likely(__pyx_t_2)) {
                PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_55);
                __Pyx_INCREF(__pyx_t_2);
                __Pyx_INCREF(function);
                __Pyx_DECREF_SET(__pyx_t_55, function);
              }
            }
            if (__pyx_t_2) {
              __pyx_t_53 = __Pyx_PyObject_CallOneArg(__pyx_t_55, __pyx_t_2); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 463, __pyx_L1_error)
              __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
            } else {
              __pyx_t_53 = __Pyx_PyObject_CallNoArg(__pyx_t_55); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 463, __pyx_L1_error)
            }
            __Pyx_GOTREF(__pyx_t_53);
            __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
            __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
          }
          __pyx_L63:;

          /* "pypore/event_finder.pyx":464
 *                         sys.stdout.write("\r" + status_text)
 *                         sys.stdout.flush()
 *                     time2 = time_temp             # <<<<<<<<<<<<<<
 *                     prev_i = place_in_data + i
 * 
 */
          __pyx_v_time2 = __pyx_v_time_temp;

          /* "pypore/event_finder.pyx":465
 *                         sys.stdout.flush()
 *                     time2 = time_temp
 *                     prev_i = place_in_data + i             # <<<<<<<<<<<<<<
 * 
 *     # clean up the caches, make sure everything is saved
 */
          __pyx_v_prev_i = (__pyx_v_place_in_data + __pyx_v_i);

          /* "pypore/event_finder.pyx":448
 *                 time_temp = time.time()
 *                 recent_time = time_temp - time2
 *                 if recent_time > 0:             # <<<<<<<<<<<<<<
 *                     total_time = time_temp - time1
 *                     percent_done = 100. * (place_in_data + i) / points_per_channel_total
 */
        }

        /* "pypore/event_finder.pyx":445
 *                 curr_data = data_cache[1]
 *                 n = curr_data.size
 *             if cache_refreshes % 100 == 0 and len(data_cache) == 2:             # <<<<<<<<<<<<<<
 *                 time_temp = time.time()
 *                 recent_time = time_temp - time2
 */
      }
    }
  }

  /* "pypore/event_finder.pyx":468
 * 
 *     # clean up the caches, make sure everything is saved
 *     if event_cache_index > 0:             # <<<<<<<<<<<<<<
 *         h5file.root.events.eventTable.flush()
 *         raw_data.append(event_cache[:event_cache_index])
 */
  __pyx_t_53 = PyObject_RichCompare(__pyx_v_event_cache_index, __pyx_int_0, Py_GT); __Pyx_XGOTREF(__pyx_t_53); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 468, __pyx_L1_error)
  __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_t_53); if (unlikely(__pyx_t_13 < 0)) __PYX_ERR(0, 468, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
  if (__pyx_t_13) {

    /* "pypore/event_finder.pyx":469
 *     # clean up the caches, make sure everything is saved
 *     if event_cache_index > 0:
 *         h5file.root.events.eventTable.flush()             # <<<<<<<<<<<<<<
 *         raw_data.append(event_cache[:event_cache_index])
 *         lengths_matrix.append(level_length_cache[:event_cache_index])
 */
    __pyx_t_55 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 469, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_55);
    __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_55, __pyx_n_s_events); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 469, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
    __pyx_t_55 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_eventTable); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 469, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_55);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_55, __pyx_n_s_flush); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 469, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
    __pyx_t_55 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_2))) {
      __pyx_t_55 = PyMethod_GET_SELF(__pyx_t_2);
      if (likely(__pyx_t_55)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
        __Pyx_INCREF(__pyx_t_55);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_2, function);
      }
    }
    if (__pyx_t_55) {
      __pyx_t_53 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_55); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 469, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
    } else {
      __pyx_t_53 = __Pyx_PyObject_CallNoArg(__pyx_t_2); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 469, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_53);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;

    /* "pypore/event_finder.pyx":470
 *     if event_cache_index > 0:
 *         h5file.root.events.eventTable.flush()
 *         raw_data.append(event_cache[:event_cache_index])             # <<<<<<<<<<<<<<
 *         lengths_matrix.append(level_length_cache[:event_cache_index])
 *         levels_matrix.append(levels_cache[:event_cache_index])
 */
    __pyx_t_53 = PySlice_New(Py_None, __pyx_v_event_cache_index, Py_None); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 470, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __pyx_t_2 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_event_cache), __pyx_t_53); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 470, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __pyx_t_15 = __Pyx_PyObject_Append(__pyx_v_raw_data, __pyx_t_2); if (unlikely(__pyx_t_15 == ((int)-1))) __PYX_ERR(0, 470, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

    /* "pypore/event_finder.pyx":471
 *         h5file.root.events.eventTable.flush()
 *         raw_data.append(event_cache[:event_cache_index])
 *         lengths_matrix.append(level_length_cache[:event_cache_index])             # <<<<<<<<<<<<<<
 *         levels_matrix.append(levels_cache[:event_cache_index])
 *         event_cache_index = 0
 */
    __pyx_t_2 = PySlice_New(Py_None, __pyx_v_event_cache_index, Py_None); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 471, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_53 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_level_length_cache), __pyx_t_2); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 471, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_15 = __Pyx_PyObject_Append(__pyx_v_lengths_matrix, __pyx_t_53); if (unlikely(__pyx_t_15 == ((int)-1))) __PYX_ERR(0, 471, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;

    /* "pypore/event_finder.pyx":472
 *         raw_data.append(event_cache[:event_cache_index])
 *         lengths_matrix.append(level_length_cache[:event_cache_index])
 *         levels_matrix.append(levels_cache[:event_cache_index])             # <<<<<<<<<<<<<<
 *         event_cache_index = 0
 * 
 */
    __pyx_t_53 = PySlice_New(Py_None, __pyx_v_event_cache_index, Py_None); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 472, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __pyx_t_2 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_levels_cache), __pyx_t_53); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 472, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __pyx_t_15 = __Pyx_PyObject_Append(__pyx_v_levels_matrix, __pyx_t_2); if (unlikely(__pyx_t_15 == ((int)-1))) __PYX_ERR(0, 472, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

    /* "pypore/event_finder.pyx":473
 *         lengths_matrix.append(level_length_cache[:event_cache_index])
 *         levels_matrix.append(levels_cache[:event_cache_index])
 *         event_cache_index = 0             # <<<<<<<<<<<<<<
 * 
 *     # Update the status_text one last time
 */
    __Pyx_INCREF(__pyx_int_0);
    __Pyx_DECREF_SET(__pyx_v_event_cache_index, __pyx_int_0);

    /* "pypore/event_finder.pyx":468
 * 
 *     # clean up the caches, make sure everything is saved
 *     if event_cache_index > 0:             # <<<<<<<<<<<<<<
 *         h5file.root.events.eventTable.flush()
 *         raw_data.append(event_cache[:event_cache_index])
 */
  }

  /* "pypore/event_finder.pyx":476
 * 
 *     # Update the status_text one last time
 *     cdef double curr_time = time.time()             # <<<<<<<<<<<<<<
 *     recent_time = curr_time - time2
 *     total_time = curr_time - time1
 */
  __pyx_t_53 = __Pyx_GetModuleGlobalName(__pyx_n_s_time); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 476, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_53);
  __pyx_t_55 = __Pyx_PyObject_GetAttrStr(__pyx_t_53, __pyx_n_s_time); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 476, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_55);
  __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
  __pyx_t_53 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_55))) {
    __pyx_t_53 = PyMethod_GET_SELF(__pyx_t_55);
    if (likely(__pyx_t_53)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_55);
      __Pyx_INCREF(__pyx_t_53);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_55, function);
    }
  }
  if (__pyx_t_53) {
    __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_55, __pyx_t_53); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 476, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
  } else {
    __pyx_t_2 = __Pyx_PyObject_CallNoArg(__pyx_t_55); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 476, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
  __pyx_t_4 = __pyx_PyFloat_AsDouble(__pyx_t_2); if (unlikely((__pyx_t_4 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 476, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_v_curr_time = __pyx_t_4;

  /* "pypore/event_finder.pyx":477
 *     # Update the status_text one last time
 *     cdef double curr_time = time.time()
 *     recent_time = curr_time - time2             # <<<<<<<<<<<<<<
 *     total_time = curr_time - time1
 *     percent_done = 100. * (place_in_data + i) / points_per_channel_total
 */
  __pyx_v_recent_time = (__pyx_v_curr_time - __pyx_v_time2);

  /* "pypore/event_finder.pyx":478
 *     cdef double curr_time = time.time()
 *     recent_time = curr_time - time2
 *     total_time = curr_time - time1             # <<<<<<<<<<<<<<
 *     percent_done = 100. * (place_in_data + i) / points_per_channel_total
 *     rate = (place_in_data + i - prev_i + 1) / recent_time
 */
  __pyx_v_total_time = (__pyx_v_curr_time - __pyx_v_time1);

  /* "pypore/event_finder.pyx":479
 *     recent_time = curr_time - time2
 *     total_time = curr_time - time1
 *     percent_done = 100. * (place_in_data + i) / points_per_channel_total             # <<<<<<<<<<<<<<
 *     rate = (place_in_data + i - prev_i + 1) / recent_time
 *     total_rate = (place_in_data + i) / total_time
 */
  __pyx_t_4 = (100. * (__pyx_v_place_in_data + __pyx_v_i));
  if (unlikely(__pyx_v_points_per_channel_total == 0)) {
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    __PYX_ERR(0, 479, __pyx_L1_error)
  }
  __pyx_v_percent_done = (__pyx_t_4 / __pyx_v_points_per_channel_total);

  /* "pypore/event_finder.pyx":480
 *     total_time = curr_time - time1
 *     percent_done = 100. * (place_in_data + i) / points_per_channel_total
 *     rate = (place_in_data + i - prev_i + 1) / recent_time             # <<<<<<<<<<<<<<
 *     total_rate = (place_in_data + i) / total_time
 *     time_left = int((points_per_channel_total - (place_in_data + i)) / rate)
 */
  __pyx_t_12 = (((__pyx_v_place_in_data + __pyx_v_i) - __pyx_v_prev_i) + 1);
  if (unlikely(__pyx_v_recent_time == 0)) {
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    __PYX_ERR(0, 480, __pyx_L1_error)
  }
  __pyx_v_rate = (__pyx_t_12 / __pyx_v_recent_time);

  /* "pypore/event_finder.pyx":481
 *     percent_done = 100. * (place_in_data + i) / points_per_channel_total
 *     rate = (place_in_data + i - prev_i + 1) / recent_time
 *     total_rate = (place_in_data + i) / total_time             # <<<<<<<<<<<<<<
 *     time_left = int((points_per_channel_total - (place_in_data + i)) / rate)
 *     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (
 */
  __pyx_t_12 = (__pyx_v_place_in_data + __pyx_v_i);
  if (unlikely(__pyx_v_total_time == 0)) {
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    __PYX_ERR(0, 481, __pyx_L1_error)
  }
  __pyx_v_total_rate = (__pyx_t_12 / __pyx_v_total_time);

  /* "pypore/event_finder.pyx":482
 *     rate = (place_in_data + i - prev_i + 1) / recent_time
 *     total_rate = (place_in_data + i) / total_time
 *     time_left = int((points_per_channel_total - (place_in_data + i)) / rate)             # <<<<<<<<<<<<<<
 *     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (
 *         event_count, percent_done, rate, total_rate, datetime.timedelta(seconds=time_left))
 */
  __pyx_t_12 = (__pyx_v_points_per_channel_total - (__pyx_v_place_in_data + __pyx_v_i));
  if (unlikely(__pyx_v_rate == 0)) {
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    __PYX_ERR(0, 482, __pyx_L1_error)
  }
  __pyx_v_time_left = ((int)(__pyx_t_12 / __pyx_v_rate));

  /* "pypore/event_finder.pyx":484
 *     time_left = int((points_per_channel_total - (place_in_data + i)) / rate)
 *     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (
 *         event_count, percent_done, rate, total_rate, datetime.timedelta(seconds=time_left))             # <<<<<<<<<<<<<<
 *     if pipe is not None:
 *         #                     if event_count > last_event_sent:
 */
  __pyx_t_2 = __Pyx_PyInt_From_unsigned_int(__pyx_v_event_count); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 484, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_55 = PyFloat_FromDouble(__pyx_v_percent_done); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 484, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_55);
  __pyx_t_53 = PyFloat_FromDouble(__pyx_v_rate); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 484, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_53);
  __pyx_t_58 = PyFloat_FromDouble(__pyx_v_total_rate); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 484, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_58);
  __pyx_t_56 = __Pyx_GetModuleGlobalName(__pyx_n_s_datetime); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 484, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_56);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_timedelta); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 484, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
  __pyx_t_56 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 484, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_56);
  __pyx_t_54 = __Pyx_PyInt_From_int(__pyx_v_time_left); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 484, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_54);
  if (PyDict_SetItem(__pyx_t_56, __pyx_n_s_seconds, __pyx_t_54) < 0) __PYX_ERR(0, 484, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;
  __pyx_t_54 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_empty_tuple, __pyx_t_56); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 484, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_54);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
  __pyx_t_56 = PyTuple_New(5); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 484, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_56);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_56, 0, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_55);
  PyTuple_SET_ITEM(__pyx_t_56, 1, __pyx_t_55);
  __Pyx_GIVEREF(__pyx_t_53);
  PyTuple_SET_ITEM(__pyx_t_56, 2, __pyx_t_53);
  __Pyx_GIVEREF(__pyx_t_58);
  PyTuple_SET_ITEM(__pyx_t_56, 3, __pyx_t_58);
  __Pyx_GIVEREF(__pyx_t_54);
  PyTuple_SET_ITEM(__pyx_t_56, 4, __pyx_t_54);
  __pyx_t_2 = 0;
  __pyx_t_55 = 0;
  __pyx_t_53 = 0;
  __pyx_t_58 = 0;
  __pyx_t_54 = 0;

  /* "pypore/event_finder.pyx":483
 *     total_rate = (place_in_data + i) / total_time
 *     time_left = int((points_per_channel_total - (place_in_data + i)) / rate)
 *     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (             # <<<<<<<<<<<<<<
 *         event_count, percent_done, rate, total_rate, datetime.timedelta(seconds=time_left))
 *     if pipe is not None:
 */
  __pyx_t_54 = __Pyx_PyString_Format(__pyx_kp_s_Event_Count_d_Percent_Done_2f_Ra, __pyx_t_56); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 483, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_54);
  __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
  __Pyx_XDECREF_SET(__pyx_v_status_text, ((PyObject*)__pyx_t_54));
  __pyx_t_54 = 0;

  /* "pypore/event_finder.pyx":485
 *     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (
 *         event_count, percent_done, rate, total_rate, datetime.timedelta(seconds=time_left))
 *     if pipe is not None:             # <<<<<<<<<<<<<<
 *         #                     if event_count > last_event_sent:
 *         #                         pipe.send({'status_text': status_text, 'Events': save_file['Events'][last_event_sent:]})
 */
  __pyx_t_13 = (__pyx_v_pipe != Py_None);
  __pyx_t_8 = (__pyx_t_13 != 0);
  if (__pyx_t_8) {

    /* "pypore/event_finder.pyx":488
 *         #                     if event_count > last_event_sent:
 *         #                         pipe.send({'status_text': status_text, 'Events': save_file['Events'][last_event_sent:]})
 *         pipe.send({'status_text': status_text})             # <<<<<<<<<<<<<<
 *     #                         last_event_sent = event_count
 *     else:
 */
    __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_v_pipe, __pyx_n_s_send); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 488, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __pyx_t_58 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_58)) __PYX_ERR(0, 488, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_58);
    if (PyDict_SetItem(__pyx_t_58, __pyx_n_s_status_text, __pyx_v_status_text) < 0) __PYX_ERR(0, 488, __pyx_L1_error)
    __pyx_t_53 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_56))) {
      __pyx_t_53 = PyMethod_GET_SELF(__pyx_t_56);
      if (likely(__pyx_t_53)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_56);
        __Pyx_INCREF(__pyx_t_53);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_56, function);
      }
    }
    if (!__pyx_t_53) {
      __pyx_t_54 = __Pyx_PyObject_CallOneArg(__pyx_t_56, __pyx_t_58); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 488, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
      __Pyx_GOTREF(__pyx_t_54);
    } else {
      #if CYTHON_FAST_PYCALL
      if (PyFunction_Check(__pyx_t_56)) {
        PyObject *__pyx_temp[2] = {__pyx_t_53, __pyx_t_58};
        __pyx_t_54 = __Pyx_PyFunction_FastCall(__pyx_t_56, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 488, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_53); __pyx_t_53 = 0;
        __Pyx_GOTREF(__pyx_t_54);
        __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
      } else
      #endif
      #if CYTHON_FAST_PYCCALL
      if (__Pyx_PyFastCFunction_Check(__pyx_t_56)) {
        PyObject *__pyx_temp[2] = {__pyx_t_53, __pyx_t_58};
        __pyx_t_54 = __Pyx_PyCFunction_FastCall(__pyx_t_56, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 488, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_53); __pyx_t_53 = 0;
        __Pyx_GOTREF(__pyx_t_54);
        __Pyx_DECREF(__pyx_t_58); __pyx_t_58 = 0;
      } else
      #endif
      {
        __pyx_t_55 = PyTuple_New(1+1); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 488, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_55);
        __Pyx_GIVEREF(__pyx_t_53); PyTuple_SET_ITEM(__pyx_t_55, 0, __pyx_t_53); __pyx_t_53 = NULL;
        __Pyx_GIVEREF(__pyx_t_58);
        PyTuple_SET_ITEM(__pyx_t_55, 0+1, __pyx_t_58);
        __pyx_t_58 = 0;
        __pyx_t_54 = __Pyx_PyObject_Call(__pyx_t_56, __pyx_t_55, NULL); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 488, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_54);
        __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
      }
    }
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

    /* "pypore/event_finder.pyx":485
 *     status_text = "Event Count: %d Percent Done: %.2f Rate: %.2e pt/s Total Rate: %.2e pt/s Time Left: %s" % (
 *         event_count, percent_done, rate, total_rate, datetime.timedelta(seconds=time_left))
 *     if pipe is not None:             # <<<<<<<<<<<<<<
 *         #                     if event_count > last_event_sent:
 *         #                         pipe.send({'status_text': status_text, 'Events': save_file['Events'][last_event_sent:]})
 */
    goto __pyx_L65;
  }

  /* "pypore/event_finder.pyx":491
 *     #                         last_event_sent = event_count
 *     else:
 *         sys.stdout.write("\r" + status_text)             # <<<<<<<<<<<<<<
 *         sys.stdout.flush()
 * 
 */
  /*else*/ {
    __pyx_t_56 = __Pyx_GetModuleGlobalName(__pyx_n_s_sys); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 491, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __pyx_t_55 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_stdout); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 491, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_55);
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_t_55, __pyx_n_s_write); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 491, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
    __pyx_t_55 = PyNumber_Add(__pyx_kp_s__4, __pyx_v_status_text); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 491, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_55);
    __pyx_t_58 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_56))) {
      __pyx_t_58 = PyMethod_GET_SELF(__pyx_t_56);
      if (likely(__pyx_t_58)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_56);
        __Pyx_INCREF(__pyx_t_58);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_56, function);
      }
    }
    if (!__pyx_t_58) {
      __pyx_t_54 = __Pyx_PyObject_CallOneArg(__pyx_t_56, __pyx_t_55); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 491, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
      __Pyx_GOTREF(__pyx_t_54);
    } else {
      #if CYTHON_FAST_PYCALL
      if (PyFunction_Check(__pyx_t_56)) {
        PyObject *__pyx_temp[2] = {__pyx_t_58, __pyx_t_55};
        __pyx_t_54 = __Pyx_PyFunction_FastCall(__pyx_t_56, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 491, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_58); __pyx_t_58 = 0;
        __Pyx_GOTREF(__pyx_t_54);
        __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
      } else
      #endif
      #if CYTHON_FAST_PYCCALL
      if (__Pyx_PyFastCFunction_Check(__pyx_t_56)) {
        PyObject *__pyx_temp[2] = {__pyx_t_58, __pyx_t_55};
        __pyx_t_54 = __Pyx_PyCFunction_FastCall(__pyx_t_56, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 491, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_58); __pyx_t_58 = 0;
        __Pyx_GOTREF(__pyx_t_54);
        __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
      } else
      #endif
      {
        __pyx_t_53 = PyTuple_New(1+1); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 491, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_53);
        __Pyx_GIVEREF(__pyx_t_58); PyTuple_SET_ITEM(__pyx_t_53, 0, __pyx_t_58); __pyx_t_58 = NULL;
        __Pyx_GIVEREF(__pyx_t_55);
        PyTuple_SET_ITEM(__pyx_t_53, 0+1, __pyx_t_55);
        __pyx_t_55 = 0;
        __pyx_t_54 = __Pyx_PyObject_Call(__pyx_t_56, __pyx_t_53, NULL); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 491, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_54);
        __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
      }
    }
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

    /* "pypore/event_finder.pyx":492
 *     else:
 *         sys.stdout.write("\r" + status_text)
 *         sys.stdout.flush()             # <<<<<<<<<<<<<<
 * 
 *     if event_count > 0 or debug:
 */
    __pyx_t_56 = __Pyx_GetModuleGlobalName(__pyx_n_s_sys); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 492, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_stdout); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 492, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_t_53, __pyx_n_s_flush); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 492, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __pyx_t_53 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_56))) {
      __pyx_t_53 = PyMethod_GET_SELF(__pyx_t_56);
      if (likely(__pyx_t_53)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_56);
        __Pyx_INCREF(__pyx_t_53);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_56, function);
      }
    }
    if (__pyx_t_53) {
      __pyx_t_54 = __Pyx_PyObject_CallOneArg(__pyx_t_56, __pyx_t_53); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 492, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    } else {
      __pyx_t_54 = __Pyx_PyObject_CallNoArg(__pyx_t_56); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 492, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_54);
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;
  }
  __pyx_L65:;

  /* "pypore/event_finder.pyx":494
 *         sys.stdout.flush()
 * 
 *     if event_count > 0 or debug:             # <<<<<<<<<<<<<<
 *         # Save the file
 *         # add attributes
 */
  __pyx_t_13 = ((__pyx_v_event_count > 0) != 0);
  if (!__pyx_t_13) {
  } else {
    __pyx_t_8 = __pyx_t_13;
    goto __pyx_L67_bool_binop_done;
  }
  __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_v_debug); if (unlikely(__pyx_t_13 < 0)) __PYX_ERR(0, 494, __pyx_L1_error)
  __pyx_t_8 = __pyx_t_13;
  __pyx_L67_bool_binop_done:;
  if (__pyx_t_8) {

    /* "pypore/event_finder.pyx":497
 *         # Save the file
 *         # add attributes
 *         h5file.root.events.eventTable.flush()  # if you don't flush before adding attributes,             # <<<<<<<<<<<<<<
 *         # PyTables might print a warning
 *         h5file.root.events.eventTable.attrs.sample_rate = sample_rate
 */
    __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 497, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_events); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 497, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_t_53, __pyx_n_s_eventTable); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 497, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_flush); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 497, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    __pyx_t_56 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_53))) {
      __pyx_t_56 = PyMethod_GET_SELF(__pyx_t_53);
      if (likely(__pyx_t_56)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_53);
        __Pyx_INCREF(__pyx_t_56);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_53, function);
      }
    }
    if (__pyx_t_56) {
      __pyx_t_54 = __Pyx_PyObject_CallOneArg(__pyx_t_53, __pyx_t_56); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 497, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    } else {
      __pyx_t_54 = __Pyx_PyObject_CallNoArg(__pyx_t_53); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 497, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_54);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

    /* "pypore/event_finder.pyx":499
 *         h5file.root.events.eventTable.flush()  # if you don't flush before adding attributes,
 *         # PyTables might print a warning
 *         h5file.root.events.eventTable.attrs.sample_rate = sample_rate             # <<<<<<<<<<<<<<
 *         h5file.root.events.eventTable.attrs.eventCount = event_count
 *         h5file.root.events.eventTable.attrs.dataFilename = reader.get_filename_c()
 */
    __pyx_t_54 = PyFloat_FromDouble(__pyx_v_sample_rate); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 499, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_54);
    __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 499, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_t_53, __pyx_n_s_events); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 499, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_eventTable); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 499, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_t_53, __pyx_n_s_attrs); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 499, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    if (__Pyx_PyObject_SetAttrStr(__pyx_t_56, __pyx_n_s_sample_rate, __pyx_t_54) < 0) __PYX_ERR(0, 499, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;

    /* "pypore/event_finder.pyx":500
 *         # PyTables might print a warning
 *         h5file.root.events.eventTable.attrs.sample_rate = sample_rate
 *         h5file.root.events.eventTable.attrs.eventCount = event_count             # <<<<<<<<<<<<<<
 *         h5file.root.events.eventTable.attrs.dataFilename = reader.get_filename_c()
 * 
 */
    __pyx_t_56 = __Pyx_PyInt_From_unsigned_int(__pyx_v_event_count); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 500, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __pyx_t_54 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 500, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_54);
    __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_t_54, __pyx_n_s_events); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 500, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;
    __pyx_t_54 = __Pyx_PyObject_GetAttrStr(__pyx_t_53, __pyx_n_s_eventTable); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 500, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_54);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_t_54, __pyx_n_s_attrs); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 500, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;
    if (__Pyx_PyObject_SetAttrStr(__pyx_t_53, __pyx_n_s_eventCount, __pyx_t_56) < 0) __PYX_ERR(0, 500, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;

    /* "pypore/event_finder.pyx":501
 *         h5file.root.events.eventTable.attrs.sample_rate = sample_rate
 *         h5file.root.events.eventTable.attrs.eventCount = event_count
 *         h5file.root.events.eventTable.attrs.dataFilename = reader.get_filename_c()             # <<<<<<<<<<<<<<
 * 
 *         if debug:
 */
    __pyx_t_53 = ((struct __pyx_vtabstruct_6pypore_3i_o_15abstract_reader_AbstractReader *)__pyx_v_reader->__pyx_vtab)->get_filename_c(__pyx_v_reader); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 501, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 501, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __pyx_t_54 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_events); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 501, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_54);
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_t_54, __pyx_n_s_eventTable); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 501, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;
    __pyx_t_54 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_attrs); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 501, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_54);
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    if (__Pyx_PyObject_SetAttrStr(__pyx_t_54, __pyx_n_s_dataFilename, __pyx_t_53) < 0) __PYX_ERR(0, 501, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

    /* "pypore/event_finder.pyx":503
 *         h5file.root.events.eventTable.attrs.dataFilename = reader.get_filename_c()
 * 
 *         if debug:             # <<<<<<<<<<<<<<
 *             h5file.root.debug.data[0,:] = debug_data_matrix[:]
 *             h5file.root.debug.baseline[0,:] = debug_baseline_matrix[:]
 */
    __pyx_t_8 = __Pyx_PyObject_IsTrue(__pyx_v_debug); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(0, 503, __pyx_L1_error)
    if (__pyx_t_8) {

      /* "pypore/event_finder.pyx":504
 * 
 *         if debug:
 *             h5file.root.debug.data[0,:] = debug_data_matrix[:]             # <<<<<<<<<<<<<<
 *             h5file.root.debug.baseline[0,:] = debug_baseline_matrix[:]
 *             h5file.root.debug.threshold_positive[0,:] = debug_threshold_pos_matrix[:]
 */
      __pyx_t_54 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_debug_data_matrix), __pyx_slice__5); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 504, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_54);
      __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 504, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_53);
      __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_t_53, __pyx_n_s_debug); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 504, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_56);
      __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
      __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_data); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 504, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_53);
      __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
      if (unlikely(PyObject_SetItem(__pyx_t_53, __pyx_tuple__7, __pyx_t_54) < 0)) __PYX_ERR(0, 504, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
      __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

      /* "pypore/event_finder.pyx":505
 *         if debug:
 *             h5file.root.debug.data[0,:] = debug_data_matrix[:]
 *             h5file.root.debug.baseline[0,:] = debug_baseline_matrix[:]             # <<<<<<<<<<<<<<
 *             h5file.root.debug.threshold_positive[0,:] = debug_threshold_pos_matrix[:]
 *             h5file.root.debug.threshold_negative[0,:] = debug_threshold_neg_matrix[:]
 */
      __pyx_t_54 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_debug_baseline_matrix), __pyx_slice__8); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 505, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_54);
      __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 505, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_53);
      __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_t_53, __pyx_n_s_debug); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 505, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_56);
      __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
      __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_baseline); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 505, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_53);
      __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
      if (unlikely(PyObject_SetItem(__pyx_t_53, __pyx_tuple__10, __pyx_t_54) < 0)) __PYX_ERR(0, 505, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
      __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

      /* "pypore/event_finder.pyx":506
 *             h5file.root.debug.data[0,:] = debug_data_matrix[:]
 *             h5file.root.debug.baseline[0,:] = debug_baseline_matrix[:]
 *             h5file.root.debug.threshold_positive[0,:] = debug_threshold_pos_matrix[:]             # <<<<<<<<<<<<<<
 *             h5file.root.debug.threshold_negative[0,:] = debug_threshold_neg_matrix[:]
 * 
 */
      __pyx_t_54 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_debug_threshold_pos_matrix), __pyx_slice__11); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 506, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_54);
      __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 506, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_53);
      __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_t_53, __pyx_n_s_debug); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 506, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_56);
      __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
      __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_threshold_positive); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 506, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_53);
      __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
      if (unlikely(PyObject_SetItem(__pyx_t_53, __pyx_tuple__13, __pyx_t_54) < 0)) __PYX_ERR(0, 506, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
      __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

      /* "pypore/event_finder.pyx":507
 *             h5file.root.debug.baseline[0,:] = debug_baseline_matrix[:]
 *             h5file.root.debug.threshold_positive[0,:] = debug_threshold_pos_matrix[:]
 *             h5file.root.debug.threshold_negative[0,:] = debug_threshold_neg_matrix[:]             # <<<<<<<<<<<<<<
 * 
 *         h5file.flush()
 */
      __pyx_t_54 = __Pyx_PyObject_GetItem(((PyObject *)__pyx_v_debug_threshold_neg_matrix), __pyx_slice__14); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 507, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_54);
      __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_root); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 507, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_53);
      __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_t_53, __pyx_n_s_debug); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 507, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_56);
      __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
      __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_t_56, __pyx_n_s_threshold_negative); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 507, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_53);
      __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
      if (unlikely(PyObject_SetItem(__pyx_t_53, __pyx_tuple__16, __pyx_t_54) < 0)) __PYX_ERR(0, 507, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
      __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

      /* "pypore/event_finder.pyx":503
 *         h5file.root.events.eventTable.attrs.dataFilename = reader.get_filename_c()
 * 
 *         if debug:             # <<<<<<<<<<<<<<
 *             h5file.root.debug.data[0,:] = debug_data_matrix[:]
 *             h5file.root.debug.baseline[0,:] = debug_baseline_matrix[:]
 */
    }

    /* "pypore/event_finder.pyx":509
 *             h5file.root.debug.threshold_negative[0,:] = debug_threshold_neg_matrix[:]
 * 
 *         h5file.flush()             # <<<<<<<<<<<<<<
 *         h5file.close()
 *         return save_file_name
 */
    __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_flush); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 509, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __pyx_t_56 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_53))) {
      __pyx_t_56 = PyMethod_GET_SELF(__pyx_t_53);
      if (likely(__pyx_t_56)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_53);
        __Pyx_INCREF(__pyx_t_56);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_53, function);
      }
    }
    if (__pyx_t_56) {
      __pyx_t_54 = __Pyx_PyObject_CallOneArg(__pyx_t_53, __pyx_t_56); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 509, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    } else {
      __pyx_t_54 = __Pyx_PyObject_CallNoArg(__pyx_t_53); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 509, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_54);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

    /* "pypore/event_finder.pyx":510
 * 
 *         h5file.flush()
 *         h5file.close()             # <<<<<<<<<<<<<<
 *         return save_file_name
 *     else:
 */
    __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_close); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 510, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __pyx_t_56 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_53))) {
      __pyx_t_56 = PyMethod_GET_SELF(__pyx_t_53);
      if (likely(__pyx_t_56)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_53);
        __Pyx_INCREF(__pyx_t_56);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_53, function);
      }
    }
    if (__pyx_t_56) {
      __pyx_t_54 = __Pyx_PyObject_CallOneArg(__pyx_t_53, __pyx_t_56); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 510, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    } else {
      __pyx_t_54 = __Pyx_PyObject_CallNoArg(__pyx_t_53); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 510, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_54);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

    /* "pypore/event_finder.pyx":511
 *         h5file.flush()
 *         h5file.close()
 *         return save_file_name             # <<<<<<<<<<<<<<
 *     else:
 *         # if no events, just delete the file, if we're not debugging.
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_save_file_name);
    __pyx_r = __pyx_v_save_file_name;
    goto __pyx_L0;

    /* "pypore/event_finder.pyx":494
 *         sys.stdout.flush()
 * 
 *     if event_count > 0 or debug:             # <<<<<<<<<<<<<<
 *         # Save the file
 *         # add attributes
 */
  }

  /* "pypore/event_finder.pyx":514
 *     else:
 *         # if no events, just delete the file, if we're not debugging.
 *         h5file.flush()             # <<<<<<<<<<<<<<
 *         h5file.close()
 *         os.remove(save_file_name)
 */
  /*else*/ {
    __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_flush); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 514, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __pyx_t_56 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_53))) {
      __pyx_t_56 = PyMethod_GET_SELF(__pyx_t_53);
      if (likely(__pyx_t_56)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_53);
        __Pyx_INCREF(__pyx_t_56);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_53, function);
      }
    }
    if (__pyx_t_56) {
      __pyx_t_54 = __Pyx_PyObject_CallOneArg(__pyx_t_53, __pyx_t_56); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 514, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    } else {
      __pyx_t_54 = __Pyx_PyObject_CallNoArg(__pyx_t_53); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 514, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_54);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

    /* "pypore/event_finder.pyx":515
 *         # if no events, just delete the file, if we're not debugging.
 *         h5file.flush()
 *         h5file.close()             # <<<<<<<<<<<<<<
 *         os.remove(save_file_name)
 * 
 */
    __pyx_t_53 = __Pyx_PyObject_GetAttrStr(__pyx_v_h5file, __pyx_n_s_close); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 515, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __pyx_t_56 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_53))) {
      __pyx_t_56 = PyMethod_GET_SELF(__pyx_t_53);
      if (likely(__pyx_t_56)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_53);
        __Pyx_INCREF(__pyx_t_56);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_53, function);
      }
    }
    if (__pyx_t_56) {
      __pyx_t_54 = __Pyx_PyObject_CallOneArg(__pyx_t_53, __pyx_t_56); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 515, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    } else {
      __pyx_t_54 = __Pyx_PyObject_CallNoArg(__pyx_t_53); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 515, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_54);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;

    /* "pypore/event_finder.pyx":516
 *         h5file.flush()
 *         h5file.close()
 *         os.remove(save_file_name)             # <<<<<<<<<<<<<<
 * 
 *     return None
 */
    __pyx_t_53 = __Pyx_GetModuleGlobalName(__pyx_n_s_os); if (unlikely(!__pyx_t_53)) __PYX_ERR(0, 516, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_53);
    __pyx_t_56 = __Pyx_PyObject_GetAttrStr(__pyx_t_53, __pyx_n_s_remove); if (unlikely(!__pyx_t_56)) __PYX_ERR(0, 516, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_56);
    __Pyx_DECREF(__pyx_t_53); __pyx_t_53 = 0;
    __pyx_t_53 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_56))) {
      __pyx_t_53 = PyMethod_GET_SELF(__pyx_t_56);
      if (likely(__pyx_t_53)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_56);
        __Pyx_INCREF(__pyx_t_53);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_56, function);
      }
    }
    if (!__pyx_t_53) {
      __pyx_t_54 = __Pyx_PyObject_CallOneArg(__pyx_t_56, __pyx_v_save_file_name); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 516, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_54);
    } else {
      #if CYTHON_FAST_PYCALL
      if (PyFunction_Check(__pyx_t_56)) {
        PyObject *__pyx_temp[2] = {__pyx_t_53, __pyx_v_save_file_name};
        __pyx_t_54 = __Pyx_PyFunction_FastCall(__pyx_t_56, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 516, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_53); __pyx_t_53 = 0;
        __Pyx_GOTREF(__pyx_t_54);
      } else
      #endif
      #if CYTHON_FAST_PYCCALL
      if (__Pyx_PyFastCFunction_Check(__pyx_t_56)) {
        PyObject *__pyx_temp[2] = {__pyx_t_53, __pyx_v_save_file_name};
        __pyx_t_54 = __Pyx_PyCFunction_FastCall(__pyx_t_56, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 516, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_53); __pyx_t_53 = 0;
        __Pyx_GOTREF(__pyx_t_54);
      } else
      #endif
      {
        __pyx_t_55 = PyTuple_New(1+1); if (unlikely(!__pyx_t_55)) __PYX_ERR(0, 516, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_55);
        __Pyx_GIVEREF(__pyx_t_53); PyTuple_SET_ITEM(__pyx_t_55, 0, __pyx_t_53); __pyx_t_53 = NULL;
        __Pyx_INCREF(__pyx_v_save_file_name);
        __Pyx_GIVEREF(__pyx_v_save_file_name);
        PyTuple_SET_ITEM(__pyx_t_55, 0+1, __pyx_v_save_file_name);
        __pyx_t_54 = __Pyx_PyObject_Call(__pyx_t_56, __pyx_t_55, NULL); if (unlikely(!__pyx_t_54)) __PYX_ERR(0, 516, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_54);
        __Pyx_DECREF(__pyx_t_55); __pyx_t_55 = 0;
      }
    }
    __Pyx_DECREF(__pyx_t_56); __pyx_t_56 = 0;
    __Pyx_DECREF(__pyx_t_54); __pyx_t_54 = 0;
  }

  /* "pypore/event_finder.pyx":518
 *         os.remove(save_file_name)
 * 
 *     return None             # <<<<<<<<<<<<<<
 * 
 * cdef class Parameters:
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "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
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_52);
  __Pyx_XDECREF(__pyx_t_53);
  __Pyx_XDECREF(__pyx_t_54);
  __Pyx_XDECREF(__pyx_t_55);
  __Pyx_XDECREF(__pyx_t_56);
  __Pyx_XDECREF(__pyx_t_57);
  __Pyx_XDECREF(__pyx_t_58);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_curr_data.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_data.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_debug_baseline_matrix.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_debug_data_matrix.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_debug_threshold_neg_matrix.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_debug_threshold_pos_matrix.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_event_cache.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_level_length_cache.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_levels_cache.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_m_levels.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_m_levels_length.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pypore.event_finder._lazy_load_find_events", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_curr_data.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_data.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_debug_baseline_matrix.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_debug_data_matrix.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_debug_threshold_neg_matrix.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_debug_threshold_pos_matrix.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_event_cache.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_level_length_cache.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_levels_cache.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_m_levels.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_m_levels_length.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF((PyObject *)__pyx_v_baseline_type);
  __Pyx_XDECREF(__pyx_v_data_x);
  __Pyx_XDECREF((PyObject *)__pyx_v_data);
  __Pyx_XDECREF(__pyx_v_day_time);
  __Pyx_XDECREF(__pyx_v_raw_data);
  __Pyx_XDECREF(__pyx_v_levels_matrix);
  __Pyx_XDECREF(__pyx_v_lengths_matrix);
  __Pyx_XDECREF((PyObject *)__pyx_v_threshold_type);
  __Pyx_XDECREF(__pyx_v_data_cache);
  __Pyx_XDECREF(__pyx_v_num_rows_in_event_cache);
  __Pyx_XDECREF((PyObject *)__pyx_v_event_cache);
  __Pyx_XDECREF((PyObject *)__pyx_v_levels_cache);
  __Pyx_XDECREF((PyObject *)__pyx_v_level_length_cache);
  __Pyx_XDECREF(__pyx_v_event_cache_index);
  __Pyx_XDECREF((PyObject *)__pyx_v_curr_data);
  __Pyx_XDECREF((PyObject *)__pyx_v_m_levels);
  __Pyx_XDECREF((PyObject *)__pyx_v_m_levels_length);
  __Pyx_XDECREF((PyObject *)__pyx_v_debug_data_matrix);
  __Pyx_XDECREF((PyObject *)__pyx_v_debug_baseline_matrix);
  __Pyx_XDECREF((PyObject *)__pyx_v_debug_threshold_pos_matrix);
  __Pyx_XDECREF((PyObject *)__pyx_v_debug_threshold_neg_matrix);
  __Pyx_XDECREF(__pyx_v_datas);
  __Pyx_XDECREF(__pyx_v_data_next);
  __Pyx_XDECREF(__pyx_v_status_text);
  __Pyx_XDECREF(__pyx_v_h5file);
  __Pyx_XDECREF(__pyx_v_save_file_name);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pypore/event_finder.pyx":551
 *     cdef public bool detect_negative_events
 * 
 *     def __init__(self, min_event_length=10., max_event_length=1.e4,             # <<<<<<<<<<<<<<
 *                  detect_positive_events=True, detect_negative_events=True,
 *                  baseline_strategy=AdaptiveBaselineStrategy(),
 */

/* Python wrapper */
static int __pyx_pw_6pypore_12event_finder_10Parameters_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_6pypore_12event_finder_10Parameters___init__[] = "\n        Initialize the Parameters object.\n\n        :param double min_event_length: Minimum event length in microseconds. Default is 10.0.\n        :param double max_event_length: Maximum event length in microseconds. Default is 1.e4.\n        :param bool detect_positive_events: Event finder should look for events where the current increases.            Default is True.\n        :param bool detect_negative_events: Event finder should look for events where the current decreases.            Default is True.\n        :param baseline_strategy: Type of the baseline. Default is :py:class:`AdaptiveBaselineStrategy`.            Note that this needs to be a subclass of :py:class:`BaselineStrategy`.\n        :param threshold_strategy: Type of the threshold for beginning and end to an event.            Default is :py:class:`NoiseBasedThresholdStrategy`.            Note that this must be a subclass of :py:class:`ThresholdStrategy`.\n        ";
#if CYTHON_COMPILING_IN_CPYTHON
struct wrapperbase __pyx_wrapperbase_6pypore_12event_finder_10Parameters___init__;
#endif
static int __pyx_pw_6pypore_12event_finder_10Parameters_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_min_event_length = 0;
  PyObject *__pyx_v_max_event_length = 0;
  PyObject *__pyx_v_detect_positive_events = 0;
  PyObject *__pyx_v_detect_negative_events = 0;
  PyObject *__pyx_v_baseline_strategy = 0;
  PyObject *__pyx_v_threshold_strategy = 0;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_min_event_length,&__pyx_n_s_max_event_length,&__pyx_n_s_detect_positive_events,&__pyx_n_s_detect_negative_events,&__pyx_n_s_baseline_strategy,&__pyx_n_s_threshold_strategy,0};
    PyObject* values[6] = {0,0,0,0,0,0};
    values[0] = ((PyObject *)__pyx_float_10_);
    values[1] = ((PyObject *)__pyx_float_1_e4);

    /* "pypore/event_finder.pyx":552
 * 
 *     def __init__(self, min_event_length=10., max_event_length=1.e4,
 *                  detect_positive_events=True, detect_negative_events=True,             # <<<<<<<<<<<<<<
 *                  baseline_strategy=AdaptiveBaselineStrategy(),
 *                  threshold_strategy=NoiseBasedThresholdStrategy()):
 */
    values[2] = ((PyObject *)Py_True);
    values[3] = ((PyObject *)Py_True);
    values[4] = __pyx_k__17;
    values[5] = __pyx_k__18;
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_min_event_length);
          if (value) { values[0] = value; kw_args--; }
        }
        CYTHON_FALLTHROUGH;
        case  1:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_max_event_length);
          if (value) { values[1] = value; kw_args--; }
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_detect_positive_events);
          if (value) { values[2] = value; kw_args--; }
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_detect_negative_events);
          if (value) { values[3] = value; kw_args--; }
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_baseline_strategy);
          if (value) { values[4] = value; kw_args--; }
        }
        CYTHON_FALLTHROUGH;
        case  5:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_threshold_strategy);
          if (value) { values[5] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__init__") < 0)) __PYX_ERR(0, 551, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_min_event_length = values[0];
    __pyx_v_max_event_length = values[1];
    __pyx_v_detect_positive_events = values[2];
    __pyx_v_detect_negative_events = values[3];
    __pyx_v_baseline_strategy = values[4];
    __pyx_v_threshold_strategy = values[5];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__init__", 0, 0, 6, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 551, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pypore.event_finder.Parameters.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return -1;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters___init__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self), __pyx_v_min_event_length, __pyx_v_max_event_length, __pyx_v_detect_positive_events, __pyx_v_detect_negative_events, __pyx_v_baseline_strategy, __pyx_v_threshold_strategy);

  /* "pypore/event_finder.pyx":551
 *     cdef public bool detect_negative_events
 * 
 *     def __init__(self, min_event_length=10., max_event_length=1.e4,             # <<<<<<<<<<<<<<
 *                  detect_positive_events=True, detect_negative_events=True,
 *                  baseline_strategy=AdaptiveBaselineStrategy(),
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

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) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  double __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("__init__", 0);

  /* "pypore/event_finder.pyx":570
 *             Note that this must be a subclass of :py:class:`ThresholdStrategy`.
 *         """
 *         self.min_event_length = min_event_length             # <<<<<<<<<<<<<<
 *         self.max_event_length = max_event_length
 *         self.detect_positive_events = detect_positive_events
 */
  __pyx_t_1 = __pyx_PyFloat_AsDouble(__pyx_v_min_event_length); if (unlikely((__pyx_t_1 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 570, __pyx_L1_error)
  __pyx_v_self->min_event_length = __pyx_t_1;

  /* "pypore/event_finder.pyx":571
 *         """
 *         self.min_event_length = min_event_length
 *         self.max_event_length = max_event_length             # <<<<<<<<<<<<<<
 *         self.detect_positive_events = detect_positive_events
 *         self.detect_negative_events = detect_negative_events
 */
  __pyx_t_1 = __pyx_PyFloat_AsDouble(__pyx_v_max_event_length); if (unlikely((__pyx_t_1 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 571, __pyx_L1_error)
  __pyx_v_self->max_event_length = __pyx_t_1;

  /* "pypore/event_finder.pyx":572
 *         self.min_event_length = min_event_length
 *         self.max_event_length = max_event_length
 *         self.detect_positive_events = detect_positive_events             # <<<<<<<<<<<<<<
 *         self.detect_negative_events = detect_negative_events
 *         self.baseline_strategy = baseline_strategy
 */
  if (!(likely(((__pyx_v_detect_positive_events) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_detect_positive_events, __pyx_ptype_7cpython_4bool_bool))))) __PYX_ERR(0, 572, __pyx_L1_error)
  __pyx_t_2 = __pyx_v_detect_positive_events;
  __Pyx_INCREF(__pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __Pyx_GOTREF(__pyx_v_self->detect_positive_events);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->detect_positive_events));
  __pyx_v_self->detect_positive_events = ((PyBoolObject *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pypore/event_finder.pyx":573
 *         self.max_event_length = max_event_length
 *         self.detect_positive_events = detect_positive_events
 *         self.detect_negative_events = detect_negative_events             # <<<<<<<<<<<<<<
 *         self.baseline_strategy = baseline_strategy
 *         self.threshold_strategy = threshold_strategy
 */
  if (!(likely(((__pyx_v_detect_negative_events) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_detect_negative_events, __pyx_ptype_7cpython_4bool_bool))))) __PYX_ERR(0, 573, __pyx_L1_error)
  __pyx_t_2 = __pyx_v_detect_negative_events;
  __Pyx_INCREF(__pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __Pyx_GOTREF(__pyx_v_self->detect_negative_events);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->detect_negative_events));
  __pyx_v_self->detect_negative_events = ((PyBoolObject *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pypore/event_finder.pyx":574
 *         self.detect_positive_events = detect_positive_events
 *         self.detect_negative_events = detect_negative_events
 *         self.baseline_strategy = baseline_strategy             # <<<<<<<<<<<<<<
 *         self.threshold_strategy = threshold_strategy
 * 
 */
  if (!(likely(((__pyx_v_baseline_strategy) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_baseline_strategy, __pyx_ptype_6pypore_10strategies_17baseline_strategy_BaselineStrategy))))) __PYX_ERR(0, 574, __pyx_L1_error)
  __pyx_t_2 = __pyx_v_baseline_strategy;
  __Pyx_INCREF(__pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __Pyx_GOTREF(__pyx_v_self->baseline_strategy);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->baseline_strategy));
  __pyx_v_self->baseline_strategy = ((struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pypore/event_finder.pyx":575
 *         self.detect_negative_events = detect_negative_events
 *         self.baseline_strategy = baseline_strategy
 *         self.threshold_strategy = threshold_strategy             # <<<<<<<<<<<<<<
 * 
 * def find_events(data, parameters=Parameters(), h5file=None, save_file_names=None, pipe=None, debug=False):
 */
  if (!(likely(((__pyx_v_threshold_strategy) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_threshold_strategy, __pyx_ptype_6pypore_10strategies_18threshold_strategy_ThresholdStrategy))))) __PYX_ERR(0, 575, __pyx_L1_error)
  __pyx_t_2 = __pyx_v_threshold_strategy;
  __Pyx_INCREF(__pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __Pyx_GOTREF(__pyx_v_self->threshold_strategy);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->threshold_strategy));
  __pyx_v_self->threshold_strategy = ((struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pypore/event_finder.pyx":551
 *     cdef public bool detect_negative_events
 * 
 *     def __init__(self, min_event_length=10., max_event_length=1.e4,             # <<<<<<<<<<<<<<
 *                  detect_positive_events=True, detect_negative_events=True,
 *                  baseline_strategy=AdaptiveBaselineStrategy(),
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("pypore.event_finder.Parameters.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pypore/event_finder.pyx":544
 *     """
 * 
 *     cdef public double min_event_length             # <<<<<<<<<<<<<<
 *     cdef public double max_event_length
 *     cdef public BaselineStrategy baseline_strategy
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_16min_event_length_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_16min_event_length_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_16min_event_length___get__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_16min_event_length___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyFloat_FromDouble(__pyx_v_self->min_event_length); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 544, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pypore.event_finder.Parameters.min_event_length.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pypore_12event_finder_10Parameters_16min_event_length_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pypore_12event_finder_10Parameters_16min_event_length_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __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));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

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) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  double __pyx_t_1;
  __Pyx_RefNannySetupContext("__set__", 0);
  __pyx_t_1 = __pyx_PyFloat_AsDouble(__pyx_v_value); if (unlikely((__pyx_t_1 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 544, __pyx_L1_error)
  __pyx_v_self->min_event_length = __pyx_t_1;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_AddTraceback("pypore.event_finder.Parameters.min_event_length.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pypore/event_finder.pyx":545
 * 
 *     cdef public double min_event_length
 *     cdef public double max_event_length             # <<<<<<<<<<<<<<
 *     cdef public BaselineStrategy baseline_strategy
 *     cdef public ThresholdStrategy threshold_strategy
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_16max_event_length_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_16max_event_length_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_16max_event_length___get__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_16max_event_length___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyFloat_FromDouble(__pyx_v_self->max_event_length); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 545, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pypore.event_finder.Parameters.max_event_length.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pypore_12event_finder_10Parameters_16max_event_length_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pypore_12event_finder_10Parameters_16max_event_length_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __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));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

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) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  double __pyx_t_1;
  __Pyx_RefNannySetupContext("__set__", 0);
  __pyx_t_1 = __pyx_PyFloat_AsDouble(__pyx_v_value); if (unlikely((__pyx_t_1 == (double)-1) && PyErr_Occurred())) __PYX_ERR(0, 545, __pyx_L1_error)
  __pyx_v_self->max_event_length = __pyx_t_1;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_AddTraceback("pypore.event_finder.Parameters.max_event_length.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pypore/event_finder.pyx":546
 *     cdef public double min_event_length
 *     cdef public double max_event_length
 *     cdef public BaselineStrategy baseline_strategy             # <<<<<<<<<<<<<<
 *     cdef public ThresholdStrategy threshold_strategy
 *     cdef public bool detect_positive_events
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_17baseline_strategy_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_17baseline_strategy_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_17baseline_strategy___get__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_17baseline_strategy___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->baseline_strategy));
  __pyx_r = ((PyObject *)__pyx_v_self->baseline_strategy);
  goto __pyx_L0;

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pypore_12event_finder_10Parameters_17baseline_strategy_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pypore_12event_finder_10Parameters_17baseline_strategy_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_17baseline_strategy_2__set__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self), ((PyObject *)__pyx_v_value));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

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) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__set__", 0);
  if (!(likely(((__pyx_v_value) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_value, __pyx_ptype_6pypore_10strategies_17baseline_strategy_BaselineStrategy))))) __PYX_ERR(0, 546, __pyx_L1_error)
  __pyx_t_1 = __pyx_v_value;
  __Pyx_INCREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v_self->baseline_strategy);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->baseline_strategy));
  __pyx_v_self->baseline_strategy = ((struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pypore.event_finder.Parameters.baseline_strategy.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pypore_12event_finder_10Parameters_17baseline_strategy_5__del__(PyObject *__pyx_v_self); /*proto*/
static int __pyx_pw_6pypore_12event_finder_10Parameters_17baseline_strategy_5__del__(PyObject *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_17baseline_strategy_4__del__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pypore_12event_finder_10Parameters_17baseline_strategy_4__del__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__", 0);
  __Pyx_INCREF(Py_None);
  __Pyx_GIVEREF(Py_None);
  __Pyx_GOTREF(__pyx_v_self->baseline_strategy);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->baseline_strategy));
  __pyx_v_self->baseline_strategy = ((struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)Py_None);

  /* function exit code */
  __pyx_r = 0;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pypore/event_finder.pyx":547
 *     cdef public double max_event_length
 *     cdef public BaselineStrategy baseline_strategy
 *     cdef public ThresholdStrategy threshold_strategy             # <<<<<<<<<<<<<<
 *     cdef public bool detect_positive_events
 *     cdef public bool detect_negative_events
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_18threshold_strategy_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_18threshold_strategy_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_18threshold_strategy___get__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_18threshold_strategy___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->threshold_strategy));
  __pyx_r = ((PyObject *)__pyx_v_self->threshold_strategy);
  goto __pyx_L0;

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pypore_12event_finder_10Parameters_18threshold_strategy_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pypore_12event_finder_10Parameters_18threshold_strategy_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_18threshold_strategy_2__set__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self), ((PyObject *)__pyx_v_value));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

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) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__set__", 0);
  if (!(likely(((__pyx_v_value) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_value, __pyx_ptype_6pypore_10strategies_18threshold_strategy_ThresholdStrategy))))) __PYX_ERR(0, 547, __pyx_L1_error)
  __pyx_t_1 = __pyx_v_value;
  __Pyx_INCREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v_self->threshold_strategy);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->threshold_strategy));
  __pyx_v_self->threshold_strategy = ((struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pypore.event_finder.Parameters.threshold_strategy.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pypore_12event_finder_10Parameters_18threshold_strategy_5__del__(PyObject *__pyx_v_self); /*proto*/
static int __pyx_pw_6pypore_12event_finder_10Parameters_18threshold_strategy_5__del__(PyObject *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_18threshold_strategy_4__del__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pypore_12event_finder_10Parameters_18threshold_strategy_4__del__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__", 0);
  __Pyx_INCREF(Py_None);
  __Pyx_GIVEREF(Py_None);
  __Pyx_GOTREF(__pyx_v_self->threshold_strategy);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->threshold_strategy));
  __pyx_v_self->threshold_strategy = ((struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *)Py_None);

  /* function exit code */
  __pyx_r = 0;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pypore/event_finder.pyx":548
 *     cdef public BaselineStrategy baseline_strategy
 *     cdef public ThresholdStrategy threshold_strategy
 *     cdef public bool detect_positive_events             # <<<<<<<<<<<<<<
 *     cdef public bool detect_negative_events
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_22detect_positive_events_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_22detect_positive_events_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_22detect_positive_events___get__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_22detect_positive_events___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->detect_positive_events));
  __pyx_r = ((PyObject *)__pyx_v_self->detect_positive_events);
  goto __pyx_L0;

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pypore_12event_finder_10Parameters_22detect_positive_events_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pypore_12event_finder_10Parameters_22detect_positive_events_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __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));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

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) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__set__", 0);
  if (!(likely(((__pyx_v_value) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_value, __pyx_ptype_7cpython_4bool_bool))))) __PYX_ERR(0, 548, __pyx_L1_error)
  __pyx_t_1 = __pyx_v_value;
  __Pyx_INCREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v_self->detect_positive_events);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->detect_positive_events));
  __pyx_v_self->detect_positive_events = ((PyBoolObject *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pypore.event_finder.Parameters.detect_positive_events.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pypore_12event_finder_10Parameters_22detect_positive_events_5__del__(PyObject *__pyx_v_self); /*proto*/
static int __pyx_pw_6pypore_12event_finder_10Parameters_22detect_positive_events_5__del__(PyObject *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_22detect_positive_events_4__del__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pypore_12event_finder_10Parameters_22detect_positive_events_4__del__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__", 0);
  __Pyx_INCREF(Py_None);
  __Pyx_GIVEREF(Py_None);
  __Pyx_GOTREF(__pyx_v_self->detect_positive_events);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->detect_positive_events));
  __pyx_v_self->detect_positive_events = ((PyBoolObject *)Py_None);

  /* function exit code */
  __pyx_r = 0;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pypore/event_finder.pyx":549
 *     cdef public ThresholdStrategy threshold_strategy
 *     cdef public bool detect_positive_events
 *     cdef public bool detect_negative_events             # <<<<<<<<<<<<<<
 * 
 *     def __init__(self, min_event_length=10., max_event_length=1.e4,
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_22detect_negative_events_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_22detect_negative_events_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_22detect_negative_events___get__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_22detect_negative_events___get__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->detect_negative_events));
  __pyx_r = ((PyObject *)__pyx_v_self->detect_negative_events);
  goto __pyx_L0;

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pypore_12event_finder_10Parameters_22detect_negative_events_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pypore_12event_finder_10Parameters_22detect_negative_events_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __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));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

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) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__set__", 0);
  if (!(likely(((__pyx_v_value) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_value, __pyx_ptype_7cpython_4bool_bool))))) __PYX_ERR(0, 549, __pyx_L1_error)
  __pyx_t_1 = __pyx_v_value;
  __Pyx_INCREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v_self->detect_negative_events);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->detect_negative_events));
  __pyx_v_self->detect_negative_events = ((PyBoolObject *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pypore.event_finder.Parameters.detect_negative_events.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pypore_12event_finder_10Parameters_22detect_negative_events_5__del__(PyObject *__pyx_v_self); /*proto*/
static int __pyx_pw_6pypore_12event_finder_10Parameters_22detect_negative_events_5__del__(PyObject *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_22detect_negative_events_4__del__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pypore_12event_finder_10Parameters_22detect_negative_events_4__del__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__", 0);
  __Pyx_INCREF(Py_None);
  __Pyx_GIVEREF(Py_None);
  __Pyx_GOTREF(__pyx_v_self->detect_negative_events);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->detect_negative_events));
  __pyx_v_self->detect_negative_events = ((PyBoolObject *)Py_None);

  /* function exit code */
  __pyx_r = 0;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "(tree fragment)":1
 * def __reduce_cython__(self):             # <<<<<<<<<<<<<<
 *     cdef bint use_setstate
 *     state = (self.baseline_strategy, self.detect_negative_events, self.detect_positive_events, self.max_event_length, self.min_event_length, self.threshold_strategy)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_3__reduce_cython__(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_3__reduce_cython__(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__reduce_cython__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_2__reduce_cython__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_2__reduce_cython__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self) {
  int __pyx_v_use_setstate;
  PyObject *__pyx_v_state = NULL;
  PyObject *__pyx_v__dict = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  int __pyx_t_5;
  int __pyx_t_6;
  __Pyx_RefNannySetupContext("__reduce_cython__", 0);

  /* "(tree fragment)":3
 * def __reduce_cython__(self):
 *     cdef bint use_setstate
 *     state = (self.baseline_strategy, self.detect_negative_events, self.detect_positive_events, self.max_event_length, self.min_event_length, self.threshold_strategy)             # <<<<<<<<<<<<<<
 *     _dict = getattr(self, '__dict__', None)
 *     if _dict is not None:
 */
  __pyx_t_1 = PyFloat_FromDouble(__pyx_v_self->max_event_length); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 3, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyFloat_FromDouble(__pyx_v_self->min_event_length); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 3, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = PyTuple_New(6); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 3, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->baseline_strategy));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_self->baseline_strategy));
  PyTuple_SET_ITEM(__pyx_t_3, 0, ((PyObject *)__pyx_v_self->baseline_strategy));
  __Pyx_INCREF(((PyObject *)__pyx_v_self->detect_negative_events));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_self->detect_negative_events));
  PyTuple_SET_ITEM(__pyx_t_3, 1, ((PyObject *)__pyx_v_self->detect_negative_events));
  __Pyx_INCREF(((PyObject *)__pyx_v_self->detect_positive_events));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_self->detect_positive_events));
  PyTuple_SET_ITEM(__pyx_t_3, 2, ((PyObject *)__pyx_v_self->detect_positive_events));
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_3, 3, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_3, 4, __pyx_t_2);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->threshold_strategy));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_self->threshold_strategy));
  PyTuple_SET_ITEM(__pyx_t_3, 5, ((PyObject *)__pyx_v_self->threshold_strategy));
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_v_state = ((PyObject*)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "(tree fragment)":4
 *     cdef bint use_setstate
 *     state = (self.baseline_strategy, self.detect_negative_events, self.detect_positive_events, self.max_event_length, self.min_event_length, self.threshold_strategy)
 *     _dict = getattr(self, '__dict__', None)             # <<<<<<<<<<<<<<
 *     if _dict is not None:
 *         state += (_dict,)
 */
  __pyx_t_3 = __Pyx_GetAttr3(((PyObject *)__pyx_v_self), __pyx_n_s_dict, Py_None); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 4, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_v__dict = __pyx_t_3;
  __pyx_t_3 = 0;

  /* "(tree fragment)":5
 *     state = (self.baseline_strategy, self.detect_negative_events, self.detect_positive_events, self.max_event_length, self.min_event_length, self.threshold_strategy)
 *     _dict = getattr(self, '__dict__', None)
 *     if _dict is not None:             # <<<<<<<<<<<<<<
 *         state += (_dict,)
 *         use_setstate = True
 */
  __pyx_t_4 = (__pyx_v__dict != Py_None);
  __pyx_t_5 = (__pyx_t_4 != 0);
  if (__pyx_t_5) {

    /* "(tree fragment)":6
 *     _dict = getattr(self, '__dict__', None)
 *     if _dict is not None:
 *         state += (_dict,)             # <<<<<<<<<<<<<<
 *         use_setstate = True
 *     else:
 */
    __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 6, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_INCREF(__pyx_v__dict);
    __Pyx_GIVEREF(__pyx_v__dict);
    PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v__dict);
    __pyx_t_2 = PyNumber_InPlaceAdd(__pyx_v_state, __pyx_t_3); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 6, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_DECREF_SET(__pyx_v_state, ((PyObject*)__pyx_t_2));
    __pyx_t_2 = 0;

    /* "(tree fragment)":7
 *     if _dict is not None:
 *         state += (_dict,)
 *         use_setstate = True             # <<<<<<<<<<<<<<
 *     else:
 *         use_setstate = self.baseline_strategy is not None or self.detect_negative_events is not None or self.detect_positive_events is not None or self.threshold_strategy is not None
 */
    __pyx_v_use_setstate = 1;

    /* "(tree fragment)":5
 *     state = (self.baseline_strategy, self.detect_negative_events, self.detect_positive_events, self.max_event_length, self.min_event_length, self.threshold_strategy)
 *     _dict = getattr(self, '__dict__', None)
 *     if _dict is not None:             # <<<<<<<<<<<<<<
 *         state += (_dict,)
 *         use_setstate = True
 */
    goto __pyx_L3;
  }

  /* "(tree fragment)":9
 *         use_setstate = True
 *     else:
 *         use_setstate = self.baseline_strategy is not None or self.detect_negative_events is not None or self.detect_positive_events is not None or self.threshold_strategy is not None             # <<<<<<<<<<<<<<
 *     if use_setstate:
 *         return __pyx_unpickle_Parameters, (type(self), 0xe3a5308, None), state
 */
  /*else*/ {
    __pyx_t_4 = (((PyObject *)__pyx_v_self->baseline_strategy) != Py_None);
    __pyx_t_6 = (__pyx_t_4 != 0);
    if (!__pyx_t_6) {
    } else {
      __pyx_t_5 = __pyx_t_6;
      goto __pyx_L4_bool_binop_done;
    }
    __pyx_t_6 = (((PyObject *)__pyx_v_self->detect_negative_events) != Py_None);
    __pyx_t_4 = (__pyx_t_6 != 0);
    if (!__pyx_t_4) {
    } else {
      __pyx_t_5 = __pyx_t_4;
      goto __pyx_L4_bool_binop_done;
    }
    __pyx_t_4 = (((PyObject *)__pyx_v_self->detect_positive_events) != Py_None);
    __pyx_t_6 = (__pyx_t_4 != 0);
    if (!__pyx_t_6) {
    } else {
      __pyx_t_5 = __pyx_t_6;
      goto __pyx_L4_bool_binop_done;
    }
    __pyx_t_6 = (((PyObject *)__pyx_v_self->threshold_strategy) != Py_None);
    __pyx_t_4 = (__pyx_t_6 != 0);
    __pyx_t_5 = __pyx_t_4;
    __pyx_L4_bool_binop_done:;
    __pyx_v_use_setstate = __pyx_t_5;
  }
  __pyx_L3:;

  /* "(tree fragment)":10
 *     else:
 *         use_setstate = self.baseline_strategy is not None or self.detect_negative_events is not None or self.detect_positive_events is not None or self.threshold_strategy is not None
 *     if use_setstate:             # <<<<<<<<<<<<<<
 *         return __pyx_unpickle_Parameters, (type(self), 0xe3a5308, None), state
 *     else:
 */
  __pyx_t_5 = (__pyx_v_use_setstate != 0);
  if (__pyx_t_5) {

    /* "(tree fragment)":11
 *         use_setstate = self.baseline_strategy is not None or self.detect_negative_events is not None or self.detect_positive_events is not None or self.threshold_strategy is not None
 *     if use_setstate:
 *         return __pyx_unpickle_Parameters, (type(self), 0xe3a5308, None), state             # <<<<<<<<<<<<<<
 *     else:
 *         return __pyx_unpickle_Parameters, (type(self), 0xe3a5308, state)
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_pyx_unpickle_Parameters); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 11, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_3 = PyTuple_New(3); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 11, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_INCREF(((PyObject *)Py_TYPE(((PyObject *)__pyx_v_self))));
    __Pyx_GIVEREF(((PyObject *)Py_TYPE(((PyObject *)__pyx_v_self))));
    PyTuple_SET_ITEM(__pyx_t_3, 0, ((PyObject *)Py_TYPE(((PyObject *)__pyx_v_self))));
    __Pyx_INCREF(__pyx_int_238703368);
    __Pyx_GIVEREF(__pyx_int_238703368);
    PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_int_238703368);
    __Pyx_INCREF(Py_None);
    __Pyx_GIVEREF(Py_None);
    PyTuple_SET_ITEM(__pyx_t_3, 2, Py_None);
    __pyx_t_1 = PyTuple_New(3); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 11, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_GIVEREF(__pyx_t_2);
    PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_t_2);
    __Pyx_GIVEREF(__pyx_t_3);
    PyTuple_SET_ITEM(__pyx_t_1, 1, __pyx_t_3);
    __Pyx_INCREF(__pyx_v_state);
    __Pyx_GIVEREF(__pyx_v_state);
    PyTuple_SET_ITEM(__pyx_t_1, 2, __pyx_v_state);
    __pyx_t_2 = 0;
    __pyx_t_3 = 0;
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    goto __pyx_L0;

    /* "(tree fragment)":10
 *     else:
 *         use_setstate = self.baseline_strategy is not None or self.detect_negative_events is not None or self.detect_positive_events is not None or self.threshold_strategy is not None
 *     if use_setstate:             # <<<<<<<<<<<<<<
 *         return __pyx_unpickle_Parameters, (type(self), 0xe3a5308, None), state
 *     else:
 */
  }

  /* "(tree fragment)":13
 *         return __pyx_unpickle_Parameters, (type(self), 0xe3a5308, None), state
 *     else:
 *         return __pyx_unpickle_Parameters, (type(self), 0xe3a5308, state)             # <<<<<<<<<<<<<<
 * def __setstate_cython__(self, __pyx_state):
 *     __pyx_unpickle_Parameters__set_state(self, __pyx_state)
 */
  /*else*/ {
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_pyx_unpickle_Parameters); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 13, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_3 = PyTuple_New(3); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 13, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_INCREF(((PyObject *)Py_TYPE(((PyObject *)__pyx_v_self))));
    __Pyx_GIVEREF(((PyObject *)Py_TYPE(((PyObject *)__pyx_v_self))));
    PyTuple_SET_ITEM(__pyx_t_3, 0, ((PyObject *)Py_TYPE(((PyObject *)__pyx_v_self))));
    __Pyx_INCREF(__pyx_int_238703368);
    __Pyx_GIVEREF(__pyx_int_238703368);
    PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_int_238703368);
    __Pyx_INCREF(__pyx_v_state);
    __Pyx_GIVEREF(__pyx_v_state);
    PyTuple_SET_ITEM(__pyx_t_3, 2, __pyx_v_state);
    __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 13, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1);
    __Pyx_GIVEREF(__pyx_t_3);
    PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_t_3);
    __pyx_t_1 = 0;
    __pyx_t_3 = 0;
    __pyx_r = __pyx_t_2;
    __pyx_t_2 = 0;
    goto __pyx_L0;
  }

  /* "(tree fragment)":1
 * def __reduce_cython__(self):             # <<<<<<<<<<<<<<
 *     cdef bint use_setstate
 *     state = (self.baseline_strategy, self.detect_negative_events, self.detect_positive_events, self.max_event_length, self.min_event_length, self.threshold_strategy)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_AddTraceback("pypore.event_finder.Parameters.__reduce_cython__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_state);
  __Pyx_XDECREF(__pyx_v__dict);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "(tree fragment)":14
 *     else:
 *         return __pyx_unpickle_Parameters, (type(self), 0xe3a5308, state)
 * def __setstate_cython__(self, __pyx_state):             # <<<<<<<<<<<<<<
 *     __pyx_unpickle_Parameters__set_state(self, __pyx_state)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_5__setstate_cython__(PyObject *__pyx_v_self, PyObject *__pyx_v___pyx_state); /*proto*/
static PyObject *__pyx_pw_6pypore_12event_finder_10Parameters_5__setstate_cython__(PyObject *__pyx_v_self, PyObject *__pyx_v___pyx_state) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__setstate_cython__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pypore_12event_finder_10Parameters_4__setstate_cython__(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_self), ((PyObject *)__pyx_v___pyx_state));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pypore_12event_finder_10Parameters_4__setstate_cython__(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v_self, PyObject *__pyx_v___pyx_state) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__setstate_cython__", 0);

  /* "(tree fragment)":15
 *         return __pyx_unpickle_Parameters, (type(self), 0xe3a5308, state)
 * def __setstate_cython__(self, __pyx_state):
 *     __pyx_unpickle_Parameters__set_state(self, __pyx_state)             # <<<<<<<<<<<<<<
 */
  if (!(likely(PyTuple_CheckExact(__pyx_v___pyx_state))||((__pyx_v___pyx_state) == Py_None)||(PyErr_Format(PyExc_TypeError, "Expected %.16s, got %.200s", "tuple", Py_TYPE(__pyx_v___pyx_state)->tp_name), 0))) __PYX_ERR(1, 15, __pyx_L1_error)
  __pyx_t_1 = __pyx_f_6pypore_12event_finder___pyx_unpickle_Parameters__set_state(__pyx_v_self, ((PyObject*)__pyx_v___pyx_state)); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 15, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "(tree fragment)":14
 *     else:
 *         return __pyx_unpickle_Parameters, (type(self), 0xe3a5308, state)
 * def __setstate_cython__(self, __pyx_state):             # <<<<<<<<<<<<<<
 *     __pyx_unpickle_Parameters__set_state(self, __pyx_state)
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pypore.event_finder.Parameters.__setstate_cython__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pypore/event_finder.pyx":577
 *         self.threshold_strategy = threshold_strategy
 * 
 * def find_events(data, parameters=Parameters(), h5file=None, save_file_names=None, pipe=None, debug=False):             # <<<<<<<<<<<<<<
 *     """
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pypore_12event_finder_3find_events(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_6pypore_12event_finder_2find_events[] = "\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 PyMethodDef __pyx_mdef_6pypore_12event_finder_3find_events = {"find_events", (PyCFunction)__pyx_pw_6pypore_12event_finder_3find_events, METH_VARARGS|METH_KEYWORDS, __pyx_doc_6pypore_12event_finder_2find_events};
static PyObject *__pyx_pw_6pypore_12event_finder_3find_events(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_data = 0;
  PyObject *__pyx_v_parameters = 0;
  PyObject *__pyx_v_h5file = 0;
  PyObject *__pyx_v_save_file_names = 0;
  PyObject *__pyx_v_pipe = 0;
  PyObject *__pyx_v_debug = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("find_events (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_data,&__pyx_n_s_parameters,&__pyx_n_s_h5file,&__pyx_n_s_save_file_names,&__pyx_n_s_pipe,&__pyx_n_s_debug,0};
    PyObject* values[6] = {0,0,0,0,0,0};
    values[1] = __pyx_k__19;
    values[2] = ((PyObject *)Py_None);
    values[3] = ((PyObject *)Py_None);
    values[4] = ((PyObject *)Py_None);
    values[5] = ((PyObject *)Py_False);
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_data)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_parameters);
          if (value) { values[1] = value; kw_args--; }
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_h5file);
          if (value) { values[2] = value; kw_args--; }
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_save_file_names);
          if (value) { values[3] = value; kw_args--; }
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_pipe);
          if (value) { values[4] = value; kw_args--; }
        }
        CYTHON_FALLTHROUGH;
        case  5:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_debug);
          if (value) { values[5] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "find_events") < 0)) __PYX_ERR(0, 577, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_data = values[0];
    __pyx_v_parameters = values[1];
    __pyx_v_h5file = values[2];
    __pyx_v_save_file_names = values[3];
    __pyx_v_pipe = values[4];
    __pyx_v_debug = values[5];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("find_events", 0, 1, 6, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 577, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pypore.event_finder.find_events", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pypore_12event_finder_2find_events(__pyx_self, __pyx_v_data, __pyx_v_parameters, __pyx_v_h5file, __pyx_v_save_file_names, __pyx_v_pipe, __pyx_v_debug);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

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) {
  PyObject *__pyx_v_event_databases = NULL;
  PyObject *__pyx_v_save_file_name = NULL;
  PyObject *__pyx_v_reader = NULL;
  PyObject *__pyx_v_i = NULL;
  int __pyx_v_should_close;
  PyObject *__pyx_v_database_filename = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  Py_ssize_t __pyx_t_3;
  PyObject *(*__pyx_t_4)(PyObject *);
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  int __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  struct __pyx_opt_args_6pypore_12event_finder__lazy_load_find_events __pyx_t_11;
  int __pyx_t_12;
  __Pyx_RefNannySetupContext("find_events", 0);

  /* "pypore/event_finder.pyx":605
 *     >>> output_files2 = find_events(file_names, parameters=Parameters(min_event_length=15.))
 *     """
 *     event_databases = []             # <<<<<<<<<<<<<<
 *     save_file_name = None
 *     reader = None
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 605, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_event_databases = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":606
 *     """
 *     event_databases = []
 *     save_file_name = None             # <<<<<<<<<<<<<<
 *     reader = None
 *     for i, reader in enumerate(data):
 */
  __Pyx_INCREF(Py_None);
  __pyx_v_save_file_name = Py_None;

  /* "pypore/event_finder.pyx":607
 *     event_databases = []
 *     save_file_name = None
 *     reader = None             # <<<<<<<<<<<<<<
 *     for i, reader in enumerate(data):
 *         should_close = False
 */
  __Pyx_INCREF(Py_None);
  __pyx_v_reader = Py_None;

  /* "pypore/event_finder.pyx":608
 *     save_file_name = None
 *     reader = None
 *     for i, reader in enumerate(data):             # <<<<<<<<<<<<<<
 *         should_close = False
 *         if save_file_names is not None:
 */
  __Pyx_INCREF(__pyx_int_0);
  __pyx_t_1 = __pyx_int_0;
  if (likely(PyList_CheckExact(__pyx_v_data)) || PyTuple_CheckExact(__pyx_v_data)) {
    __pyx_t_2 = __pyx_v_data; __Pyx_INCREF(__pyx_t_2); __pyx_t_3 = 0;
    __pyx_t_4 = NULL;
  } else {
    __pyx_t_3 = -1; __pyx_t_2 = PyObject_GetIter(__pyx_v_data); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 608, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_4 = Py_TYPE(__pyx_t_2)->tp_iternext; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 608, __pyx_L1_error)
  }
  for (;;) {
    if (likely(!__pyx_t_4)) {
      if (likely(PyList_CheckExact(__pyx_t_2))) {
        if (__pyx_t_3 >= PyList_GET_SIZE(__pyx_t_2)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_5 = PyList_GET_ITEM(__pyx_t_2, __pyx_t_3); __Pyx_INCREF(__pyx_t_5); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 608, __pyx_L1_error)
        #else
        __pyx_t_5 = PySequence_ITEM(__pyx_t_2, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 608, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_5);
        #endif
      } else {
        if (__pyx_t_3 >= PyTuple_GET_SIZE(__pyx_t_2)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_5 = PyTuple_GET_ITEM(__pyx_t_2, __pyx_t_3); __Pyx_INCREF(__pyx_t_5); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 608, __pyx_L1_error)
        #else
        __pyx_t_5 = PySequence_ITEM(__pyx_t_2, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 608, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_5);
        #endif
      }
    } else {
      __pyx_t_5 = __pyx_t_4(__pyx_t_2);
      if (unlikely(!__pyx_t_5)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 608, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_5);
    }
    __Pyx_DECREF_SET(__pyx_v_reader, __pyx_t_5);
    __pyx_t_5 = 0;
    __Pyx_INCREF(__pyx_t_1);
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_1);
    __pyx_t_5 = __Pyx_PyInt_AddObjC(__pyx_t_1, __pyx_int_1, 1, 0); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 608, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1);
    __pyx_t_1 = __pyx_t_5;
    __pyx_t_5 = 0;

    /* "pypore/event_finder.pyx":609
 *     reader = None
 *     for i, reader in enumerate(data):
 *         should_close = False             # <<<<<<<<<<<<<<
 *         if save_file_names is not None:
 *             save_file_name = save_file_names[i]
 */
    __pyx_v_should_close = 0;

    /* "pypore/event_finder.pyx":610
 *     for i, reader in enumerate(data):
 *         should_close = False
 *         if save_file_names is not None:             # <<<<<<<<<<<<<<
 *             save_file_name = save_file_names[i]
 *         if not isinstance(reader, AbstractReader):
 */
    __pyx_t_6 = (__pyx_v_save_file_names != Py_None);
    __pyx_t_7 = (__pyx_t_6 != 0);
    if (__pyx_t_7) {

      /* "pypore/event_finder.pyx":611
 *         should_close = False
 *         if save_file_names is not None:
 *             save_file_name = save_file_names[i]             # <<<<<<<<<<<<<<
 *         if not isinstance(reader, AbstractReader):
 *             # If not already a reader, assume it is a string filename and create a reader.
 */
      __pyx_t_5 = __Pyx_PyObject_GetItem(__pyx_v_save_file_names, __pyx_v_i); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 611, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF_SET(__pyx_v_save_file_name, __pyx_t_5);
      __pyx_t_5 = 0;

      /* "pypore/event_finder.pyx":610
 *     for i, reader in enumerate(data):
 *         should_close = False
 *         if save_file_names is not None:             # <<<<<<<<<<<<<<
 *             save_file_name = save_file_names[i]
 *         if not isinstance(reader, AbstractReader):
 */
    }

    /* "pypore/event_finder.pyx":612
 *         if save_file_names is not None:
 *             save_file_name = save_file_names[i]
 *         if not isinstance(reader, AbstractReader):             # <<<<<<<<<<<<<<
 *             # If not already a reader, assume it is a string filename and create a reader.
 *             reader = get_reader_from_filename(reader)
 */
    __pyx_t_7 = __Pyx_TypeCheck(__pyx_v_reader, __pyx_ptype_6pypore_3i_o_15abstract_reader_AbstractReader); 
    __pyx_t_6 = ((!(__pyx_t_7 != 0)) != 0);
    if (__pyx_t_6) {

      /* "pypore/event_finder.pyx":614
 *         if not isinstance(reader, AbstractReader):
 *             # If not already a reader, assume it is a string filename and create a reader.
 *             reader = get_reader_from_filename(reader)             # <<<<<<<<<<<<<<
 *             should_close = True
 *         database_filename = _lazy_load_find_events(reader, parameters, pipe, h5file, save_file_name, debug=debug)
 */
      __pyx_t_8 = __Pyx_GetModuleGlobalName(__pyx_n_s_get_reader_from_filename); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 614, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __pyx_t_9 = NULL;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_8))) {
        __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_8);
        if (likely(__pyx_t_9)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
          __Pyx_INCREF(__pyx_t_9);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_8, function);
        }
      }
      if (!__pyx_t_9) {
        __pyx_t_5 = __Pyx_PyObject_CallOneArg(__pyx_t_8, __pyx_v_reader); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 614, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_5);
      } else {
        #if CYTHON_FAST_PYCALL
        if (PyFunction_Check(__pyx_t_8)) {
          PyObject *__pyx_temp[2] = {__pyx_t_9, __pyx_v_reader};
          __pyx_t_5 = __Pyx_PyFunction_FastCall(__pyx_t_8, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 614, __pyx_L1_error)
          __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
          __Pyx_GOTREF(__pyx_t_5);
        } else
        #endif
        #if CYTHON_FAST_PYCCALL
        if (__Pyx_PyFastCFunction_Check(__pyx_t_8)) {
          PyObject *__pyx_temp[2] = {__pyx_t_9, __pyx_v_reader};
          __pyx_t_5 = __Pyx_PyCFunction_FastCall(__pyx_t_8, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 614, __pyx_L1_error)
          __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
          __Pyx_GOTREF(__pyx_t_5);
        } else
        #endif
        {
          __pyx_t_10 = PyTuple_New(1+1); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 614, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_10);
          __Pyx_GIVEREF(__pyx_t_9); PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_t_9); __pyx_t_9 = NULL;
          __Pyx_INCREF(__pyx_v_reader);
          __Pyx_GIVEREF(__pyx_v_reader);
          PyTuple_SET_ITEM(__pyx_t_10, 0+1, __pyx_v_reader);
          __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_8, __pyx_t_10, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 614, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_5);
          __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        }
      }
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_DECREF_SET(__pyx_v_reader, __pyx_t_5);
      __pyx_t_5 = 0;

      /* "pypore/event_finder.pyx":615
 *             # If not already a reader, assume it is a string filename and create a reader.
 *             reader = get_reader_from_filename(reader)
 *             should_close = True             # <<<<<<<<<<<<<<
 *         database_filename = _lazy_load_find_events(reader, parameters, pipe, h5file, save_file_name, debug=debug)
 *         if should_close:
 */
      __pyx_v_should_close = 1;

      /* "pypore/event_finder.pyx":612
 *         if save_file_names is not None:
 *             save_file_name = save_file_names[i]
 *         if not isinstance(reader, AbstractReader):             # <<<<<<<<<<<<<<
 *             # If not already a reader, assume it is a string filename and create a reader.
 *             reader = get_reader_from_filename(reader)
 */
    }

    /* "pypore/event_finder.pyx":616
 *             reader = get_reader_from_filename(reader)
 *             should_close = True
 *         database_filename = _lazy_load_find_events(reader, parameters, pipe, h5file, save_file_name, debug=debug)             # <<<<<<<<<<<<<<
 *         if should_close:
 *             # only close readers we opened here
 */
    if (!(likely(((__pyx_v_reader) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_reader, __pyx_ptype_6pypore_3i_o_15abstract_reader_AbstractReader))))) __PYX_ERR(0, 616, __pyx_L1_error)
    if (!(likely(((__pyx_v_parameters) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_parameters, __pyx_ptype_6pypore_12event_finder_Parameters))))) __PYX_ERR(0, 616, __pyx_L1_error)
    __pyx_t_11.__pyx_n = 4;
    __pyx_t_11.pipe = __pyx_v_pipe;
    __pyx_t_11.h5file = __pyx_v_h5file;
    __pyx_t_11.save_file_name = __pyx_v_save_file_name;
    __pyx_t_11.debug = __pyx_v_debug;
    __pyx_t_5 = __pyx_f_6pypore_12event_finder__lazy_load_find_events(((struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader *)__pyx_v_reader), ((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v_parameters), &__pyx_t_11); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 616, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_XDECREF_SET(__pyx_v_database_filename, __pyx_t_5);
    __pyx_t_5 = 0;

    /* "pypore/event_finder.pyx":617
 *             should_close = True
 *         database_filename = _lazy_load_find_events(reader, parameters, pipe, h5file, save_file_name, debug=debug)
 *         if should_close:             # <<<<<<<<<<<<<<
 *             # only close readers we opened here
 *             reader.close()
 */
    __pyx_t_6 = (__pyx_v_should_close != 0);
    if (__pyx_t_6) {

      /* "pypore/event_finder.pyx":619
 *         if should_close:
 *             # only close readers we opened here
 *             reader.close()             # <<<<<<<<<<<<<<
 *         print database_filename
 *         if database_filename is not None:
 */
      __pyx_t_8 = __Pyx_PyObject_GetAttrStr(__pyx_v_reader, __pyx_n_s_close); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 619, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __pyx_t_10 = NULL;
      if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_8))) {
        __pyx_t_10 = PyMethod_GET_SELF(__pyx_t_8);
        if (likely(__pyx_t_10)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
          __Pyx_INCREF(__pyx_t_10);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_8, function);
        }
      }
      if (__pyx_t_10) {
        __pyx_t_5 = __Pyx_PyObject_CallOneArg(__pyx_t_8, __pyx_t_10); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 619, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
      } else {
        __pyx_t_5 = __Pyx_PyObject_CallNoArg(__pyx_t_8); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 619, __pyx_L1_error)
      }
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

      /* "pypore/event_finder.pyx":617
 *             should_close = True
 *         database_filename = _lazy_load_find_events(reader, parameters, pipe, h5file, save_file_name, debug=debug)
 *         if should_close:             # <<<<<<<<<<<<<<
 *             # only close readers we opened here
 *             reader.close()
 */
    }

    /* "pypore/event_finder.pyx":620
 *             # only close readers we opened here
 *             reader.close()
 *         print database_filename             # <<<<<<<<<<<<<<
 *         if database_filename is not None:
 *             event_databases.append(database_filename)
 */
    if (__Pyx_PrintOne(0, __pyx_v_database_filename) < 0) __PYX_ERR(0, 620, __pyx_L1_error)

    /* "pypore/event_finder.pyx":621
 *             reader.close()
 *         print database_filename
 *         if database_filename is not None:             # <<<<<<<<<<<<<<
 *             event_databases.append(database_filename)
 *     return event_databases
 */
    __pyx_t_6 = (__pyx_v_database_filename != Py_None);
    __pyx_t_7 = (__pyx_t_6 != 0);
    if (__pyx_t_7) {

      /* "pypore/event_finder.pyx":622
 *         print database_filename
 *         if database_filename is not None:
 *             event_databases.append(database_filename)             # <<<<<<<<<<<<<<
 *     return event_databases
 */
      __pyx_t_12 = __Pyx_PyList_Append(__pyx_v_event_databases, __pyx_v_database_filename); if (unlikely(__pyx_t_12 == ((int)-1))) __PYX_ERR(0, 622, __pyx_L1_error)

      /* "pypore/event_finder.pyx":621
 *             reader.close()
 *         print database_filename
 *         if database_filename is not None:             # <<<<<<<<<<<<<<
 *             event_databases.append(database_filename)
 *     return event_databases
 */
    }

    /* "pypore/event_finder.pyx":608
 *     save_file_name = None
 *     reader = None
 *     for i, reader in enumerate(data):             # <<<<<<<<<<<<<<
 *         should_close = False
 *         if save_file_names is not None:
 */
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":623
 *         if database_filename is not None:
 *             event_databases.append(database_filename)
 *     return event_databases             # <<<<<<<<<<<<<<
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_event_databases);
  __pyx_r = __pyx_v_event_databases;
  goto __pyx_L0;

  /* "pypore/event_finder.pyx":577
 *         self.threshold_strategy = threshold_strategy
 * 
 * def find_events(data, parameters=Parameters(), h5file=None, save_file_names=None, pipe=None, debug=False):             # <<<<<<<<<<<<<<
 *     """
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_AddTraceback("pypore.event_finder.find_events", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_event_databases);
  __Pyx_XDECREF(__pyx_v_save_file_name);
  __Pyx_XDECREF(__pyx_v_reader);
  __Pyx_XDECREF(__pyx_v_i);
  __Pyx_XDECREF(__pyx_v_database_filename);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "(tree fragment)":1
 * def __pyx_unpickle_Parameters(__pyx_type, long __pyx_checksum, __pyx_state):             # <<<<<<<<<<<<<<
 *     if __pyx_checksum != 0xe3a5308:
 *         from pickle import PickleError as __pyx_PickleError
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pypore_12event_finder_5__pyx_unpickle_Parameters(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_6pypore_12event_finder_5__pyx_unpickle_Parameters = {"__pyx_unpickle_Parameters", (PyCFunction)__pyx_pw_6pypore_12event_finder_5__pyx_unpickle_Parameters, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_6pypore_12event_finder_5__pyx_unpickle_Parameters(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v___pyx_type = 0;
  long __pyx_v___pyx_checksum;
  PyObject *__pyx_v___pyx_state = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__pyx_unpickle_Parameters (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_pyx_type,&__pyx_n_s_pyx_checksum,&__pyx_n_s_pyx_state,0};
    PyObject* values[3] = {0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_pyx_type)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_pyx_checksum)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__pyx_unpickle_Parameters", 1, 3, 3, 1); __PYX_ERR(1, 1, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_pyx_state)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__pyx_unpickle_Parameters", 1, 3, 3, 2); __PYX_ERR(1, 1, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__pyx_unpickle_Parameters") < 0)) __PYX_ERR(1, 1, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
    }
    __pyx_v___pyx_type = values[0];
    __pyx_v___pyx_checksum = __Pyx_PyInt_As_long(values[1]); if (unlikely((__pyx_v___pyx_checksum == (long)-1) && PyErr_Occurred())) __PYX_ERR(1, 1, __pyx_L3_error)
    __pyx_v___pyx_state = values[2];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__pyx_unpickle_Parameters", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(1, 1, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pypore.event_finder.__pyx_unpickle_Parameters", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pypore_12event_finder_4__pyx_unpickle_Parameters(__pyx_self, __pyx_v___pyx_type, __pyx_v___pyx_checksum, __pyx_v___pyx_state);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pypore_12event_finder_4__pyx_unpickle_Parameters(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v___pyx_type, long __pyx_v___pyx_checksum, PyObject *__pyx_v___pyx_state) {
  PyObject *__pyx_v___pyx_PickleError = NULL;
  PyObject *__pyx_v___pyx_result = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  __Pyx_RefNannySetupContext("__pyx_unpickle_Parameters", 0);

  /* "(tree fragment)":2
 * def __pyx_unpickle_Parameters(__pyx_type, long __pyx_checksum, __pyx_state):
 *     if __pyx_checksum != 0xe3a5308:             # <<<<<<<<<<<<<<
 *         from pickle import PickleError as __pyx_PickleError
 *         raise __pyx_PickleError("Incompatible checksums (%s vs 0xe3a5308 = (baseline_strategy, detect_negative_events, detect_positive_events, max_event_length, min_event_length, threshold_strategy))" % __pyx_checksum)
 */
  __pyx_t_1 = ((__pyx_v___pyx_checksum != 0xe3a5308) != 0);
  if (__pyx_t_1) {

    /* "(tree fragment)":3
 * def __pyx_unpickle_Parameters(__pyx_type, long __pyx_checksum, __pyx_state):
 *     if __pyx_checksum != 0xe3a5308:
 *         from pickle import PickleError as __pyx_PickleError             # <<<<<<<<<<<<<<
 *         raise __pyx_PickleError("Incompatible checksums (%s vs 0xe3a5308 = (baseline_strategy, detect_negative_events, detect_positive_events, max_event_length, min_event_length, threshold_strategy))" % __pyx_checksum)
 *     __pyx_result = Parameters.__new__(__pyx_type)
 */
    __pyx_t_2 = PyList_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 3, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_INCREF(__pyx_n_s_PickleError);
    __Pyx_GIVEREF(__pyx_n_s_PickleError);
    PyList_SET_ITEM(__pyx_t_2, 0, __pyx_n_s_PickleError);
    __pyx_t_3 = __Pyx_Import(__pyx_n_s_pickle, __pyx_t_2, -1); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 3, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_2 = __Pyx_ImportFrom(__pyx_t_3, __pyx_n_s_PickleError); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 3, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_INCREF(__pyx_t_2);
    __pyx_v___pyx_PickleError = __pyx_t_2;
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

    /* "(tree fragment)":4
 *     if __pyx_checksum != 0xe3a5308:
 *         from pickle import PickleError as __pyx_PickleError
 *         raise __pyx_PickleError("Incompatible checksums (%s vs 0xe3a5308 = (baseline_strategy, detect_negative_events, detect_positive_events, max_event_length, min_event_length, threshold_strategy))" % __pyx_checksum)             # <<<<<<<<<<<<<<
 *     __pyx_result = Parameters.__new__(__pyx_type)
 *     if __pyx_state is not None:
 */
    __pyx_t_2 = __Pyx_PyInt_From_long(__pyx_v___pyx_checksum); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 4, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_4 = __Pyx_PyString_Format(__pyx_kp_s_Incompatible_checksums_s_vs_0xe3, __pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 4, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_INCREF(__pyx_v___pyx_PickleError);
    __pyx_t_2 = __pyx_v___pyx_PickleError; __pyx_t_5 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
      __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_2);
      if (likely(__pyx_t_5)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
        __Pyx_INCREF(__pyx_t_5);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_2, function);
      }
    }
    if (!__pyx_t_5) {
      __pyx_t_3 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_4); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 4, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_GOTREF(__pyx_t_3);
    } else {
      #if CYTHON_FAST_PYCALL
      if (PyFunction_Check(__pyx_t_2)) {
        PyObject *__pyx_temp[2] = {__pyx_t_5, __pyx_t_4};
        __pyx_t_3 = __Pyx_PyFunction_FastCall(__pyx_t_2, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 4, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      } else
      #endif
      #if CYTHON_FAST_PYCCALL
      if (__Pyx_PyFastCFunction_Check(__pyx_t_2)) {
        PyObject *__pyx_temp[2] = {__pyx_t_5, __pyx_t_4};
        __pyx_t_3 = __Pyx_PyCFunction_FastCall(__pyx_t_2, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 4, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      } else
      #endif
      {
        __pyx_t_6 = PyTuple_New(1+1); if (unlikely(!__pyx_t_6)) __PYX_ERR(1, 4, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_6);
        __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_5); __pyx_t_5 = NULL;
        __Pyx_GIVEREF(__pyx_t_4);
        PyTuple_SET_ITEM(__pyx_t_6, 0+1, __pyx_t_4);
        __pyx_t_4 = 0;
        __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_6, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 4, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      }
    }
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_Raise(__pyx_t_3, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __PYX_ERR(1, 4, __pyx_L1_error)

    /* "(tree fragment)":2
 * def __pyx_unpickle_Parameters(__pyx_type, long __pyx_checksum, __pyx_state):
 *     if __pyx_checksum != 0xe3a5308:             # <<<<<<<<<<<<<<
 *         from pickle import PickleError as __pyx_PickleError
 *         raise __pyx_PickleError("Incompatible checksums (%s vs 0xe3a5308 = (baseline_strategy, detect_negative_events, detect_positive_events, max_event_length, min_event_length, threshold_strategy))" % __pyx_checksum)
 */
  }

  /* "(tree fragment)":5
 *         from pickle import PickleError as __pyx_PickleError
 *         raise __pyx_PickleError("Incompatible checksums (%s vs 0xe3a5308 = (baseline_strategy, detect_negative_events, detect_positive_events, max_event_length, min_event_length, threshold_strategy))" % __pyx_checksum)
 *     __pyx_result = Parameters.__new__(__pyx_type)             # <<<<<<<<<<<<<<
 *     if __pyx_state is not None:
 *         __pyx_unpickle_Parameters__set_state(<Parameters> __pyx_result, __pyx_state)
 */
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_ptype_6pypore_12event_finder_Parameters), __pyx_n_s_new); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 5, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_6 = NULL;
  if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_6)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
    }
  }
  if (!__pyx_t_6) {
    __pyx_t_3 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_v___pyx_type); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 5, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
  } else {
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_2)) {
      PyObject *__pyx_temp[2] = {__pyx_t_6, __pyx_v___pyx_type};
      __pyx_t_3 = __Pyx_PyFunction_FastCall(__pyx_t_2, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 5, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_GOTREF(__pyx_t_3);
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_2)) {
      PyObject *__pyx_temp[2] = {__pyx_t_6, __pyx_v___pyx_type};
      __pyx_t_3 = __Pyx_PyCFunction_FastCall(__pyx_t_2, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 5, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_GOTREF(__pyx_t_3);
    } else
    #endif
    {
      __pyx_t_4 = PyTuple_New(1+1); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 5, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_GIVEREF(__pyx_t_6); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_6); __pyx_t_6 = NULL;
      __Pyx_INCREF(__pyx_v___pyx_type);
      __Pyx_GIVEREF(__pyx_v___pyx_type);
      PyTuple_SET_ITEM(__pyx_t_4, 0+1, __pyx_v___pyx_type);
      __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_4, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 5, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    }
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_v___pyx_result = __pyx_t_3;
  __pyx_t_3 = 0;

  /* "(tree fragment)":6
 *         raise __pyx_PickleError("Incompatible checksums (%s vs 0xe3a5308 = (baseline_strategy, detect_negative_events, detect_positive_events, max_event_length, min_event_length, threshold_strategy))" % __pyx_checksum)
 *     __pyx_result = Parameters.__new__(__pyx_type)
 *     if __pyx_state is not None:             # <<<<<<<<<<<<<<
 *         __pyx_unpickle_Parameters__set_state(<Parameters> __pyx_result, __pyx_state)
 *     return __pyx_result
 */
  __pyx_t_1 = (__pyx_v___pyx_state != Py_None);
  __pyx_t_7 = (__pyx_t_1 != 0);
  if (__pyx_t_7) {

    /* "(tree fragment)":7
 *     __pyx_result = Parameters.__new__(__pyx_type)
 *     if __pyx_state is not None:
 *         __pyx_unpickle_Parameters__set_state(<Parameters> __pyx_result, __pyx_state)             # <<<<<<<<<<<<<<
 *     return __pyx_result
 * cdef __pyx_unpickle_Parameters__set_state(Parameters __pyx_result, tuple __pyx_state):
 */
    if (!(likely(PyTuple_CheckExact(__pyx_v___pyx_state))||((__pyx_v___pyx_state) == Py_None)||(PyErr_Format(PyExc_TypeError, "Expected %.16s, got %.200s", "tuple", Py_TYPE(__pyx_v___pyx_state)->tp_name), 0))) __PYX_ERR(1, 7, __pyx_L1_error)
    __pyx_t_3 = __pyx_f_6pypore_12event_finder___pyx_unpickle_Parameters__set_state(((struct __pyx_obj_6pypore_12event_finder_Parameters *)__pyx_v___pyx_result), ((PyObject*)__pyx_v___pyx_state)); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 7, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

    /* "(tree fragment)":6
 *         raise __pyx_PickleError("Incompatible checksums (%s vs 0xe3a5308 = (baseline_strategy, detect_negative_events, detect_positive_events, max_event_length, min_event_length, threshold_strategy))" % __pyx_checksum)
 *     __pyx_result = Parameters.__new__(__pyx_type)
 *     if __pyx_state is not None:             # <<<<<<<<<<<<<<
 *         __pyx_unpickle_Parameters__set_state(<Parameters> __pyx_result, __pyx_state)
 *     return __pyx_result
 */
  }

  /* "(tree fragment)":8
 *     if __pyx_state is not None:
 *         __pyx_unpickle_Parameters__set_state(<Parameters> __pyx_result, __pyx_state)
 *     return __pyx_result             # <<<<<<<<<<<<<<
 * cdef __pyx_unpickle_Parameters__set_state(Parameters __pyx_result, tuple __pyx_state):
 *     __pyx_result.baseline_strategy = __pyx_state[0]; __pyx_result.detect_negative_events = __pyx_state[1]; __pyx_result.detect_positive_events = __pyx_state[2]; __pyx_result.max_event_length = __pyx_state[3]; __pyx_result.min_event_length = __pyx_state[4]; __pyx_result.threshold_strategy = __pyx_state[5]
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v___pyx_result);
  __pyx_r = __pyx_v___pyx_result;
  goto __pyx_L0;

  /* "(tree fragment)":1
 * def __pyx_unpickle_Parameters(__pyx_type, long __pyx_checksum, __pyx_state):             # <<<<<<<<<<<<<<
 *     if __pyx_checksum != 0xe3a5308:
 *         from pickle import PickleError as __pyx_PickleError
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("pypore.event_finder.__pyx_unpickle_Parameters", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v___pyx_PickleError);
  __Pyx_XDECREF(__pyx_v___pyx_result);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "(tree fragment)":9
 *         __pyx_unpickle_Parameters__set_state(<Parameters> __pyx_result, __pyx_state)
 *     return __pyx_result
 * cdef __pyx_unpickle_Parameters__set_state(Parameters __pyx_result, tuple __pyx_state):             # <<<<<<<<<<<<<<
 *     __pyx_result.baseline_strategy = __pyx_state[0]; __pyx_result.detect_negative_events = __pyx_state[1]; __pyx_result.detect_positive_events = __pyx_state[2]; __pyx_result.max_event_length = __pyx_state[3]; __pyx_result.min_event_length = __pyx_state[4]; __pyx_result.threshold_strategy = __pyx_state[5]
 *     if len(__pyx_state) > 6 and hasattr(__pyx_result, '__dict__'):
 */

static PyObject *__pyx_f_6pypore_12event_finder___pyx_unpickle_Parameters__set_state(struct __pyx_obj_6pypore_12event_finder_Parameters *__pyx_v___pyx_result, PyObject *__pyx_v___pyx_state) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  double __pyx_t_2;
  int __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  int __pyx_t_5;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  __Pyx_RefNannySetupContext("__pyx_unpickle_Parameters__set_state", 0);

  /* "(tree fragment)":10
 *     return __pyx_result
 * cdef __pyx_unpickle_Parameters__set_state(Parameters __pyx_result, tuple __pyx_state):
 *     __pyx_result.baseline_strategy = __pyx_state[0]; __pyx_result.detect_negative_events = __pyx_state[1]; __pyx_result.detect_positive_events = __pyx_state[2]; __pyx_result.max_event_length = __pyx_state[3]; __pyx_result.min_event_length = __pyx_state[4]; __pyx_result.threshold_strategy = __pyx_state[5]             # <<<<<<<<<<<<<<
 *     if len(__pyx_state) > 6 and hasattr(__pyx_result, '__dict__'):
 *         __pyx_result.__dict__.update(__pyx_state[6])
 */
  if (unlikely(__pyx_v___pyx_state == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable");
    __PYX_ERR(1, 10, __pyx_L1_error)
  }
  __pyx_t_1 = __Pyx_GetItemInt_Tuple(__pyx_v___pyx_state, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_ptype_6pypore_10strategies_17baseline_strategy_BaselineStrategy))))) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v___pyx_result->baseline_strategy);
  __Pyx_DECREF(((PyObject *)__pyx_v___pyx_result->baseline_strategy));
  __pyx_v___pyx_result->baseline_strategy = ((struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)__pyx_t_1);
  __pyx_t_1 = 0;
  if (unlikely(__pyx_v___pyx_state == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable");
    __PYX_ERR(1, 10, __pyx_L1_error)
  }
  __pyx_t_1 = __Pyx_GetItemInt_Tuple(__pyx_v___pyx_state, 1, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_ptype_7cpython_4bool_bool))))) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v___pyx_result->detect_negative_events);
  __Pyx_DECREF(((PyObject *)__pyx_v___pyx_result->detect_negative_events));
  __pyx_v___pyx_result->detect_negative_events = ((PyBoolObject *)__pyx_t_1);
  __pyx_t_1 = 0;
  if (unlikely(__pyx_v___pyx_state == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable");
    __PYX_ERR(1, 10, __pyx_L1_error)
  }
  __pyx_t_1 = __Pyx_GetItemInt_Tuple(__pyx_v___pyx_state, 2, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_ptype_7cpython_4bool_bool))))) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v___pyx_result->detect_positive_events);
  __Pyx_DECREF(((PyObject *)__pyx_v___pyx_result->detect_positive_events));
  __pyx_v___pyx_result->detect_positive_events = ((PyBoolObject *)__pyx_t_1);
  __pyx_t_1 = 0;
  if (unlikely(__pyx_v___pyx_state == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable");
    __PYX_ERR(1, 10, __pyx_L1_error)
  }
  __pyx_t_1 = __Pyx_GetItemInt_Tuple(__pyx_v___pyx_state, 3, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __pyx_PyFloat_AsDouble(__pyx_t_1); if (unlikely((__pyx_t_2 == (double)-1) && PyErr_Occurred())) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v___pyx_result->max_event_length = __pyx_t_2;
  if (unlikely(__pyx_v___pyx_state == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable");
    __PYX_ERR(1, 10, __pyx_L1_error)
  }
  __pyx_t_1 = __Pyx_GetItemInt_Tuple(__pyx_v___pyx_state, 4, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __pyx_PyFloat_AsDouble(__pyx_t_1); if (unlikely((__pyx_t_2 == (double)-1) && PyErr_Occurred())) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v___pyx_result->min_event_length = __pyx_t_2;
  if (unlikely(__pyx_v___pyx_state == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable");
    __PYX_ERR(1, 10, __pyx_L1_error)
  }
  __pyx_t_1 = __Pyx_GetItemInt_Tuple(__pyx_v___pyx_state, 5, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_ptype_6pypore_10strategies_18threshold_strategy_ThresholdStrategy))))) __PYX_ERR(1, 10, __pyx_L1_error)
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v___pyx_result->threshold_strategy);
  __Pyx_DECREF(((PyObject *)__pyx_v___pyx_result->threshold_strategy));
  __pyx_v___pyx_result->threshold_strategy = ((struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "(tree fragment)":11
 * cdef __pyx_unpickle_Parameters__set_state(Parameters __pyx_result, tuple __pyx_state):
 *     __pyx_result.baseline_strategy = __pyx_state[0]; __pyx_result.detect_negative_events = __pyx_state[1]; __pyx_result.detect_positive_events = __pyx_state[2]; __pyx_result.max_event_length = __pyx_state[3]; __pyx_result.min_event_length = __pyx_state[4]; __pyx_result.threshold_strategy = __pyx_state[5]
 *     if len(__pyx_state) > 6 and hasattr(__pyx_result, '__dict__'):             # <<<<<<<<<<<<<<
 *         __pyx_result.__dict__.update(__pyx_state[6])
 */
  if (unlikely(__pyx_v___pyx_state == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "object of type 'NoneType' has no len()");
    __PYX_ERR(1, 11, __pyx_L1_error)
  }
  __pyx_t_4 = PyTuple_GET_SIZE(__pyx_v___pyx_state); if (unlikely(__pyx_t_4 == ((Py_ssize_t)-1))) __PYX_ERR(1, 11, __pyx_L1_error)
  __pyx_t_5 = ((__pyx_t_4 > 6) != 0);
  if (__pyx_t_5) {
  } else {
    __pyx_t_3 = __pyx_t_5;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_5 = __Pyx_HasAttr(((PyObject *)__pyx_v___pyx_result), __pyx_n_s_dict); if (unlikely(__pyx_t_5 == ((int)-1))) __PYX_ERR(1, 11, __pyx_L1_error)
  __pyx_t_6 = (__pyx_t_5 != 0);
  __pyx_t_3 = __pyx_t_6;
  __pyx_L4_bool_binop_done:;
  if (__pyx_t_3) {

    /* "(tree fragment)":12
 *     __pyx_result.baseline_strategy = __pyx_state[0]; __pyx_result.detect_negative_events = __pyx_state[1]; __pyx_result.detect_positive_events = __pyx_state[2]; __pyx_result.max_event_length = __pyx_state[3]; __pyx_result.min_event_length = __pyx_state[4]; __pyx_result.threshold_strategy = __pyx_state[5]
 *     if len(__pyx_state) > 6 and hasattr(__pyx_result, '__dict__'):
 *         __pyx_result.__dict__.update(__pyx_state[6])             # <<<<<<<<<<<<<<
 */
    __pyx_t_7 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v___pyx_result), __pyx_n_s_dict); if (unlikely(!__pyx_t_7)) __PYX_ERR(1, 12, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_8 = __Pyx_PyObject_GetAttrStr(__pyx_t_7, __pyx_n_s_update); if (unlikely(!__pyx_t_8)) __PYX_ERR(1, 12, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    if (unlikely(__pyx_v___pyx_state == Py_None)) {
      PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable");
      __PYX_ERR(1, 12, __pyx_L1_error)
    }
    __pyx_t_7 = __Pyx_GetItemInt_Tuple(__pyx_v___pyx_state, 6, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(1, 12, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_9 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_8))) {
      __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_8);
      if (likely(__pyx_t_9)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
        __Pyx_INCREF(__pyx_t_9);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_8, function);
      }
    }
    if (!__pyx_t_9) {
      __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_8, __pyx_t_7); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 12, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else {
      #if CYTHON_FAST_PYCALL
      if (PyFunction_Check(__pyx_t_8)) {
        PyObject *__pyx_temp[2] = {__pyx_t_9, __pyx_t_7};
        __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_8, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 12, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      } else
      #endif
      #if CYTHON_FAST_PYCCALL
      if (__Pyx_PyFastCFunction_Check(__pyx_t_8)) {
        PyObject *__pyx_temp[2] = {__pyx_t_9, __pyx_t_7};
        __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_8, __pyx_temp+1-1, 1+1); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 12, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      } else
      #endif
      {
        __pyx_t_10 = PyTuple_New(1+1); if (unlikely(!__pyx_t_10)) __PYX_ERR(1, 12, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_10);
        __Pyx_GIVEREF(__pyx_t_9); PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_t_9); __pyx_t_9 = NULL;
        __Pyx_GIVEREF(__pyx_t_7);
        PyTuple_SET_ITEM(__pyx_t_10, 0+1, __pyx_t_7);
        __pyx_t_7 = 0;
        __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_8, __pyx_t_10, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 12, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
      }
    }
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "(tree fragment)":11
 * cdef __pyx_unpickle_Parameters__set_state(Parameters __pyx_result, tuple __pyx_state):
 *     __pyx_result.baseline_strategy = __pyx_state[0]; __pyx_result.detect_negative_events = __pyx_state[1]; __pyx_result.detect_positive_events = __pyx_state[2]; __pyx_result.max_event_length = __pyx_state[3]; __pyx_result.min_event_length = __pyx_state[4]; __pyx_result.threshold_strategy = __pyx_state[5]
 *     if len(__pyx_state) > 6 and hasattr(__pyx_result, '__dict__'):             # <<<<<<<<<<<<<<
 *         __pyx_result.__dict__.update(__pyx_state[6])
 */
  }

  /* "(tree fragment)":9
 *         __pyx_unpickle_Parameters__set_state(<Parameters> __pyx_result, __pyx_state)
 *     return __pyx_result
 * cdef __pyx_unpickle_Parameters__set_state(Parameters __pyx_result, tuple __pyx_state):             # <<<<<<<<<<<<<<
 *     __pyx_result.baseline_strategy = __pyx_state[0]; __pyx_result.detect_negative_events = __pyx_state[1]; __pyx_result.detect_positive_events = __pyx_state[2]; __pyx_result.max_event_length = __pyx_state[3]; __pyx_result.min_event_length = __pyx_state[4]; __pyx_result.threshold_strategy = __pyx_state[5]
 *     if len(__pyx_state) > 6 and hasattr(__pyx_result, '__dict__'):
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_AddTraceback("pypore.event_finder.__pyx_unpickle_Parameters__set_state", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":215
 *         # experimental exception made for __getbuffer__ and __releasebuffer__
 *         # -- the details of this may change.
 *         def __getbuffer__(ndarray self, Py_buffer* info, int flags):             # <<<<<<<<<<<<<<
 *             # This implementation of getbuffer is geared towards Cython
 *             # requirements, and does not yet fulfill the PEP.
 */

/* Python wrapper */
static CYTHON_UNUSED int __pyx_pw_5numpy_7ndarray_1__getbuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
static CYTHON_UNUSED int __pyx_pw_5numpy_7ndarray_1__getbuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__getbuffer__ (wrapper)", 0);
  __pyx_r = __pyx_pf_5numpy_7ndarray___getbuffer__(((PyArrayObject *)__pyx_v_self), ((Py_buffer *)__pyx_v_info), ((int)__pyx_v_flags));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags) {
  int __pyx_v_i;
  int __pyx_v_ndim;
  int __pyx_v_endian_detector;
  int __pyx_v_little_endian;
  int __pyx_v_t;
  char *__pyx_v_f;
  PyArray_Descr *__pyx_v_descr = 0;
  int __pyx_v_offset;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  int __pyx_t_5;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  char *__pyx_t_8;
  if (__pyx_v_info == NULL) {
    PyErr_SetString(PyExc_BufferError, "PyObject_GetBuffer: view==NULL argument is obsolete");
    return -1;
  }
  __Pyx_RefNannySetupContext("__getbuffer__", 0);
  __pyx_v_info->obj = Py_None; __Pyx_INCREF(Py_None);
  __Pyx_GIVEREF(__pyx_v_info->obj);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":222
 * 
 *             cdef int i, ndim
 *             cdef int endian_detector = 1             # <<<<<<<<<<<<<<
 *             cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)
 * 
 */
  __pyx_v_endian_detector = 1;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":223
 *             cdef int i, ndim
 *             cdef int endian_detector = 1
 *             cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)             # <<<<<<<<<<<<<<
 * 
 *             ndim = PyArray_NDIM(self)
 */
  __pyx_v_little_endian = ((((char *)(&__pyx_v_endian_detector))[0]) != 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":225
 *             cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)
 * 
 *             ndim = PyArray_NDIM(self)             # <<<<<<<<<<<<<<
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 */
  __pyx_v_ndim = PyArray_NDIM(__pyx_v_self);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":227
 *             ndim = PyArray_NDIM(self)
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")
 */
  __pyx_t_2 = (((__pyx_v_flags & PyBUF_C_CONTIGUOUS) == PyBUF_C_CONTIGUOUS) != 0);
  if (__pyx_t_2) {
  } else {
    __pyx_t_1 = __pyx_t_2;
    goto __pyx_L4_bool_binop_done;
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":228
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):             # <<<<<<<<<<<<<<
 *                 raise ValueError(u"ndarray is not C contiguous")
 * 
 */
  __pyx_t_2 = ((!(PyArray_CHKFLAGS(__pyx_v_self, NPY_C_CONTIGUOUS) != 0)) != 0);
  __pyx_t_1 = __pyx_t_2;
  __pyx_L4_bool_binop_done:;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":227
 *             ndim = PyArray_NDIM(self)
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")
 */
  if (unlikely(__pyx_t_1)) {

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":229
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")             # <<<<<<<<<<<<<<
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 */
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__20, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 229, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_Raise(__pyx_t_3, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __PYX_ERR(2, 229, __pyx_L1_error)

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":227
 *             ndim = PyArray_NDIM(self)
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")
 */
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":231
 *                 raise ValueError(u"ndarray is not C contiguous")
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 */
  __pyx_t_2 = (((__pyx_v_flags & PyBUF_F_CONTIGUOUS) == PyBUF_F_CONTIGUOUS) != 0);
  if (__pyx_t_2) {
  } else {
    __pyx_t_1 = __pyx_t_2;
    goto __pyx_L7_bool_binop_done;
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":232
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):             # <<<<<<<<<<<<<<
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 * 
 */
  __pyx_t_2 = ((!(PyArray_CHKFLAGS(__pyx_v_self, NPY_F_CONTIGUOUS) != 0)) != 0);
  __pyx_t_1 = __pyx_t_2;
  __pyx_L7_bool_binop_done:;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":231
 *                 raise ValueError(u"ndarray is not C contiguous")
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 */
  if (unlikely(__pyx_t_1)) {

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":233
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")             # <<<<<<<<<<<<<<
 * 
 *             info.buf = PyArray_DATA(self)
 */
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__21, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 233, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_Raise(__pyx_t_3, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __PYX_ERR(2, 233, __pyx_L1_error)

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":231
 *                 raise ValueError(u"ndarray is not C contiguous")
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 */
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":235
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 * 
 *             info.buf = PyArray_DATA(self)             # <<<<<<<<<<<<<<
 *             info.ndim = ndim
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 */
  __pyx_v_info->buf = PyArray_DATA(__pyx_v_self);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":236
 * 
 *             info.buf = PyArray_DATA(self)
 *             info.ndim = ndim             # <<<<<<<<<<<<<<
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 *                 # Allocate new buffer for strides and shape info.
 */
  __pyx_v_info->ndim = __pyx_v_ndim;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":237
 *             info.buf = PyArray_DATA(self)
 *             info.ndim = ndim
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):             # <<<<<<<<<<<<<<
 *                 # Allocate new buffer for strides and shape info.
 *                 # This is allocated as one block, strides first.
 */
  __pyx_t_1 = (((sizeof(npy_intp)) != (sizeof(Py_ssize_t))) != 0);
  if (__pyx_t_1) {

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":240
 *                 # Allocate new buffer for strides and shape info.
 *                 # This is allocated as one block, strides first.
 *                 info.strides = <Py_ssize_t*>PyObject_Malloc(sizeof(Py_ssize_t) * 2 * <size_t>ndim)             # <<<<<<<<<<<<<<
 *                 info.shape = info.strides + ndim
 *                 for i in range(ndim):
 */
    __pyx_v_info->strides = ((Py_ssize_t *)PyObject_Malloc((((sizeof(Py_ssize_t)) * 2) * ((size_t)__pyx_v_ndim))));

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":241
 *                 # This is allocated as one block, strides first.
 *                 info.strides = <Py_ssize_t*>PyObject_Malloc(sizeof(Py_ssize_t) * 2 * <size_t>ndim)
 *                 info.shape = info.strides + ndim             # <<<<<<<<<<<<<<
 *                 for i in range(ndim):
 *                     info.strides[i] = PyArray_STRIDES(self)[i]
 */
    __pyx_v_info->shape = (__pyx_v_info->strides + __pyx_v_ndim);

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":242
 *                 info.strides = <Py_ssize_t*>PyObject_Malloc(sizeof(Py_ssize_t) * 2 * <size_t>ndim)
 *                 info.shape = info.strides + ndim
 *                 for i in range(ndim):             # <<<<<<<<<<<<<<
 *                     info.strides[i] = PyArray_STRIDES(self)[i]
 *                     info.shape[i] = PyArray_DIMS(self)[i]
 */
    __pyx_t_4 = __pyx_v_ndim;
    __pyx_t_5 = __pyx_t_4;
    for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) {
      __pyx_v_i = __pyx_t_6;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":243
 *                 info.shape = info.strides + ndim
 *                 for i in range(ndim):
 *                     info.strides[i] = PyArray_STRIDES(self)[i]             # <<<<<<<<<<<<<<
 *                     info.shape[i] = PyArray_DIMS(self)[i]
 *             else:
 */
      (__pyx_v_info->strides[__pyx_v_i]) = (PyArray_STRIDES(__pyx_v_self)[__pyx_v_i]);

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":244
 *                 for i in range(ndim):
 *                     info.strides[i] = PyArray_STRIDES(self)[i]
 *                     info.shape[i] = PyArray_DIMS(self)[i]             # <<<<<<<<<<<<<<
 *             else:
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
 */
      (__pyx_v_info->shape[__pyx_v_i]) = (PyArray_DIMS(__pyx_v_self)[__pyx_v_i]);
    }

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":237
 *             info.buf = PyArray_DATA(self)
 *             info.ndim = ndim
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):             # <<<<<<<<<<<<<<
 *                 # Allocate new buffer for strides and shape info.
 *                 # This is allocated as one block, strides first.
 */
    goto __pyx_L9;
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":246
 *                     info.shape[i] = PyArray_DIMS(self)[i]
 *             else:
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)             # <<<<<<<<<<<<<<
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)
 *             info.suboffsets = NULL
 */
  /*else*/ {
    __pyx_v_info->strides = ((Py_ssize_t *)PyArray_STRIDES(__pyx_v_self));

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":247
 *             else:
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)             # <<<<<<<<<<<<<<
 *             info.suboffsets = NULL
 *             info.itemsize = PyArray_ITEMSIZE(self)
 */
    __pyx_v_info->shape = ((Py_ssize_t *)PyArray_DIMS(__pyx_v_self));
  }
  __pyx_L9:;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":248
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)
 *             info.suboffsets = NULL             # <<<<<<<<<<<<<<
 *             info.itemsize = PyArray_ITEMSIZE(self)
 *             info.readonly = not PyArray_ISWRITEABLE(self)
 */
  __pyx_v_info->suboffsets = NULL;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":249
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)
 *             info.suboffsets = NULL
 *             info.itemsize = PyArray_ITEMSIZE(self)             # <<<<<<<<<<<<<<
 *             info.readonly = not PyArray_ISWRITEABLE(self)
 * 
 */
  __pyx_v_info->itemsize = PyArray_ITEMSIZE(__pyx_v_self);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":250
 *             info.suboffsets = NULL
 *             info.itemsize = PyArray_ITEMSIZE(self)
 *             info.readonly = not PyArray_ISWRITEABLE(self)             # <<<<<<<<<<<<<<
 * 
 *             cdef int t
 */
  __pyx_v_info->readonly = (!(PyArray_ISWRITEABLE(__pyx_v_self) != 0));

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":253
 * 
 *             cdef int t
 *             cdef char* f = NULL             # <<<<<<<<<<<<<<
 *             cdef dtype descr = self.descr
 *             cdef int offset
 */
  __pyx_v_f = NULL;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":254
 *             cdef int t
 *             cdef char* f = NULL
 *             cdef dtype descr = self.descr             # <<<<<<<<<<<<<<
 *             cdef int offset
 * 
 */
  __pyx_t_3 = ((PyObject *)__pyx_v_self->descr);
  __Pyx_INCREF(__pyx_t_3);
  __pyx_v_descr = ((PyArray_Descr *)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":257
 *             cdef int offset
 * 
 *             info.obj = self             # <<<<<<<<<<<<<<
 * 
 *             if not PyDataType_HASFIELDS(descr):
 */
  __Pyx_INCREF(((PyObject *)__pyx_v_self));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_self));
  __Pyx_GOTREF(__pyx_v_info->obj);
  __Pyx_DECREF(__pyx_v_info->obj);
  __pyx_v_info->obj = ((PyObject *)__pyx_v_self);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":259
 *             info.obj = self
 * 
 *             if not PyDataType_HASFIELDS(descr):             # <<<<<<<<<<<<<<
 *                 t = descr.type_num
 *                 if ((descr.byteorder == c'>' and little_endian) or
 */
  __pyx_t_1 = ((!(PyDataType_HASFIELDS(__pyx_v_descr) != 0)) != 0);
  if (__pyx_t_1) {

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":260
 * 
 *             if not PyDataType_HASFIELDS(descr):
 *                 t = descr.type_num             # <<<<<<<<<<<<<<
 *                 if ((descr.byteorder == c'>' and little_endian) or
 *                     (descr.byteorder == c'<' and not little_endian)):
 */
    __pyx_t_4 = __pyx_v_descr->type_num;
    __pyx_v_t = __pyx_t_4;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":261
 *             if not PyDataType_HASFIELDS(descr):
 *                 t = descr.type_num
 *                 if ((descr.byteorder == c'>' and little_endian) or             # <<<<<<<<<<<<<<
 *                     (descr.byteorder == c'<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")
 */
    __pyx_t_2 = ((__pyx_v_descr->byteorder == '>') != 0);
    if (!__pyx_t_2) {
      goto __pyx_L15_next_or;
    } else {
    }
    __pyx_t_2 = (__pyx_v_little_endian != 0);
    if (!__pyx_t_2) {
    } else {
      __pyx_t_1 = __pyx_t_2;
      goto __pyx_L14_bool_binop_done;
    }
    __pyx_L15_next_or:;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":262
 *                 t = descr.type_num
 *                 if ((descr.byteorder == c'>' and little_endian) or
 *                     (descr.byteorder == c'<' and not little_endian)):             # <<<<<<<<<<<<<<
 *                     raise ValueError(u"Non-native byte order not supported")
 *                 if   t == NPY_BYTE:        f = "b"
 */
    __pyx_t_2 = ((__pyx_v_descr->byteorder == '<') != 0);
    if (__pyx_t_2) {
    } else {
      __pyx_t_1 = __pyx_t_2;
      goto __pyx_L14_bool_binop_done;
    }
    __pyx_t_2 = ((!(__pyx_v_little_endian != 0)) != 0);
    __pyx_t_1 = __pyx_t_2;
    __pyx_L14_bool_binop_done:;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":261
 *             if not PyDataType_HASFIELDS(descr):
 *                 t = descr.type_num
 *                 if ((descr.byteorder == c'>' and little_endian) or             # <<<<<<<<<<<<<<
 *                     (descr.byteorder == c'<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")
 */
    if (unlikely(__pyx_t_1)) {

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":263
 *                 if ((descr.byteorder == c'>' and little_endian) or
 *                     (descr.byteorder == c'<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")             # <<<<<<<<<<<<<<
 *                 if   t == NPY_BYTE:        f = "b"
 *                 elif t == NPY_UBYTE:       f = "B"
 */
      __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__22, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 263, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_Raise(__pyx_t_3, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __PYX_ERR(2, 263, __pyx_L1_error)

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":261
 *             if not PyDataType_HASFIELDS(descr):
 *                 t = descr.type_num
 *                 if ((descr.byteorder == c'>' and little_endian) or             # <<<<<<<<<<<<<<
 *                     (descr.byteorder == c'<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")
 */
    }

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":264
 *                     (descr.byteorder == c'<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")
 *                 if   t == NPY_BYTE:        f = "b"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_UBYTE:       f = "B"
 *                 elif t == NPY_SHORT:       f = "h"
 */
    switch (__pyx_v_t) {
      case NPY_BYTE:
      __pyx_v_f = ((char *)"b");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":265
 *                     raise ValueError(u"Non-native byte order not supported")
 *                 if   t == NPY_BYTE:        f = "b"
 *                 elif t == NPY_UBYTE:       f = "B"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_SHORT:       f = "h"
 *                 elif t == NPY_USHORT:      f = "H"
 */
      case NPY_UBYTE:
      __pyx_v_f = ((char *)"B");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":266
 *                 if   t == NPY_BYTE:        f = "b"
 *                 elif t == NPY_UBYTE:       f = "B"
 *                 elif t == NPY_SHORT:       f = "h"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_USHORT:      f = "H"
 *                 elif t == NPY_INT:         f = "i"
 */
      case NPY_SHORT:
      __pyx_v_f = ((char *)"h");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":267
 *                 elif t == NPY_UBYTE:       f = "B"
 *                 elif t == NPY_SHORT:       f = "h"
 *                 elif t == NPY_USHORT:      f = "H"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_INT:         f = "i"
 *                 elif t == NPY_UINT:        f = "I"
 */
      case NPY_USHORT:
      __pyx_v_f = ((char *)"H");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":268
 *                 elif t == NPY_SHORT:       f = "h"
 *                 elif t == NPY_USHORT:      f = "H"
 *                 elif t == NPY_INT:         f = "i"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_UINT:        f = "I"
 *                 elif t == NPY_LONG:        f = "l"
 */
      case NPY_INT:
      __pyx_v_f = ((char *)"i");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":269
 *                 elif t == NPY_USHORT:      f = "H"
 *                 elif t == NPY_INT:         f = "i"
 *                 elif t == NPY_UINT:        f = "I"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_LONG:        f = "l"
 *                 elif t == NPY_ULONG:       f = "L"
 */
      case NPY_UINT:
      __pyx_v_f = ((char *)"I");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":270
 *                 elif t == NPY_INT:         f = "i"
 *                 elif t == NPY_UINT:        f = "I"
 *                 elif t == NPY_LONG:        f = "l"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_ULONG:       f = "L"
 *                 elif t == NPY_LONGLONG:    f = "q"
 */
      case NPY_LONG:
      __pyx_v_f = ((char *)"l");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":271
 *                 elif t == NPY_UINT:        f = "I"
 *                 elif t == NPY_LONG:        f = "l"
 *                 elif t == NPY_ULONG:       f = "L"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_LONGLONG:    f = "q"
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 */
      case NPY_ULONG:
      __pyx_v_f = ((char *)"L");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":272
 *                 elif t == NPY_LONG:        f = "l"
 *                 elif t == NPY_ULONG:       f = "L"
 *                 elif t == NPY_LONGLONG:    f = "q"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 *                 elif t == NPY_FLOAT:       f = "f"
 */
      case NPY_LONGLONG:
      __pyx_v_f = ((char *)"q");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":273
 *                 elif t == NPY_ULONG:       f = "L"
 *                 elif t == NPY_LONGLONG:    f = "q"
 *                 elif t == NPY_ULONGLONG:   f = "Q"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_FLOAT:       f = "f"
 *                 elif t == NPY_DOUBLE:      f = "d"
 */
      case NPY_ULONGLONG:
      __pyx_v_f = ((char *)"Q");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":274
 *                 elif t == NPY_LONGLONG:    f = "q"
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 *                 elif t == NPY_FLOAT:       f = "f"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_DOUBLE:      f = "d"
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 */
      case NPY_FLOAT:
      __pyx_v_f = ((char *)"f");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":275
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 *                 elif t == NPY_FLOAT:       f = "f"
 *                 elif t == NPY_DOUBLE:      f = "d"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 */
      case NPY_DOUBLE:
      __pyx_v_f = ((char *)"d");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":276
 *                 elif t == NPY_FLOAT:       f = "f"
 *                 elif t == NPY_DOUBLE:      f = "d"
 *                 elif t == NPY_LONGDOUBLE:  f = "g"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 */
      case NPY_LONGDOUBLE:
      __pyx_v_f = ((char *)"g");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":277
 *                 elif t == NPY_DOUBLE:      f = "d"
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 *                 elif t == NPY_CFLOAT:      f = "Zf"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"
 */
      case NPY_CFLOAT:
      __pyx_v_f = ((char *)"Zf");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":278
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 *                 elif t == NPY_CDOUBLE:     f = "Zd"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"
 *                 elif t == NPY_OBJECT:      f = "O"
 */
      case NPY_CDOUBLE:
      __pyx_v_f = ((char *)"Zd");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":279
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_OBJECT:      f = "O"
 *                 else:
 */
      case NPY_CLONGDOUBLE:
      __pyx_v_f = ((char *)"Zg");
      break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":280
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"
 *                 elif t == NPY_OBJECT:      f = "O"             # <<<<<<<<<<<<<<
 *                 else:
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 */
      case NPY_OBJECT:
      __pyx_v_f = ((char *)"O");
      break;
      default:

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":282
 *                 elif t == NPY_OBJECT:      f = "O"
 *                 else:
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)             # <<<<<<<<<<<<<<
 *                 info.format = f
 *                 return
 */
      __pyx_t_3 = __Pyx_PyInt_From_int(__pyx_v_t); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 282, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_7 = PyUnicode_Format(__pyx_kp_u_unknown_dtype_code_in_numpy_pxd, __pyx_t_3); if (unlikely(!__pyx_t_7)) __PYX_ERR(2, 282, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_3 = __Pyx_PyObject_CallOneArg(__pyx_builtin_ValueError, __pyx_t_7); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 282, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_Raise(__pyx_t_3, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __PYX_ERR(2, 282, __pyx_L1_error)
      break;
    }

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":283
 *                 else:
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 *                 info.format = f             # <<<<<<<<<<<<<<
 *                 return
 *             else:
 */
    __pyx_v_info->format = __pyx_v_f;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":284
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 *                 info.format = f
 *                 return             # <<<<<<<<<<<<<<
 *             else:
 *                 info.format = <char*>PyObject_Malloc(_buffer_format_string_len)
 */
    __pyx_r = 0;
    goto __pyx_L0;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":259
 *             info.obj = self
 * 
 *             if not PyDataType_HASFIELDS(descr):             # <<<<<<<<<<<<<<
 *                 t = descr.type_num
 *                 if ((descr.byteorder == c'>' and little_endian) or
 */
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":286
 *                 return
 *             else:
 *                 info.format = <char*>PyObject_Malloc(_buffer_format_string_len)             # <<<<<<<<<<<<<<
 *                 info.format[0] = c'^' # Native data types, manual alignment
 *                 offset = 0
 */
  /*else*/ {
    __pyx_v_info->format = ((char *)PyObject_Malloc(0xFF));

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":287
 *             else:
 *                 info.format = <char*>PyObject_Malloc(_buffer_format_string_len)
 *                 info.format[0] = c'^' # Native data types, manual alignment             # <<<<<<<<<<<<<<
 *                 offset = 0
 *                 f = _util_dtypestring(descr, info.format + 1,
 */
    (__pyx_v_info->format[0]) = '^';

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":288
 *                 info.format = <char*>PyObject_Malloc(_buffer_format_string_len)
 *                 info.format[0] = c'^' # Native data types, manual alignment
 *                 offset = 0             # <<<<<<<<<<<<<<
 *                 f = _util_dtypestring(descr, info.format + 1,
 *                                       info.format + _buffer_format_string_len,
 */
    __pyx_v_offset = 0;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":289
 *                 info.format[0] = c'^' # Native data types, manual alignment
 *                 offset = 0
 *                 f = _util_dtypestring(descr, info.format + 1,             # <<<<<<<<<<<<<<
 *                                       info.format + _buffer_format_string_len,
 *                                       &offset)
 */
    __pyx_t_8 = __pyx_f_5numpy__util_dtypestring(__pyx_v_descr, (__pyx_v_info->format + 1), (__pyx_v_info->format + 0xFF), (&__pyx_v_offset)); if (unlikely(__pyx_t_8 == ((char *)NULL))) __PYX_ERR(2, 289, __pyx_L1_error)
    __pyx_v_f = __pyx_t_8;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":292
 *                                       info.format + _buffer_format_string_len,
 *                                       &offset)
 *                 f[0] = c'\0' # Terminate format string             # <<<<<<<<<<<<<<
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):
 */
    (__pyx_v_f[0]) = '\x00';
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":215
 *         # experimental exception made for __getbuffer__ and __releasebuffer__
 *         # -- the details of this may change.
 *         def __getbuffer__(ndarray self, Py_buffer* info, int flags):             # <<<<<<<<<<<<<<
 *             # This implementation of getbuffer is geared towards Cython
 *             # requirements, and does not yet fulfill the PEP.
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_AddTraceback("numpy.ndarray.__getbuffer__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  if (__pyx_v_info->obj != NULL) {
    __Pyx_GOTREF(__pyx_v_info->obj);
    __Pyx_DECREF(__pyx_v_info->obj); __pyx_v_info->obj = 0;
  }
  goto __pyx_L2;
  __pyx_L0:;
  if (__pyx_v_info->obj == Py_None) {
    __Pyx_GOTREF(__pyx_v_info->obj);
    __Pyx_DECREF(__pyx_v_info->obj); __pyx_v_info->obj = 0;
  }
  __pyx_L2:;
  __Pyx_XDECREF((PyObject *)__pyx_v_descr);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":294
 *                 f[0] = c'\0' # Terminate format string
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):             # <<<<<<<<<<<<<<
 *             if PyArray_HASFIELDS(self):
 *                 PyObject_Free(info.format)
 */

/* Python wrapper */
static CYTHON_UNUSED void __pyx_pw_5numpy_7ndarray_3__releasebuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info); /*proto*/
static CYTHON_UNUSED void __pyx_pw_5numpy_7ndarray_3__releasebuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__releasebuffer__ (wrapper)", 0);
  __pyx_pf_5numpy_7ndarray_2__releasebuffer__(((PyArrayObject *)__pyx_v_self), ((Py_buffer *)__pyx_v_info));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

static void __pyx_pf_5numpy_7ndarray_2__releasebuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info) {
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  __Pyx_RefNannySetupContext("__releasebuffer__", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":295
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):
 *             if PyArray_HASFIELDS(self):             # <<<<<<<<<<<<<<
 *                 PyObject_Free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 */
  __pyx_t_1 = (PyArray_HASFIELDS(__pyx_v_self) != 0);
  if (__pyx_t_1) {

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":296
 *         def __releasebuffer__(ndarray self, Py_buffer* info):
 *             if PyArray_HASFIELDS(self):
 *                 PyObject_Free(info.format)             # <<<<<<<<<<<<<<
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 *                 PyObject_Free(info.strides)
 */
    PyObject_Free(__pyx_v_info->format);

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":295
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):
 *             if PyArray_HASFIELDS(self):             # <<<<<<<<<<<<<<
 *                 PyObject_Free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 */
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":297
 *             if PyArray_HASFIELDS(self):
 *                 PyObject_Free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):             # <<<<<<<<<<<<<<
 *                 PyObject_Free(info.strides)
 *                 # info.shape was stored after info.strides in the same block
 */
  __pyx_t_1 = (((sizeof(npy_intp)) != (sizeof(Py_ssize_t))) != 0);
  if (__pyx_t_1) {

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":298
 *                 PyObject_Free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 *                 PyObject_Free(info.strides)             # <<<<<<<<<<<<<<
 *                 # info.shape was stored after info.strides in the same block
 * 
 */
    PyObject_Free(__pyx_v_info->strides);

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":297
 *             if PyArray_HASFIELDS(self):
 *                 PyObject_Free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):             # <<<<<<<<<<<<<<
 *                 PyObject_Free(info.strides)
 *                 # info.shape was stored after info.strides in the same block
 */
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":294
 *                 f[0] = c'\0' # Terminate format string
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):             # <<<<<<<<<<<<<<
 *             if PyArray_HASFIELDS(self):
 *                 PyObject_Free(info.format)
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":775
 * ctypedef npy_cdouble     complex_t
 * 
 * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(1, <void*>a)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__pyx_v_a) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew1", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":776
 * 
 * cdef inline object PyArray_MultiIterNew1(a):
 *     return PyArray_MultiIterNew(1, <void*>a)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew2(a, b):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(1, ((void *)__pyx_v_a)); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 776, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":775
 * ctypedef npy_cdouble     complex_t
 * 
 * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(1, <void*>a)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew1", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":778
 *     return PyArray_MultiIterNew(1, <void*>a)
 * 
 * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__pyx_v_a, PyObject *__pyx_v_b) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew2", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":779
 * 
 * cdef inline object PyArray_MultiIterNew2(a, b):
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew3(a, b, c):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(2, ((void *)__pyx_v_a), ((void *)__pyx_v_b)); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 779, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":778
 *     return PyArray_MultiIterNew(1, <void*>a)
 * 
 * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew2", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":781
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
 * 
 * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew3", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":782
 * 
 * cdef inline object PyArray_MultiIterNew3(a, b, c):
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(3, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c)); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 782, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":781
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
 * 
 * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew3", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":784
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
 * 
 * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c, PyObject *__pyx_v_d) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew4", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":785
 * 
 * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(4, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c), ((void *)__pyx_v_d)); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 785, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":784
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
 * 
 * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew4", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":787
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
 * 
 * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c, PyObject *__pyx_v_d, PyObject *__pyx_v_e) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew5", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":788
 * 
 * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)             # <<<<<<<<<<<<<<
 * 
 * cdef inline tuple PyDataType_SHAPE(dtype d):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(5, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c), ((void *)__pyx_v_d), ((void *)__pyx_v_e)); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 788, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":787
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
 * 
 * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew5", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":790
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
 * 
 * cdef inline tuple PyDataType_SHAPE(dtype d):             # <<<<<<<<<<<<<<
 *     if PyDataType_HASSUBARRAY(d):
 *         return <tuple>d.subarray.shape
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__pyx_v_d) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  __Pyx_RefNannySetupContext("PyDataType_SHAPE", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":791
 * 
 * cdef inline tuple PyDataType_SHAPE(dtype d):
 *     if PyDataType_HASSUBARRAY(d):             # <<<<<<<<<<<<<<
 *         return <tuple>d.subarray.shape
 *     else:
 */
  __pyx_t_1 = (PyDataType_HASSUBARRAY(__pyx_v_d) != 0);
  if (__pyx_t_1) {

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":792
 * cdef inline tuple PyDataType_SHAPE(dtype d):
 *     if PyDataType_HASSUBARRAY(d):
 *         return <tuple>d.subarray.shape             # <<<<<<<<<<<<<<
 *     else:
 *         return ()
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(((PyObject*)__pyx_v_d->subarray->shape));
    __pyx_r = ((PyObject*)__pyx_v_d->subarray->shape);
    goto __pyx_L0;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":791
 * 
 * cdef inline tuple PyDataType_SHAPE(dtype d):
 *     if PyDataType_HASSUBARRAY(d):             # <<<<<<<<<<<<<<
 *         return <tuple>d.subarray.shape
 *     else:
 */
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":794
 *         return <tuple>d.subarray.shape
 *     else:
 *         return ()             # <<<<<<<<<<<<<<
 * 
 * cdef inline char* _util_dtypestring(dtype descr, char* f, char* end, int* offset) except NULL:
 */
  /*else*/ {
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_empty_tuple);
    __pyx_r = __pyx_empty_tuple;
    goto __pyx_L0;
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":790
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
 * 
 * cdef inline tuple PyDataType_SHAPE(dtype d):             # <<<<<<<<<<<<<<
 *     if PyDataType_HASSUBARRAY(d):
 *         return <tuple>d.subarray.shape
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":796
 *         return ()
 * 
 * cdef inline char* _util_dtypestring(dtype descr, char* f, char* end, int* offset) except NULL:             # <<<<<<<<<<<<<<
 *     # Recursive utility function used in __getbuffer__ to get format
 *     # string. The new location in the format string is returned.
 */

static CYTHON_INLINE char *__pyx_f_5numpy__util_dtypestring(PyArray_Descr *__pyx_v_descr, char *__pyx_v_f, char *__pyx_v_end, int *__pyx_v_offset) {
  PyArray_Descr *__pyx_v_child = 0;
  int __pyx_v_endian_detector;
  int __pyx_v_little_endian;
  PyObject *__pyx_v_fields = 0;
  PyObject *__pyx_v_childname = NULL;
  PyObject *__pyx_v_new_offset = NULL;
  PyObject *__pyx_v_t = NULL;
  char *__pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  int __pyx_t_5;
  int __pyx_t_6;
  int __pyx_t_7;
  long __pyx_t_8;
  char *__pyx_t_9;
  __Pyx_RefNannySetupContext("_util_dtypestring", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":801
 * 
 *     cdef dtype child
 *     cdef int endian_detector = 1             # <<<<<<<<<<<<<<
 *     cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)
 *     cdef tuple fields
 */
  __pyx_v_endian_detector = 1;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":802
 *     cdef dtype child
 *     cdef int endian_detector = 1
 *     cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)             # <<<<<<<<<<<<<<
 *     cdef tuple fields
 * 
 */
  __pyx_v_little_endian = ((((char *)(&__pyx_v_endian_detector))[0]) != 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":805
 *     cdef tuple fields
 * 
 *     for childname in descr.names:             # <<<<<<<<<<<<<<
 *         fields = descr.fields[childname]
 *         child, new_offset = fields
 */
  if (unlikely(__pyx_v_descr->names == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
    __PYX_ERR(2, 805, __pyx_L1_error)
  }
  __pyx_t_1 = __pyx_v_descr->names; __Pyx_INCREF(__pyx_t_1); __pyx_t_2 = 0;
  for (;;) {
    if (__pyx_t_2 >= PyTuple_GET_SIZE(__pyx_t_1)) break;
    #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    __pyx_t_3 = PyTuple_GET_ITEM(__pyx_t_1, __pyx_t_2); __Pyx_INCREF(__pyx_t_3); __pyx_t_2++; if (unlikely(0 < 0)) __PYX_ERR(2, 805, __pyx_L1_error)
    #else
    __pyx_t_3 = PySequence_ITEM(__pyx_t_1, __pyx_t_2); __pyx_t_2++; if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 805, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    #endif
    __Pyx_XDECREF_SET(__pyx_v_childname, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":806
 * 
 *     for childname in descr.names:
 *         fields = descr.fields[childname]             # <<<<<<<<<<<<<<
 *         child, new_offset = fields
 * 
 */
    if (unlikely(__pyx_v_descr->fields == Py_None)) {
      PyErr_SetString(PyExc_TypeError, "'NoneType' object is not subscriptable");
      __PYX_ERR(2, 806, __pyx_L1_error)
    }
    __pyx_t_3 = __Pyx_PyDict_GetItem(__pyx_v_descr->fields, __pyx_v_childname); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 806, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    if (!(likely(PyTuple_CheckExact(__pyx_t_3))||((__pyx_t_3) == Py_None)||(PyErr_Format(PyExc_TypeError, "Expected %.16s, got %.200s", "tuple", Py_TYPE(__pyx_t_3)->tp_name), 0))) __PYX_ERR(2, 806, __pyx_L1_error)
    __Pyx_XDECREF_SET(__pyx_v_fields, ((PyObject*)__pyx_t_3));
    __pyx_t_3 = 0;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":807
 *     for childname in descr.names:
 *         fields = descr.fields[childname]
 *         child, new_offset = fields             # <<<<<<<<<<<<<<
 * 
 *         if (end - f) - <int>(new_offset - offset[0]) < 15:
 */
    if (likely(__pyx_v_fields != Py_None)) {
      PyObject* sequence = __pyx_v_fields;
      Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
      if (unlikely(size != 2)) {
        if (size > 2) __Pyx_RaiseTooManyValuesError(2);
        else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
        __PYX_ERR(2, 807, __pyx_L1_error)
      }
      #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
      __pyx_t_3 = PyTuple_GET_ITEM(sequence, 0); 
      __pyx_t_4 = PyTuple_GET_ITEM(sequence, 1); 
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_4);
      #else
      __pyx_t_3 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 807, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 807, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      #endif
    } else {
      __Pyx_RaiseNoneNotIterableError(); __PYX_ERR(2, 807, __pyx_L1_error)
    }
    if (!(likely(((__pyx_t_3) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_3, __pyx_ptype_5numpy_dtype))))) __PYX_ERR(2, 807, __pyx_L1_error)
    __Pyx_XDECREF_SET(__pyx_v_child, ((PyArray_Descr *)__pyx_t_3));
    __pyx_t_3 = 0;
    __Pyx_XDECREF_SET(__pyx_v_new_offset, __pyx_t_4);
    __pyx_t_4 = 0;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":809
 *         child, new_offset = fields
 * 
 *         if (end - f) - <int>(new_offset - offset[0]) < 15:             # <<<<<<<<<<<<<<
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 */
    __pyx_t_4 = __Pyx_PyInt_From_int((__pyx_v_offset[0])); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 809, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_3 = PyNumber_Subtract(__pyx_v_new_offset, __pyx_t_4); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 809, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_5 = __Pyx_PyInt_As_int(__pyx_t_3); if (unlikely((__pyx_t_5 == (int)-1) && PyErr_Occurred())) __PYX_ERR(2, 809, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_6 = ((((__pyx_v_end - __pyx_v_f) - ((int)__pyx_t_5)) < 15) != 0);
    if (unlikely(__pyx_t_6)) {

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":810
 * 
 *         if (end - f) - <int>(new_offset - offset[0]) < 15:
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")             # <<<<<<<<<<<<<<
 * 
 *         if ((child.byteorder == c'>' and little_endian) or
 */
      __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_RuntimeError, __pyx_tuple__23, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 810, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_Raise(__pyx_t_3, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __PYX_ERR(2, 810, __pyx_L1_error)

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":809
 *         child, new_offset = fields
 * 
 *         if (end - f) - <int>(new_offset - offset[0]) < 15:             # <<<<<<<<<<<<<<
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 */
    }

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":812
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 *         if ((child.byteorder == c'>' and little_endian) or             # <<<<<<<<<<<<<<
 *             (child.byteorder == c'<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")
 */
    __pyx_t_7 = ((__pyx_v_child->byteorder == '>') != 0);
    if (!__pyx_t_7) {
      goto __pyx_L8_next_or;
    } else {
    }
    __pyx_t_7 = (__pyx_v_little_endian != 0);
    if (!__pyx_t_7) {
    } else {
      __pyx_t_6 = __pyx_t_7;
      goto __pyx_L7_bool_binop_done;
    }
    __pyx_L8_next_or:;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":813
 * 
 *         if ((child.byteorder == c'>' and little_endian) or
 *             (child.byteorder == c'<' and not little_endian)):             # <<<<<<<<<<<<<<
 *             raise ValueError(u"Non-native byte order not supported")
 *             # One could encode it in the format string and have Cython
 */
    __pyx_t_7 = ((__pyx_v_child->byteorder == '<') != 0);
    if (__pyx_t_7) {
    } else {
      __pyx_t_6 = __pyx_t_7;
      goto __pyx_L7_bool_binop_done;
    }
    __pyx_t_7 = ((!(__pyx_v_little_endian != 0)) != 0);
    __pyx_t_6 = __pyx_t_7;
    __pyx_L7_bool_binop_done:;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":812
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 *         if ((child.byteorder == c'>' and little_endian) or             # <<<<<<<<<<<<<<
 *             (child.byteorder == c'<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")
 */
    if (unlikely(__pyx_t_6)) {

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":814
 *         if ((child.byteorder == c'>' and little_endian) or
 *             (child.byteorder == c'<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")             # <<<<<<<<<<<<<<
 *             # One could encode it in the format string and have Cython
 *             # complain instead, BUT: < and > in format strings also imply
 */
      __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__24, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 814, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_Raise(__pyx_t_3, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __PYX_ERR(2, 814, __pyx_L1_error)

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":812
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 *         if ((child.byteorder == c'>' and little_endian) or             # <<<<<<<<<<<<<<
 *             (child.byteorder == c'<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")
 */
    }

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":824
 * 
 *         # Output padding bytes
 *         while offset[0] < new_offset:             # <<<<<<<<<<<<<<
 *             f[0] = 120 # "x"; pad byte
 *             f += 1
 */
    while (1) {
      __pyx_t_3 = __Pyx_PyInt_From_int((__pyx_v_offset[0])); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 824, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PyObject_RichCompare(__pyx_t_3, __pyx_v_new_offset, Py_LT); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 824, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 824, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      if (!__pyx_t_6) break;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":825
 *         # Output padding bytes
 *         while offset[0] < new_offset:
 *             f[0] = 120 # "x"; pad byte             # <<<<<<<<<<<<<<
 *             f += 1
 *             offset[0] += 1
 */
      (__pyx_v_f[0]) = 0x78;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":826
 *         while offset[0] < new_offset:
 *             f[0] = 120 # "x"; pad byte
 *             f += 1             # <<<<<<<<<<<<<<
 *             offset[0] += 1
 * 
 */
      __pyx_v_f = (__pyx_v_f + 1);

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":827
 *             f[0] = 120 # "x"; pad byte
 *             f += 1
 *             offset[0] += 1             # <<<<<<<<<<<<<<
 * 
 *         offset[0] += child.itemsize
 */
      __pyx_t_8 = 0;
      (__pyx_v_offset[__pyx_t_8]) = ((__pyx_v_offset[__pyx_t_8]) + 1);
    }

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":829
 *             offset[0] += 1
 * 
 *         offset[0] += child.itemsize             # <<<<<<<<<<<<<<
 * 
 *         if not PyDataType_HASFIELDS(child):
 */
    __pyx_t_8 = 0;
    (__pyx_v_offset[__pyx_t_8]) = ((__pyx_v_offset[__pyx_t_8]) + __pyx_v_child->elsize);

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":831
 *         offset[0] += child.itemsize
 * 
 *         if not PyDataType_HASFIELDS(child):             # <<<<<<<<<<<<<<
 *             t = child.type_num
 *             if end - f < 5:
 */
    __pyx_t_6 = ((!(PyDataType_HASFIELDS(__pyx_v_child) != 0)) != 0);
    if (__pyx_t_6) {

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":832
 * 
 *         if not PyDataType_HASFIELDS(child):
 *             t = child.type_num             # <<<<<<<<<<<<<<
 *             if end - f < 5:
 *                 raise RuntimeError(u"Format string allocated too short.")
 */
      __pyx_t_4 = __Pyx_PyInt_From_int(__pyx_v_child->type_num); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 832, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_XDECREF_SET(__pyx_v_t, __pyx_t_4);
      __pyx_t_4 = 0;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":833
 *         if not PyDataType_HASFIELDS(child):
 *             t = child.type_num
 *             if end - f < 5:             # <<<<<<<<<<<<<<
 *                 raise RuntimeError(u"Format string allocated too short.")
 * 
 */
      __pyx_t_6 = (((__pyx_v_end - __pyx_v_f) < 5) != 0);
      if (unlikely(__pyx_t_6)) {

        /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":834
 *             t = child.type_num
 *             if end - f < 5:
 *                 raise RuntimeError(u"Format string allocated too short.")             # <<<<<<<<<<<<<<
 * 
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 */
        __pyx_t_4 = __Pyx_PyObject_Call(__pyx_builtin_RuntimeError, __pyx_tuple__25, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 834, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_4);
        __Pyx_Raise(__pyx_t_4, 0, 0, 0);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
        __PYX_ERR(2, 834, __pyx_L1_error)

        /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":833
 *         if not PyDataType_HASFIELDS(child):
 *             t = child.type_num
 *             if end - f < 5:             # <<<<<<<<<<<<<<
 *                 raise RuntimeError(u"Format string allocated too short.")
 * 
 */
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":837
 * 
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 *             if   t == NPY_BYTE:        f[0] =  98 #"b"             # <<<<<<<<<<<<<<
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 */
      __pyx_t_4 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_BYTE); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 837, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_4, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 837, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 837, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 98;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":838
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 *             if   t == NPY_BYTE:        f[0] =  98 #"b"
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"             # <<<<<<<<<<<<<<
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_UBYTE); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 838, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 838, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 838, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 66;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":839
 *             if   t == NPY_BYTE:        f[0] =  98 #"b"
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"             # <<<<<<<<<<<<<<
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 */
      __pyx_t_4 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_SHORT); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 839, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_4, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 839, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 839, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x68;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":840
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"             # <<<<<<<<<<<<<<
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_USHORT); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 840, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 840, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 840, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 72;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":841
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 *             elif t == NPY_INT:         f[0] = 105 #"i"             # <<<<<<<<<<<<<<
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 */
      __pyx_t_4 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_INT); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 841, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_4, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 841, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 841, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x69;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":842
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 *             elif t == NPY_UINT:        f[0] =  73 #"I"             # <<<<<<<<<<<<<<
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_UINT); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 842, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 842, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 842, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 73;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":843
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 *             elif t == NPY_LONG:        f[0] = 108 #"l"             # <<<<<<<<<<<<<<
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 */
      __pyx_t_4 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_LONG); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 843, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_4, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 843, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 843, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x6C;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":844
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"             # <<<<<<<<<<<<<<
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_ULONG); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 844, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 844, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 844, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 76;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":845
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"             # <<<<<<<<<<<<<<
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 */
      __pyx_t_4 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_LONGLONG); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 845, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_4, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 845, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 845, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x71;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":846
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"             # <<<<<<<<<<<<<<
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_ULONGLONG); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 846, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 846, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 846, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 81;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":847
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"             # <<<<<<<<<<<<<<
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 */
      __pyx_t_4 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_FLOAT); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 847, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_4, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 847, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 847, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x66;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":848
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"             # <<<<<<<<<<<<<<
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_DOUBLE); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 848, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 848, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 848, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x64;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":849
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"             # <<<<<<<<<<<<<<
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 */
      __pyx_t_4 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_LONGDOUBLE); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 849, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_4, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 849, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 849, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x67;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":850
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf             # <<<<<<<<<<<<<<
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_CFLOAT); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 850, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 850, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 850, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 90;
        (__pyx_v_f[1]) = 0x66;
        __pyx_v_f = (__pyx_v_f + 1);
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":851
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd             # <<<<<<<<<<<<<<
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"
 */
      __pyx_t_4 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_CDOUBLE); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 851, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_4, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 851, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 851, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 90;
        (__pyx_v_f[1]) = 0x64;
        __pyx_v_f = (__pyx_v_f + 1);
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":852
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg             # <<<<<<<<<<<<<<
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"
 *             else:
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_CLONGDOUBLE); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 852, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 852, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 852, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 90;
        (__pyx_v_f[1]) = 0x67;
        __pyx_v_f = (__pyx_v_f + 1);
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":853
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"             # <<<<<<<<<<<<<<
 *             else:
 *                 raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 */
      __pyx_t_4 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_OBJECT); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 853, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_4, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 853, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(2, 853, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (likely(__pyx_t_6)) {
        (__pyx_v_f[0]) = 79;
        goto __pyx_L15;
      }

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":855
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"
 *             else:
 *                 raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)             # <<<<<<<<<<<<<<
 *             f += 1
 *         else:
 */
      /*else*/ {
        __pyx_t_3 = PyUnicode_Format(__pyx_kp_u_unknown_dtype_code_in_numpy_pxd, __pyx_v_t); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 855, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        __pyx_t_4 = __Pyx_PyObject_CallOneArg(__pyx_builtin_ValueError, __pyx_t_3); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 855, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_4);
        __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
        __Pyx_Raise(__pyx_t_4, 0, 0, 0);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
        __PYX_ERR(2, 855, __pyx_L1_error)
      }
      __pyx_L15:;

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":856
 *             else:
 *                 raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 *             f += 1             # <<<<<<<<<<<<<<
 *         else:
 *             # Cython ignores struct boundary information ("T{...}"),
 */
      __pyx_v_f = (__pyx_v_f + 1);

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":831
 *         offset[0] += child.itemsize
 * 
 *         if not PyDataType_HASFIELDS(child):             # <<<<<<<<<<<<<<
 *             t = child.type_num
 *             if end - f < 5:
 */
      goto __pyx_L13;
    }

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":860
 *             # Cython ignores struct boundary information ("T{...}"),
 *             # so don't output it
 *             f = _util_dtypestring(child, f, end, offset)             # <<<<<<<<<<<<<<
 *     return f
 * 
 */
    /*else*/ {
      __pyx_t_9 = __pyx_f_5numpy__util_dtypestring(__pyx_v_child, __pyx_v_f, __pyx_v_end, __pyx_v_offset); if (unlikely(__pyx_t_9 == ((char *)NULL))) __PYX_ERR(2, 860, __pyx_L1_error)
      __pyx_v_f = __pyx_t_9;
    }
    __pyx_L13:;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":805
 *     cdef tuple fields
 * 
 *     for childname in descr.names:             # <<<<<<<<<<<<<<
 *         fields = descr.fields[childname]
 *         child, new_offset = fields
 */
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":861
 *             # so don't output it
 *             f = _util_dtypestring(child, f, end, offset)
 *     return f             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_r = __pyx_v_f;
  goto __pyx_L0;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":796
 *         return ()
 * 
 * cdef inline char* _util_dtypestring(dtype descr, char* f, char* end, int* offset) except NULL:             # <<<<<<<<<<<<<<
 *     # Recursive utility function used in __getbuffer__ to get format
 *     # string. The new location in the format string is returned.
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_AddTraceback("numpy._util_dtypestring", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_child);
  __Pyx_XDECREF(__pyx_v_fields);
  __Pyx_XDECREF(__pyx_v_childname);
  __Pyx_XDECREF(__pyx_v_new_offset);
  __Pyx_XDECREF(__pyx_v_t);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":977
 * 
 * 
 * cdef inline void set_array_base(ndarray arr, object base):             # <<<<<<<<<<<<<<
 *      cdef PyObject* baseptr
 *      if base is None:
 */

static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_base) {
  PyObject *__pyx_v_baseptr;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  __Pyx_RefNannySetupContext("set_array_base", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":979
 * cdef inline void set_array_base(ndarray arr, object base):
 *      cdef PyObject* baseptr
 *      if base is None:             # <<<<<<<<<<<<<<
 *          baseptr = NULL
 *      else:
 */
  __pyx_t_1 = (__pyx_v_base == Py_None);
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":980
 *      cdef PyObject* baseptr
 *      if base is None:
 *          baseptr = NULL             # <<<<<<<<<<<<<<
 *      else:
 *          Py_INCREF(base) # important to do this before decref below!
 */
    __pyx_v_baseptr = NULL;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":979
 * cdef inline void set_array_base(ndarray arr, object base):
 *      cdef PyObject* baseptr
 *      if base is None:             # <<<<<<<<<<<<<<
 *          baseptr = NULL
 *      else:
 */
    goto __pyx_L3;
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":982
 *          baseptr = NULL
 *      else:
 *          Py_INCREF(base) # important to do this before decref below!             # <<<<<<<<<<<<<<
 *          baseptr = <PyObject*>base
 *      Py_XDECREF(arr.base)
 */
  /*else*/ {
    Py_INCREF(__pyx_v_base);

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":983
 *      else:
 *          Py_INCREF(base) # important to do this before decref below!
 *          baseptr = <PyObject*>base             # <<<<<<<<<<<<<<
 *      Py_XDECREF(arr.base)
 *      arr.base = baseptr
 */
    __pyx_v_baseptr = ((PyObject *)__pyx_v_base);
  }
  __pyx_L3:;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":984
 *          Py_INCREF(base) # important to do this before decref below!
 *          baseptr = <PyObject*>base
 *      Py_XDECREF(arr.base)             # <<<<<<<<<<<<<<
 *      arr.base = baseptr
 * 
 */
  Py_XDECREF(__pyx_v_arr->base);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":985
 *          baseptr = <PyObject*>base
 *      Py_XDECREF(arr.base)
 *      arr.base = baseptr             # <<<<<<<<<<<<<<
 * 
 * cdef inline object get_array_base(ndarray arr):
 */
  __pyx_v_arr->base = __pyx_v_baseptr;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":977
 * 
 * 
 * cdef inline void set_array_base(ndarray arr, object base):             # <<<<<<<<<<<<<<
 *      cdef PyObject* baseptr
 *      if base is None:
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":987
 *      arr.base = baseptr
 * 
 * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
 *     if arr.base is NULL:
 *         return None
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__pyx_v_arr) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  __Pyx_RefNannySetupContext("get_array_base", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":988
 * 
 * cdef inline object get_array_base(ndarray arr):
 *     if arr.base is NULL:             # <<<<<<<<<<<<<<
 *         return None
 *     else:
 */
  __pyx_t_1 = ((__pyx_v_arr->base == NULL) != 0);
  if (__pyx_t_1) {

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":989
 * cdef inline object get_array_base(ndarray arr):
 *     if arr.base is NULL:
 *         return None             # <<<<<<<<<<<<<<
 *     else:
 *         return <object>arr.base
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_r = Py_None; __Pyx_INCREF(Py_None);
    goto __pyx_L0;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":988
 * 
 * cdef inline object get_array_base(ndarray arr):
 *     if arr.base is NULL:             # <<<<<<<<<<<<<<
 *         return None
 *     else:
 */
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":991
 *         return None
 *     else:
 *         return <object>arr.base             # <<<<<<<<<<<<<<
 * 
 * 
 */
  /*else*/ {
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(((PyObject *)__pyx_v_arr->base));
    __pyx_r = ((PyObject *)__pyx_v_arr->base);
    goto __pyx_L0;
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":987
 *      arr.base = baseptr
 * 
 * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
 *     if arr.base is NULL:
 *         return None
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":996
 * # Versions of the import_* functions which are more suitable for
 * # Cython code.
 * cdef inline int import_array() except -1:             # <<<<<<<<<<<<<<
 *     try:
 *         _import_array()
 */

static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  __Pyx_RefNannySetupContext("import_array", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":997
 * # Cython code.
 * cdef inline int import_array() except -1:
 *     try:             # <<<<<<<<<<<<<<
 *         _import_array()
 *     except Exception:
 */
  {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ExceptionSave(&__pyx_t_1, &__pyx_t_2, &__pyx_t_3);
    __Pyx_XGOTREF(__pyx_t_1);
    __Pyx_XGOTREF(__pyx_t_2);
    __Pyx_XGOTREF(__pyx_t_3);
    /*try:*/ {

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":998
 * cdef inline int import_array() except -1:
 *     try:
 *         _import_array()             # <<<<<<<<<<<<<<
 *     except Exception:
 *         raise ImportError("numpy.core.multiarray failed to import")
 */
      __pyx_t_4 = _import_array(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(2, 998, __pyx_L3_error)

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":997
 * # Cython code.
 * cdef inline int import_array() except -1:
 *     try:             # <<<<<<<<<<<<<<
 *         _import_array()
 *     except Exception:
 */
    }
    __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    goto __pyx_L8_try_end;
    __pyx_L3_error:;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":999
 *     try:
 *         _import_array()
 *     except Exception:             # <<<<<<<<<<<<<<
 *         raise ImportError("numpy.core.multiarray failed to import")
 * 
 */
    __pyx_t_4 = __Pyx_PyErr_ExceptionMatches(((PyObject *)(&((PyTypeObject*)PyExc_Exception)[0])));
    if (__pyx_t_4) {
      __Pyx_AddTraceback("numpy.import_array", __pyx_clineno, __pyx_lineno, __pyx_filename);
      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7) < 0) __PYX_ERR(2, 999, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_GOTREF(__pyx_t_7);

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1000
 *         _import_array()
 *     except Exception:
 *         raise ImportError("numpy.core.multiarray failed to import")             # <<<<<<<<<<<<<<
 * 
 * cdef inline int import_umath() except -1:
 */
      __pyx_t_8 = __Pyx_PyObject_Call(__pyx_builtin_ImportError, __pyx_tuple__26, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(2, 1000, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_Raise(__pyx_t_8, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __PYX_ERR(2, 1000, __pyx_L5_except_error)
    }
    goto __pyx_L5_except_error;
    __pyx_L5_except_error:;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":997
 * # Cython code.
 * cdef inline int import_array() except -1:
 *     try:             # <<<<<<<<<<<<<<
 *         _import_array()
 *     except Exception:
 */
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L1_error;
    __pyx_L8_try_end:;
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":996
 * # Versions of the import_* functions which are more suitable for
 * # Cython code.
 * cdef inline int import_array() except -1:             # <<<<<<<<<<<<<<
 *     try:
 *         _import_array()
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("numpy.import_array", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1002
 *         raise ImportError("numpy.core.multiarray failed to import")
 * 
 * cdef inline int import_umath() except -1:             # <<<<<<<<<<<<<<
 *     try:
 *         _import_umath()
 */

static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  __Pyx_RefNannySetupContext("import_umath", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1003
 * 
 * cdef inline int import_umath() except -1:
 *     try:             # <<<<<<<<<<<<<<
 *         _import_umath()
 *     except Exception:
 */
  {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ExceptionSave(&__pyx_t_1, &__pyx_t_2, &__pyx_t_3);
    __Pyx_XGOTREF(__pyx_t_1);
    __Pyx_XGOTREF(__pyx_t_2);
    __Pyx_XGOTREF(__pyx_t_3);
    /*try:*/ {

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1004
 * cdef inline int import_umath() except -1:
 *     try:
 *         _import_umath()             # <<<<<<<<<<<<<<
 *     except Exception:
 *         raise ImportError("numpy.core.umath failed to import")
 */
      __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(2, 1004, __pyx_L3_error)

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1003
 * 
 * cdef inline int import_umath() except -1:
 *     try:             # <<<<<<<<<<<<<<
 *         _import_umath()
 *     except Exception:
 */
    }
    __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    goto __pyx_L8_try_end;
    __pyx_L3_error:;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1005
 *     try:
 *         _import_umath()
 *     except Exception:             # <<<<<<<<<<<<<<
 *         raise ImportError("numpy.core.umath failed to import")
 * 
 */
    __pyx_t_4 = __Pyx_PyErr_ExceptionMatches(((PyObject *)(&((PyTypeObject*)PyExc_Exception)[0])));
    if (__pyx_t_4) {
      __Pyx_AddTraceback("numpy.import_umath", __pyx_clineno, __pyx_lineno, __pyx_filename);
      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7) < 0) __PYX_ERR(2, 1005, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_GOTREF(__pyx_t_7);

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1006
 *         _import_umath()
 *     except Exception:
 *         raise ImportError("numpy.core.umath failed to import")             # <<<<<<<<<<<<<<
 * 
 * cdef inline int import_ufunc() except -1:
 */
      __pyx_t_8 = __Pyx_PyObject_Call(__pyx_builtin_ImportError, __pyx_tuple__27, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(2, 1006, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_Raise(__pyx_t_8, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __PYX_ERR(2, 1006, __pyx_L5_except_error)
    }
    goto __pyx_L5_except_error;
    __pyx_L5_except_error:;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1003
 * 
 * cdef inline int import_umath() except -1:
 *     try:             # <<<<<<<<<<<<<<
 *         _import_umath()
 *     except Exception:
 */
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L1_error;
    __pyx_L8_try_end:;
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1002
 *         raise ImportError("numpy.core.multiarray failed to import")
 * 
 * cdef inline int import_umath() except -1:             # <<<<<<<<<<<<<<
 *     try:
 *         _import_umath()
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("numpy.import_umath", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1008
 *         raise ImportError("numpy.core.umath failed to import")
 * 
 * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
 *     try:
 *         _import_umath()
 */

static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  __Pyx_RefNannySetupContext("import_ufunc", 0);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1009
 * 
 * cdef inline int import_ufunc() except -1:
 *     try:             # <<<<<<<<<<<<<<
 *         _import_umath()
 *     except Exception:
 */
  {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ExceptionSave(&__pyx_t_1, &__pyx_t_2, &__pyx_t_3);
    __Pyx_XGOTREF(__pyx_t_1);
    __Pyx_XGOTREF(__pyx_t_2);
    __Pyx_XGOTREF(__pyx_t_3);
    /*try:*/ {

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1010
 * cdef inline int import_ufunc() except -1:
 *     try:
 *         _import_umath()             # <<<<<<<<<<<<<<
 *     except Exception:
 *         raise ImportError("numpy.core.umath failed to import")
 */
      __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(2, 1010, __pyx_L3_error)

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1009
 * 
 * cdef inline int import_ufunc() except -1:
 *     try:             # <<<<<<<<<<<<<<
 *         _import_umath()
 *     except Exception:
 */
    }
    __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    goto __pyx_L8_try_end;
    __pyx_L3_error:;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1011
 *     try:
 *         _import_umath()
 *     except Exception:             # <<<<<<<<<<<<<<
 *         raise ImportError("numpy.core.umath failed to import")
 */
    __pyx_t_4 = __Pyx_PyErr_ExceptionMatches(((PyObject *)(&((PyTypeObject*)PyExc_Exception)[0])));
    if (__pyx_t_4) {
      __Pyx_AddTraceback("numpy.import_ufunc", __pyx_clineno, __pyx_lineno, __pyx_filename);
      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7) < 0) __PYX_ERR(2, 1011, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_GOTREF(__pyx_t_7);

      /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1012
 *         _import_umath()
 *     except Exception:
 *         raise ImportError("numpy.core.umath failed to import")             # <<<<<<<<<<<<<<
 */
      __pyx_t_8 = __Pyx_PyObject_Call(__pyx_builtin_ImportError, __pyx_tuple__28, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(2, 1012, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_Raise(__pyx_t_8, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __PYX_ERR(2, 1012, __pyx_L5_except_error)
    }
    goto __pyx_L5_except_error;
    __pyx_L5_except_error:;

    /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1009
 * 
 * cdef inline int import_ufunc() except -1:
 *     try:             # <<<<<<<<<<<<<<
 *         _import_umath()
 *     except Exception:
 */
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L1_error;
    __pyx_L8_try_end:;
  }

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1008
 *         raise ImportError("numpy.core.umath failed to import")
 * 
 * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
 *     try:
 *         _import_umath()
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("numpy.import_ufunc", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_tp_new_6pypore_12event_finder_Parameters(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pypore_12event_finder_Parameters *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_obj_6pypore_12event_finder_Parameters *)o);
  p->baseline_strategy = ((struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)Py_None); Py_INCREF(Py_None);
  p->threshold_strategy = ((struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *)Py_None); Py_INCREF(Py_None);
  p->detect_positive_events = ((PyBoolObject *)Py_None); Py_INCREF(Py_None);
  p->detect_negative_events = ((PyBoolObject *)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pypore_12event_finder_Parameters(PyObject *o) {
  struct __pyx_obj_6pypore_12event_finder_Parameters *p = (struct __pyx_obj_6pypore_12event_finder_Parameters *)o;
  #if CYTHON_USE_TP_FINALIZE
  if (unlikely(PyType_HasFeature(Py_TYPE(o), Py_TPFLAGS_HAVE_FINALIZE) && Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->baseline_strategy);
  Py_CLEAR(p->threshold_strategy);
  Py_CLEAR(p->detect_positive_events);
  Py_CLEAR(p->detect_negative_events);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pypore_12event_finder_Parameters(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pypore_12event_finder_Parameters *p = (struct __pyx_obj_6pypore_12event_finder_Parameters *)o;
  if (p->baseline_strategy) {
    e = (*v)(((PyObject *)p->baseline_strategy), a); if (e) return e;
  }
  if (p->threshold_strategy) {
    e = (*v)(((PyObject *)p->threshold_strategy), a); if (e) return e;
  }
  if (p->detect_positive_events) {
    e = (*v)(((PyObject *)p->detect_positive_events), a); if (e) return e;
  }
  if (p->detect_negative_events) {
    e = (*v)(((PyObject *)p->detect_negative_events), a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pypore_12event_finder_Parameters(PyObject *o) {
  PyObject* tmp;
  struct __pyx_obj_6pypore_12event_finder_Parameters *p = (struct __pyx_obj_6pypore_12event_finder_Parameters *)o;
  tmp = ((PyObject*)p->baseline_strategy);
  p->baseline_strategy = ((struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->threshold_strategy);
  p->threshold_strategy = ((struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->detect_positive_events);
  p->detect_positive_events = ((PyBoolObject *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->detect_negative_events);
  p->detect_negative_events = ((PyBoolObject *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pypore_12event_finder_10Parameters_min_event_length(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pypore_12event_finder_10Parameters_16min_event_length_1__get__(o);
}

static int __pyx_setprop_6pypore_12event_finder_10Parameters_min_event_length(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pypore_12event_finder_10Parameters_16min_event_length_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyObject *__pyx_getprop_6pypore_12event_finder_10Parameters_max_event_length(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pypore_12event_finder_10Parameters_16max_event_length_1__get__(o);
}

static int __pyx_setprop_6pypore_12event_finder_10Parameters_max_event_length(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pypore_12event_finder_10Parameters_16max_event_length_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyObject *__pyx_getprop_6pypore_12event_finder_10Parameters_baseline_strategy(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pypore_12event_finder_10Parameters_17baseline_strategy_1__get__(o);
}

static int __pyx_setprop_6pypore_12event_finder_10Parameters_baseline_strategy(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pypore_12event_finder_10Parameters_17baseline_strategy_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pypore_12event_finder_10Parameters_17baseline_strategy_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pypore_12event_finder_10Parameters_threshold_strategy(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pypore_12event_finder_10Parameters_18threshold_strategy_1__get__(o);
}

static int __pyx_setprop_6pypore_12event_finder_10Parameters_threshold_strategy(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pypore_12event_finder_10Parameters_18threshold_strategy_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pypore_12event_finder_10Parameters_18threshold_strategy_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pypore_12event_finder_10Parameters_detect_positive_events(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pypore_12event_finder_10Parameters_22detect_positive_events_1__get__(o);
}

static int __pyx_setprop_6pypore_12event_finder_10Parameters_detect_positive_events(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pypore_12event_finder_10Parameters_22detect_positive_events_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pypore_12event_finder_10Parameters_22detect_positive_events_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pypore_12event_finder_10Parameters_detect_negative_events(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pypore_12event_finder_10Parameters_22detect_negative_events_1__get__(o);
}

static int __pyx_setprop_6pypore_12event_finder_10Parameters_detect_negative_events(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pypore_12event_finder_10Parameters_22detect_negative_events_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pypore_12event_finder_10Parameters_22detect_negative_events_5__del__(o);
  }
}

static PyMethodDef __pyx_methods_6pypore_12event_finder_Parameters[] = {
  {"__reduce_cython__", (PyCFunction)__pyx_pw_6pypore_12event_finder_10Parameters_3__reduce_cython__, METH_NOARGS, 0},
  {"__setstate_cython__", (PyCFunction)__pyx_pw_6pypore_12event_finder_10Parameters_5__setstate_cython__, METH_O, 0},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pypore_12event_finder_Parameters[] = {
  {(char *)"min_event_length", __pyx_getprop_6pypore_12event_finder_10Parameters_min_event_length, __pyx_setprop_6pypore_12event_finder_10Parameters_min_event_length, (char *)0, 0},
  {(char *)"max_event_length", __pyx_getprop_6pypore_12event_finder_10Parameters_max_event_length, __pyx_setprop_6pypore_12event_finder_10Parameters_max_event_length, (char *)0, 0},
  {(char *)"baseline_strategy", __pyx_getprop_6pypore_12event_finder_10Parameters_baseline_strategy, __pyx_setprop_6pypore_12event_finder_10Parameters_baseline_strategy, (char *)0, 0},
  {(char *)"threshold_strategy", __pyx_getprop_6pypore_12event_finder_10Parameters_threshold_strategy, __pyx_setprop_6pypore_12event_finder_10Parameters_threshold_strategy, (char *)0, 0},
  {(char *)"detect_positive_events", __pyx_getprop_6pypore_12event_finder_10Parameters_detect_positive_events, __pyx_setprop_6pypore_12event_finder_10Parameters_detect_positive_events, (char *)0, 0},
  {(char *)"detect_negative_events", __pyx_getprop_6pypore_12event_finder_10Parameters_detect_negative_events, __pyx_setprop_6pypore_12event_finder_10Parameters_detect_negative_events, (char *)0, 0},
  {0, 0, 0, 0, 0}
};

static PyTypeObject __pyx_type_6pypore_12event_finder_Parameters = {
  PyVarObject_HEAD_INIT(0, 0)
  "pypore.event_finder.Parameters", /*tp_name*/
  sizeof(struct __pyx_obj_6pypore_12event_finder_Parameters), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pypore_12event_finder_Parameters, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  "\n    Parameter object to pass to :py:func:`find_events`. Defines the following:\n\n    * min_event_length -- Minimum event length to count as an event [us].\n    * max_event_length -- Maximum event length to count as an event [us].\n    * detect_positive_events -- Whether to detect events where the current increases.\n    * detect_negative_events -- Whether to detect events where the current decreases.\n    * baseline_strategy -- Strategy for keeping track of the baseline current. See       :py:class:`BaselineStrategy` for a definition of methods and       :py:class:`AdaptiveBaselineStrategy` as an example implementation of an adaptive baseline.\n    * threshold_strategy -- Strategy for the thresholds deciding the start and end of       an event. See :py:class:`ThresholdStrategy` for a definition of the methods and       :py:class:`NoiseBasedThresholdStrategy` for an example implementation.\n\n    Usage:\n\n    >>> from pypore.strategies.adaptive_baseline_strategy import AdaptiveBaselineStrategy    >>> from pypore.event_finder import Parameters\n    >>> from pypore.event_finder import find_events\n    >>> params = Parameters(baseline_strategy=AdaptiveBaselineStrategy(baseline_filter_parameter=0.93))\n    >>> event_database_filenames = find_events(['test.log'], parameters=params)\n\n    ", /*tp_doc*/
  __pyx_tp_traverse_6pypore_12event_finder_Parameters, /*tp_traverse*/
  __pyx_tp_clear_6pypore_12event_finder_Parameters, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pypore_12event_finder_Parameters, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pypore_12event_finder_Parameters, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pypore_12event_finder_10Parameters_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pypore_12event_finder_Parameters, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static PyMethodDef __pyx_methods[] = {
  {"_get_data_range_test_wrapper", (PyCFunction)__pyx_pw_6pypore_12event_finder_1_get_data_range_test_wrapper, METH_VARARGS|METH_KEYWORDS, __pyx_doc_6pypore_12event_finder__get_data_range_test_wrapper},
  {0, 0, 0, 0}
};

#if PY_MAJOR_VERSION >= 3
#if CYTHON_PEP489_MULTI_PHASE_INIT
static PyObject* __pyx_pymod_create(PyObject *spec, PyModuleDef *def); /*proto*/
static int __pyx_pymod_exec_event_finder(PyObject* module); /*proto*/
static PyModuleDef_Slot __pyx_moduledef_slots[] = {
  {Py_mod_create, (void*)__pyx_pymod_create},
  {Py_mod_exec, (void*)__pyx_pymod_exec_event_finder},
  {0, NULL}
};
#endif

static struct PyModuleDef __pyx_moduledef = {
    PyModuleDef_HEAD_INIT,
    "event_finder",
    __pyx_k_Created_on_Aug_19_2013_author_p, /* m_doc */
  #if CYTHON_PEP489_MULTI_PHASE_INIT
    0, /* m_size */
  #else
    -1, /* m_size */
  #endif
    __pyx_methods /* m_methods */,
  #if CYTHON_PEP489_MULTI_PHASE_INIT
    __pyx_moduledef_slots, /* m_slots */
  #else
    NULL, /* m_reload */
  #endif
    NULL, /* m_traverse */
    NULL, /* m_clear */
    NULL /* m_free */
};
#endif

static __Pyx_StringTabEntry __pyx_string_tab[] = {
  {&__pyx_n_s_AdaptiveBaselineStrategy, __pyx_k_AdaptiveBaselineStrategy, sizeof(__pyx_k_AdaptiveBaselineStrategy), 0, 0, 1, 1},
  {&__pyx_n_s_DTYPE, __pyx_k_DTYPE, sizeof(__pyx_k_DTYPE), 0, 0, 1, 1},
  {&__pyx_n_s_DTYPE_UINT32, __pyx_k_DTYPE_UINT32, sizeof(__pyx_k_DTYPE_UINT32), 0, 0, 1, 1},
  {&__pyx_n_s_Done, __pyx_k_Done, sizeof(__pyx_k_Done), 0, 0, 1, 1},
  {&__pyx_kp_s_Event_Count_d_Percent_Done_2f_Ra, __pyx_k_Event_Count_d_Percent_Done_2f_Ra, sizeof(__pyx_k_Event_Count_d_Percent_Done_2f_Ra), 0, 0, 1, 0},
  {&__pyx_n_s_Events, __pyx_k_Events, sizeof(__pyx_k_Events), 0, 0, 1, 1},
  {&__pyx_kp_u_Format_string_allocated_too_shor, __pyx_k_Format_string_allocated_too_shor, sizeof(__pyx_k_Format_string_allocated_too_shor), 0, 1, 0, 0},
  {&__pyx_kp_u_Format_string_allocated_too_shor_2, __pyx_k_Format_string_allocated_too_shor_2, sizeof(__pyx_k_Format_string_allocated_too_shor_2), 0, 1, 0, 0},
  {&__pyx_n_s_ImportError, __pyx_k_ImportError, sizeof(__pyx_k_ImportError), 0, 0, 1, 1},
  {&__pyx_kp_s_Incompatible_checksums_s_vs_0xe3, __pyx_k_Incompatible_checksums_s_vs_0xe3, sizeof(__pyx_k_Incompatible_checksums_s_vs_0xe3), 0, 0, 1, 0},
  {&__pyx_n_s_NoiseBasedThresholdStrategy, __pyx_k_NoiseBasedThresholdStrategy, sizeof(__pyx_k_NoiseBasedThresholdStrategy), 0, 0, 1, 1},
  {&__pyx_kp_u_Non_native_byte_order_not_suppor, __pyx_k_Non_native_byte_order_not_suppor, sizeof(__pyx_k_Non_native_byte_order_not_suppor), 0, 1, 0, 0},
  {&__pyx_kp_s_Not_enough_data_points_in_file, __pyx_k_Not_enough_data_points_in_file, sizeof(__pyx_k_Not_enough_data_points_in_file), 0, 0, 1, 0},
  {&__pyx_n_s_PickleError, __pyx_k_PickleError, sizeof(__pyx_k_PickleError), 0, 0, 1, 1},
  {&__pyx_n_s_RuntimeError, __pyx_k_RuntimeError, sizeof(__pyx_k_RuntimeError), 0, 0, 1, 1},
  {&__pyx_n_s_ValueError, __pyx_k_ValueError, sizeof(__pyx_k_ValueError), 0, 0, 1, 1},
  {&__pyx_kp_s_Y_m_d__H_M_S, __pyx_k_Y_m_d__H_M_S, sizeof(__pyx_k_Y_m_d__H_M_S), 0, 0, 1, 0},
  {&__pyx_kp_s__2, __pyx_k__2, sizeof(__pyx_k__2), 0, 0, 1, 0},
  {&__pyx_n_s__29, __pyx_k__29, sizeof(__pyx_k__29), 0, 0, 1, 1},
  {&__pyx_kp_s__4, __pyx_k__4, sizeof(__pyx_k__4), 0, 0, 1, 0},
  {&__pyx_n_s_append, __pyx_k_append, sizeof(__pyx_k_append), 0, 0, 1, 1},
  {&__pyx_n_s_append_event, __pyx_k_append_event, sizeof(__pyx_k_append_event), 0, 0, 1, 1},
  {&__pyx_n_s_attrs, __pyx_k_attrs, sizeof(__pyx_k_attrs), 0, 0, 1, 1},
  {&__pyx_n_s_baseline, __pyx_k_baseline, sizeof(__pyx_k_baseline), 0, 0, 1, 1},
  {&__pyx_n_s_baseline_strategy, __pyx_k_baseline_strategy, sizeof(__pyx_k_baseline_strategy), 0, 0, 1, 1},
  {&__pyx_n_s_ceil, __pyx_k_ceil, sizeof(__pyx_k_ceil), 0, 0, 1, 1},
  {&__pyx_n_s_cline_in_traceback, __pyx_k_cline_in_traceback, sizeof(__pyx_k_cline_in_traceback), 0, 0, 1, 1},
  {&__pyx_n_s_close, __pyx_k_close, sizeof(__pyx_k_close), 0, 0, 1, 1},
  {&__pyx_n_s_d, __pyx_k_d, sizeof(__pyx_k_d), 0, 0, 1, 1},
  {&__pyx_n_s_data, __pyx_k_data, sizeof(__pyx_k_data), 0, 0, 1, 1},
  {&__pyx_n_s_dataFilename, __pyx_k_dataFilename, sizeof(__pyx_k_dataFilename), 0, 0, 1, 1},
  {&__pyx_n_s_data_cache, __pyx_k_data_cache, sizeof(__pyx_k_data_cache), 0, 0, 1, 1},
  {&__pyx_n_s_database_filename, __pyx_k_database_filename, sizeof(__pyx_k_database_filename), 0, 0, 1, 1},
  {&__pyx_n_s_datetime, __pyx_k_datetime, sizeof(__pyx_k_datetime), 0, 0, 1, 1},
  {&__pyx_n_s_debug, __pyx_k_debug, sizeof(__pyx_k_debug), 0, 0, 1, 1},
  {&__pyx_n_s_detect_negative_events, __pyx_k_detect_negative_events, sizeof(__pyx_k_detect_negative_events), 0, 0, 1, 1},
  {&__pyx_n_s_detect_positive_events, __pyx_k_detect_positive_events, sizeof(__pyx_k_detect_positive_events), 0, 0, 1, 1},
  {&__pyx_n_s_dict, __pyx_k_dict, sizeof(__pyx_k_dict), 0, 0, 1, 1},
  {&__pyx_n_s_dtype, __pyx_k_dtype, sizeof(__pyx_k_dtype), 0, 0, 1, 1},
  {&__pyx_n_s_ed, __pyx_k_ed, sizeof(__pyx_k_ed), 0, 0, 1, 1},
  {&__pyx_n_s_end, __pyx_k_end, sizeof(__pyx_k_end), 0, 0, 1, 1},
  {&__pyx_n_s_enumerate, __pyx_k_enumerate, sizeof(__pyx_k_enumerate), 0, 0, 1, 1},
  {&__pyx_n_s_eventCount, __pyx_k_eventCount, sizeof(__pyx_k_eventCount), 0, 0, 1, 1},
  {&__pyx_n_s_eventTable, __pyx_k_eventTable, sizeof(__pyx_k_eventTable), 0, 0, 1, 1},
  {&__pyx_n_s_event_databases, __pyx_k_event_databases, sizeof(__pyx_k_event_databases), 0, 0, 1, 1},
  {&__pyx_kp_s_event_finder_pyx, __pyx_k_event_finder_pyx, sizeof(__pyx_k_event_finder_pyx), 0, 0, 1, 0},
  {&__pyx_n_s_events, __pyx_k_events, sizeof(__pyx_k_events), 0, 0, 1, 1},
  {&__pyx_n_s_file, __pyx_k_file, sizeof(__pyx_k_file), 0, 0, 1, 1},
  {&__pyx_n_s_filetypes_event_database, __pyx_k_filetypes_event_database, sizeof(__pyx_k_filetypes_event_database), 0, 0, 1, 1},
  {&__pyx_n_s_find_events, __pyx_k_find_events, sizeof(__pyx_k_find_events), 0, 0, 1, 1},
  {&__pyx_kp_u_find_events_line_577, __pyx_k_find_events_line_577, sizeof(__pyx_k_find_events_line_577), 0, 1, 0, 0},
  {&__pyx_n_s_finfo, __pyx_k_finfo, sizeof(__pyx_k_finfo), 0, 0, 1, 1},
  {&__pyx_n_s_float, __pyx_k_float, sizeof(__pyx_k_float), 0, 0, 1, 1},
  {&__pyx_n_s_flush, __pyx_k_flush, sizeof(__pyx_k_flush), 0, 0, 1, 1},
  {&__pyx_n_s_get_reader_from_filename, __pyx_k_get_reader_from_filename, sizeof(__pyx_k_get_reader_from_filename), 0, 0, 1, 1},
  {&__pyx_n_s_getstate, __pyx_k_getstate, sizeof(__pyx_k_getstate), 0, 0, 1, 1},
  {&__pyx_kp_s_h5, __pyx_k_h5, sizeof(__pyx_k_h5), 0, 0, 1, 0},
  {&__pyx_n_s_h5file, __pyx_k_h5file, sizeof(__pyx_k_h5file), 0, 0, 1, 1},
  {&__pyx_n_s_i, __pyx_k_i, sizeof(__pyx_k_i), 0, 0, 1, 1},
  {&__pyx_n_s_import, __pyx_k_import, sizeof(__pyx_k_import), 0, 0, 1, 1},
  {&__pyx_n_s_join, __pyx_k_join, sizeof(__pyx_k_join), 0, 0, 1, 1},
  {&__pyx_n_s_level_lengths, __pyx_k_level_lengths, sizeof(__pyx_k_level_lengths), 0, 0, 1, 1},
  {&__pyx_n_s_levels, __pyx_k_levels, sizeof(__pyx_k_levels), 0, 0, 1, 1},
  {&__pyx_n_s_main, __pyx_k_main, sizeof(__pyx_k_main), 0, 0, 1, 1},
  {&__pyx_n_s_max, __pyx_k_max, sizeof(__pyx_k_max), 0, 0, 1, 1},
  {&__pyx_n_s_maxEventLength, __pyx_k_maxEventLength, sizeof(__pyx_k_maxEventLength), 0, 0, 1, 1},
  {&__pyx_n_s_max_event_length, __pyx_k_max_event_length, sizeof(__pyx_k_max_event_length), 0, 0, 1, 1},
  {&__pyx_n_s_min, __pyx_k_min, sizeof(__pyx_k_min), 0, 0, 1, 1},
  {&__pyx_n_s_min_event_length, __pyx_k_min_event_length, sizeof(__pyx_k_min_event_length), 0, 0, 1, 1},
  {&__pyx_n_s_mode, __pyx_k_mode, sizeof(__pyx_k_mode), 0, 0, 1, 1},
  {&__pyx_n_s_n, __pyx_k_n, sizeof(__pyx_k_n), 0, 0, 1, 1},
  {&__pyx_n_s_n_channels, __pyx_k_n_channels, sizeof(__pyx_k_n_channels), 0, 0, 1, 1},
  {&__pyx_n_s_n_points, __pyx_k_n_points, sizeof(__pyx_k_n_points), 0, 0, 1, 1},
  {&__pyx_n_s_name, __pyx_k_name, sizeof(__pyx_k_name), 0, 0, 1, 1},
  {&__pyx_kp_u_ndarray_is_not_C_contiguous, __pyx_k_ndarray_is_not_C_contiguous, sizeof(__pyx_k_ndarray_is_not_C_contiguous), 0, 1, 0, 0},
  {&__pyx_kp_u_ndarray_is_not_Fortran_contiguou, __pyx_k_ndarray_is_not_Fortran_contiguou, sizeof(__pyx_k_ndarray_is_not_Fortran_contiguou), 0, 1, 0, 0},
  {&__pyx_n_s_new, __pyx_k_new, sizeof(__pyx_k_new), 0, 0, 1, 1},
  {&__pyx_n_s_now, __pyx_k_now, sizeof(__pyx_k_now), 0, 0, 1, 1},
  {&__pyx_n_s_np, __pyx_k_np, sizeof(__pyx_k_np), 0, 0, 1, 1},
  {&__pyx_n_s_numpy, __pyx_k_numpy, sizeof(__pyx_k_numpy), 0, 0, 1, 1},
  {&__pyx_kp_s_numpy_core_multiarray_failed_to, __pyx_k_numpy_core_multiarray_failed_to, sizeof(__pyx_k_numpy_core_multiarray_failed_to), 0, 0, 1, 0},
  {&__pyx_kp_s_numpy_core_umath_failed_to_impor, __pyx_k_numpy_core_umath_failed_to_impor, sizeof(__pyx_k_numpy_core_umath_failed_to_impor), 0, 0, 1, 0},
  {&__pyx_n_s_open_file, __pyx_k_open_file, sizeof(__pyx_k_open_file), 0, 0, 1, 1},
  {&__pyx_n_s_os, __pyx_k_os, sizeof(__pyx_k_os), 0, 0, 1, 1},
  {&__pyx_kp_u_param_data_List_of_data_to_sear, __pyx_k_param_data_List_of_data_to_sear, sizeof(__pyx_k_param_data_List_of_data_to_sear), 0, 1, 0, 0},
  {&__pyx_n_s_parameters, __pyx_k_parameters, sizeof(__pyx_k_parameters), 0, 0, 1, 1},
  {&__pyx_n_s_pickle, __pyx_k_pickle, sizeof(__pyx_k_pickle), 0, 0, 1, 1},
  {&__pyx_n_s_pipe, __pyx_k_pipe, sizeof(__pyx_k_pipe), 0, 0, 1, 1},
  {&__pyx_n_s_pop, __pyx_k_pop, sizeof(__pyx_k_pop), 0, 0, 1, 1},
  {&__pyx_n_s_print, __pyx_k_print, sizeof(__pyx_k_print), 0, 0, 1, 1},
  {&__pyx_n_s_pypore_event_finder, __pyx_k_pypore_event_finder, sizeof(__pyx_k_pypore_event_finder), 0, 0, 1, 1},
  {&__pyx_n_s_pypore_i_o, __pyx_k_pypore_i_o, sizeof(__pyx_k_pypore_i_o), 0, 0, 1, 1},
  {&__pyx_n_s_pypore_strategies_adaptive_basel, __pyx_k_pypore_strategies_adaptive_basel, sizeof(__pyx_k_pypore_strategies_adaptive_basel), 0, 0, 1, 1},
  {&__pyx_n_s_pypore_strategies_noise_based_th, __pyx_k_pypore_strategies_noise_based_th, sizeof(__pyx_k_pypore_strategies_noise_based_th), 0, 0, 1, 1},
  {&__pyx_n_s_pyx_PickleError, __pyx_k_pyx_PickleError, sizeof(__pyx_k_pyx_PickleError), 0, 0, 1, 1},
  {&__pyx_n_s_pyx_checksum, __pyx_k_pyx_checksum, sizeof(__pyx_k_pyx_checksum), 0, 0, 1, 1},
  {&__pyx_n_s_pyx_result, __pyx_k_pyx_result, sizeof(__pyx_k_pyx_result), 0, 0, 1, 1},
  {&__pyx_n_s_pyx_state, __pyx_k_pyx_state, sizeof(__pyx_k_pyx_state), 0, 0, 1, 1},
  {&__pyx_n_s_pyx_type, __pyx_k_pyx_type, sizeof(__pyx_k_pyx_type), 0, 0, 1, 1},
  {&__pyx_n_s_pyx_unpickle_Parameters, __pyx_k_pyx_unpickle_Parameters, sizeof(__pyx_k_pyx_unpickle_Parameters), 0, 0, 1, 1},
  {&__pyx_n_s_pyx_vtable, __pyx_k_pyx_vtable, sizeof(__pyx_k_pyx_vtable), 0, 0, 1, 1},
  {&__pyx_n_s_range, __pyx_k_range, sizeof(__pyx_k_range), 0, 0, 1, 1},
  {&__pyx_n_s_raw_data, __pyx_k_raw_data, sizeof(__pyx_k_raw_data), 0, 0, 1, 1},
  {&__pyx_n_s_reader, __pyx_k_reader, sizeof(__pyx_k_reader), 0, 0, 1, 1},
  {&__pyx_n_s_reduce, __pyx_k_reduce, sizeof(__pyx_k_reduce), 0, 0, 1, 1},
  {&__pyx_n_s_reduce_cython, __pyx_k_reduce_cython, sizeof(__pyx_k_reduce_cython), 0, 0, 1, 1},
  {&__pyx_n_s_reduce_ex, __pyx_k_reduce_ex, sizeof(__pyx_k_reduce_ex), 0, 0, 1, 1},
  {&__pyx_n_s_remove, __pyx_k_remove, sizeof(__pyx_k_remove), 0, 0, 1, 1},
  {&__pyx_n_s_root, __pyx_k_root, sizeof(__pyx_k_root), 0, 0, 1, 1},
  {&__pyx_n_s_sample_rate, __pyx_k_sample_rate, sizeof(__pyx_k_sample_rate), 0, 0, 1, 1},
  {&__pyx_n_s_save_file_name, __pyx_k_save_file_name, sizeof(__pyx_k_save_file_name), 0, 0, 1, 1},
  {&__pyx_n_s_save_file_names, __pyx_k_save_file_names, sizeof(__pyx_k_save_file_names), 0, 0, 1, 1},
  {&__pyx_n_s_seconds, __pyx_k_seconds, sizeof(__pyx_k_seconds), 0, 0, 1, 1},
  {&__pyx_n_s_send, __pyx_k_send, sizeof(__pyx_k_send), 0, 0, 1, 1},
  {&__pyx_n_s_setstate, __pyx_k_setstate, sizeof(__pyx_k_setstate), 0, 0, 1, 1},
  {&__pyx_n_s_setstate_cython, __pyx_k_setstate_cython, sizeof(__pyx_k_setstate_cython), 0, 0, 1, 1},
  {&__pyx_n_s_should_close, __pyx_k_should_close, sizeof(__pyx_k_should_close), 0, 0, 1, 1},
  {&__pyx_n_s_size, __pyx_k_size, sizeof(__pyx_k_size), 0, 0, 1, 1},
  {&__pyx_n_s_status_text, __pyx_k_status_text, sizeof(__pyx_k_status_text), 0, 0, 1, 1},
  {&__pyx_n_s_stdout, __pyx_k_stdout, sizeof(__pyx_k_stdout), 0, 0, 1, 1},
  {&__pyx_n_s_strftime, __pyx_k_strftime, sizeof(__pyx_k_strftime), 0, 0, 1, 1},
  {&__pyx_kp_s_stringsource, __pyx_k_stringsource, sizeof(__pyx_k_stringsource), 0, 0, 1, 0},
  {&__pyx_n_s_sys, __pyx_k_sys, sizeof(__pyx_k_sys), 0, 0, 1, 1},
  {&__pyx_n_s_test, __pyx_k_test, sizeof(__pyx_k_test), 0, 0, 1, 1},
  {&__pyx_n_s_threshold_negative, __pyx_k_threshold_negative, sizeof(__pyx_k_threshold_negative), 0, 0, 1, 1},
  {&__pyx_n_s_threshold_positive, __pyx_k_threshold_positive, sizeof(__pyx_k_threshold_positive), 0, 0, 1, 1},
  {&__pyx_n_s_threshold_strategy, __pyx_k_threshold_strategy, sizeof(__pyx_k_threshold_strategy), 0, 0, 1, 1},
  {&__pyx_n_s_time, __pyx_k_time, sizeof(__pyx_k_time), 0, 0, 1, 1},
  {&__pyx_n_s_timedelta, __pyx_k_timedelta, sizeof(__pyx_k_timedelta), 0, 0, 1, 1},
  {&__pyx_n_s_uint32, __pyx_k_uint32, sizeof(__pyx_k_uint32), 0, 0, 1, 1},
  {&__pyx_kp_u_unknown_dtype_code_in_numpy_pxd, __pyx_k_unknown_dtype_code_in_numpy_pxd, sizeof(__pyx_k_unknown_dtype_code_in_numpy_pxd), 0, 1, 0, 0},
  {&__pyx_n_s_update, __pyx_k_update, sizeof(__pyx_k_update), 0, 0, 1, 1},
  {&__pyx_n_s_w, __pyx_k_w, sizeof(__pyx_k_w), 0, 0, 1, 1},
  {&__pyx_n_s_write, __pyx_k_write, sizeof(__pyx_k_write), 0, 0, 1, 1},
  {&__pyx_n_s_xrange, __pyx_k_xrange, sizeof(__pyx_k_xrange), 0, 0, 1, 1},
  {&__pyx_n_s_zeros, __pyx_k_zeros, sizeof(__pyx_k_zeros), 0, 0, 1, 1},
  {0, 0, 0, 0, 0, 0, 0}
};
static int __Pyx_InitCachedBuiltins(void) {
  #if PY_MAJOR_VERSION >= 3
  __pyx_builtin_xrange = __Pyx_GetBuiltinName(__pyx_n_s_range); if (!__pyx_builtin_xrange) __PYX_ERR(0, 63, __pyx_L1_error)
  #else
  __pyx_builtin_xrange = __Pyx_GetBuiltinName(__pyx_n_s_xrange); if (!__pyx_builtin_xrange) __PYX_ERR(0, 63, __pyx_L1_error)
  #endif
  __pyx_builtin_enumerate = __Pyx_GetBuiltinName(__pyx_n_s_enumerate); if (!__pyx_builtin_enumerate) __PYX_ERR(0, 608, __pyx_L1_error)
  __pyx_builtin_ValueError = __Pyx_GetBuiltinName(__pyx_n_s_ValueError); if (!__pyx_builtin_ValueError) __PYX_ERR(2, 229, __pyx_L1_error)
  __pyx_builtin_range = __Pyx_GetBuiltinName(__pyx_n_s_range); if (!__pyx_builtin_range) __PYX_ERR(2, 242, __pyx_L1_error)
  __pyx_builtin_RuntimeError = __Pyx_GetBuiltinName(__pyx_n_s_RuntimeError); if (!__pyx_builtin_RuntimeError) __PYX_ERR(2, 810, __pyx_L1_error)
  __pyx_builtin_ImportError = __Pyx_GetBuiltinName(__pyx_n_s_ImportError); if (!__pyx_builtin_ImportError) __PYX_ERR(2, 1000, __pyx_L1_error)
  return 0;
  __pyx_L1_error:;
  return -1;
}

static int __Pyx_InitCachedConstants(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_InitCachedConstants", 0);

  /* "pypore/event_finder.pyx":133
 *             save_file_name.pop()
 *         # Get a string with the current year/month/day/hour/minute to label the file
 *         day_time = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")             # <<<<<<<<<<<<<<
 *         save_file_name.append('_Events_' + day_time + '.h5')
 *         save_file_name = "".join(save_file_name)
 */
  __pyx_tuple_ = PyTuple_Pack(1, __pyx_kp_s_Y_m_d__H_M_S); if (unlikely(!__pyx_tuple_)) __PYX_ERR(0, 133, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple_);
  __Pyx_GIVEREF(__pyx_tuple_);

  /* "pypore/event_finder.pyx":204
 *         unsigned long min_index_p = 0
 *         unsigned long min_index_n = 0
 *         double float_inf = np.finfo('d').max             # <<<<<<<<<<<<<<
 *         double min_Sp = float_inf
 *         double min_Sn = float_inf
 */
  __pyx_tuple__3 = PyTuple_Pack(1, __pyx_n_s_d); if (unlikely(!__pyx_tuple__3)) __PYX_ERR(0, 204, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__3);
  __Pyx_GIVEREF(__pyx_tuple__3);

  /* "pypore/event_finder.pyx":504
 * 
 *         if debug:
 *             h5file.root.debug.data[0,:] = debug_data_matrix[:]             # <<<<<<<<<<<<<<
 *             h5file.root.debug.baseline[0,:] = debug_baseline_matrix[:]
 *             h5file.root.debug.threshold_positive[0,:] = debug_threshold_pos_matrix[:]
 */
  __pyx_slice__5 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__5)) __PYX_ERR(0, 504, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__5);
  __Pyx_GIVEREF(__pyx_slice__5);
  __pyx_slice__6 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__6)) __PYX_ERR(0, 504, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__6);
  __Pyx_GIVEREF(__pyx_slice__6);
  __pyx_tuple__7 = PyTuple_Pack(2, __pyx_int_0, __pyx_slice__6); if (unlikely(!__pyx_tuple__7)) __PYX_ERR(0, 504, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__7);
  __Pyx_GIVEREF(__pyx_tuple__7);

  /* "pypore/event_finder.pyx":505
 *         if debug:
 *             h5file.root.debug.data[0,:] = debug_data_matrix[:]
 *             h5file.root.debug.baseline[0,:] = debug_baseline_matrix[:]             # <<<<<<<<<<<<<<
 *             h5file.root.debug.threshold_positive[0,:] = debug_threshold_pos_matrix[:]
 *             h5file.root.debug.threshold_negative[0,:] = debug_threshold_neg_matrix[:]
 */
  __pyx_slice__8 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__8)) __PYX_ERR(0, 505, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__8);
  __Pyx_GIVEREF(__pyx_slice__8);
  __pyx_slice__9 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__9)) __PYX_ERR(0, 505, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__9);
  __Pyx_GIVEREF(__pyx_slice__9);
  __pyx_tuple__10 = PyTuple_Pack(2, __pyx_int_0, __pyx_slice__9); if (unlikely(!__pyx_tuple__10)) __PYX_ERR(0, 505, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__10);
  __Pyx_GIVEREF(__pyx_tuple__10);

  /* "pypore/event_finder.pyx":506
 *             h5file.root.debug.data[0,:] = debug_data_matrix[:]
 *             h5file.root.debug.baseline[0,:] = debug_baseline_matrix[:]
 *             h5file.root.debug.threshold_positive[0,:] = debug_threshold_pos_matrix[:]             # <<<<<<<<<<<<<<
 *             h5file.root.debug.threshold_negative[0,:] = debug_threshold_neg_matrix[:]
 * 
 */
  __pyx_slice__11 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__11)) __PYX_ERR(0, 506, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__11);
  __Pyx_GIVEREF(__pyx_slice__11);
  __pyx_slice__12 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__12)) __PYX_ERR(0, 506, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__12);
  __Pyx_GIVEREF(__pyx_slice__12);
  __pyx_tuple__13 = PyTuple_Pack(2, __pyx_int_0, __pyx_slice__12); if (unlikely(!__pyx_tuple__13)) __PYX_ERR(0, 506, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__13);
  __Pyx_GIVEREF(__pyx_tuple__13);

  /* "pypore/event_finder.pyx":507
 *             h5file.root.debug.baseline[0,:] = debug_baseline_matrix[:]
 *             h5file.root.debug.threshold_positive[0,:] = debug_threshold_pos_matrix[:]
 *             h5file.root.debug.threshold_negative[0,:] = debug_threshold_neg_matrix[:]             # <<<<<<<<<<<<<<
 * 
 *         h5file.flush()
 */
  __pyx_slice__14 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__14)) __PYX_ERR(0, 507, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__14);
  __Pyx_GIVEREF(__pyx_slice__14);
  __pyx_slice__15 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__15)) __PYX_ERR(0, 507, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__15);
  __Pyx_GIVEREF(__pyx_slice__15);
  __pyx_tuple__16 = PyTuple_Pack(2, __pyx_int_0, __pyx_slice__15); if (unlikely(!__pyx_tuple__16)) __PYX_ERR(0, 507, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__16);
  __Pyx_GIVEREF(__pyx_tuple__16);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":229
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")             # <<<<<<<<<<<<<<
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 */
  __pyx_tuple__20 = PyTuple_Pack(1, __pyx_kp_u_ndarray_is_not_C_contiguous); if (unlikely(!__pyx_tuple__20)) __PYX_ERR(2, 229, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__20);
  __Pyx_GIVEREF(__pyx_tuple__20);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":233
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")             # <<<<<<<<<<<<<<
 * 
 *             info.buf = PyArray_DATA(self)
 */
  __pyx_tuple__21 = PyTuple_Pack(1, __pyx_kp_u_ndarray_is_not_Fortran_contiguou); if (unlikely(!__pyx_tuple__21)) __PYX_ERR(2, 233, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__21);
  __Pyx_GIVEREF(__pyx_tuple__21);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":263
 *                 if ((descr.byteorder == c'>' and little_endian) or
 *                     (descr.byteorder == c'<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")             # <<<<<<<<<<<<<<
 *                 if   t == NPY_BYTE:        f = "b"
 *                 elif t == NPY_UBYTE:       f = "B"
 */
  __pyx_tuple__22 = PyTuple_Pack(1, __pyx_kp_u_Non_native_byte_order_not_suppor); if (unlikely(!__pyx_tuple__22)) __PYX_ERR(2, 263, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__22);
  __Pyx_GIVEREF(__pyx_tuple__22);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":810
 * 
 *         if (end - f) - <int>(new_offset - offset[0]) < 15:
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")             # <<<<<<<<<<<<<<
 * 
 *         if ((child.byteorder == c'>' and little_endian) or
 */
  __pyx_tuple__23 = PyTuple_Pack(1, __pyx_kp_u_Format_string_allocated_too_shor); if (unlikely(!__pyx_tuple__23)) __PYX_ERR(2, 810, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__23);
  __Pyx_GIVEREF(__pyx_tuple__23);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":814
 *         if ((child.byteorder == c'>' and little_endian) or
 *             (child.byteorder == c'<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")             # <<<<<<<<<<<<<<
 *             # One could encode it in the format string and have Cython
 *             # complain instead, BUT: < and > in format strings also imply
 */
  __pyx_tuple__24 = PyTuple_Pack(1, __pyx_kp_u_Non_native_byte_order_not_suppor); if (unlikely(!__pyx_tuple__24)) __PYX_ERR(2, 814, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__24);
  __Pyx_GIVEREF(__pyx_tuple__24);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":834
 *             t = child.type_num
 *             if end - f < 5:
 *                 raise RuntimeError(u"Format string allocated too short.")             # <<<<<<<<<<<<<<
 * 
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 */
  __pyx_tuple__25 = PyTuple_Pack(1, __pyx_kp_u_Format_string_allocated_too_shor_2); if (unlikely(!__pyx_tuple__25)) __PYX_ERR(2, 834, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__25);
  __Pyx_GIVEREF(__pyx_tuple__25);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1000
 *         _import_array()
 *     except Exception:
 *         raise ImportError("numpy.core.multiarray failed to import")             # <<<<<<<<<<<<<<
 * 
 * cdef inline int import_umath() except -1:
 */
  __pyx_tuple__26 = PyTuple_Pack(1, __pyx_kp_s_numpy_core_multiarray_failed_to); if (unlikely(!__pyx_tuple__26)) __PYX_ERR(2, 1000, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__26);
  __Pyx_GIVEREF(__pyx_tuple__26);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1006
 *         _import_umath()
 *     except Exception:
 *         raise ImportError("numpy.core.umath failed to import")             # <<<<<<<<<<<<<<
 * 
 * cdef inline int import_ufunc() except -1:
 */
  __pyx_tuple__27 = PyTuple_Pack(1, __pyx_kp_s_numpy_core_umath_failed_to_impor); if (unlikely(!__pyx_tuple__27)) __PYX_ERR(2, 1006, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__27);
  __Pyx_GIVEREF(__pyx_tuple__27);

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1012
 *         _import_umath()
 *     except Exception:
 *         raise ImportError("numpy.core.umath failed to import")             # <<<<<<<<<<<<<<
 */
  __pyx_tuple__28 = PyTuple_Pack(1, __pyx_kp_s_numpy_core_umath_failed_to_impor); if (unlikely(!__pyx_tuple__28)) __PYX_ERR(2, 1012, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__28);
  __Pyx_GIVEREF(__pyx_tuple__28);

  /* "pypore/event_finder.pyx":577
 *         self.threshold_strategy = threshold_strategy
 * 
 * def find_events(data, parameters=Parameters(), h5file=None, save_file_names=None, pipe=None, debug=False):             # <<<<<<<<<<<<<<
 *     """
 * 
 */
  __pyx_tuple__30 = PyTuple_Pack(12, __pyx_n_s_data, __pyx_n_s_parameters, __pyx_n_s_h5file, __pyx_n_s_save_file_names, __pyx_n_s_pipe, __pyx_n_s_debug, __pyx_n_s_event_databases, __pyx_n_s_save_file_name, __pyx_n_s_reader, __pyx_n_s_i, __pyx_n_s_should_close, __pyx_n_s_database_filename); if (unlikely(!__pyx_tuple__30)) __PYX_ERR(0, 577, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__30);
  __Pyx_GIVEREF(__pyx_tuple__30);
  __pyx_codeobj__31 = (PyObject*)__Pyx_PyCode_New(6, 0, 12, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__30, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_event_finder_pyx, __pyx_n_s_find_events, 577, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__31)) __PYX_ERR(0, 577, __pyx_L1_error)

  /* "(tree fragment)":1
 * def __pyx_unpickle_Parameters(__pyx_type, long __pyx_checksum, __pyx_state):             # <<<<<<<<<<<<<<
 *     if __pyx_checksum != 0xe3a5308:
 *         from pickle import PickleError as __pyx_PickleError
 */
  __pyx_tuple__32 = PyTuple_Pack(5, __pyx_n_s_pyx_type, __pyx_n_s_pyx_checksum, __pyx_n_s_pyx_state, __pyx_n_s_pyx_PickleError, __pyx_n_s_pyx_result); if (unlikely(!__pyx_tuple__32)) __PYX_ERR(1, 1, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__32);
  __Pyx_GIVEREF(__pyx_tuple__32);
  __pyx_codeobj__33 = (PyObject*)__Pyx_PyCode_New(3, 0, 5, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__32, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_stringsource, __pyx_n_s_pyx_unpickle_Parameters, 1, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__33)) __PYX_ERR(1, 1, __pyx_L1_error)
  __Pyx_RefNannyFinishContext();
  return 0;
  __pyx_L1_error:;
  __Pyx_RefNannyFinishContext();
  return -1;
}

static int __Pyx_InitGlobals(void) {
  __pyx_umethod_PyList_Type_pop.type = (PyObject*)&PyList_Type;
  if (__Pyx_InitStrings(__pyx_string_tab) < 0) __PYX_ERR(0, 1, __pyx_L1_error);
  __pyx_float_10_ = PyFloat_FromDouble(10.); if (unlikely(!__pyx_float_10_)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_float_1_e4 = PyFloat_FromDouble(1.e4); if (unlikely(!__pyx_float_1_e4)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_int_0 = PyInt_FromLong(0); if (unlikely(!__pyx_int_0)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_int_1 = PyInt_FromLong(1); if (unlikely(!__pyx_int_1)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_int_238703368 = PyInt_FromLong(238703368L); if (unlikely(!__pyx_int_238703368)) __PYX_ERR(0, 1, __pyx_L1_error)
  return 0;
  __pyx_L1_error:;
  return -1;
}

static int __Pyx_modinit_global_init_code(void); /*proto*/
static int __Pyx_modinit_variable_export_code(void); /*proto*/
static int __Pyx_modinit_function_export_code(void); /*proto*/
static int __Pyx_modinit_type_init_code(void); /*proto*/
static int __Pyx_modinit_type_import_code(void); /*proto*/
static int __Pyx_modinit_variable_import_code(void); /*proto*/
static int __Pyx_modinit_function_import_code(void); /*proto*/

static int __Pyx_modinit_global_init_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_global_init_code", 0);
  /*--- Global init code ---*/
  __Pyx_RefNannyFinishContext();
  return 0;
}

static int __Pyx_modinit_variable_export_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_variable_export_code", 0);
  /*--- Variable export code ---*/
  __Pyx_RefNannyFinishContext();
  return 0;
}

static int __Pyx_modinit_function_export_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_function_export_code", 0);
  /*--- Function export code ---*/
  __Pyx_RefNannyFinishContext();
  return 0;
}

static int __Pyx_modinit_type_init_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_type_init_code", 0);
  /*--- Type init code ---*/
  if (PyType_Ready(&__pyx_type_6pypore_12event_finder_Parameters) < 0) __PYX_ERR(0, 520, __pyx_L1_error)
  __pyx_type_6pypore_12event_finder_Parameters.tp_print = 0;
  if ((CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP) && likely(!__pyx_type_6pypore_12event_finder_Parameters.tp_dictoffset && __pyx_type_6pypore_12event_finder_Parameters.tp_getattro == PyObject_GenericGetAttr)) {
    __pyx_type_6pypore_12event_finder_Parameters.tp_getattro = __Pyx_PyObject_GenericGetAttr;
  }
  #if CYTHON_COMPILING_IN_CPYTHON
  {
    PyObject *wrapper = PyObject_GetAttrString((PyObject *)&__pyx_type_6pypore_12event_finder_Parameters, "__init__"); if (unlikely(!wrapper)) __PYX_ERR(0, 520, __pyx_L1_error)
    if (Py_TYPE(wrapper) == &PyWrapperDescr_Type) {
      __pyx_wrapperbase_6pypore_12event_finder_10Parameters___init__ = *((PyWrapperDescrObject *)wrapper)->d_base;
      __pyx_wrapperbase_6pypore_12event_finder_10Parameters___init__.doc = __pyx_doc_6pypore_12event_finder_10Parameters___init__;
      ((PyWrapperDescrObject *)wrapper)->d_base = &__pyx_wrapperbase_6pypore_12event_finder_10Parameters___init__;
    }
  }
  #endif
  if (PyObject_SetAttrString(__pyx_m, "Parameters", (PyObject *)&__pyx_type_6pypore_12event_finder_Parameters) < 0) __PYX_ERR(0, 520, __pyx_L1_error)
  if (__Pyx_setup_reduce((PyObject*)&__pyx_type_6pypore_12event_finder_Parameters) < 0) __PYX_ERR(0, 520, __pyx_L1_error)
  __pyx_ptype_6pypore_12event_finder_Parameters = &__pyx_type_6pypore_12event_finder_Parameters;
  __Pyx_RefNannyFinishContext();
  return 0;
  __pyx_L1_error:;
  __Pyx_RefNannyFinishContext();
  return -1;
}

static int __Pyx_modinit_type_import_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_type_import_code", 0);
  /*--- Type import code ---*/
  __pyx_ptype_7cpython_4type_type = __Pyx_ImportType(__Pyx_BUILTIN_MODULE_NAME, "type", 
  #if CYTHON_COMPILING_IN_PYPY
  sizeof(PyTypeObject),
  #else
  sizeof(PyHeapTypeObject),
  #endif
  0); if (unlikely(!__pyx_ptype_7cpython_4type_type)) __PYX_ERR(3, 9, __pyx_L1_error)
  __pyx_ptype_7cpython_4bool_bool = __Pyx_ImportType(__Pyx_BUILTIN_MODULE_NAME, "bool", sizeof(PyBoolObject), 0); if (unlikely(!__pyx_ptype_7cpython_4bool_bool)) __PYX_ERR(4, 8, __pyx_L1_error)
  __pyx_ptype_7cpython_7complex_complex = __Pyx_ImportType(__Pyx_BUILTIN_MODULE_NAME, "complex", sizeof(PyComplexObject), 0); if (unlikely(!__pyx_ptype_7cpython_7complex_complex)) __PYX_ERR(5, 15, __pyx_L1_error)
  __pyx_ptype_5numpy_dtype = __Pyx_ImportType("numpy", "dtype", sizeof(PyArray_Descr), 0); if (unlikely(!__pyx_ptype_5numpy_dtype)) __PYX_ERR(2, 164, __pyx_L1_error)
  __pyx_ptype_5numpy_flatiter = __Pyx_ImportType("numpy", "flatiter", sizeof(PyArrayIterObject), 0); if (unlikely(!__pyx_ptype_5numpy_flatiter)) __PYX_ERR(2, 186, __pyx_L1_error)
  __pyx_ptype_5numpy_broadcast = __Pyx_ImportType("numpy", "broadcast", sizeof(PyArrayMultiIterObject), 0); if (unlikely(!__pyx_ptype_5numpy_broadcast)) __PYX_ERR(2, 190, __pyx_L1_error)
  __pyx_ptype_5numpy_ndarray = __Pyx_ImportType("numpy", "ndarray", sizeof(PyArrayObject), 0); if (unlikely(!__pyx_ptype_5numpy_ndarray)) __PYX_ERR(2, 199, __pyx_L1_error)
  __pyx_ptype_5numpy_ufunc = __Pyx_ImportType("numpy", "ufunc", sizeof(PyUFuncObject), 0); if (unlikely(!__pyx_ptype_5numpy_ufunc)) __PYX_ERR(2, 872, __pyx_L1_error)
  __pyx_ptype_6pypore_3i_o_15abstract_reader_AbstractReader = __Pyx_ImportType("pypore.i_o.abstract_reader", "AbstractReader", sizeof(struct __pyx_obj_6pypore_3i_o_15abstract_reader_AbstractReader), 1); if (unlikely(!__pyx_ptype_6pypore_3i_o_15abstract_reader_AbstractReader)) __PYX_ERR(6, 3, __pyx_L1_error)
  __pyx_vtabptr_6pypore_3i_o_15abstract_reader_AbstractReader = (struct __pyx_vtabstruct_6pypore_3i_o_15abstract_reader_AbstractReader*)__Pyx_GetVtable(__pyx_ptype_6pypore_3i_o_15abstract_reader_AbstractReader->tp_dict); if (unlikely(!__pyx_vtabptr_6pypore_3i_o_15abstract_reader_AbstractReader)) __PYX_ERR(6, 3, __pyx_L1_error)
  __pyx_ptype_6pypore_10strategies_17baseline_strategy_BaselineStrategy = __Pyx_ImportType("pypore.strategies.baseline_strategy", "BaselineStrategy", sizeof(struct __pyx_obj_6pypore_10strategies_17baseline_strategy_BaselineStrategy), 1); if (unlikely(!__pyx_ptype_6pypore_10strategies_17baseline_strategy_BaselineStrategy)) __PYX_ERR(7, 8, __pyx_L1_error)
  __pyx_vtabptr_6pypore_10strategies_17baseline_strategy_BaselineStrategy = (struct __pyx_vtabstruct_6pypore_10strategies_17baseline_strategy_BaselineStrategy*)__Pyx_GetVtable(__pyx_ptype_6pypore_10strategies_17baseline_strategy_BaselineStrategy->tp_dict); if (unlikely(!__pyx_vtabptr_6pypore_10strategies_17baseline_strategy_BaselineStrategy)) __PYX_ERR(7, 8, __pyx_L1_error)
  __pyx_ptype_6pypore_10strategies_18threshold_strategy_ThresholdStrategy = __Pyx_ImportType("pypore.strategies.threshold_strategy", "ThresholdStrategy", sizeof(struct __pyx_obj_6pypore_10strategies_18threshold_strategy_ThresholdStrategy), 1); if (unlikely(!__pyx_ptype_6pypore_10strategies_18threshold_strategy_ThresholdStrategy)) __PYX_ERR(8, 2, __pyx_L1_error)
  __pyx_vtabptr_6pypore_10strategies_18threshold_strategy_ThresholdStrategy = (struct __pyx_vtabstruct_6pypore_10strategies_18threshold_strategy_ThresholdStrategy*)__Pyx_GetVtable(__pyx_ptype_6pypore_10strategies_18threshold_strategy_ThresholdStrategy->tp_dict); if (unlikely(!__pyx_vtabptr_6pypore_10strategies_18threshold_strategy_ThresholdStrategy)) __PYX_ERR(8, 2, __pyx_L1_error)
  __Pyx_RefNannyFinishContext();
  return 0;
  __pyx_L1_error:;
  __Pyx_RefNannyFinishContext();
  return -1;
}

static int __Pyx_modinit_variable_import_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_variable_import_code", 0);
  /*--- Variable import code ---*/
  __Pyx_RefNannyFinishContext();
  return 0;
}

static int __Pyx_modinit_function_import_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_function_import_code", 0);
  /*--- Function import code ---*/
  __Pyx_RefNannyFinishContext();
  return 0;
}


#if PY_MAJOR_VERSION < 3
#ifdef CYTHON_NO_PYINIT_EXPORT
#define __Pyx_PyMODINIT_FUNC void
#else
#define __Pyx_PyMODINIT_FUNC PyMODINIT_FUNC
#endif
#else
#ifdef CYTHON_NO_PYINIT_EXPORT
#define __Pyx_PyMODINIT_FUNC PyObject *
#else
#define __Pyx_PyMODINIT_FUNC PyMODINIT_FUNC
#endif
#endif
#ifndef CYTHON_SMALL_CODE
#if defined(__clang__)
    #define CYTHON_SMALL_CODE
#elif defined(__GNUC__)
    #define CYTHON_SMALL_CODE __attribute__((optimize("Os")))
#else
    #define CYTHON_SMALL_CODE
#endif
#endif


#if PY_MAJOR_VERSION < 3
__Pyx_PyMODINIT_FUNC initevent_finder(void) CYTHON_SMALL_CODE; /*proto*/
__Pyx_PyMODINIT_FUNC initevent_finder(void)
#else
__Pyx_PyMODINIT_FUNC PyInit_event_finder(void) CYTHON_SMALL_CODE; /*proto*/
__Pyx_PyMODINIT_FUNC PyInit_event_finder(void)
#if CYTHON_PEP489_MULTI_PHASE_INIT
{
  return PyModuleDef_Init(&__pyx_moduledef);
}
static int __Pyx_copy_spec_to_module(PyObject *spec, PyObject *moddict, const char* from_name, const char* to_name) {
    PyObject *value = PyObject_GetAttrString(spec, from_name);
    int result = 0;
    if (likely(value)) {
        result = PyDict_SetItemString(moddict, to_name, value);
        Py_DECREF(value);
    } else if (PyErr_ExceptionMatches(PyExc_AttributeError)) {
        PyErr_Clear();
    } else {
        result = -1;
    }
    return result;
}
static PyObject* __pyx_pymod_create(PyObject *spec, CYTHON_UNUSED PyModuleDef *def) {
    PyObject *module = NULL, *moddict, *modname;
    if (__pyx_m)
        return __Pyx_NewRef(__pyx_m);
    modname = PyObject_GetAttrString(spec, "name");
    if (unlikely(!modname)) goto bad;
    module = PyModule_NewObject(modname);
    Py_DECREF(modname);
    if (unlikely(!module)) goto bad;
    moddict = PyModule_GetDict(module);
    if (unlikely(!moddict)) goto bad;
    if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "loader", "__loader__") < 0)) goto bad;
    if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "origin", "__file__") < 0)) goto bad;
    if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "parent", "__package__") < 0)) goto bad;
    if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "submodule_search_locations", "__path__") < 0)) goto bad;
    return module;
bad:
    Py_XDECREF(module);
    return NULL;
}


static int __pyx_pymod_exec_event_finder(PyObject *__pyx_pyinit_module)
#endif
#endif
{
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannyDeclarations
  #if CYTHON_PEP489_MULTI_PHASE_INIT
  if (__pyx_m && __pyx_m == __pyx_pyinit_module) return 0;
  #elif PY_MAJOR_VERSION >= 3
  if (__pyx_m) return __Pyx_NewRef(__pyx_m);
  #endif
  #if CYTHON_REFNANNY
__Pyx_RefNanny = __Pyx_RefNannyImportAPI("refnanny");
if (!__Pyx_RefNanny) {
  PyErr_Clear();
  __Pyx_RefNanny = __Pyx_RefNannyImportAPI("Cython.Runtime.refnanny");
  if (!__Pyx_RefNanny)
      Py_FatalError("failed to import 'refnanny' module");
}
#endif
  __Pyx_RefNannySetupContext("__Pyx_PyMODINIT_FUNC PyInit_event_finder(void)", 0);
  if (__Pyx_check_binary_version() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_empty_tuple = PyTuple_New(0); if (unlikely(!__pyx_empty_tuple)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_empty_bytes = PyBytes_FromStringAndSize("", 0); if (unlikely(!__pyx_empty_bytes)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_empty_unicode = PyUnicode_FromStringAndSize("", 0); if (unlikely(!__pyx_empty_unicode)) __PYX_ERR(0, 1, __pyx_L1_error)
  #ifdef __Pyx_CyFunction_USED
  if (__pyx_CyFunction_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_FusedFunction_USED
  if (__pyx_FusedFunction_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_Coroutine_USED
  if (__pyx_Coroutine_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_Generator_USED
  if (__pyx_Generator_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_AsyncGen_USED
  if (__pyx_AsyncGen_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_StopAsyncIteration_USED
  if (__pyx_StopAsyncIteration_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  /*--- Library function declarations ---*/
  /*--- Threads initialization code ---*/
  #if defined(__PYX_FORCE_INIT_THREADS) && __PYX_FORCE_INIT_THREADS
  #ifdef WITH_THREAD /* Python build with threading support? */
  PyEval_InitThreads();
  #endif
  #endif
  /*--- Module creation code ---*/
  #if CYTHON_PEP489_MULTI_PHASE_INIT
  __pyx_m = __pyx_pyinit_module;
  Py_INCREF(__pyx_m);
  #else
  #if PY_MAJOR_VERSION < 3
  __pyx_m = Py_InitModule4("event_finder", __pyx_methods, __pyx_k_Created_on_Aug_19_2013_author_p, 0, PYTHON_API_VERSION); Py_XINCREF(__pyx_m);
  #else
  __pyx_m = PyModule_Create(&__pyx_moduledef);
  #endif
  if (unlikely(!__pyx_m)) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  __pyx_d = PyModule_GetDict(__pyx_m); if (unlikely(!__pyx_d)) __PYX_ERR(0, 1, __pyx_L1_error)
  Py_INCREF(__pyx_d);
  __pyx_b = PyImport_AddModule(__Pyx_BUILTIN_MODULE_NAME); if (unlikely(!__pyx_b)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_cython_runtime = PyImport_AddModule((char *) "cython_runtime"); if (unlikely(!__pyx_cython_runtime)) __PYX_ERR(0, 1, __pyx_L1_error)
  #if CYTHON_COMPILING_IN_PYPY
  Py_INCREF(__pyx_b);
  #endif
  if (PyObject_SetAttrString(__pyx_m, "__builtins__", __pyx_b) < 0) __PYX_ERR(0, 1, __pyx_L1_error);
  /*--- Initialize various global constants etc. ---*/
  if (__Pyx_InitGlobals() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #if PY_MAJOR_VERSION < 3 && (__PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT)
  if (__Pyx_init_sys_getdefaultencoding_params() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  if (__pyx_module_is_main_pypore__event_finder) {
    if (PyObject_SetAttrString(__pyx_m, "__name__", __pyx_n_s_main) < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  }
  #if PY_MAJOR_VERSION >= 3
  {
    PyObject *modules = PyImport_GetModuleDict(); if (unlikely(!modules)) __PYX_ERR(0, 1, __pyx_L1_error)
    if (!PyDict_GetItemString(modules, "pypore.event_finder")) {
      if (unlikely(PyDict_SetItemString(modules, "pypore.event_finder", __pyx_m) < 0)) __PYX_ERR(0, 1, __pyx_L1_error)
    }
  }
  #endif
  /*--- Builtin init code ---*/
  if (__Pyx_InitCachedBuiltins() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  /*--- Constants init code ---*/
  if (__Pyx_InitCachedConstants() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  /*--- Global type/function init code ---*/
  (void)__Pyx_modinit_global_init_code();
  (void)__Pyx_modinit_variable_export_code();
  (void)__Pyx_modinit_function_export_code();
  if (unlikely(__Pyx_modinit_type_init_code() != 0)) goto __pyx_L1_error;
  if (unlikely(__Pyx_modinit_type_import_code() != 0)) goto __pyx_L1_error;
  (void)__Pyx_modinit_variable_import_code();
  (void)__Pyx_modinit_function_import_code();
  /*--- Execution code ---*/
  #if defined(__Pyx_Generator_USED) || defined(__Pyx_Coroutine_USED)
  if (__Pyx_patch_abc() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif

  /* "pypore/event_finder.pyx":9
 * 
 * 
 * import os             # <<<<<<<<<<<<<<
 * import time
 * import datetime
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_os, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 9, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_os, __pyx_t_1) < 0) __PYX_ERR(0, 9, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":10
 * 
 * import os
 * import time             # <<<<<<<<<<<<<<
 * import datetime
 * 
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_time, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 10, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_time, __pyx_t_1) < 0) __PYX_ERR(0, 10, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":11
 * import os
 * import time
 * import datetime             # <<<<<<<<<<<<<<
 * 
 * import numpy as np
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_datetime, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 11, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_datetime, __pyx_t_1) < 0) __PYX_ERR(0, 11, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":13
 * import datetime
 * 
 * import numpy as np             # <<<<<<<<<<<<<<
 * 
 * cimport numpy as np
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_numpy, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 13, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_np, __pyx_t_1) < 0) __PYX_ERR(0, 13, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":17
 * cimport numpy as np
 * 
 * import filetypes.event_database as ed             # <<<<<<<<<<<<<<
 * import sys
 * 
 */
  __pyx_t_1 = PyList_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 17, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_INCREF(__pyx_n_s__29);
  __Pyx_GIVEREF(__pyx_n_s__29);
  PyList_SET_ITEM(__pyx_t_1, 0, __pyx_n_s__29);
  __pyx_t_2 = __Pyx_Import(__pyx_n_s_filetypes_event_database, __pyx_t_1, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 17, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_ed, __pyx_t_2) < 0) __PYX_ERR(0, 17, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "pypore/event_finder.pyx":18
 * 
 * import filetypes.event_database as ed
 * import sys             # <<<<<<<<<<<<<<
 * 
 * from libc.math cimport sqrt
 */
  __pyx_t_2 = __Pyx_Import(__pyx_n_s_sys, 0, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 18, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_sys, __pyx_t_2) < 0) __PYX_ERR(0, 18, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "pypore/event_finder.pyx":26
 * from cpython cimport bool
 * 
 * from pypore.i_o import get_reader_from_filename             # <<<<<<<<<<<<<<
 * 
 * from pypore.i_o.abstract_reader cimport AbstractReader
 */
  __pyx_t_2 = PyList_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 26, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_n_s_get_reader_from_filename);
  __Pyx_GIVEREF(__pyx_n_s_get_reader_from_filename);
  PyList_SET_ITEM(__pyx_t_2, 0, __pyx_n_s_get_reader_from_filename);
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_pypore_i_o, __pyx_t_2, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 26, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_get_reader_from_filename); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 26, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_get_reader_from_filename, __pyx_t_2) < 0) __PYX_ERR(0, 26, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":30
 * from pypore.i_o.abstract_reader cimport AbstractReader
 * from pypore.strategies.baseline_strategy cimport BaselineStrategy
 * from pypore.strategies.adaptive_baseline_strategy import AdaptiveBaselineStrategy             # <<<<<<<<<<<<<<
 * 
 * from pypore.strategies.threshold_strategy cimport ThresholdStrategy
 */
  __pyx_t_1 = PyList_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 30, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_INCREF(__pyx_n_s_AdaptiveBaselineStrategy);
  __Pyx_GIVEREF(__pyx_n_s_AdaptiveBaselineStrategy);
  PyList_SET_ITEM(__pyx_t_1, 0, __pyx_n_s_AdaptiveBaselineStrategy);
  __pyx_t_2 = __Pyx_Import(__pyx_n_s_pypore_strategies_adaptive_basel, __pyx_t_1, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 30, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_ImportFrom(__pyx_t_2, __pyx_n_s_AdaptiveBaselineStrategy); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 30, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_AdaptiveBaselineStrategy, __pyx_t_1) < 0) __PYX_ERR(0, 30, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "pypore/event_finder.pyx":33
 * 
 * from pypore.strategies.threshold_strategy cimport ThresholdStrategy
 * from pypore.strategies.noise_based_threshold_strategy import NoiseBasedThresholdStrategy             # <<<<<<<<<<<<<<
 * 
 * DTYPE = np.float
 */
  __pyx_t_2 = PyList_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 33, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_n_s_NoiseBasedThresholdStrategy);
  __Pyx_GIVEREF(__pyx_n_s_NoiseBasedThresholdStrategy);
  PyList_SET_ITEM(__pyx_t_2, 0, __pyx_n_s_NoiseBasedThresholdStrategy);
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_pypore_strategies_noise_based_th, __pyx_t_2, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 33, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_NoiseBasedThresholdStrategy); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 33, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_NoiseBasedThresholdStrategy, __pyx_t_2) < 0) __PYX_ERR(0, 33, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":35
 * from pypore.strategies.noise_based_threshold_strategy import NoiseBasedThresholdStrategy
 * 
 * DTYPE = np.float             # <<<<<<<<<<<<<<
 * ctypedef np.float_t DTYPE_t
 * 
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 35, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_float); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 35, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_DTYPE, __pyx_t_2) < 0) __PYX_ERR(0, 35, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "pypore/event_finder.pyx":38
 * ctypedef np.float_t DTYPE_t
 * 
 * DTYPE_UINT32 = np.uint32             # <<<<<<<<<<<<<<
 * ctypedef np.uint32_t DTYPE_UINT32_t
 * 
 */
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 38, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_uint32); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 38, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_DTYPE_UINT32, __pyx_t_1) < 0) __PYX_ERR(0, 38, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":553
 *     def __init__(self, min_event_length=10., max_event_length=1.e4,
 *                  detect_positive_events=True, detect_negative_events=True,
 *                  baseline_strategy=AdaptiveBaselineStrategy(),             # <<<<<<<<<<<<<<
 *                  threshold_strategy=NoiseBasedThresholdStrategy()):
 *         """
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_AdaptiveBaselineStrategy); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 553, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_CallNoArg(__pyx_t_1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 553, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_k__17 = __pyx_t_2;
  __Pyx_GIVEREF(__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pypore/event_finder.pyx":554
 *                  detect_positive_events=True, detect_negative_events=True,
 *                  baseline_strategy=AdaptiveBaselineStrategy(),
 *                  threshold_strategy=NoiseBasedThresholdStrategy()):             # <<<<<<<<<<<<<<
 *         """
 *         Initialize the Parameters object.
 */
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_NoiseBasedThresholdStrategy); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 554, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_1 = __Pyx_PyObject_CallNoArg(__pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 554, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_k__18 = __pyx_t_1;
  __Pyx_GIVEREF(__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":577
 *         self.threshold_strategy = threshold_strategy
 * 
 * def find_events(data, parameters=Parameters(), h5file=None, save_file_names=None, pipe=None, debug=False):             # <<<<<<<<<<<<<<
 *     """
 * 
 */
  __pyx_t_1 = __Pyx_PyObject_CallNoArg(((PyObject *)__pyx_ptype_6pypore_12event_finder_Parameters)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 577, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_k__19 = __pyx_t_1;
  __Pyx_GIVEREF(__pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyCFunction_NewEx(&__pyx_mdef_6pypore_12event_finder_3find_events, NULL, __pyx_n_s_pypore_event_finder); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 577, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_find_events, __pyx_t_1) < 0) __PYX_ERR(0, 577, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "(tree fragment)":1
 * def __pyx_unpickle_Parameters(__pyx_type, long __pyx_checksum, __pyx_state):             # <<<<<<<<<<<<<<
 *     if __pyx_checksum != 0xe3a5308:
 *         from pickle import PickleError as __pyx_PickleError
 */
  __pyx_t_1 = PyCFunction_NewEx(&__pyx_mdef_6pypore_12event_finder_5__pyx_unpickle_Parameters, NULL, __pyx_n_s_pypore_event_finder); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 1, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_pyx_unpickle_Parameters, __pyx_t_1) < 0) __PYX_ERR(1, 1, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pypore/event_finder.pyx":1
 * """             # <<<<<<<<<<<<<<
 * Created on Aug 19, 2013
 * 
 */
  __pyx_t_1 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_t_1, __pyx_kp_u_find_events_line_577, __pyx_kp_u_param_data_List_of_data_to_sear) < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_test, __pyx_t_1) < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "../../../../../virtualenv/python2.7.14/lib/python2.7/site-packages/Cython/Includes/numpy/__init__.pxd":1008
 *         raise ImportError("numpy.core.umath failed to import")
 * 
 * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
 *     try:
 *         _import_umath()
 */

  /*--- Wrapped vars code ---*/

  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  if (__pyx_m) {
    if (__pyx_d) {
      __Pyx_AddTraceback("init pypore.event_finder", 0, __pyx_lineno, __pyx_filename);
    }
    Py_DECREF(__pyx_m); __pyx_m = 0;
  } else if (!PyErr_Occurred()) {
    PyErr_SetString(PyExc_ImportError, "init pypore.event_finder");
  }
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  #if CYTHON_PEP489_MULTI_PHASE_INIT
  return (__pyx_m != NULL) ? 0 : -1;
  #elif PY_MAJOR_VERSION >= 3
  return __pyx_m;
  #else
  return;
  #endif
}

/* --- Runtime support code --- */
/* Refnanny */
#if CYTHON_REFNANNY
static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname) {
    PyObject *m = NULL, *p = NULL;
    void *r = NULL;
    m = PyImport_ImportModule((char *)modname);
    if (!m) goto end;
    p = PyObject_GetAttrString(m, (char *)"RefNannyAPI");
    if (!p) goto end;
    r = PyLong_AsVoidPtr(p);
end:
    Py_XDECREF(p);
    Py_XDECREF(m);
    return (__Pyx_RefNannyAPIStruct *)r;
}
#endif

/* PyObjectGetAttrStr */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name) {
    PyTypeObject* tp = Py_TYPE(obj);
    if (likely(tp->tp_getattro))
        return tp->tp_getattro(obj, attr_name);
#if PY_MAJOR_VERSION < 3
    if (likely(tp->tp_getattr))
        return tp->tp_getattr(obj, PyString_AS_STRING(attr_name));
#endif
    return PyObject_GetAttr(obj, attr_name);
}
#endif

/* GetBuiltinName */
static PyObject *__Pyx_GetBuiltinName(PyObject *name) {
    PyObject* result = __Pyx_PyObject_GetAttrStr(__pyx_b, name);
    if (unlikely(!result)) {
        PyErr_Format(PyExc_NameError,
#if PY_MAJOR_VERSION >= 3
            "name '%U' is not defined", name);
#else
            "name '%.200s' is not defined", PyString_AS_STRING(name));
#endif
    }
    return result;
}

/* GetModuleGlobalName */
static CYTHON_INLINE PyObject *__Pyx_GetModuleGlobalName(PyObject *name) {
    PyObject *result;
#if !CYTHON_AVOID_BORROWED_REFS
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1
    result = _PyDict_GetItem_KnownHash(__pyx_d, name, ((PyASCIIObject *) name)->hash);
    if (likely(result)) {
        Py_INCREF(result);
    } else if (unlikely(PyErr_Occurred())) {
        result = NULL;
    } else {
#else
    result = PyDict_GetItem(__pyx_d, name);
    if (likely(result)) {
        Py_INCREF(result);
    } else {
#endif
#else
    result = PyObject_GetItem(__pyx_d, name);
    if (!result) {
        PyErr_Clear();
#endif
        result = __Pyx_GetBuiltinName(name);
    }
    return result;
}

/* PyObjectCall */
    #if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw) {
    PyObject *result;
    ternaryfunc call = func->ob_type->tp_call;
    if (unlikely(!call))
        return PyObject_Call(func, arg, kw);
    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
        return NULL;
    result = (*call)(func, arg, kw);
    Py_LeaveRecursiveCall();
    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
        PyErr_SetString(
            PyExc_SystemError,
            "NULL result without error in PyObject_Call");
    }
    return result;
}
#endif

/* ExtTypeTest */
    static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
    if (unlikely(!type)) {
        PyErr_SetString(PyExc_SystemError, "Missing type object");
        return 0;
    }
    if (likely(__Pyx_TypeCheck(obj, type)))
        return 1;
    PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s",
                 Py_TYPE(obj)->tp_name, type->tp_name);
    return 0;
}

/* IsLittleEndian */
    static CYTHON_INLINE int __Pyx_Is_Little_Endian(void)
{
  union {
    uint32_t u32;
    uint8_t u8[4];
  } S;
  S.u32 = 0x01020304;
  return S.u8[0] == 4;
}

/* BufferFormatCheck */
    static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
                              __Pyx_BufFmt_StackElem* stack,
                              __Pyx_TypeInfo* type) {
  stack[0].field = &ctx->root;
  stack[0].parent_offset = 0;
  ctx->root.type = type;
  ctx->root.name = "buffer dtype";
  ctx->root.offset = 0;
  ctx->head = stack;
  ctx->head->field = &ctx->root;
  ctx->fmt_offset = 0;
  ctx->head->parent_offset = 0;
  ctx->new_packmode = '@';
  ctx->enc_packmode = '@';
  ctx->new_count = 1;
  ctx->enc_count = 0;
  ctx->enc_type = 0;
  ctx->is_complex = 0;
  ctx->is_valid_array = 0;
  ctx->struct_alignment = 0;
  while (type->typegroup == 'S') {
    ++ctx->head;
    ctx->head->field = type->fields;
    ctx->head->parent_offset = 0;
    type = type->fields->type;
  }
}
static int __Pyx_BufFmt_ParseNumber(const char** ts) {
    int count;
    const char* t = *ts;
    if (*t < '0' || *t > '9') {
      return -1;
    } else {
        count = *t++ - '0';
        while (*t >= '0' && *t < '9') {
            count *= 10;
            count += *t++ - '0';
        }
    }
    *ts = t;
    return count;
}
static int __Pyx_BufFmt_ExpectNumber(const char **ts) {
    int number = __Pyx_BufFmt_ParseNumber(ts);
    if (number == -1)
        PyErr_Format(PyExc_ValueError,\
                     "Does not understand character buffer dtype format string ('%c')", **ts);
    return number;
}
static void __Pyx_BufFmt_RaiseUnexpectedChar(char ch) {
  PyErr_Format(PyExc_ValueError,
               "Unexpected format string character: '%c'", ch);
}
static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
  switch (ch) {
    case 'c': return "'char'";
    case 'b': return "'signed char'";
    case 'B': return "'unsigned char'";
    case 'h': return "'short'";
    case 'H': return "'unsigned short'";
    case 'i': return "'int'";
    case 'I': return "'unsigned int'";
    case 'l': return "'long'";
    case 'L': return "'unsigned long'";
    case 'q': return "'long long'";
    case 'Q': return "'unsigned long long'";
    case 'f': return (is_complex ? "'complex float'" : "'float'");
    case 'd': return (is_complex ? "'complex double'" : "'double'");
    case 'g': return (is_complex ? "'complex long double'" : "'long double'");
    case 'T': return "a struct";
    case 'O': return "Python object";
    case 'P': return "a pointer";
    case 's': case 'p': return "a string";
    case 0: return "end";
    default: return "unparseable format string";
  }
}
static size_t __Pyx_BufFmt_TypeCharToStandardSize(char ch, int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return 2;
    case 'i': case 'I': case 'l': case 'L': return 4;
    case 'q': case 'Q': return 8;
    case 'f': return (is_complex ? 8 : 4);
    case 'd': return (is_complex ? 16 : 8);
    case 'g': {
      PyErr_SetString(PyExc_ValueError, "Python does not define a standard format string size for long double ('g')..");
      return 0;
    }
    case 'O': case 'P': return sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
static size_t __Pyx_BufFmt_TypeCharToNativeSize(char ch, int is_complex) {
  switch (ch) {
    case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(short);
    case 'i': case 'I': return sizeof(int);
    case 'l': case 'L': return sizeof(long);
    #ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(PY_LONG_LONG);
    #endif
    case 'f': return sizeof(float) * (is_complex ? 2 : 1);
    case 'd': return sizeof(double) * (is_complex ? 2 : 1);
    case 'g': return sizeof(long double) * (is_complex ? 2 : 1);
    case 'O': case 'P': return sizeof(void*);
    default: {
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
  }
}
typedef struct { char c; short x; } __Pyx_st_short;
typedef struct { char c; int x; } __Pyx_st_int;
typedef struct { char c; long x; } __Pyx_st_long;
typedef struct { char c; float x; } __Pyx_st_float;
typedef struct { char c; double x; } __Pyx_st_double;
typedef struct { char c; long double x; } __Pyx_st_longdouble;
typedef struct { char c; void *x; } __Pyx_st_void_p;
#ifdef HAVE_LONG_LONG
typedef struct { char c; PY_LONG_LONG x; } __Pyx_st_longlong;
#endif
static size_t __Pyx_BufFmt_TypeCharToAlignment(char ch, CYTHON_UNUSED int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(__Pyx_st_short) - sizeof(short);
    case 'i': case 'I': return sizeof(__Pyx_st_int) - sizeof(int);
    case 'l': case 'L': return sizeof(__Pyx_st_long) - sizeof(long);
#ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(__Pyx_st_longlong) - sizeof(PY_LONG_LONG);
#endif
    case 'f': return sizeof(__Pyx_st_float) - sizeof(float);
    case 'd': return sizeof(__Pyx_st_double) - sizeof(double);
    case 'g': return sizeof(__Pyx_st_longdouble) - sizeof(long double);
    case 'P': case 'O': return sizeof(__Pyx_st_void_p) - sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
/* These are for computing the padding at the end of the struct to align
   on the first member of the struct. This will probably the same as above,
   but we don't have any guarantees.
 */
typedef struct { short x; char c; } __Pyx_pad_short;
typedef struct { int x; char c; } __Pyx_pad_int;
typedef struct { long x; char c; } __Pyx_pad_long;
typedef struct { float x; char c; } __Pyx_pad_float;
typedef struct { double x; char c; } __Pyx_pad_double;
typedef struct { long double x; char c; } __Pyx_pad_longdouble;
typedef struct { void *x; char c; } __Pyx_pad_void_p;
#ifdef HAVE_LONG_LONG
typedef struct { PY_LONG_LONG x; char c; } __Pyx_pad_longlong;
#endif
static size_t __Pyx_BufFmt_TypeCharToPadding(char ch, CYTHON_UNUSED int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(__Pyx_pad_short) - sizeof(short);
    case 'i': case 'I': return sizeof(__Pyx_pad_int) - sizeof(int);
    case 'l': case 'L': return sizeof(__Pyx_pad_long) - sizeof(long);
#ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(__Pyx_pad_longlong) - sizeof(PY_LONG_LONG);
#endif
    case 'f': return sizeof(__Pyx_pad_float) - sizeof(float);
    case 'd': return sizeof(__Pyx_pad_double) - sizeof(double);
    case 'g': return sizeof(__Pyx_pad_longdouble) - sizeof(long double);
    case 'P': case 'O': return sizeof(__Pyx_pad_void_p) - sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
static char __Pyx_BufFmt_TypeCharToGroup(char ch, int is_complex) {
  switch (ch) {
    case 'c':
        return 'H';
    case 'b': case 'h': case 'i':
    case 'l': case 'q': case 's': case 'p':
        return 'I';
    case 'B': case 'H': case 'I': case 'L': case 'Q':
        return 'U';
    case 'f': case 'd': case 'g':
        return (is_complex ? 'C' : 'R');
    case 'O':
        return 'O';
    case 'P':
        return 'P';
    default: {
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
  }
}
static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
  if (ctx->head == NULL || ctx->head->field == &ctx->root) {
    const char* expected;
    const char* quote;
    if (ctx->head == NULL) {
      expected = "end";
      quote = "";
    } else {
      expected = ctx->head->field->type->name;
      quote = "'";
    }
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected %s%s%s but got %s",
                 quote, expected, quote,
                 __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex));
  } else {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_StructField* parent = (ctx->head - 1)->field;
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected '%s' but got %s in '%s.%s'",
                 field->type->name, __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex),
                 parent->type->name, field->name);
  }
}
static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
  char group;
  size_t size, offset, arraysize = 1;
  if (ctx->enc_type == 0) return 0;
  if (ctx->head->field->type->arraysize[0]) {
    int i, ndim = 0;
    if (ctx->enc_type == 's' || ctx->enc_type == 'p') {
        ctx->is_valid_array = ctx->head->field->type->ndim == 1;
        ndim = 1;
        if (ctx->enc_count != ctx->head->field->type->arraysize[0]) {
            PyErr_Format(PyExc_ValueError,
                         "Expected a dimension of size %zu, got %zu",
                         ctx->head->field->type->arraysize[0], ctx->enc_count);
            return -1;
        }
    }
    if (!ctx->is_valid_array) {
      PyErr_Format(PyExc_ValueError, "Expected %d dimensions, got %d",
                   ctx->head->field->type->ndim, ndim);
      return -1;
    }
    for (i = 0; i < ctx->head->field->type->ndim; i++) {
      arraysize *= ctx->head->field->type->arraysize[i];
    }
    ctx->is_valid_array = 0;
    ctx->enc_count = 1;
  }
  group = __Pyx_BufFmt_TypeCharToGroup(ctx->enc_type, ctx->is_complex);
  do {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_TypeInfo* type = field->type;
    if (ctx->enc_packmode == '@' || ctx->enc_packmode == '^') {
      size = __Pyx_BufFmt_TypeCharToNativeSize(ctx->enc_type, ctx->is_complex);
    } else {
      size = __Pyx_BufFmt_TypeCharToStandardSize(ctx->enc_type, ctx->is_complex);
    }
    if (ctx->enc_packmode == '@') {
      size_t align_at = __Pyx_BufFmt_TypeCharToAlignment(ctx->enc_type, ctx->is_complex);
      size_t align_mod_offset;
      if (align_at == 0) return -1;
      align_mod_offset = ctx->fmt_offset % align_at;
      if (align_mod_offset > 0) ctx->fmt_offset += align_at - align_mod_offset;
      if (ctx->struct_alignment == 0)
          ctx->struct_alignment = __Pyx_BufFmt_TypeCharToPadding(ctx->enc_type,
                                                                 ctx->is_complex);
    }
    if (type->size != size || type->typegroup != group) {
      if (type->typegroup == 'C' && type->fields != NULL) {
        size_t parent_offset = ctx->head->parent_offset + field->offset;
        ++ctx->head;
        ctx->head->field = type->fields;
        ctx->head->parent_offset = parent_offset;
        continue;
      }
      if ((type->typegroup == 'H' || group == 'H') && type->size == size) {
      } else {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return -1;
      }
    }
    offset = ctx->head->parent_offset + field->offset;
    if (ctx->fmt_offset != offset) {
      PyErr_Format(PyExc_ValueError,
                   "Buffer dtype mismatch; next field is at offset %" CYTHON_FORMAT_SSIZE_T "d but %" CYTHON_FORMAT_SSIZE_T "d expected",
                   (Py_ssize_t)ctx->fmt_offset, (Py_ssize_t)offset);
      return -1;
    }
    ctx->fmt_offset += size;
    if (arraysize)
      ctx->fmt_offset += (arraysize - 1) * size;
    --ctx->enc_count;
    while (1) {
      if (field == &ctx->root) {
        ctx->head = NULL;
        if (ctx->enc_count != 0) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return -1;
        }
        break;
      }
      ctx->head->field = ++field;
      if (field->type == NULL) {
        --ctx->head;
        field = ctx->head->field;
        continue;
      } else if (field->type->typegroup == 'S') {
        size_t parent_offset = ctx->head->parent_offset + field->offset;
        if (field->type->fields->type == NULL) continue;
        field = field->type->fields;
        ++ctx->head;
        ctx->head->field = field;
        ctx->head->parent_offset = parent_offset;
        break;
      } else {
        break;
      }
    }
  } while (ctx->enc_count);
  ctx->enc_type = 0;
  ctx->is_complex = 0;
  return 0;
}
static PyObject *
__pyx_buffmt_parse_array(__Pyx_BufFmt_Context* ctx, const char** tsp)
{
    const char *ts = *tsp;
    int i = 0, number;
    int ndim = ctx->head->field->type->ndim;
;
    ++ts;
    if (ctx->new_count != 1) {
        PyErr_SetString(PyExc_ValueError,
                        "Cannot handle repeated arrays in format string");
        return NULL;
    }
    if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
    while (*ts && *ts != ')') {
        switch (*ts) {
            case ' ': case '\f': case '\r': case '\n': case '\t': case '\v':  continue;
            default:  break;
        }
        number = __Pyx_BufFmt_ExpectNumber(&ts);
        if (number == -1) return NULL;
        if (i < ndim && (size_t) number != ctx->head->field->type->arraysize[i])
            return PyErr_Format(PyExc_ValueError,
                        "Expected a dimension of size %zu, got %d",
                        ctx->head->field->type->arraysize[i], number);
        if (*ts != ',' && *ts != ')')
            return PyErr_Format(PyExc_ValueError,
                                "Expected a comma in format string, got '%c'", *ts);
        if (*ts == ',') ts++;
        i++;
    }
    if (i != ndim)
        return PyErr_Format(PyExc_ValueError, "Expected %d dimension(s), got %d",
                            ctx->head->field->type->ndim, i);
    if (!*ts) {
        PyErr_SetString(PyExc_ValueError,
                        "Unexpected end of format string, expected ')'");
        return NULL;
    }
    ctx->is_valid_array = 1;
    ctx->new_count = 1;
    *tsp = ++ts;
    return Py_None;
}
static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts) {
  int got_Z = 0;
  while (1) {
    switch(*ts) {
      case 0:
        if (ctx->enc_type != 0 && ctx->head == NULL) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return NULL;
        }
        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
        if (ctx->head != NULL) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return NULL;
        }
        return ts;
      case ' ':
      case '\r':
      case '\n':
        ++ts;
        break;
      case '<':
        if (!__Pyx_Is_Little_Endian()) {
          PyErr_SetString(PyExc_ValueError, "Little-endian buffer not supported on big-endian compiler");
          return NULL;
        }
        ctx->new_packmode = '=';
        ++ts;
        break;
      case '>':
      case '!':
        if (__Pyx_Is_Little_Endian()) {
          PyErr_SetString(PyExc_ValueError, "Big-endian buffer not supported on little-endian compiler");
          return NULL;
        }
        ctx->new_packmode = '=';
        ++ts;
        break;
      case '=':
      case '@':
      case '^':
        ctx->new_packmode = *ts++;
        break;
      case 'T':
        {
          const char* ts_after_sub;
          size_t i, struct_count = ctx->new_count;
          size_t struct_alignment = ctx->struct_alignment;
          ctx->new_count = 1;
          ++ts;
          if (*ts != '{') {
            PyErr_SetString(PyExc_ValueError, "Buffer acquisition: Expected '{' after 'T'");
            return NULL;
          }
          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
          ctx->enc_type = 0;
          ctx->enc_count = 0;
          ctx->struct_alignment = 0;
          ++ts;
          ts_after_sub = ts;
          for (i = 0; i != struct_count; ++i) {
            ts_after_sub = __Pyx_BufFmt_CheckString(ctx, ts);
            if (!ts_after_sub) return NULL;
          }
          ts = ts_after_sub;
          if (struct_alignment) ctx->struct_alignment = struct_alignment;
        }
        break;
      case '}':
        {
          size_t alignment = ctx->struct_alignment;
          ++ts;
          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
          ctx->enc_type = 0;
          if (alignment && ctx->fmt_offset % alignment) {
            ctx->fmt_offset += alignment - (ctx->fmt_offset % alignment);
          }
        }
        return ts;
      case 'x':
        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
        ctx->fmt_offset += ctx->new_count;
        ctx->new_count = 1;
        ctx->enc_count = 0;
        ctx->enc_type = 0;
        ctx->enc_packmode = ctx->new_packmode;
        ++ts;
        break;
      case 'Z':
        got_Z = 1;
        ++ts;
        if (*ts != 'f' && *ts != 'd' && *ts != 'g') {
          __Pyx_BufFmt_RaiseUnexpectedChar('Z');
          return NULL;
        }
        CYTHON_FALLTHROUGH;
      case 'c': case 'b': case 'B': case 'h': case 'H': case 'i': case 'I':
      case 'l': case 'L': case 'q': case 'Q':
      case 'f': case 'd': case 'g':
      case 'O': case 'p':
        if (ctx->enc_type == *ts && got_Z == ctx->is_complex &&
            ctx->enc_packmode == ctx->new_packmode) {
          ctx->enc_count += ctx->new_count;
          ctx->new_count = 1;
          got_Z = 0;
          ++ts;
          break;
        }
        CYTHON_FALLTHROUGH;
      case 's':
        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
        ctx->enc_count = ctx->new_count;
        ctx->enc_packmode = ctx->new_packmode;
        ctx->enc_type = *ts;
        ctx->is_complex = got_Z;
        ++ts;
        ctx->new_count = 1;
        got_Z = 0;
        break;
      case ':':
        ++ts;
        while(*ts != ':') ++ts;
        ++ts;
        break;
      case '(':
        if (!__pyx_buffmt_parse_array(ctx, &ts)) return NULL;
        break;
      default:
        {
          int number = __Pyx_BufFmt_ExpectNumber(&ts);
          if (number == -1) return NULL;
          ctx->new_count = (size_t)number;
        }
    }
  }
}

/* BufferGetAndValidate */
      static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
  if (unlikely(info->buf == NULL)) return;
  if (info->suboffsets == __Pyx_minusones) info->suboffsets = NULL;
  __Pyx_ReleaseBuffer(info);
}
static void __Pyx_ZeroBuffer(Py_buffer* buf) {
  buf->buf = NULL;
  buf->obj = NULL;
  buf->strides = __Pyx_zeros;
  buf->shape = __Pyx_zeros;
  buf->suboffsets = __Pyx_minusones;
}
static int __Pyx__GetBufferAndValidate(
        Py_buffer* buf, PyObject* obj,  __Pyx_TypeInfo* dtype, int flags,
        int nd, int cast, __Pyx_BufFmt_StackElem* stack)
{
  buf->buf = NULL;
  if (unlikely(__Pyx_GetBuffer(obj, buf, flags) == -1)) {
    __Pyx_ZeroBuffer(buf);
    return -1;
  }
  if (unlikely(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 (unlikely((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_SafeReleaseBuffer(buf);
  return -1;
}

/* GetItemInt */
      static 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,
                                                              CYTHON_NCP_UNUSED int wraparound,
                                                              CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    Py_ssize_t wrapped_i = i;
    if (wraparound & unlikely(i < 0)) {
        wrapped_i += PyList_GET_SIZE(o);
    }
    if ((!boundscheck) || likely((0 <= wrapped_i) & (wrapped_i < PyList_GET_SIZE(o)))) {
        PyObject *r = PyList_GET_ITEM(o, wrapped_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,
                                                              CYTHON_NCP_UNUSED int wraparound,
                                                              CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    Py_ssize_t wrapped_i = i;
    if (wraparound & unlikely(i < 0)) {
        wrapped_i += PyTuple_GET_SIZE(o);
    }
    if ((!boundscheck) || likely((0 <= wrapped_i) & (wrapped_i < PyTuple_GET_SIZE(o)))) {
        PyObject *r = PyTuple_GET_ITEM(o, wrapped_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,
                                                     CYTHON_NCP_UNUSED int wraparound,
                                                     CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS && CYTHON_USE_TYPE_SLOTS
    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))
                        return NULL;
                    PyErr_Clear();
                }
            }
            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));
}

/* SliceObject */
      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_USE_TYPE_SLOTS
    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))
                    goto bad;
                PyErr_Clear();
            }
        }
        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_USE_TYPE_SLOTS
        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;
}

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

/* ObjectGetItem */
      #if CYTHON_USE_TYPE_SLOTS
static PyObject *__Pyx_PyObject_GetIndex(PyObject *obj, PyObject* index) {
    PyObject *runerr;
    Py_ssize_t key_value;
    PySequenceMethods *m = Py_TYPE(obj)->tp_as_sequence;
    if (unlikely(!(m && m->sq_item))) {
        PyErr_Format(PyExc_TypeError, "'%.200s' object is not subscriptable", Py_TYPE(obj)->tp_name);
        return NULL;
    }
    key_value = __Pyx_PyIndex_AsSsize_t(index);
    if (likely(key_value != -1 || !(runerr = PyErr_Occurred()))) {
        return __Pyx_GetItemInt_Fast(obj, key_value, 0, 1, 1);
    }
    if (PyErr_GivenExceptionMatches(runerr, PyExc_OverflowError)) {
        PyErr_Clear();
        PyErr_Format(PyExc_IndexError, "cannot fit '%.200s' into an index-sized integer", Py_TYPE(index)->tp_name);
    }
    return NULL;
}
static PyObject *__Pyx_PyObject_GetItem(PyObject *obj, PyObject* key) {
    PyMappingMethods *m = Py_TYPE(obj)->tp_as_mapping;
    if (likely(m && m->mp_subscript)) {
        return m->mp_subscript(obj, key);
    }
    return __Pyx_PyObject_GetIndex(obj, key);
}
#endif

/* PyErrFetchRestore */
      #if CYTHON_FAST_THREAD_STATE
static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    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);
}
static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
    *type = tstate->curexc_type;
    *value = tstate->curexc_value;
    *tb = tstate->curexc_traceback;
    tstate->curexc_type = 0;
    tstate->curexc_value = 0;
    tstate->curexc_traceback = 0;
}
#endif

/* RaiseArgTupleInvalid */
      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);
}

/* RaiseDoubleKeywords */
      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
}

/* ParseKeywords */
      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;
}

/* PyCFunctionFastCall */
      #if CYTHON_FAST_PYCCALL
static CYTHON_INLINE PyObject * __Pyx_PyCFunction_FastCall(PyObject *func_obj, PyObject **args, Py_ssize_t nargs) {
    PyCFunctionObject *func = (PyCFunctionObject*)func_obj;
    PyCFunction meth = PyCFunction_GET_FUNCTION(func);
    PyObject *self = PyCFunction_GET_SELF(func);
    int flags = PyCFunction_GET_FLAGS(func);
    assert(PyCFunction_Check(func));
    assert(METH_FASTCALL == (flags & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_KEYWORDS)));
    assert(nargs >= 0);
    assert(nargs == 0 || args != NULL);
    /* _PyCFunction_FastCallDict() must not be called with an exception set,
       because it may clear it (directly or indirectly) and so the
       caller loses its exception */
    assert(!PyErr_Occurred());
    if ((PY_VERSION_HEX < 0x030700A0) || unlikely(flags & METH_KEYWORDS)) {
        return (*((__Pyx_PyCFunctionFastWithKeywords)meth)) (self, args, nargs, NULL);
    } else {
        return (*((__Pyx_PyCFunctionFast)meth)) (self, args, nargs);
    }
}
#endif

/* PyFunctionFastCall */
      #if CYTHON_FAST_PYCALL
#include "frameobject.h"
static PyObject* __Pyx_PyFunction_FastCallNoKw(PyCodeObject *co, PyObject **args, Py_ssize_t na,
                                               PyObject *globals) {
    PyFrameObject *f;
    PyThreadState *tstate = __Pyx_PyThreadState_Current;
    PyObject **fastlocals;
    Py_ssize_t i;
    PyObject *result;
    assert(globals != NULL);
    /* XXX Perhaps we should create a specialized
       PyFrame_New() that doesn't take locals, but does
       take builtins without sanity checking them.
       */
    assert(tstate != NULL);
    f = PyFrame_New(tstate, co, globals, NULL);
    if (f == NULL) {
        return NULL;
    }
    fastlocals = f->f_localsplus;
    for (i = 0; i < na; i++) {
        Py_INCREF(*args);
        fastlocals[i] = *args++;
    }
    result = PyEval_EvalFrameEx(f,0);
    ++tstate->recursion_depth;
    Py_DECREF(f);
    --tstate->recursion_depth;
    return result;
}
#if 1 || PY_VERSION_HEX < 0x030600B1
static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, int nargs, PyObject *kwargs) {
    PyCodeObject *co = (PyCodeObject *)PyFunction_GET_CODE(func);
    PyObject *globals = PyFunction_GET_GLOBALS(func);
    PyObject *argdefs = PyFunction_GET_DEFAULTS(func);
    PyObject *closure;
#if PY_MAJOR_VERSION >= 3
    PyObject *kwdefs;
#endif
    PyObject *kwtuple, **k;
    PyObject **d;
    Py_ssize_t nd;
    Py_ssize_t nk;
    PyObject *result;
    assert(kwargs == NULL || PyDict_Check(kwargs));
    nk = kwargs ? PyDict_Size(kwargs) : 0;
    if (Py_EnterRecursiveCall((char*)" while calling a Python object")) {
        return NULL;
    }
    if (
#if PY_MAJOR_VERSION >= 3
            co->co_kwonlyargcount == 0 &&
#endif
            likely(kwargs == NULL || nk == 0) &&
            co->co_flags == (CO_OPTIMIZED | CO_NEWLOCALS | CO_NOFREE)) {
        if (argdefs == NULL && co->co_argcount == nargs) {
            result = __Pyx_PyFunction_FastCallNoKw(co, args, nargs, globals);
            goto done;
        }
        else if (nargs == 0 && argdefs != NULL
                 && co->co_argcount == Py_SIZE(argdefs)) {
            /* function called with no arguments, but all parameters have
               a default value: use default values as arguments .*/
            args = &PyTuple_GET_ITEM(argdefs, 0);
            result =__Pyx_PyFunction_FastCallNoKw(co, args, Py_SIZE(argdefs), globals);
            goto done;
        }
    }
    if (kwargs != NULL) {
        Py_ssize_t pos, i;
        kwtuple = PyTuple_New(2 * nk);
        if (kwtuple == NULL) {
            result = NULL;
            goto done;
        }
        k = &PyTuple_GET_ITEM(kwtuple, 0);
        pos = i = 0;
        while (PyDict_Next(kwargs, &pos, &k[i], &k[i+1])) {
            Py_INCREF(k[i]);
            Py_INCREF(k[i+1]);
            i += 2;
        }
        nk = i / 2;
    }
    else {
        kwtuple = NULL;
        k = NULL;
    }
    closure = PyFunction_GET_CLOSURE(func);
#if PY_MAJOR_VERSION >= 3
    kwdefs = PyFunction_GET_KW_DEFAULTS(func);
#endif
    if (argdefs != NULL) {
        d = &PyTuple_GET_ITEM(argdefs, 0);
        nd = Py_SIZE(argdefs);
    }
    else {
        d = NULL;
        nd = 0;
    }
#if PY_MAJOR_VERSION >= 3
    result = PyEval_EvalCodeEx((PyObject*)co, globals, (PyObject *)NULL,
                               args, nargs,
                               k, (int)nk,
                               d, (int)nd, kwdefs, closure);
#else
    result = PyEval_EvalCodeEx(co, globals, (PyObject *)NULL,
                               args, nargs,
                               k, (int)nk,
                               d, (int)nd, closure);
#endif
    Py_XDECREF(kwtuple);
done:
    Py_LeaveRecursiveCall();
    return result;
}
#endif
#endif

/* PyObjectCallMethO */
      #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

/* PyObjectCallOneArg */
      #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) {
#if CYTHON_FAST_PYCALL
    if (PyFunction_Check(func)) {
        return __Pyx_PyFunction_FastCall(func, &arg, 1);
    }
#endif
    if (likely(PyCFunction_Check(func))) {
        if (likely(PyCFunction_GET_FLAGS(func) & METH_O)) {
            return __Pyx_PyObject_CallMethO(func, arg);
#if CYTHON_FAST_PYCCALL
        } else if (PyCFunction_GET_FLAGS(func) & METH_FASTCALL) {
            return __Pyx_PyCFunction_FastCall(func, &arg, 1);
#endif
        }
    }
    return __Pyx__PyObject_CallOneArg(func, arg);
}
#else
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
    PyObject *result;
    PyObject *args = PyTuple_Pack(1, arg);
    if (unlikely(!args)) return NULL;
    result = __Pyx_PyObject_Call(func, args, NULL);
    Py_DECREF(args);
    return result;
}
#endif

/* PyObjectCallNoArg */
      #if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func) {
#if CYTHON_FAST_PYCALL
    if (PyFunction_Check(func)) {
        return __Pyx_PyFunction_FastCall(func, NULL, 0);
    }
#endif
#ifdef __Pyx_CyFunction_USED
    if (likely(PyCFunction_Check(func) || __Pyx_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

/* PyObjectCallMethod0 */
        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_UNPACK_METHODS
    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;
}

/* UnpackUnboundCMethod */
        static int __Pyx_TryUnpackUnboundCMethod(__Pyx_CachedCFunction* target) {
    PyObject *method;
    method = __Pyx_PyObject_GetAttrStr(target->type, *target->method_name);
    if (unlikely(!method))
        return -1;
    target->method = method;
#if CYTHON_COMPILING_IN_CPYTHON
    #if PY_MAJOR_VERSION >= 3
    if (likely(__Pyx_TypeCheck(method, &PyMethodDescr_Type)))
    #endif
    {
        PyMethodDescrObject *descr = (PyMethodDescrObject*) method;
        target->func = descr->d_method->ml_meth;
        target->flag = descr->d_method->ml_flags & ~(METH_CLASS | METH_STATIC | METH_COEXIST);
    }
#endif
    return 0;
}

/* CallUnboundCMethod0 */
        static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self) {
    PyObject *args, *result = NULL;
    if (unlikely(!cfunc->method) && unlikely(__Pyx_TryUnpackUnboundCMethod(cfunc) < 0)) return NULL;
#if CYTHON_ASSUME_SAFE_MACROS
    args = PyTuple_New(1);
    if (unlikely(!args)) goto bad;
    Py_INCREF(self);
    PyTuple_SET_ITEM(args, 0, self);
#else
    args = PyTuple_Pack(1, self);
    if (unlikely(!args)) goto bad;
#endif
    result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
    Py_DECREF(args);
bad:
    return result;
}

/* pop */
        static CYTHON_INLINE PyObject* __Pyx__PyObject_Pop(PyObject* L) {
    if (Py_TYPE(L) == &PySet_Type) {
        return PySet_Pop(L);
    }
    return __Pyx_PyObject_CallMethod0(L, __pyx_n_s_pop);
}
#if CYTHON_USE_PYLIST_INTERNALS && CYTHON_ASSUME_SAFE_MACROS
static CYTHON_INLINE PyObject* __Pyx_PyList_Pop(PyObject* L) {
    if (likely(PyList_GET_SIZE(L) > (((PyListObject*)L)->allocated >> 1))) {
        Py_SIZE(L) -= 1;
        return PyList_GET_ITEM(L, PyList_GET_SIZE(L));
    }
    return __Pyx_CallUnboundCMethod0(&__pyx_umethod_PyList_Type_pop, L);
}
#endif

/* PyObjectCallMethod1 */
        static PyObject* __Pyx__PyObject_CallMethod1(PyObject* method, PyObject* arg) {
    PyObject *result = NULL;
#if CYTHON_UNPACK_METHODS
    if (likely(PyMethod_Check(method))) {
        PyObject *self = PyMethod_GET_SELF(method);
        if (likely(self)) {
            PyObject *args;
            PyObject *function = PyMethod_GET_FUNCTION(method);
            #if CYTHON_FAST_PYCALL
            if (PyFunction_Check(function)) {
                PyObject *args[2] = {self, arg};
                result = __Pyx_PyFunction_FastCall(function, args, 2);
                goto done;
            }
            #endif
            #if CYTHON_FAST_PYCCALL
            if (__Pyx_PyFastCFunction_Check(function)) {
                PyObject *args[2] = {self, arg};
                result = __Pyx_PyCFunction_FastCall(function, args, 2);
                goto done;
            }
            #endif
            args = PyTuple_New(2);
            if (unlikely(!args)) goto done;
            Py_INCREF(self);
            PyTuple_SET_ITEM(args, 0, self);
            Py_INCREF(arg);
            PyTuple_SET_ITEM(args, 1, arg);
            Py_INCREF(function);
            result = __Pyx_PyObject_Call(function, args, NULL);
            Py_DECREF(args);
            Py_DECREF(function);
            return result;
        }
    }
#endif
    result = __Pyx_PyObject_CallOneArg(method, arg);
    goto done;
done:
    return result;
}
static PyObject* __Pyx_PyObject_CallMethod1(PyObject* obj, PyObject* method_name, PyObject* arg) {
    PyObject *method, *result;
    method = __Pyx_PyObject_GetAttrStr(obj, method_name);
    if (unlikely(!method)) return NULL;
    result = __Pyx__PyObject_CallMethod1(method, arg);
    Py_DECREF(method);
    return result;
}

/* append */
        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;
}

/* StringJoin */
        #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

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

/* SliceObject */
        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_USE_TYPE_SLOTS
    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))
                    goto bad;
                PyErr_Clear();
            }
        }
        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_USE_TYPE_SLOTS
        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;
}

/* PyIntBinop */
        #if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_AddObjC(PyObject *op1, PyObject *op2, CYTHON_UNUSED long intval, CYTHON_UNUSED int inplace) {
    #if PY_MAJOR_VERSION < 3
    if (likely(PyInt_CheckExact(op1))) {
        const long b = intval;
        long x;
        long a = PyInt_AS_LONG(op1);
            x = (long)((unsigned long)a + b);
            if (likely((x^a) >= 0 || (x^b) >= 0))
                return PyInt_FromLong(x);
            return PyLong_Type.tp_as_number->nb_add(op1, op2);
    }
    #endif
    #if CYTHON_USE_PYLONG_INTERNALS
    if (likely(PyLong_CheckExact(op1))) {
        const long b = intval;
        long a, x;
#ifdef HAVE_LONG_LONG
        const PY_LONG_LONG llb = intval;
        PY_LONG_LONG lla, llx;
#endif
        const digit* digits = ((PyLongObject*)op1)->ob_digit;
        const Py_ssize_t size = Py_SIZE(op1);
        if (likely(__Pyx_sst_abs(size) <= 1)) {
            a = likely(size) ? digits[0] : 0;
            if (size == -1) a = -a;
        } else {
            switch (size) {
                case -2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = (long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = (long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = (long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                default: return PyLong_Type.tp_as_number->nb_add(op1, op2);
            }
        }
                x = a + b;
            return PyLong_FromLong(x);
#ifdef HAVE_LONG_LONG
        long_long:
                llx = lla + llb;
            return PyLong_FromLongLong(llx);
#endif
        
        
    }
    #endif
    if (PyFloat_CheckExact(op1)) {
        const long b = intval;
        double a = PyFloat_AS_DOUBLE(op1);
            double result;
            PyFPE_START_PROTECT("add", return NULL)
            result = ((double)a) + (double)b;
            PyFPE_END_PROTECT(result)
            return PyFloat_FromDouble(result);
    }
    return (inplace ? PyNumber_InPlaceAdd : PyNumber_Add)(op1, op2);
}
#endif

/* None */
        static CYTHON_INLINE long __Pyx_mod_long(long a, long b) {
    long r = a % b;
    r += ((r != 0) & ((r ^ b) < 0)) * b;
    return r;
}

/* DelItemInt */
        static 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, CYTHON_NCP_UNUSED int wraparound) {
#if !CYTHON_USE_TYPE_SLOTS
    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))
                    return -1;
                PyErr_Clear();
            }
        }
        return m->sq_ass_item(o, i, (PyObject *)NULL);
    }
#endif
    return __Pyx_DelItem_Generic(o, PyInt_FromSsize_t(i));
}

/* PyObjectSetAttrStr */
        #if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE int __Pyx_PyObject_SetAttrStr(PyObject* obj, PyObject* attr_name, PyObject* value) {
    PyTypeObject* tp = Py_TYPE(obj);
    if (likely(tp->tp_setattro))
        return tp->tp_setattro(obj, attr_name, value);
#if PY_MAJOR_VERSION < 3
    if (likely(tp->tp_setattr))
        return tp->tp_setattr(obj, PyString_AS_STRING(attr_name), value);
#endif
    return PyObject_SetAttr(obj, attr_name, value);
}
#endif

/* PyErrExceptionMatches */
        #if CYTHON_FAST_THREAD_STATE
static int __Pyx_PyErr_ExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
    Py_ssize_t i, n;
    n = PyTuple_GET_SIZE(tuple);
#if PY_MAJOR_VERSION >= 3
    for (i=0; i<n; i++) {
        if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
    }
#endif
    for (i=0; i<n; i++) {
        if (__Pyx_PyErr_GivenExceptionMatches(exc_type, PyTuple_GET_ITEM(tuple, i))) return 1;
    }
    return 0;
}
static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err) {
    PyObject *exc_type = tstate->curexc_type;
    if (exc_type == err) return 1;
    if (unlikely(!exc_type)) return 0;
    if (unlikely(PyTuple_Check(err)))
        return __Pyx_PyErr_ExceptionMatchesTuple(exc_type, err);
    return __Pyx_PyErr_GivenExceptionMatches(exc_type, err);
}
#endif

/* GetAttr */
        static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *o, PyObject *n) {
#if CYTHON_USE_TYPE_SLOTS
#if PY_MAJOR_VERSION >= 3
    if (likely(PyUnicode_Check(n)))
#else
    if (likely(PyString_Check(n)))
#endif
        return __Pyx_PyObject_GetAttrStr(o, n);
#endif
    return PyObject_GetAttr(o, n);
}

/* GetAttr3 */
        static PyObject *__Pyx_GetAttr3Default(PyObject *d) {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    if (unlikely(!__Pyx_PyErr_ExceptionMatches(PyExc_AttributeError)))
        return NULL;
    __Pyx_PyErr_Clear();
    Py_INCREF(d);
    return d;
}
static CYTHON_INLINE PyObject *__Pyx_GetAttr3(PyObject *o, PyObject *n, PyObject *d) {
    PyObject *r = __Pyx_GetAttr(o, n);
    return (likely(r)) ? r : __Pyx_GetAttr3Default(d);
}

/* Import */
        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_MAJOR_VERSION < 3
    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, '.')) {
                module = PyImport_ImportModuleLevelObject(
                    name, global_dict, empty_dict, list, 1);
                if (!module) {
                    if (!PyErr_ExceptionMatches(PyExc_ImportError))
                        goto bad;
                    PyErr_Clear();
                }
            }
            level = 0;
        }
        #endif
        if (!module) {
            #if PY_MAJOR_VERSION < 3
            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_MAJOR_VERSION < 3
    Py_XDECREF(py_import);
    #endif
    Py_XDECREF(empty_list);
    Py_XDECREF(empty_dict);
    return module;
}

/* ImportFrom */
        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;
}

/* RaiseException */
        #if PY_MAJOR_VERSION < 3
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb,
                        CYTHON_UNUSED PyObject *cause) {
    __Pyx_PyThreadState_declare
    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_PyThreadState_assign
    __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) {
                int is_subclass = PyObject_IsSubclass(instance_class, type);
                if (!is_subclass) {
                    instance_class = NULL;
                } else if (unlikely(is_subclass == -1)) {
                    goto bad;
                } else {
                    type = instance_class;
                }
            }
        }
        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 (cause) {
        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 = __Pyx_PyThreadState_Current;
        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

/* HasAttr */
        static CYTHON_INLINE int __Pyx_HasAttr(PyObject *o, PyObject *n) {
    PyObject *r;
    if (unlikely(!__Pyx_PyBaseString_Check(n))) {
        PyErr_SetString(PyExc_TypeError,
                        "hasattr(): attribute name must be string");
        return -1;
    }
    r = __Pyx_GetAttr(o, n);
    if (unlikely(!r)) {
        PyErr_Clear();
        return 0;
    } else {
        Py_DECREF(r);
        return 1;
    }
}

/* DictGetItem */
        #if PY_MAJOR_VERSION >= 3 && !CYTHON_COMPILING_IN_PYPY
static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key) {
    PyObject *value;
    value = PyDict_GetItemWithError(d, key);
    if (unlikely(!value)) {
        if (!PyErr_Occurred()) {
            PyObject* args = PyTuple_Pack(1, key);
            if (likely(args))
                PyErr_SetObject(PyExc_KeyError, args);
            Py_XDECREF(args);
        }
        return NULL;
    }
    Py_INCREF(value);
    return value;
}
#endif

/* RaiseTooManyValuesToUnpack */
        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);
}

/* RaiseNeedMoreValuesToUnpack */
        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");
}

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

/* SaveResetException */
        #if CYTHON_FAST_THREAD_STATE
static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
    #if PY_VERSION_HEX >= 0x030700A2
    *type = tstate->exc_state.exc_type;
    *value = tstate->exc_state.exc_value;
    *tb = tstate->exc_state.exc_traceback;
    #else
    *type = tstate->exc_type;
    *value = tstate->exc_value;
    *tb = tstate->exc_traceback;
    #endif
    Py_XINCREF(*type);
    Py_XINCREF(*value);
    Py_XINCREF(*tb);
}
static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    #if PY_VERSION_HEX >= 0x030700A2
    tmp_type = tstate->exc_state.exc_type;
    tmp_value = tstate->exc_state.exc_value;
    tmp_tb = tstate->exc_state.exc_traceback;
    tstate->exc_state.exc_type = type;
    tstate->exc_state.exc_value = value;
    tstate->exc_state.exc_traceback = tb;
    #else
    tmp_type = tstate->exc_type;
    tmp_value = tstate->exc_value;
    tmp_tb = tstate->exc_traceback;
    tstate->exc_type = type;
    tstate->exc_value = value;
    tstate->exc_traceback = tb;
    #endif
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
}
#endif

/* GetException */
        #if CYTHON_FAST_THREAD_STATE
static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
#else
static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb) {
#endif
    PyObject *local_type, *local_value, *local_tb;
#if CYTHON_FAST_THREAD_STATE
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    local_type = tstate->curexc_type;
    local_value = tstate->curexc_value;
    local_tb = tstate->curexc_traceback;
    tstate->curexc_type = 0;
    tstate->curexc_value = 0;
    tstate->curexc_traceback = 0;
#else
    PyErr_Fetch(&local_type, &local_value, &local_tb);
#endif
    PyErr_NormalizeException(&local_type, &local_value, &local_tb);
#if CYTHON_FAST_THREAD_STATE
    if (unlikely(tstate->curexc_type))
#else
    if (unlikely(PyErr_Occurred()))
#endif
        goto bad;
    #if PY_MAJOR_VERSION >= 3
    if (local_tb) {
        if (unlikely(PyException_SetTraceback(local_value, local_tb) < 0))
            goto bad;
    }
    #endif
    Py_XINCREF(local_tb);
    Py_XINCREF(local_type);
    Py_XINCREF(local_value);
    *type = local_type;
    *value = local_value;
    *tb = local_tb;
#if CYTHON_FAST_THREAD_STATE
    #if PY_VERSION_HEX >= 0x030700A2
    tmp_type = tstate->exc_state.exc_type;
    tmp_value = tstate->exc_state.exc_value;
    tmp_tb = tstate->exc_state.exc_traceback;
    tstate->exc_state.exc_type = local_type;
    tstate->exc_state.exc_value = local_value;
    tstate->exc_state.exc_traceback = local_tb;
    #else
    tmp_type = tstate->exc_type;
    tmp_value = tstate->exc_value;
    tmp_tb = tstate->exc_traceback;
    tstate->exc_type = local_type;
    tstate->exc_value = local_value;
    tstate->exc_traceback = local_tb;
    #endif
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
#else
    PyErr_SetExcInfo(local_type, local_value, local_tb);
#endif
    return 0;
bad:
    *type = 0;
    *value = 0;
    *tb = 0;
    Py_XDECREF(local_type);
    Py_XDECREF(local_value);
    Py_XDECREF(local_tb);
    return -1;
}

/* PyObject_GenericGetAttrNoDict */
          #if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
static PyObject *__Pyx_RaiseGenericGetAttributeError(PyTypeObject *tp, PyObject *attr_name) {
    PyErr_Format(PyExc_AttributeError,
#if PY_MAJOR_VERSION >= 3
                 "'%.50s' object has no attribute '%U'",
                 tp->tp_name, attr_name);
#else
                 "'%.50s' object has no attribute '%.400s'",
                 tp->tp_name, PyString_AS_STRING(attr_name));
#endif
    return NULL;
}
static CYTHON_INLINE PyObject* __Pyx_PyObject_GenericGetAttrNoDict(PyObject* obj, PyObject* attr_name) {
    PyObject *descr;
    PyTypeObject *tp = Py_TYPE(obj);
    if (unlikely(!PyString_Check(attr_name))) {
        return PyObject_GenericGetAttr(obj, attr_name);
    }
    assert(!tp->tp_dictoffset);
    descr = _PyType_Lookup(tp, attr_name);
    if (unlikely(!descr)) {
        return __Pyx_RaiseGenericGetAttributeError(tp, attr_name);
    }
    Py_INCREF(descr);
    #if PY_MAJOR_VERSION < 3
    if (likely(PyType_HasFeature(Py_TYPE(descr), Py_TPFLAGS_HAVE_CLASS)))
    #endif
    {
        descrgetfunc f = Py_TYPE(descr)->tp_descr_get;
        if (unlikely(f)) {
            PyObject *res = f(descr, obj, (PyObject *)tp);
            Py_DECREF(descr);
            return res;
        }
    }
    return descr;
}
#endif

/* PyObject_GenericGetAttr */
          #if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
static PyObject* __Pyx_PyObject_GenericGetAttr(PyObject* obj, PyObject* attr_name) {
    if (unlikely(Py_TYPE(obj)->tp_dictoffset)) {
        return PyObject_GenericGetAttr(obj, attr_name);
    }
    return __Pyx_PyObject_GenericGetAttrNoDict(obj, attr_name);
}
#endif

/* SetupReduce */
          static int __Pyx_setup_reduce_is_named(PyObject* meth, PyObject* name) {
  int ret;
  PyObject *name_attr;
  name_attr = __Pyx_PyObject_GetAttrStr(meth, __pyx_n_s_name);
  if (likely(name_attr)) {
      ret = PyObject_RichCompareBool(name_attr, name, Py_EQ);
  } else {
      ret = -1;
  }
  if (unlikely(ret < 0)) {
      PyErr_Clear();
      ret = 0;
  }
  Py_XDECREF(name_attr);
  return ret;
}
static int __Pyx_setup_reduce(PyObject* type_obj) {
    int ret = 0;
    PyObject *object_reduce = NULL;
    PyObject *object_reduce_ex = NULL;
    PyObject *reduce = NULL;
    PyObject *reduce_ex = NULL;
    PyObject *reduce_cython = NULL;
    PyObject *setstate = NULL;
    PyObject *setstate_cython = NULL;
#if CYTHON_USE_PYTYPE_LOOKUP
    if (_PyType_Lookup((PyTypeObject*)type_obj, __pyx_n_s_getstate)) goto GOOD;
#else
    if (PyObject_HasAttr(type_obj, __pyx_n_s_getstate)) goto GOOD;
#endif
#if CYTHON_USE_PYTYPE_LOOKUP
    object_reduce_ex = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto BAD;
#else
    object_reduce_ex = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto BAD;
#endif
    reduce_ex = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce_ex); if (unlikely(!reduce_ex)) goto BAD;
    if (reduce_ex == object_reduce_ex) {
#if CYTHON_USE_PYTYPE_LOOKUP
        object_reduce = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto BAD;
#else
        object_reduce = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto BAD;
#endif
        reduce = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce); if (unlikely(!reduce)) goto BAD;
        if (reduce == object_reduce || __Pyx_setup_reduce_is_named(reduce, __pyx_n_s_reduce_cython)) {
            reduce_cython = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce_cython); if (unlikely(!reduce_cython)) goto BAD;
            ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce, reduce_cython); if (unlikely(ret < 0)) goto BAD;
            ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce_cython); if (unlikely(ret < 0)) goto BAD;
            setstate = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_setstate);
            if (!setstate) PyErr_Clear();
            if (!setstate || __Pyx_setup_reduce_is_named(setstate, __pyx_n_s_setstate_cython)) {
                setstate_cython = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_setstate_cython); if (unlikely(!setstate_cython)) goto BAD;
                ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate, setstate_cython); if (unlikely(ret < 0)) goto BAD;
                ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate_cython); if (unlikely(ret < 0)) goto BAD;
            }
            PyType_Modified((PyTypeObject*)type_obj);
        }
    }
    goto GOOD;
BAD:
    if (!PyErr_Occurred())
        PyErr_Format(PyExc_RuntimeError, "Unable to initialize pickling for %s", ((PyTypeObject*)type_obj)->tp_name);
    ret = -1;
GOOD:
#if !CYTHON_USE_PYTYPE_LOOKUP
    Py_XDECREF(object_reduce);
    Py_XDECREF(object_reduce_ex);
#endif
    Py_XDECREF(reduce);
    Py_XDECREF(reduce_ex);
    Py_XDECREF(reduce_cython);
    Py_XDECREF(setstate);
    Py_XDECREF(setstate_cython);
    return ret;
}

/* GetVTable */
          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;
}

/* CLineInTraceback */
          #ifndef CYTHON_CLINE_IN_TRACEBACK
static int __Pyx_CLineForTraceback(CYTHON_UNUSED PyThreadState *tstate, int c_line) {
    PyObject *use_cline;
    PyObject *ptype, *pvalue, *ptraceback;
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject **cython_runtime_dict;
#endif
    __Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
#if CYTHON_COMPILING_IN_CPYTHON
    cython_runtime_dict = _PyObject_GetDictPtr(__pyx_cython_runtime);
    if (likely(cython_runtime_dict)) {
      use_cline = __Pyx_PyDict_GetItemStr(*cython_runtime_dict, __pyx_n_s_cline_in_traceback);
    } else
#endif
    {
      PyObject *use_cline_obj = __Pyx_PyObject_GetAttrStr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback);
      if (use_cline_obj) {
        use_cline = PyObject_Not(use_cline_obj) ? Py_False : Py_True;
        Py_DECREF(use_cline_obj);
      } else {
        PyErr_Clear();
        use_cline = NULL;
      }
    }
    if (!use_cline) {
        c_line = 0;
        PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False);
    }
    else if (PyObject_Not(use_cline) != 0) {
        c_line = 0;
    }
    __Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
    return c_line;
}
#endif

/* CodeObjectCache */
          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 - start) / 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);
}

/* AddTraceback */
          #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;
    PyThreadState *tstate = __Pyx_PyThreadState_Current;
    if (c_line) {
        c_line = __Pyx_CLineForTraceback(tstate, c_line);
    }
    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(
        tstate,            /*PyThreadState *tstate,*/
        py_code,           /*PyCodeObject *code,*/
        __pyx_d,    /*PyObject *globals,*/
        0                  /*PyObject *locals*/
    );
    if (!py_frame) goto bad;
    __Pyx_PyFrame_SetLineNumber(py_frame, 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 (__Pyx_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 ((0)) {}
        else if (__Pyx_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) __pyx_pw_5numpy_7ndarray_3__releasebuffer__(obj, view);
    view->obj = NULL;
    Py_DECREF(obj);
}
#endif


          /* CIntFromPyVerify */
          #define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\
    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0)
#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\
    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1)
#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\
    {\
        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 (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\
                    return (target_type) -1;\
                if (is_unsigned && unlikely(value < zero))\
                    goto raise_neg_overflow;\
                else\
                    goto raise_overflow;\
            }\
        }\
        return (target_type) value;\
    }

/* CIntToPy */
          static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
    const long neg_one = (long) -1, const_zero = (long) 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);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
        }
    } else {
        if (sizeof(long) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(long),
                                     little, !is_unsigned);
    }
}

/* Print */
          #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

/* CIntToPy */
          static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_long(unsigned long value) {
    const unsigned long neg_one = (unsigned long) -1, const_zero = (unsigned long) 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);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(unsigned long) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
        }
    } else {
        if (sizeof(unsigned long) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(unsigned long) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        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);
    }
}

/* CIntToPy */
          static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_int(unsigned int value) {
    const unsigned int neg_one = (unsigned int) -1, const_zero = (unsigned int) 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);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(unsigned int) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
        }
    } else {
        if (sizeof(unsigned int) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(unsigned int) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        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);
    }
}

/* CIntToPy */
          static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
    const int neg_one = (int) -1, const_zero = (int) 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);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
        }
    } else {
        if (sizeof(int) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(int),
                                     little, !is_unsigned);
    }
}

/* Declarations */
          #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

/* Arithmetic */
          #if CYTHON_CCOMPLEX
#else
    static CYTHON_INLINE int __Pyx_c_eq_float(__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_sum_float(__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_diff_float(__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_prod_float(__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;
    }
    #if 1
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
        if (b.imag == 0) {
            return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.real);
        } else if (fabsf(b.real) >= fabsf(b.imag)) {
            if (b.real == 0 && b.imag == 0) {
                return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.imag);
            } else {
                float r = b.imag / b.real;
                float s = 1.0 / (b.real + b.imag * r);
                return __pyx_t_float_complex_from_parts(
                    (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
            }
        } else {
            float r = b.real / b.imag;
            float s = 1.0 / (b.imag + b.real * r);
            return __pyx_t_float_complex_from_parts(
                (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
        }
    }
    #else
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
        if (b.imag == 0) {
            return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.real);
        } else {
            float denom = b.real * b.real + b.imag * b.imag;
            return __pyx_t_float_complex_from_parts(
                (a.real * b.real + a.imag * b.imag) / denom,
                (a.imag * b.real - a.real * b.imag) / denom);
        }
    }
    #endif
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_neg_float(__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_zero_float(__pyx_t_float_complex a) {
       return (a.real == 0) && (a.imag == 0);
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conj_float(__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_abs_float(__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_pow_float(__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_prod_float(a, a);
                        return __Pyx_c_prod_float(a, a);
                    case 3:
                        z = __Pyx_c_prod_float(a, a);
                        return __Pyx_c_prod_float(z, a);
                    case 4:
                        z = __Pyx_c_prod_float(a, a);
                        return __Pyx_c_prod_float(z, z);
                }
            }
            if (a.imag == 0) {
                if (a.real == 0) {
                    return a;
                } else if (b.imag == 0) {
                    z.real = powf(a.real, b.real);
                    z.imag = 0;
                    return z;
                } else if (a.real > 0) {
                    r = a.real;
                    theta = 0;
                } else {
                    r = -a.real;
                    theta = atan2f(0, -1);
                }
            } else {
                r = __Pyx_c_abs_float(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

/* Declarations */
          #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

/* Arithmetic */
          #if CYTHON_CCOMPLEX
#else
    static CYTHON_INLINE int __Pyx_c_eq_double(__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_double(__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_double(__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_double(__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;
    }
    #if 1
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
        if (b.imag == 0) {
            return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
        } else if (fabs(b.real) >= fabs(b.imag)) {
            if (b.real == 0 && b.imag == 0) {
                return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.imag);
            } else {
                double r = b.imag / b.real;
                double s = 1.0 / (b.real + b.imag * r);
                return __pyx_t_double_complex_from_parts(
                    (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
            }
        } else {
            double r = b.real / b.imag;
            double s = 1.0 / (b.imag + b.real * r);
            return __pyx_t_double_complex_from_parts(
                (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
        }
    }
    #else
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
        if (b.imag == 0) {
            return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
        } else {
            double denom = b.real * b.real + b.imag * b.imag;
            return __pyx_t_double_complex_from_parts(
                (a.real * b.real + a.imag * b.imag) / denom,
                (a.imag * b.real - a.real * b.imag) / denom);
        }
    }
    #endif
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg_double(__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_double(__pyx_t_double_complex a) {
       return (a.real == 0) && (a.imag == 0);
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj_double(__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_double(__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_double(__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_double(a, a);
                        return __Pyx_c_prod_double(a, a);
                    case 3:
                        z = __Pyx_c_prod_double(a, a);
                        return __Pyx_c_prod_double(z, a);
                    case 4:
                        z = __Pyx_c_prod_double(a, a);
                        return __Pyx_c_prod_double(z, z);
                }
            }
            if (a.imag == 0) {
                if (a.real == 0) {
                    return a;
                } else if (b.imag == 0) {
                    z.real = pow(a.real, b.real);
                    z.imag = 0;
                    return z;
                } else if (a.real > 0) {
                    r = a.real;
                    theta = 0;
                } else {
                    r = -a.real;
                    theta = atan2(0, -1);
                }
            } else {
                r = __Pyx_c_abs_double(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

/* CIntToPy */
          static CYTHON_INLINE PyObject* __Pyx_PyInt_From_enum__NPY_TYPES(enum NPY_TYPES value) {
    const enum NPY_TYPES neg_one = (enum NPY_TYPES) -1, const_zero = (enum NPY_TYPES) 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(enum NPY_TYPES) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(enum NPY_TYPES) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(enum NPY_TYPES) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
        }
    } else {
        if (sizeof(enum NPY_TYPES) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(enum NPY_TYPES) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(enum NPY_TYPES),
                                     little, !is_unsigned);
    }
}

/* CIntFromPy */
          static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
    const long neg_one = (long) -1, const_zero = (long) 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_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (long) 0;
                case  1: __PYX_VERIFY_RETURN_INT(long, digit, digits[0])
                case 2:
                    if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) >= 2 * PyLong_SHIFT) {
                            return (long) (((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) >= 3 * PyLong_SHIFT) {
                            return (long) (((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) >= 4 * PyLong_SHIFT) {
                            return (long) (((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
                        }
                    }
                    break;
            }
#endif
#if CYTHON_COMPILING_IN_CPYTHON
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
#else
            {
                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
                if (unlikely(result < 0))
                    return (long) -1;
                if (unlikely(result == 1))
                    goto raise_neg_overflow;
            }
#endif
            if (sizeof(long) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
            }
        } else {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (long) 0;
                case -1: __PYX_VERIFY_RETURN_INT(long, sdigit, (sdigit) (-(sdigit)digits[0]))
                case  1: __PYX_VERIFY_RETURN_INT(long,  digit, +digits[0])
                case -2:
                    if (8 * sizeof(long) - 1 > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                            return (long) (((long)-1)*(((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                            return (long) ((((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                            return (long) (((long)-1)*(((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                            return (long) ((((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                            return (long) (((long)-1)*(((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                            return (long) ((((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
            }
#endif
            if (sizeof(long) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
            }
        }
        {
#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_IntOrLong(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_IntOrLong(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;
}

/* CIntFromPy */
          static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
    const int neg_one = (int) -1, const_zero = (int) 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_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (int) 0;
                case  1: __PYX_VERIFY_RETURN_INT(int, digit, digits[0])
                case 2:
                    if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) >= 2 * PyLong_SHIFT) {
                            return (int) (((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) >= 3 * PyLong_SHIFT) {
                            return (int) (((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) >= 4 * PyLong_SHIFT) {
                            return (int) (((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
                        }
                    }
                    break;
            }
#endif
#if CYTHON_COMPILING_IN_CPYTHON
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
#else
            {
                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
                if (unlikely(result < 0))
                    return (int) -1;
                if (unlikely(result == 1))
                    goto raise_neg_overflow;
            }
#endif
            if (sizeof(int) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
            }
        } else {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (int) 0;
                case -1: __PYX_VERIFY_RETURN_INT(int, sdigit, (sdigit) (-(sdigit)digits[0]))
                case  1: __PYX_VERIFY_RETURN_INT(int,  digit, +digits[0])
                case -2:
                    if (8 * sizeof(int) - 1 > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
                            return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
                            return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
                            return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
                            return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
                            return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
                            return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
            }
#endif
            if (sizeof(int) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
            }
        }
        {
#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_IntOrLong(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_IntOrLong(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;
}

/* CIntFromPy */
          static CYTHON_INLINE unsigned int __Pyx_PyInt_As_unsigned_int(PyObject *x) {
    const unsigned int neg_one = (unsigned int) -1, const_zero = (unsigned int) 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_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (unsigned int) 0;
                case  1: __PYX_VERIFY_RETURN_INT(unsigned int, digit, digits[0])
                case 2:
                    if (8 * sizeof(unsigned int) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned int) >= 2 * PyLong_SHIFT) {
                            return (unsigned int) (((((unsigned int)digits[1]) << PyLong_SHIFT) | (unsigned int)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(unsigned int) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned int) >= 3 * PyLong_SHIFT) {
                            return (unsigned int) (((((((unsigned int)digits[2]) << PyLong_SHIFT) | (unsigned int)digits[1]) << PyLong_SHIFT) | (unsigned int)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(unsigned int) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned int) >= 4 * PyLong_SHIFT) {
                            return (unsigned int) (((((((((unsigned int)digits[3]) << PyLong_SHIFT) | (unsigned int)digits[2]) << PyLong_SHIFT) | (unsigned int)digits[1]) << PyLong_SHIFT) | (unsigned int)digits[0]));
                        }
                    }
                    break;
            }
#endif
#if CYTHON_COMPILING_IN_CPYTHON
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
#else
            {
                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
                if (unlikely(result < 0))
                    return (unsigned int) -1;
                if (unlikely(result == 1))
                    goto raise_neg_overflow;
            }
#endif
            if (sizeof(unsigned int) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT_EXC(unsigned int, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(unsigned int) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(unsigned int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
            }
        } else {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (unsigned int) 0;
                case -1: __PYX_VERIFY_RETURN_INT(unsigned int, sdigit, (sdigit) (-(sdigit)digits[0]))
                case  1: __PYX_VERIFY_RETURN_INT(unsigned int,  digit, +digits[0])
                case -2:
                    if (8 * sizeof(unsigned int) - 1 > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned int) - 1 > 2 * PyLong_SHIFT) {
                            return (unsigned int) (((unsigned int)-1)*(((((unsigned int)digits[1]) << PyLong_SHIFT) | (unsigned int)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if (8 * sizeof(unsigned int) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned int) - 1 > 2 * PyLong_SHIFT) {
                            return (unsigned int) ((((((unsigned int)digits[1]) << PyLong_SHIFT) | (unsigned int)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if (8 * sizeof(unsigned int) - 1 > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned int) - 1 > 3 * PyLong_SHIFT) {
                            return (unsigned int) (((unsigned int)-1)*(((((((unsigned int)digits[2]) << PyLong_SHIFT) | (unsigned int)digits[1]) << PyLong_SHIFT) | (unsigned int)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(unsigned int) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned int) - 1 > 3 * PyLong_SHIFT) {
                            return (unsigned int) ((((((((unsigned int)digits[2]) << PyLong_SHIFT) | (unsigned int)digits[1]) << PyLong_SHIFT) | (unsigned int)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if (8 * sizeof(unsigned int) - 1 > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned int) - 1 > 4 * PyLong_SHIFT) {
                            return (unsigned int) (((unsigned int)-1)*(((((((((unsigned int)digits[3]) << PyLong_SHIFT) | (unsigned int)digits[2]) << PyLong_SHIFT) | (unsigned int)digits[1]) << PyLong_SHIFT) | (unsigned int)digits[0])));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(unsigned int) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned int) - 1 > 4 * PyLong_SHIFT) {
                            return (unsigned int) ((((((((((unsigned int)digits[3]) << PyLong_SHIFT) | (unsigned int)digits[2]) << PyLong_SHIFT) | (unsigned int)digits[1]) << PyLong_SHIFT) | (unsigned int)digits[0])));
                        }
                    }
                    break;
            }
#endif
            if (sizeof(unsigned int) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT_EXC(unsigned int, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(unsigned int) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(unsigned int, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
            }
        }
        {
#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_IntOrLong(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_IntOrLong(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;
}

/* CIntFromPy */
          static CYTHON_INLINE unsigned long __Pyx_PyInt_As_unsigned_long(PyObject *x) {
    const unsigned long neg_one = (unsigned long) -1, const_zero = (unsigned long) 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_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (unsigned long) 0;
                case  1: __PYX_VERIFY_RETURN_INT(unsigned long, digit, digits[0])
                case 2:
                    if (8 * sizeof(unsigned long) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned long) >= 2 * PyLong_SHIFT) {
                            return (unsigned long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned long) >= 3 * PyLong_SHIFT) {
                            return (unsigned long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned long) >= 4 * PyLong_SHIFT) {
                            return (unsigned long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        }
                    }
                    break;
            }
#endif
#if CYTHON_COMPILING_IN_CPYTHON
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
#else
            {
                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
                if (unlikely(result < 0))
                    return (unsigned long) -1;
                if (unlikely(result == 1))
                    goto raise_neg_overflow;
            }
#endif
            if (sizeof(unsigned long) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT_EXC(unsigned long, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(unsigned long) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(unsigned long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
            }
        } else {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (unsigned long) 0;
                case -1: __PYX_VERIFY_RETURN_INT(unsigned long, sdigit, (sdigit) (-(sdigit)digits[0]))
                case  1: __PYX_VERIFY_RETURN_INT(unsigned long,  digit, +digits[0])
                case -2:
                    if (8 * sizeof(unsigned long) - 1 > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned long, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned long) - 1 > 2 * PyLong_SHIFT) {
                            return (unsigned long) (((unsigned long)-1)*(((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if (8 * sizeof(unsigned long) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned long) - 1 > 2 * PyLong_SHIFT) {
                            return (unsigned long) ((((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if (8 * sizeof(unsigned long) - 1 > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned long, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned long) - 1 > 3 * PyLong_SHIFT) {
                            return (unsigned long) (((unsigned long)-1)*(((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned long) - 1 > 3 * PyLong_SHIFT) {
                            return (unsigned long) ((((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if (8 * sizeof(unsigned long) - 1 > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned long, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned long) - 1 > 4 * PyLong_SHIFT) {
                            return (unsigned long) (((unsigned long)-1)*(((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(unsigned long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(unsigned long) - 1 > 4 * PyLong_SHIFT) {
                            return (unsigned long) ((((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])));
                        }
                    }
                    break;
            }
#endif
            if (sizeof(unsigned long) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT_EXC(unsigned long, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(unsigned long) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(unsigned long, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
            }
        }
        {
#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_IntOrLong(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_IntOrLong(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;
}

/* PrintOne */
          #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

/* FastTypeChecks */
          #if CYTHON_COMPILING_IN_CPYTHON
static int __Pyx_InBases(PyTypeObject *a, PyTypeObject *b) {
    while (a) {
        a = a->tp_base;
        if (a == b)
            return 1;
    }
    return b == &PyBaseObject_Type;
}
static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b) {
    PyObject *mro;
    if (a == b) return 1;
    mro = a->tp_mro;
    if (likely(mro)) {
        Py_ssize_t i, n;
        n = PyTuple_GET_SIZE(mro);
        for (i = 0; i < n; i++) {
            if (PyTuple_GET_ITEM(mro, i) == (PyObject *)b)
                return 1;
        }
        return 0;
    }
    return __Pyx_InBases(a, b);
}
#if PY_MAJOR_VERSION == 2
static int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject* exc_type2) {
    PyObject *exception, *value, *tb;
    int res;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&exception, &value, &tb);
    res = exc_type1 ? PyObject_IsSubclass(err, exc_type1) : 0;
    if (unlikely(res == -1)) {
        PyErr_WriteUnraisable(err);
        res = 0;
    }
    if (!res) {
        res = PyObject_IsSubclass(err, exc_type2);
        if (unlikely(res == -1)) {
            PyErr_WriteUnraisable(err);
            res = 0;
        }
    }
    __Pyx_ErrRestore(exception, value, tb);
    return res;
}
#else
static CYTHON_INLINE int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject *exc_type2) {
    int res = exc_type1 ? __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type1) : 0;
    if (!res) {
        res = __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type2);
    }
    return res;
}
#endif
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject* exc_type) {
    if (likely(err == exc_type)) return 1;
    if (likely(PyExceptionClass_Check(err))) {
        return __Pyx_inner_PyErr_GivenExceptionMatches2(err, NULL, exc_type);
    }
    return PyErr_GivenExceptionMatches(err, exc_type);
}
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *exc_type1, PyObject *exc_type2) {
    if (likely(err == exc_type1 || err == exc_type2)) return 1;
    if (likely(PyExceptionClass_Check(err))) {
        return __Pyx_inner_PyErr_GivenExceptionMatches2(err, exc_type1, exc_type2);
    }
    return (PyErr_GivenExceptionMatches(err, exc_type1) || PyErr_GivenExceptionMatches(err, exc_type2));
}
#endif

/* CheckBinaryVersion */
          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;
}

/* ModuleImport */
          #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

/* TypeImport */
          #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. Expected %zd, got %zd",
            module_name, class_name, basicsize, size);
        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. Expected %zd, got %zd",
            module_name, class_name, basicsize, size);
        goto bad;
    }
    return (PyTypeObject *)result;
bad:
    Py_XDECREF(py_module);
    Py_XDECREF(result);
    return NULL;
}
#endif

/* InitStrings */
          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;
        if (PyObject_Hash(*t->p) == -1)
            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 const char* __Pyx_PyObject_AsString(PyObject* o) {
    Py_ssize_t ignore;
    return __Pyx_PyObject_AsStringAndSize(o, &ignore);
}
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
#if !CYTHON_PEP393_ENABLED
static const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
    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
static CYTHON_INLINE const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
    if (unlikely(__Pyx_PyUnicode_READY(o) == -1)) return NULL;
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
    if (likely(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
#endif
static CYTHON_INLINE const 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)) {
        return __Pyx_PyUnicode_AsStringAndSize(o, length);
    } else
#endif
#if (!CYTHON_COMPILING_IN_PYPY) || (defined(PyByteArray_AS_STRING) && defined(PyByteArray_GET_SIZE))
    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 PyObject* __Pyx_PyNumber_IntOrLongWrongResultType(PyObject* result, const char* type_name) {
#if PY_MAJOR_VERSION >= 3
    if (PyLong_Check(result)) {
        if (PyErr_WarnFormat(PyExc_DeprecationWarning, 1,
                "__int__ returned non-int (type %.200s).  "
                "The ability to return an instance of a strict subclass of int "
                "is deprecated, and may be removed in a future version of Python.",
                Py_TYPE(result)->tp_name)) {
            Py_DECREF(result);
            return NULL;
        }
        return result;
    }
#endif
    PyErr_Format(PyExc_TypeError,
                 "__%.4s__ returned non-%.4s (type %.200s)",
                 type_name, type_name, Py_TYPE(result)->tp_name);
    Py_DECREF(result);
    return NULL;
}
static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) {
#if CYTHON_USE_TYPE_SLOTS
  PyNumberMethods *m;
#endif
  const char *name = NULL;
  PyObject *res = NULL;
#if PY_MAJOR_VERSION < 3
  if (likely(PyInt_Check(x) || PyLong_Check(x)))
#else
  if (likely(PyLong_Check(x)))
#endif
    return __Pyx_NewRef(x);
#if CYTHON_USE_TYPE_SLOTS
  m = Py_TYPE(x)->tp_as_number;
  #if PY_MAJOR_VERSION < 3
  if (m && m->nb_int) {
    name = "int";
    res = m->nb_int(x);
  }
  else if (m && m->nb_long) {
    name = "long";
    res = m->nb_long(x);
  }
  #else
  if (likely(m && m->nb_int)) {
    name = "int";
    res = m->nb_int(x);
  }
  #endif
#else
  if (!PyBytes_CheckExact(x) && !PyUnicode_CheckExact(x)) {
    res = PyNumber_Int(x);
  }
#endif
  if (likely(res)) {
#if PY_MAJOR_VERSION < 3
    if (unlikely(!PyInt_Check(res) && !PyLong_Check(res))) {
#else
    if (unlikely(!PyLong_CheckExact(res))) {
#endif
        return __Pyx_PyNumber_IntOrLongWrongResultType(res, name);
    }
  }
  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))) {
    if (sizeof(Py_ssize_t) >= sizeof(long))
        return PyInt_AS_LONG(b);
    else
        return PyInt_AsSsize_t(x);
  }
#endif
  if (likely(PyLong_CheckExact(b))) {
    #if CYTHON_USE_PYLONG_INTERNALS
    const digit* digits = ((PyLongObject*)b)->ob_digit;
    const Py_ssize_t size = Py_SIZE(b);
    if (likely(__Pyx_sst_abs(size) <= 1)) {
        ival = likely(size) ? digits[0] : 0;
        if (size == -1) ival = -ival;
        return ival;
    } else {
      switch (size) {
         case 2:
           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
             return (Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case -2:
           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
             return -(Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case 3:
           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
             return (Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case -3:
           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
             return -(Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case 4:
           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
             return (Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case -4:
           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
             return -(Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
      }
    }
    #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 */
