/* Generated by Cython 0.29.32 */

/* BEGIN: Cython Metadata
{
    "distutils": {
        "depends": [],
        "extra_compile_args": [
            "-O2"
        ],
        "include_dirs": [
            ""
        ],
        "name": "wildboar.utils.stats",
        "sources": [
            "src/wildboar/utils/stats.pyx"
        ]
    },
    "module_name": "wildboar.utils.stats"
}
END: Cython Metadata */

#ifndef PY_SSIZE_T_CLEAN
#define PY_SSIZE_T_CLEAN
#endif /* 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_29_32"
#define CYTHON_HEX_VERSION 0x001D20F0
#define CYTHON_FUTURE_DIVISION 1
#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
  #define CYTHON_COMPILING_IN_NOGIL 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
  #undef CYTHON_USE_DICT_VERSIONS
  #define CYTHON_USE_DICT_VERSIONS 0
  #undef CYTHON_USE_EXC_INFO_STACK
  #define CYTHON_USE_EXC_INFO_STACK 0
  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
    #define CYTHON_UPDATE_DESCRIPTOR_DOC (PYPY_VERSION_HEX >= 0x07030900)
  #endif
#elif defined(PYSTON_VERSION)
  #define CYTHON_COMPILING_IN_PYPY 0
  #define CYTHON_COMPILING_IN_PYSTON 1
  #define CYTHON_COMPILING_IN_CPYTHON 0
  #define CYTHON_COMPILING_IN_NOGIL 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
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  #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
  #undef CYTHON_USE_DICT_VERSIONS
  #define CYTHON_USE_DICT_VERSIONS 0
  #undef CYTHON_USE_EXC_INFO_STACK
  #define CYTHON_USE_EXC_INFO_STACK 0
  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
    #define CYTHON_UPDATE_DESCRIPTOR_DOC 0
  #endif
#elif defined(PY_NOGIL)
  #define CYTHON_COMPILING_IN_PYPY 0
  #define CYTHON_COMPILING_IN_PYSTON 0
  #define CYTHON_COMPILING_IN_CPYTHON 0
  #define CYTHON_COMPILING_IN_NOGIL 1
  #ifndef CYTHON_USE_TYPE_SLOTS
    #define CYTHON_USE_TYPE_SLOTS 1
  #endif
  #undef CYTHON_USE_PYTYPE_LOOKUP
  #define CYTHON_USE_PYTYPE_LOOKUP 0
  #ifndef CYTHON_USE_ASYNC_SLOTS
    #define CYTHON_USE_ASYNC_SLOTS 1
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  #undef CYTHON_USE_PYLIST_INTERNALS
  #define CYTHON_USE_PYLIST_INTERNALS 0
  #ifndef CYTHON_USE_UNICODE_INTERNALS
    #define CYTHON_USE_UNICODE_INTERNALS 1
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  #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
  #ifndef CYTHON_PEP489_MULTI_PHASE_INIT
    #define CYTHON_PEP489_MULTI_PHASE_INIT 1
  #endif
  #ifndef CYTHON_USE_TP_FINALIZE
    #define CYTHON_USE_TP_FINALIZE 1
  #endif
  #undef CYTHON_USE_DICT_VERSIONS
  #define CYTHON_USE_DICT_VERSIONS 0
  #undef CYTHON_USE_EXC_INFO_STACK
  #define CYTHON_USE_EXC_INFO_STACK 0
#else
  #define CYTHON_COMPILING_IN_PYPY 0
  #define CYTHON_COMPILING_IN_PYSTON 0
  #define CYTHON_COMPILING_IN_CPYTHON 1
  #define CYTHON_COMPILING_IN_NOGIL 0
  #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 || PY_VERSION_HEX >= 0x030B00A2
    #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
  #if PY_VERSION_HEX >= 0x030B00A4
    #undef CYTHON_FAST_THREAD_STATE
    #define CYTHON_FAST_THREAD_STATE 0
  #elif !defined(CYTHON_FAST_THREAD_STATE)
    #define CYTHON_FAST_THREAD_STATE 1
  #endif
  #ifndef CYTHON_FAST_PYCALL
    #define CYTHON_FAST_PYCALL (PY_VERSION_HEX < 0x030A0000)
  #endif
  #ifndef CYTHON_PEP489_MULTI_PHASE_INIT
    #define CYTHON_PEP489_MULTI_PHASE_INIT (PY_VERSION_HEX >= 0x03050000)
  #endif
  #ifndef CYTHON_USE_TP_FINALIZE
    #define CYTHON_USE_TP_FINALIZE (PY_VERSION_HEX >= 0x030400a1)
  #endif
  #ifndef CYTHON_USE_DICT_VERSIONS
    #define CYTHON_USE_DICT_VERSIONS (PY_VERSION_HEX >= 0x030600B1)
  #endif
  #if PY_VERSION_HEX >= 0x030B00A4
    #undef CYTHON_USE_EXC_INFO_STACK
    #define CYTHON_USE_EXC_INFO_STACK 0
  #elif !defined(CYTHON_USE_EXC_INFO_STACK)
    #define CYTHON_USE_EXC_INFO_STACK (PY_VERSION_HEX >= 0x030700A3)
  #endif
  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
    #define CYTHON_UPDATE_DESCRIPTOR_DOC 1
  #endif
#endif
#if !defined(CYTHON_FAST_PYCCALL)
#define CYTHON_FAST_PYCCALL  (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1)
#endif
#if CYTHON_USE_PYLONG_INTERNALS
  #if PY_MAJOR_VERSION < 3
    #include "longintrepr.h"
  #endif
  #undef SHIFT
  #undef BASE
  #undef MASK
  #ifdef SIZEOF_VOID_P
    enum { __pyx_check_sizeof_voidp = 1 / (int)(SIZEOF_VOID_P == sizeof(void*)) };
  #endif
#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_DefaultClassType PyType_Type
#if PY_VERSION_HEX >= 0x030B00A1
    static CYTHON_INLINE PyCodeObject* __Pyx_PyCode_New(int a, int k, int l, int s, int f,
                                                    PyObject *code, PyObject *c, PyObject* n, PyObject *v,
                                                    PyObject *fv, PyObject *cell, PyObject* fn,
                                                    PyObject *name, int fline, PyObject *lnos) {
        PyObject *kwds=NULL, *argcount=NULL, *posonlyargcount=NULL, *kwonlyargcount=NULL;
        PyObject *nlocals=NULL, *stacksize=NULL, *flags=NULL, *replace=NULL, *call_result=NULL, *empty=NULL;
        const char *fn_cstr=NULL;
        const char *name_cstr=NULL;
        PyCodeObject* co=NULL;
        PyObject *type, *value, *traceback;
        PyErr_Fetch(&type, &value, &traceback);
        if (!(kwds=PyDict_New())) goto end;
        if (!(argcount=PyLong_FromLong(a))) goto end;
        if (PyDict_SetItemString(kwds, "co_argcount", argcount) != 0) goto end;
        if (!(posonlyargcount=PyLong_FromLong(0))) goto end;
        if (PyDict_SetItemString(kwds, "co_posonlyargcount", posonlyargcount) != 0) goto end;
        if (!(kwonlyargcount=PyLong_FromLong(k))) goto end;
        if (PyDict_SetItemString(kwds, "co_kwonlyargcount", kwonlyargcount) != 0) goto end;
        if (!(nlocals=PyLong_FromLong(l))) goto end;
        if (PyDict_SetItemString(kwds, "co_nlocals", nlocals) != 0) goto end;
        if (!(stacksize=PyLong_FromLong(s))) goto end;
        if (PyDict_SetItemString(kwds, "co_stacksize", stacksize) != 0) goto end;
        if (!(flags=PyLong_FromLong(f))) goto end;
        if (PyDict_SetItemString(kwds, "co_flags", flags) != 0) goto end;
        if (PyDict_SetItemString(kwds, "co_code", code) != 0) goto end;
        if (PyDict_SetItemString(kwds, "co_consts", c) != 0) goto end;
        if (PyDict_SetItemString(kwds, "co_names", n) != 0) goto end;
        if (PyDict_SetItemString(kwds, "co_varnames", v) != 0) goto end;
        if (PyDict_SetItemString(kwds, "co_freevars", fv) != 0) goto end;
        if (PyDict_SetItemString(kwds, "co_cellvars", cell) != 0) goto end;
        if (PyDict_SetItemString(kwds, "co_linetable", lnos) != 0) goto end;
        if (!(fn_cstr=PyUnicode_AsUTF8AndSize(fn, NULL))) goto end;
        if (!(name_cstr=PyUnicode_AsUTF8AndSize(name, NULL))) goto end;
        if (!(co = PyCode_NewEmpty(fn_cstr, name_cstr, fline))) goto end;
        if (!(replace = PyObject_GetAttrString((PyObject*)co, "replace"))) goto cleanup_code_too;
        if (!(empty = PyTuple_New(0))) goto cleanup_code_too; // unfortunately __pyx_empty_tuple isn't available here
        if (!(call_result = PyObject_Call(replace, empty, kwds))) goto cleanup_code_too;
        Py_XDECREF((PyObject*)co);
        co = (PyCodeObject*)call_result;
        call_result = NULL;
        if (0) {
            cleanup_code_too:
            Py_XDECREF((PyObject*)co);
            co = NULL;
        }
        end:
        Py_XDECREF(kwds);
        Py_XDECREF(argcount);
        Py_XDECREF(posonlyargcount);
        Py_XDECREF(kwonlyargcount);
        Py_XDECREF(nlocals);
        Py_XDECREF(stacksize);
        Py_XDECREF(replace);
        Py_XDECREF(call_result);
        Py_XDECREF(empty);
        if (type) {
            PyErr_Restore(type, value, traceback);
        }
        return co;
    }
#else
  #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)
#endif
  #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
#ifndef METH_STACKLESS
  #define METH_STACKLESS 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 | METH_STACKLESS)))))
#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_CPYTHON && PY_VERSION_HEX < 0x030400A1
  #define PyMem_RawMalloc(n)           PyMem_Malloc(n)
  #define PyMem_RawRealloc(p, n)       PyMem_Realloc(p, n)
  #define PyMem_RawFree(p)             PyMem_Free(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;
}
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
#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
  #if defined(PyUnicode_IS_READY)
  #define __Pyx_PyUnicode_READY(op)       (likely(PyUnicode_IS_READY(op)) ?\
                                              0 : _PyUnicode_Ready((PyObject *)(op)))
  #else
  #define __Pyx_PyUnicode_READY(op)       (0)
  #endif
  #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)
  #if defined(PyUnicode_IS_READY) && defined(PyUnicode_GET_SIZE)
  #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x03090000
  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : ((PyCompactUnicodeObject *)(u))->wstr_length))
  #else
  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u)))
  #endif
  #else
  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != PyUnicode_GET_LENGTH(u))
  #endif
#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 || (PyString_Check(b) && !PyString_CheckExact(b)))) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
#define __Pyx_PyUnicode_FormatSafe(a, b)  ((unlikely((a) == Py_None || (PyUnicode_Check(b) && !PyUnicode_CheckExact(b)))) ? 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
#ifndef PyObject_Unicode
  #define PyObject_Unicode             PyObject_Str
#endif
#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 PY_VERSION_HEX >= 0x030900A4
  #define __Pyx_SET_REFCNT(obj, refcnt) Py_SET_REFCNT(obj, refcnt)
  #define __Pyx_SET_SIZE(obj, size) Py_SET_SIZE(obj, size)
#else
  #define __Pyx_SET_REFCNT(obj, refcnt) Py_REFCNT(obj) = (refcnt)
  #define __Pyx_SET_SIZE(obj, size) Py_SIZE(obj) = (size)
#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   __Pyx_PyIndex_AsHash_t
#else
  #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
  #define __Pyx_PyInt_AsHash_t   __Pyx_PyIndex_AsSsize_t
#endif
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyMethod_New(func, self, klass) ((self) ? ((void)(klass), PyMethod_New(func, self)) : __Pyx_NewRef(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(WIN32) || defined(MS_WINDOWS)
  #if !defined(_USE_MATH_DEFINES)
    #define _USE_MATH_DEFINES
  #endif
#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_MARK_ERR_POS(f_index, lineno) \
    { __pyx_filename = __pyx_f[f_index]; (void)__pyx_filename; __pyx_lineno = lineno; (void)__pyx_lineno; __pyx_clineno = __LINE__; (void)__pyx_clineno; }
#define __PYX_ERR(f_index, lineno, Ln_error) \
    { __PYX_MARK_ERR_POS(f_index, lineno) 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__wildboar__utils__stats
#define __PYX_HAVE_API__wildboar__utils__stats
/* Early includes */
#include <math.h>
#include <string.h>
#include <stdlib.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_UTF8 0
#define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT (PY_MAJOR_VERSION >= 3 && __PYX_DEFAULT_STRING_ENCODING_IS_UTF8)
#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)))  )
static CYTHON_INLINE int __Pyx_is_valid_index(Py_ssize_t i, Py_ssize_t limit) {
    return (size_t) i < (size_t) limit;
}
#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)
static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b);
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(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);
static CYTHON_INLINE Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject*);
#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) + 1);
    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 = NULL;
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
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static double __pyx_v_8wildboar_5utils_5stats_EPSILON;
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static void __pyx_f_8wildboar_5utils_5stats_fast_mean_std(double *__pyx_v_data, Py_ssize_t __pyx_v_length, double *__pyx_v_mean, double *__pyx_v_std) {
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 *         current_value = data[i]             # <<<<<<<<<<<<<<
 *         ex += current_value
 *         ex2 += current_value ** 2
 */
    __pyx_v_current_value = (__pyx_v_data[__pyx_v_i]);

    /* "wildboar/utils/stats.pyx":30
 *     for i in range(length):
 *         current_value = data[i]
 *         ex += current_value             # <<<<<<<<<<<<<<
 *         ex2 += current_value ** 2
 * 
 */
    __pyx_v_ex = (__pyx_v_ex + __pyx_v_current_value);

    /* "wildboar/utils/stats.pyx":31
 *         current_value = data[i]
 *         ex += current_value
 *         ex2 += current_value ** 2             # <<<<<<<<<<<<<<
 * 
 *     mean[0] = ex / length
 */
    __pyx_v_ex2 = (__pyx_v_ex2 + pow(__pyx_v_current_value, 2.0));
  }

  /* "wildboar/utils/stats.pyx":33
 *         ex2 += current_value ** 2
 * 
 *     mean[0] = ex / length             # <<<<<<<<<<<<<<
 *     ex2 = ex2 / length - mean[0] * mean[0]
 *     if ex2 > EPSILON:
 */
  if (unlikely(__pyx_v_length == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 33, __pyx_L1_error)
  }
  (__pyx_v_mean[0]) = (__pyx_v_ex / ((double)__pyx_v_length));

  /* "wildboar/utils/stats.pyx":34
 * 
 *     mean[0] = ex / length
 *     ex2 = ex2 / length - mean[0] * mean[0]             # <<<<<<<<<<<<<<
 *     if ex2 > EPSILON:
 *         std[0] = sqrt(ex2)
 */
  if (unlikely(__pyx_v_length == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 34, __pyx_L1_error)
  }
  __pyx_v_ex2 = ((__pyx_v_ex2 / ((double)__pyx_v_length)) - ((__pyx_v_mean[0]) * (__pyx_v_mean[0])));

  /* "wildboar/utils/stats.pyx":35
 *     mean[0] = ex / length
 *     ex2 = ex2 / length - mean[0] * mean[0]
 *     if ex2 > EPSILON:             # <<<<<<<<<<<<<<
 *         std[0] = sqrt(ex2)
 *     else:
 */
  __pyx_t_4 = ((__pyx_v_ex2 > __pyx_v_8wildboar_5utils_5stats_EPSILON) != 0);
  if (__pyx_t_4) {

    /* "wildboar/utils/stats.pyx":36
 *     ex2 = ex2 / length - mean[0] * mean[0]
 *     if ex2 > EPSILON:
 *         std[0] = sqrt(ex2)             # <<<<<<<<<<<<<<
 *     else:
 *         std[0] = 0.0
 */
    (__pyx_v_std[0]) = sqrt(__pyx_v_ex2);

    /* "wildboar/utils/stats.pyx":35
 *     mean[0] = ex / length
 *     ex2 = ex2 / length - mean[0] * mean[0]
 *     if ex2 > EPSILON:             # <<<<<<<<<<<<<<
 *         std[0] = sqrt(ex2)
 *     else:
 */
    goto __pyx_L5;
  }

  /* "wildboar/utils/stats.pyx":38
 *         std[0] = sqrt(ex2)
 *     else:
 *         std[0] = 0.0             # <<<<<<<<<<<<<<
 * 
 * 
 */
  /*else*/ {
    (__pyx_v_std[0]) = 0.0;
  }
  __pyx_L5:;

  /* "wildboar/utils/stats.pyx":18
 * cdef double EPSILON = 1e-13
 * 
 * cdef void fast_mean_std(             # <<<<<<<<<<<<<<
 *     double* data,
 *     Py_ssize_t length,
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_WriteUnraisable("wildboar.utils.stats.fast_mean_std", __pyx_clineno, __pyx_lineno, __pyx_filename, 1, 1);
  __pyx_L0:;
}

/* "wildboar/utils/stats.pyx":41
 * 
 * 
 * cdef void inc_stats_init(IncStats *self) nogil:             # <<<<<<<<<<<<<<
 *     self.mean = 0.0
 *     self.n_samples = 0.0
 */

static void __pyx_f_8wildboar_5utils_5stats_inc_stats_init(struct __pyx_t_8wildboar_5utils_5stats_IncStats *__pyx_v_self) {

  /* "wildboar/utils/stats.pyx":42
 * 
 * cdef void inc_stats_init(IncStats *self) nogil:
 *     self.mean = 0.0             # <<<<<<<<<<<<<<
 *     self.n_samples = 0.0
 *     self.sum_square = 0.0
 */
  __pyx_v_self->mean = 0.0;

  /* "wildboar/utils/stats.pyx":43
 * cdef void inc_stats_init(IncStats *self) nogil:
 *     self.mean = 0.0
 *     self.n_samples = 0.0             # <<<<<<<<<<<<<<
 *     self.sum_square = 0.0
 *     self.sum = 0.0
 */
  __pyx_v_self->n_samples = 0.0;

  /* "wildboar/utils/stats.pyx":44
 *     self.mean = 0.0
 *     self.n_samples = 0.0
 *     self.sum_square = 0.0             # <<<<<<<<<<<<<<
 *     self.sum = 0.0
 * 
 */
  __pyx_v_self->sum_square = 0.0;

  /* "wildboar/utils/stats.pyx":45
 *     self.n_samples = 0.0
 *     self.sum_square = 0.0
 *     self.sum = 0.0             # <<<<<<<<<<<<<<
 * 
 * cdef void inc_stats_add(IncStats *self, double weight, double value) nogil:
 */
  __pyx_v_self->sum = 0.0;

  /* "wildboar/utils/stats.pyx":41
 * 
 * 
 * cdef void inc_stats_init(IncStats *self) nogil:             # <<<<<<<<<<<<<<
 *     self.mean = 0.0
 *     self.n_samples = 0.0
 */

  /* function exit code */
}

/* "wildboar/utils/stats.pyx":47
 *     self.sum = 0.0
 * 
 * cdef void inc_stats_add(IncStats *self, double weight, double value) nogil:             # <<<<<<<<<<<<<<
 *     cdef double next_m
 *     self.n_samples += weight
 */

static void __pyx_f_8wildboar_5utils_5stats_inc_stats_add(struct __pyx_t_8wildboar_5utils_5stats_IncStats *__pyx_v_self, double __pyx_v_weight, double __pyx_v_value) {
  double __pyx_v_next_m;
  double __pyx_t_1;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;

  /* "wildboar/utils/stats.pyx":49
 * cdef void inc_stats_add(IncStats *self, double weight, double value) nogil:
 *     cdef double next_m
 *     self.n_samples += weight             # <<<<<<<<<<<<<<
 *     next_m = self.mean + (value - self.mean) / self.n_samples
 *     self.sum_square += (value - self.mean) * (value - next_m)
 */
  __pyx_v_self->n_samples = (__pyx_v_self->n_samples + __pyx_v_weight);

  /* "wildboar/utils/stats.pyx":50
 *     cdef double next_m
 *     self.n_samples += weight
 *     next_m = self.mean + (value - self.mean) / self.n_samples             # <<<<<<<<<<<<<<
 *     self.sum_square += (value - self.mean) * (value - next_m)
 *     self.mean = next_m
 */
  __pyx_t_1 = (__pyx_v_value - __pyx_v_self->mean);
  if (unlikely(__pyx_v_self->n_samples == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 50, __pyx_L1_error)
  }
  __pyx_v_next_m = (__pyx_v_self->mean + (__pyx_t_1 / __pyx_v_self->n_samples));

  /* "wildboar/utils/stats.pyx":51
 *     self.n_samples += weight
 *     next_m = self.mean + (value - self.mean) / self.n_samples
 *     self.sum_square += (value - self.mean) * (value - next_m)             # <<<<<<<<<<<<<<
 *     self.mean = next_m
 *     self.sum += weight * value
 */
  __pyx_v_self->sum_square = (__pyx_v_self->sum_square + ((__pyx_v_value - __pyx_v_self->mean) * (__pyx_v_value - __pyx_v_next_m)));

  /* "wildboar/utils/stats.pyx":52
 *     next_m = self.mean + (value - self.mean) / self.n_samples
 *     self.sum_square += (value - self.mean) * (value - next_m)
 *     self.mean = next_m             # <<<<<<<<<<<<<<
 *     self.sum += weight * value
 * 
 */
  __pyx_v_self->mean = __pyx_v_next_m;

  /* "wildboar/utils/stats.pyx":53
 *     self.sum_square += (value - self.mean) * (value - next_m)
 *     self.mean = next_m
 *     self.sum += weight * value             # <<<<<<<<<<<<<<
 * 
 * cdef void inc_stats_remove(IncStats *self, double weight, double value) nogil:
 */
  __pyx_v_self->sum = (__pyx_v_self->sum + (__pyx_v_weight * __pyx_v_value));

  /* "wildboar/utils/stats.pyx":47
 *     self.sum = 0.0
 * 
 * cdef void inc_stats_add(IncStats *self, double weight, double value) nogil:             # <<<<<<<<<<<<<<
 *     cdef double next_m
 *     self.n_samples += weight
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_WriteUnraisable("wildboar.utils.stats.inc_stats_add", __pyx_clineno, __pyx_lineno, __pyx_filename, 1, 1);
  __pyx_L0:;
}

/* "wildboar/utils/stats.pyx":55
 *     self.sum += weight * value
 * 
 * cdef void inc_stats_remove(IncStats *self, double weight, double value) nogil:             # <<<<<<<<<<<<<<
 *     cdef double old_m
 *     if self.n_samples == 1.0:
 */

static void __pyx_f_8wildboar_5utils_5stats_inc_stats_remove(struct __pyx_t_8wildboar_5utils_5stats_IncStats *__pyx_v_self, double __pyx_v_weight, double __pyx_v_value) {
  double __pyx_v_old_m;
  int __pyx_t_1;
  double __pyx_t_2;
  double __pyx_t_3;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;

  /* "wildboar/utils/stats.pyx":57
 * cdef void inc_stats_remove(IncStats *self, double weight, double value) nogil:
 *     cdef double old_m
 *     if self.n_samples == 1.0:             # <<<<<<<<<<<<<<
 *         self.n_samples = 0.0
 *         self.mean = 0.0
 */
  __pyx_t_1 = ((__pyx_v_self->n_samples == 1.0) != 0);
  if (__pyx_t_1) {

    /* "wildboar/utils/stats.pyx":58
 *     cdef double old_m
 *     if self.n_samples == 1.0:
 *         self.n_samples = 0.0             # <<<<<<<<<<<<<<
 *         self.mean = 0.0
 *         self.sum_square = 0.0
 */
    __pyx_v_self->n_samples = 0.0;

    /* "wildboar/utils/stats.pyx":59
 *     if self.n_samples == 1.0:
 *         self.n_samples = 0.0
 *         self.mean = 0.0             # <<<<<<<<<<<<<<
 *         self.sum_square = 0.0
 *     else:
 */
    __pyx_v_self->mean = 0.0;

    /* "wildboar/utils/stats.pyx":60
 *         self.n_samples = 0.0
 *         self.mean = 0.0
 *         self.sum_square = 0.0             # <<<<<<<<<<<<<<
 *     else:
 *         old_m = (self.n_samples * self.mean - value) / (self.n_samples - weight)
 */
    __pyx_v_self->sum_square = 0.0;

    /* "wildboar/utils/stats.pyx":57
 * cdef void inc_stats_remove(IncStats *self, double weight, double value) nogil:
 *     cdef double old_m
 *     if self.n_samples == 1.0:             # <<<<<<<<<<<<<<
 *         self.n_samples = 0.0
 *         self.mean = 0.0
 */
    goto __pyx_L3;
  }

  /* "wildboar/utils/stats.pyx":62
 *         self.sum_square = 0.0
 *     else:
 *         old_m = (self.n_samples * self.mean - value) / (self.n_samples - weight)             # <<<<<<<<<<<<<<
 *         self.sum_square -= (value - self.mean) * (value - old_m)
 *         self.mean = old_m
 */
  /*else*/ {
    __pyx_t_2 = ((__pyx_v_self->n_samples * __pyx_v_self->mean) - __pyx_v_value);
    __pyx_t_3 = (__pyx_v_self->n_samples - __pyx_v_weight);
    if (unlikely(__pyx_t_3 == 0)) {
      #ifdef WITH_THREAD
      PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
      #endif
      PyErr_SetString(PyExc_ZeroDivisionError, "float division");
      #ifdef WITH_THREAD
      __Pyx_PyGILState_Release(__pyx_gilstate_save);
      #endif
      __PYX_ERR(0, 62, __pyx_L1_error)
    }
    __pyx_v_old_m = (__pyx_t_2 / __pyx_t_3);

    /* "wildboar/utils/stats.pyx":63
 *     else:
 *         old_m = (self.n_samples * self.mean - value) / (self.n_samples - weight)
 *         self.sum_square -= (value - self.mean) * (value - old_m)             # <<<<<<<<<<<<<<
 *         self.mean = old_m
 *         self.n_samples -= weight
 */
    __pyx_v_self->sum_square = (__pyx_v_self->sum_square - ((__pyx_v_value - __pyx_v_self->mean) * (__pyx_v_value - __pyx_v_old_m)));

    /* "wildboar/utils/stats.pyx":64
 *         old_m = (self.n_samples * self.mean - value) / (self.n_samples - weight)
 *         self.sum_square -= (value - self.mean) * (value - old_m)
 *         self.mean = old_m             # <<<<<<<<<<<<<<
 *         self.n_samples -= weight
 *     self.sum -= weight * value
 */
    __pyx_v_self->mean = __pyx_v_old_m;

    /* "wildboar/utils/stats.pyx":65
 *         self.sum_square -= (value - self.mean) * (value - old_m)
 *         self.mean = old_m
 *         self.n_samples -= weight             # <<<<<<<<<<<<<<
 *     self.sum -= weight * value
 * 
 */
    __pyx_v_self->n_samples = (__pyx_v_self->n_samples - __pyx_v_weight);
  }
  __pyx_L3:;

  /* "wildboar/utils/stats.pyx":66
 *         self.mean = old_m
 *         self.n_samples -= weight
 *     self.sum -= weight * value             # <<<<<<<<<<<<<<
 * 
 * cdef double inc_stats_n_samples(IncStats *self) nogil:
 */
  __pyx_v_self->sum = (__pyx_v_self->sum - (__pyx_v_weight * __pyx_v_value));

  /* "wildboar/utils/stats.pyx":55
 *     self.sum += weight * value
 * 
 * cdef void inc_stats_remove(IncStats *self, double weight, double value) nogil:             # <<<<<<<<<<<<<<
 *     cdef double old_m
 *     if self.n_samples == 1.0:
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_WriteUnraisable("wildboar.utils.stats.inc_stats_remove", __pyx_clineno, __pyx_lineno, __pyx_filename, 1, 1);
  __pyx_L0:;
}

/* "wildboar/utils/stats.pyx":68
 *     self.sum -= weight * value
 * 
 * cdef double inc_stats_n_samples(IncStats *self) nogil:             # <<<<<<<<<<<<<<
 *     return self.n_samples
 * 
 */

static double __pyx_f_8wildboar_5utils_5stats_inc_stats_n_samples(struct __pyx_t_8wildboar_5utils_5stats_IncStats *__pyx_v_self) {
  double __pyx_r;

  /* "wildboar/utils/stats.pyx":69
 * 
 * cdef double inc_stats_n_samples(IncStats *self) nogil:
 *     return self.n_samples             # <<<<<<<<<<<<<<
 * 
 * cdef double inc_stats_sum(IncStats *self) nogil:
 */
  __pyx_r = __pyx_v_self->n_samples;
  goto __pyx_L0;

  /* "wildboar/utils/stats.pyx":68
 *     self.sum -= weight * value
 * 
 * cdef double inc_stats_n_samples(IncStats *self) nogil:             # <<<<<<<<<<<<<<
 *     return self.n_samples
 * 
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

/* "wildboar/utils/stats.pyx":71
 *     return self.n_samples
 * 
 * cdef double inc_stats_sum(IncStats *self) nogil:             # <<<<<<<<<<<<<<
 *     return self.sum
 * 
 */

static double __pyx_f_8wildboar_5utils_5stats_inc_stats_sum(struct __pyx_t_8wildboar_5utils_5stats_IncStats *__pyx_v_self) {
  double __pyx_r;

  /* "wildboar/utils/stats.pyx":72
 * 
 * cdef double inc_stats_sum(IncStats *self) nogil:
 *     return self.sum             # <<<<<<<<<<<<<<
 * 
 * cdef double inc_stats_mean(IncStats *self) nogil:
 */
  __pyx_r = __pyx_v_self->sum;
  goto __pyx_L0;

  /* "wildboar/utils/stats.pyx":71
 *     return self.n_samples
 * 
 * cdef double inc_stats_sum(IncStats *self) nogil:             # <<<<<<<<<<<<<<
 *     return self.sum
 * 
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

/* "wildboar/utils/stats.pyx":74
 *     return self.sum
 * 
 * cdef double inc_stats_mean(IncStats *self) nogil:             # <<<<<<<<<<<<<<
 *     return self.mean
 * 
 */

static double __pyx_f_8wildboar_5utils_5stats_inc_stats_mean(struct __pyx_t_8wildboar_5utils_5stats_IncStats *__pyx_v_self) {
  double __pyx_r;

  /* "wildboar/utils/stats.pyx":75
 * 
 * cdef double inc_stats_mean(IncStats *self) nogil:
 *     return self.mean             # <<<<<<<<<<<<<<
 * 
 * cdef double inc_stats_variance(IncStats *self, bint sample=False) nogil:
 */
  __pyx_r = __pyx_v_self->mean;
  goto __pyx_L0;

  /* "wildboar/utils/stats.pyx":74
 *     return self.sum
 * 
 * cdef double inc_stats_mean(IncStats *self) nogil:             # <<<<<<<<<<<<<<
 *     return self.mean
 * 
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

/* "wildboar/utils/stats.pyx":77
 *     return self.mean
 * 
 * cdef double inc_stats_variance(IncStats *self, bint sample=False) nogil:             # <<<<<<<<<<<<<<
 *     cdef double n_samples, var
 *     if sample:
 */

static double __pyx_f_8wildboar_5utils_5stats_inc_stats_variance(struct __pyx_t_8wildboar_5utils_5stats_IncStats *__pyx_v_self, struct __pyx_opt_args_8wildboar_5utils_5stats_inc_stats_variance *__pyx_optional_args) {
  int __pyx_v_sample = ((int)0);
  double __pyx_v_n_samples;
  double __pyx_v_var;
  double __pyx_r;
  int __pyx_t_1;
  double __pyx_t_2;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;
  if (__pyx_optional_args) {
    if (__pyx_optional_args->__pyx_n > 0) {
      __pyx_v_sample = __pyx_optional_args->sample;
    }
  }

  /* "wildboar/utils/stats.pyx":79
 * cdef double inc_stats_variance(IncStats *self, bint sample=False) nogil:
 *     cdef double n_samples, var
 *     if sample:             # <<<<<<<<<<<<<<
 *         n_samples = self.n_samples - 1
 *     else:
 */
  __pyx_t_1 = (__pyx_v_sample != 0);
  if (__pyx_t_1) {

    /* "wildboar/utils/stats.pyx":80
 *     cdef double n_samples, var
 *     if sample:
 *         n_samples = self.n_samples - 1             # <<<<<<<<<<<<<<
 *     else:
 *         n_samples = self.n_samples
 */
    __pyx_v_n_samples = (__pyx_v_self->n_samples - 1.0);

    /* "wildboar/utils/stats.pyx":79
 * cdef double inc_stats_variance(IncStats *self, bint sample=False) nogil:
 *     cdef double n_samples, var
 *     if sample:             # <<<<<<<<<<<<<<
 *         n_samples = self.n_samples - 1
 *     else:
 */
    goto __pyx_L3;
  }

  /* "wildboar/utils/stats.pyx":82
 *         n_samples = self.n_samples - 1
 *     else:
 *         n_samples = self.n_samples             # <<<<<<<<<<<<<<
 *     if n_samples <= 1:
 *         return 0
 */
  /*else*/ {
    __pyx_t_2 = __pyx_v_self->n_samples;
    __pyx_v_n_samples = __pyx_t_2;
  }
  __pyx_L3:;

  /* "wildboar/utils/stats.pyx":83
 *     else:
 *         n_samples = self.n_samples
 *     if n_samples <= 1:             # <<<<<<<<<<<<<<
 *         return 0
 *     else:
 */
  __pyx_t_1 = ((__pyx_v_n_samples <= 1.0) != 0);
  if (__pyx_t_1) {

    /* "wildboar/utils/stats.pyx":84
 *         n_samples = self.n_samples
 *     if n_samples <= 1:
 *         return 0             # <<<<<<<<<<<<<<
 *     else:
 *         var = self.sum_square / n_samples
 */
    __pyx_r = 0.0;
    goto __pyx_L0;

    /* "wildboar/utils/stats.pyx":83
 *     else:
 *         n_samples = self.n_samples
 *     if n_samples <= 1:             # <<<<<<<<<<<<<<
 *         return 0
 *     else:
 */
  }

  /* "wildboar/utils/stats.pyx":86
 *         return 0
 *     else:
 *         var = self.sum_square / n_samples             # <<<<<<<<<<<<<<
 *         if var < EPSILON:
 *              var = 0.0
 */
  /*else*/ {
    if (unlikely(__pyx_v_n_samples == 0)) {
      #ifdef WITH_THREAD
      PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
      #endif
      PyErr_SetString(PyExc_ZeroDivisionError, "float division");
      #ifdef WITH_THREAD
      __Pyx_PyGILState_Release(__pyx_gilstate_save);
      #endif
      __PYX_ERR(0, 86, __pyx_L1_error)
    }
    __pyx_v_var = (__pyx_v_self->sum_square / __pyx_v_n_samples);

    /* "wildboar/utils/stats.pyx":87
 *     else:
 *         var = self.sum_square / n_samples
 *         if var < EPSILON:             # <<<<<<<<<<<<<<
 *              var = 0.0
 *         return var
 */
    __pyx_t_1 = ((__pyx_v_var < __pyx_v_8wildboar_5utils_5stats_EPSILON) != 0);
    if (__pyx_t_1) {

      /* "wildboar/utils/stats.pyx":88
 *         var = self.sum_square / n_samples
 *         if var < EPSILON:
 *              var = 0.0             # <<<<<<<<<<<<<<
 *         return var
 * 
 */
      __pyx_v_var = 0.0;

      /* "wildboar/utils/stats.pyx":87
 *     else:
 *         var = self.sum_square / n_samples
 *         if var < EPSILON:             # <<<<<<<<<<<<<<
 *              var = 0.0
 *         return var
 */
    }

    /* "wildboar/utils/stats.pyx":89
 *         if var < EPSILON:
 *              var = 0.0
 *         return var             # <<<<<<<<<<<<<<
 * 
 * cdef void cumulative_mean_std(
 */
    __pyx_r = __pyx_v_var;
    goto __pyx_L0;
  }

  /* "wildboar/utils/stats.pyx":77
 *     return self.mean
 * 
 * cdef double inc_stats_variance(IncStats *self, bint sample=False) nogil:             # <<<<<<<<<<<<<<
 *     cdef double n_samples, var
 *     if sample:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_WriteUnraisable("wildboar.utils.stats.inc_stats_variance", __pyx_clineno, __pyx_lineno, __pyx_filename, 1, 1);
  __pyx_r = 0;
  __pyx_L0:;
  return __pyx_r;
}

/* "wildboar/utils/stats.pyx":91
 *         return var
 * 
 * cdef void cumulative_mean_std(             # <<<<<<<<<<<<<<
 *     double *x,
 *     Py_ssize_t x_length,
 */

static void __pyx_f_8wildboar_5utils_5stats_cumulative_mean_std(double *__pyx_v_x, Py_ssize_t __pyx_v_x_length, Py_ssize_t __pyx_v_y_length, double *__pyx_v_x_mean, double *__pyx_v_x_std) {
  Py_ssize_t __pyx_v_i;
  struct __pyx_t_8wildboar_5utils_5stats_IncStats __pyx_v_stats;
  double __pyx_v_std;
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  int __pyx_t_4;
  double __pyx_t_5;

  /* "wildboar/utils/stats.pyx":100
 *     cdef Py_ssize_t i
 *     cdef IncStats stats
 *     inc_stats_init(&stats)             # <<<<<<<<<<<<<<
 *     for i in range(x_length):
 *         inc_stats_add(&stats, 1.0, x[i])
 */
  __pyx_f_8wildboar_5utils_5stats_inc_stats_init((&__pyx_v_stats));

  /* "wildboar/utils/stats.pyx":101
 *     cdef IncStats stats
 *     inc_stats_init(&stats)
 *     for i in range(x_length):             # <<<<<<<<<<<<<<
 *         inc_stats_add(&stats, 1.0, x[i])
 *         if i >= y_length - 1:
 */
  __pyx_t_1 = __pyx_v_x_length;
  __pyx_t_2 = __pyx_t_1;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "wildboar/utils/stats.pyx":102
 *     inc_stats_init(&stats)
 *     for i in range(x_length):
 *         inc_stats_add(&stats, 1.0, x[i])             # <<<<<<<<<<<<<<
 *         if i >= y_length - 1:
 *             x_mean[i - (y_length - 1)] = stats.mean
 */
    __pyx_f_8wildboar_5utils_5stats_inc_stats_add((&__pyx_v_stats), 1.0, (__pyx_v_x[__pyx_v_i]));

    /* "wildboar/utils/stats.pyx":103
 *     for i in range(x_length):
 *         inc_stats_add(&stats, 1.0, x[i])
 *         if i >= y_length - 1:             # <<<<<<<<<<<<<<
 *             x_mean[i - (y_length - 1)] = stats.mean
 *             std = sqrt(inc_stats_variance(&stats))
 */
    __pyx_t_4 = ((__pyx_v_i >= (__pyx_v_y_length - 1)) != 0);
    if (__pyx_t_4) {

      /* "wildboar/utils/stats.pyx":104
 *         inc_stats_add(&stats, 1.0, x[i])
 *         if i >= y_length - 1:
 *             x_mean[i - (y_length - 1)] = stats.mean             # <<<<<<<<<<<<<<
 *             std = sqrt(inc_stats_variance(&stats))
 *             x_std[i - (y_length - 1)] = std
 */
      __pyx_t_5 = __pyx_v_stats.mean;
      (__pyx_v_x_mean[(__pyx_v_i - (__pyx_v_y_length - 1))]) = __pyx_t_5;

      /* "wildboar/utils/stats.pyx":105
 *         if i >= y_length - 1:
 *             x_mean[i - (y_length - 1)] = stats.mean
 *             std = sqrt(inc_stats_variance(&stats))             # <<<<<<<<<<<<<<
 *             x_std[i - (y_length - 1)] = std
 *             inc_stats_remove(&stats, 1.0, x[i - (y_length - 1)])
 */
      __pyx_v_std = sqrt(__pyx_f_8wildboar_5utils_5stats_inc_stats_variance((&__pyx_v_stats), NULL));

      /* "wildboar/utils/stats.pyx":106
 *             x_mean[i - (y_length - 1)] = stats.mean
 *             std = sqrt(inc_stats_variance(&stats))
 *             x_std[i - (y_length - 1)] = std             # <<<<<<<<<<<<<<
 *             inc_stats_remove(&stats, 1.0, x[i - (y_length - 1)])
 * 
 */
      (__pyx_v_x_std[(__pyx_v_i - (__pyx_v_y_length - 1))]) = __pyx_v_std;

      /* "wildboar/utils/stats.pyx":107
 *             std = sqrt(inc_stats_variance(&stats))
 *             x_std[i - (y_length - 1)] = std
 *             inc_stats_remove(&stats, 1.0, x[i - (y_length - 1)])             # <<<<<<<<<<<<<<
 * 
 * cdef double mean(double *x, Py_ssize_t length) nogil:
 */
      __pyx_f_8wildboar_5utils_5stats_inc_stats_remove((&__pyx_v_stats), 1.0, (__pyx_v_x[(__pyx_v_i - (__pyx_v_y_length - 1))]));

      /* "wildboar/utils/stats.pyx":103
 *     for i in range(x_length):
 *         inc_stats_add(&stats, 1.0, x[i])
 *         if i >= y_length - 1:             # <<<<<<<<<<<<<<
 *             x_mean[i - (y_length - 1)] = stats.mean
 *             std = sqrt(inc_stats_variance(&stats))
 */
    }
  }

  /* "wildboar/utils/stats.pyx":91
 *         return var
 * 
 * cdef void cumulative_mean_std(             # <<<<<<<<<<<<<<
 *     double *x,
 *     Py_ssize_t x_length,
 */

  /* function exit code */
}

/* "wildboar/utils/stats.pyx":109
 *             inc_stats_remove(&stats, 1.0, x[i - (y_length - 1)])
 * 
 * cdef double mean(double *x, Py_ssize_t length) nogil:             # <<<<<<<<<<<<<<
 *     cdef double v = 0.0
 *     cdef Py_ssize_t i
 */

static double __pyx_f_8wildboar_5utils_5stats_mean(double *__pyx_v_x, Py_ssize_t __pyx_v_length) {
  double __pyx_v_v;
  Py_ssize_t __pyx_v_i;
  double __pyx_r;
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;

  /* "wildboar/utils/stats.pyx":110
 * 
 * cdef double mean(double *x, Py_ssize_t length) nogil:
 *     cdef double v = 0.0             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t i
 *     for i in range(length):
 */
  __pyx_v_v = 0.0;

  /* "wildboar/utils/stats.pyx":112
 *     cdef double v = 0.0
 *     cdef Py_ssize_t i
 *     for i in range(length):             # <<<<<<<<<<<<<<
 *         v += x[i]
 *     return v / length
 */
  __pyx_t_1 = __pyx_v_length;
  __pyx_t_2 = __pyx_t_1;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "wildboar/utils/stats.pyx":113
 *     cdef Py_ssize_t i
 *     for i in range(length):
 *         v += x[i]             # <<<<<<<<<<<<<<
 *     return v / length
 * 
 */
    __pyx_v_v = (__pyx_v_v + (__pyx_v_x[__pyx_v_i]));
  }

  /* "wildboar/utils/stats.pyx":114
 *     for i in range(length):
 *         v += x[i]
 *     return v / length             # <<<<<<<<<<<<<<
 * 
 * cdef double variance(double *x, Py_ssize_t length) nogil:
 */
  if (unlikely(__pyx_v_length == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 114, __pyx_L1_error)
  }
  __pyx_r = (__pyx_v_v / ((double)__pyx_v_length));
  goto __pyx_L0;

  /* "wildboar/utils/stats.pyx":109
 *             inc_stats_remove(&stats, 1.0, x[i - (y_length - 1)])
 * 
 * cdef double mean(double *x, Py_ssize_t length) nogil:             # <<<<<<<<<<<<<<
 *     cdef double v = 0.0
 *     cdef Py_ssize_t i
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_WriteUnraisable("wildboar.utils.stats.mean", __pyx_clineno, __pyx_lineno, __pyx_filename, 1, 1);
  __pyx_r = 0;
  __pyx_L0:;
  return __pyx_r;
}

/* "wildboar/utils/stats.pyx":116
 *     return v / length
 * 
 * cdef double variance(double *x, Py_ssize_t length) nogil:             # <<<<<<<<<<<<<<
 *     if length == 1:
 *         return 0.0
 */

static double __pyx_f_8wildboar_5utils_5stats_variance(double *__pyx_v_x, Py_ssize_t __pyx_v_length) {
  double __pyx_v_avg;
  double __pyx_v_sum;
  double __pyx_v_v;
  Py_ssize_t __pyx_v_i;
  double __pyx_r;
  int __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;

  /* "wildboar/utils/stats.pyx":117
 * 
 * cdef double variance(double *x, Py_ssize_t length) nogil:
 *     if length == 1:             # <<<<<<<<<<<<<<
 *         return 0.0
 * 
 */
  __pyx_t_1 = ((__pyx_v_length == 1) != 0);
  if (__pyx_t_1) {

    /* "wildboar/utils/stats.pyx":118
 * cdef double variance(double *x, Py_ssize_t length) nogil:
 *     if length == 1:
 *         return 0.0             # <<<<<<<<<<<<<<
 * 
 *     cdef double avg = mean(x, length)
 */
    __pyx_r = 0.0;
    goto __pyx_L0;

    /* "wildboar/utils/stats.pyx":117
 * 
 * cdef double variance(double *x, Py_ssize_t length) nogil:
 *     if length == 1:             # <<<<<<<<<<<<<<
 *         return 0.0
 * 
 */
  }

  /* "wildboar/utils/stats.pyx":120
 *         return 0.0
 * 
 *     cdef double avg = mean(x, length)             # <<<<<<<<<<<<<<
 *     cdef double sum = 0
 *     cdef double v = 0.0
 */
  __pyx_v_avg = __pyx_f_8wildboar_5utils_5stats_mean(__pyx_v_x, __pyx_v_length);

  /* "wildboar/utils/stats.pyx":121
 * 
 *     cdef double avg = mean(x, length)
 *     cdef double sum = 0             # <<<<<<<<<<<<<<
 *     cdef double v = 0.0
 *     cdef Py_ssize_t i
 */
  __pyx_v_sum = 0.0;

  /* "wildboar/utils/stats.pyx":122
 *     cdef double avg = mean(x, length)
 *     cdef double sum = 0
 *     cdef double v = 0.0             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t i
 *     for i in range(length):
 */
  __pyx_v_v = 0.0;

  /* "wildboar/utils/stats.pyx":124
 *     cdef double v = 0.0
 *     cdef Py_ssize_t i
 *     for i in range(length):             # <<<<<<<<<<<<<<
 *         v = x[i] - avg
 *         sum += v * v
 */
  __pyx_t_2 = __pyx_v_length;
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "wildboar/utils/stats.pyx":125
 *     cdef Py_ssize_t i
 *     for i in range(length):
 *         v = x[i] - avg             # <<<<<<<<<<<<<<
 *         sum += v * v
 *     return sum / length
 */
    __pyx_v_v = ((__pyx_v_x[__pyx_v_i]) - __pyx_v_avg);

    /* "wildboar/utils/stats.pyx":126
 *     for i in range(length):
 *         v = x[i] - avg
 *         sum += v * v             # <<<<<<<<<<<<<<
 *     return sum / length
 * 
 */
    __pyx_v_sum = (__pyx_v_sum + (__pyx_v_v * __pyx_v_v));
  }

  /* "wildboar/utils/stats.pyx":127
 *         v = x[i] - avg
 *         sum += v * v
 *     return sum / length             # <<<<<<<<<<<<<<
 * 
 * cdef double slope(double *x, Py_ssize_t length) nogil:
 */
  if (unlikely(__pyx_v_length == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 127, __pyx_L1_error)
  }
  __pyx_r = (__pyx_v_sum / ((double)__pyx_v_length));
  goto __pyx_L0;

  /* "wildboar/utils/stats.pyx":116
 *     return v / length
 * 
 * cdef double variance(double *x, Py_ssize_t length) nogil:             # <<<<<<<<<<<<<<
 *     if length == 1:
 *         return 0.0
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_WriteUnraisable("wildboar.utils.stats.variance", __pyx_clineno, __pyx_lineno, __pyx_filename, 1, 1);
  __pyx_r = 0;
  __pyx_L0:;
  return __pyx_r;
}

/* "wildboar/utils/stats.pyx":129
 *     return sum / length
 * 
 * cdef double slope(double *x, Py_ssize_t length) nogil:             # <<<<<<<<<<<<<<
 *     if length == 1:
 *         return 0.0
 */

static double __pyx_f_8wildboar_5utils_5stats_slope(double *__pyx_v_x, Py_ssize_t __pyx_v_length) {
  double __pyx_v_y_mean;
  double __pyx_v_x_mean;
  double __pyx_v_mean_diff;
  double __pyx_v_mean_y_sqr;
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_j;
  double __pyx_r;
  int __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  double __pyx_t_5;
  double __pyx_t_6;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;

  /* "wildboar/utils/stats.pyx":130
 * 
 * cdef double slope(double *x, Py_ssize_t length) nogil:
 *     if length == 1:             # <<<<<<<<<<<<<<
 *         return 0.0
 *     cdef double y_mean = (length + 1) / 2.0
 */
  __pyx_t_1 = ((__pyx_v_length == 1) != 0);
  if (__pyx_t_1) {

    /* "wildboar/utils/stats.pyx":131
 * cdef double slope(double *x, Py_ssize_t length) nogil:
 *     if length == 1:
 *         return 0.0             # <<<<<<<<<<<<<<
 *     cdef double y_mean = (length + 1) / 2.0
 *     cdef double x_mean = 0
 */
    __pyx_r = 0.0;
    goto __pyx_L0;

    /* "wildboar/utils/stats.pyx":130
 * 
 * cdef double slope(double *x, Py_ssize_t length) nogil:
 *     if length == 1:             # <<<<<<<<<<<<<<
 *         return 0.0
 *     cdef double y_mean = (length + 1) / 2.0
 */
  }

  /* "wildboar/utils/stats.pyx":132
 *     if length == 1:
 *         return 0.0
 *     cdef double y_mean = (length + 1) / 2.0             # <<<<<<<<<<<<<<
 *     cdef double x_mean = 0
 *     cdef double mean_diff = 0
 */
  __pyx_v_y_mean = (((double)(__pyx_v_length + 1)) / 2.0);

  /* "wildboar/utils/stats.pyx":133
 *         return 0.0
 *     cdef double y_mean = (length + 1) / 2.0
 *     cdef double x_mean = 0             # <<<<<<<<<<<<<<
 *     cdef double mean_diff = 0
 *     cdef double mean_y_sqr = 0
 */
  __pyx_v_x_mean = 0.0;

  /* "wildboar/utils/stats.pyx":134
 *     cdef double y_mean = (length + 1) / 2.0
 *     cdef double x_mean = 0
 *     cdef double mean_diff = 0             # <<<<<<<<<<<<<<
 *     cdef double mean_y_sqr = 0
 *     cdef Py_ssize_t i, j
 */
  __pyx_v_mean_diff = 0.0;

  /* "wildboar/utils/stats.pyx":135
 *     cdef double x_mean = 0
 *     cdef double mean_diff = 0
 *     cdef double mean_y_sqr = 0             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t i, j
 * 
 */
  __pyx_v_mean_y_sqr = 0.0;

  /* "wildboar/utils/stats.pyx":138
 *     cdef Py_ssize_t i, j
 * 
 *     for i in range(length):             # <<<<<<<<<<<<<<
 *         j = i + 1
 *         mean_diff += x[i] * j
 */
  __pyx_t_2 = __pyx_v_length;
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "wildboar/utils/stats.pyx":139
 * 
 *     for i in range(length):
 *         j = i + 1             # <<<<<<<<<<<<<<
 *         mean_diff += x[i] * j
 *         x_mean += x[i]
 */
    __pyx_v_j = (__pyx_v_i + 1);

    /* "wildboar/utils/stats.pyx":140
 *     for i in range(length):
 *         j = i + 1
 *         mean_diff += x[i] * j             # <<<<<<<<<<<<<<
 *         x_mean += x[i]
 *         mean_y_sqr += j * j
 */
    __pyx_v_mean_diff = (__pyx_v_mean_diff + ((__pyx_v_x[__pyx_v_i]) * __pyx_v_j));

    /* "wildboar/utils/stats.pyx":141
 *         j = i + 1
 *         mean_diff += x[i] * j
 *         x_mean += x[i]             # <<<<<<<<<<<<<<
 *         mean_y_sqr += j * j
 *     mean_diff /= length
 */
    __pyx_v_x_mean = (__pyx_v_x_mean + (__pyx_v_x[__pyx_v_i]));

    /* "wildboar/utils/stats.pyx":142
 *         mean_diff += x[i] * j
 *         x_mean += x[i]
 *         mean_y_sqr += j * j             # <<<<<<<<<<<<<<
 *     mean_diff /= length
 *     mean_y_sqr /= length
 */
    __pyx_v_mean_y_sqr = (__pyx_v_mean_y_sqr + (__pyx_v_j * __pyx_v_j));
  }

  /* "wildboar/utils/stats.pyx":143
 *         x_mean += x[i]
 *         mean_y_sqr += j * j
 *     mean_diff /= length             # <<<<<<<<<<<<<<
 *     mean_y_sqr /= length
 *     x_mean /= length
 */
  if (unlikely(__pyx_v_length == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 143, __pyx_L1_error)
  }
  __pyx_v_mean_diff = (__pyx_v_mean_diff / __pyx_v_length);

  /* "wildboar/utils/stats.pyx":144
 *         mean_y_sqr += j * j
 *     mean_diff /= length
 *     mean_y_sqr /= length             # <<<<<<<<<<<<<<
 *     x_mean /= length
 *     return (mean_diff - y_mean * x_mean) / (mean_y_sqr - y_mean ** 2)
 */
  if (unlikely(__pyx_v_length == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 144, __pyx_L1_error)
  }
  __pyx_v_mean_y_sqr = (__pyx_v_mean_y_sqr / __pyx_v_length);

  /* "wildboar/utils/stats.pyx":145
 *     mean_diff /= length
 *     mean_y_sqr /= length
 *     x_mean /= length             # <<<<<<<<<<<<<<
 *     return (mean_diff - y_mean * x_mean) / (mean_y_sqr - y_mean ** 2)
 * 
 */
  if (unlikely(__pyx_v_length == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 145, __pyx_L1_error)
  }
  __pyx_v_x_mean = (__pyx_v_x_mean / __pyx_v_length);

  /* "wildboar/utils/stats.pyx":146
 *     mean_y_sqr /= length
 *     x_mean /= length
 *     return (mean_diff - y_mean * x_mean) / (mean_y_sqr - y_mean ** 2)             # <<<<<<<<<<<<<<
 * 
 * cdef double find_min(double *x, Py_ssize_t n, Py_ssize_t *min_index=NULL) nogil:
 */
  __pyx_t_5 = (__pyx_v_mean_diff - (__pyx_v_y_mean * __pyx_v_x_mean));
  __pyx_t_6 = (__pyx_v_mean_y_sqr - pow(__pyx_v_y_mean, 2.0));
  if (unlikely(__pyx_t_6 == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 146, __pyx_L1_error)
  }
  __pyx_r = (__pyx_t_5 / __pyx_t_6);
  goto __pyx_L0;

  /* "wildboar/utils/stats.pyx":129
 *     return sum / length
 * 
 * cdef double slope(double *x, Py_ssize_t length) nogil:             # <<<<<<<<<<<<<<
 *     if length == 1:
 *         return 0.0
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_WriteUnraisable("wildboar.utils.stats.slope", __pyx_clineno, __pyx_lineno, __pyx_filename, 1, 1);
  __pyx_r = 0;
  __pyx_L0:;
  return __pyx_r;
}

/* "wildboar/utils/stats.pyx":148
 *     return (mean_diff - y_mean * x_mean) / (mean_y_sqr - y_mean ** 2)
 * 
 * cdef double find_min(double *x, Py_ssize_t n, Py_ssize_t *min_index=NULL) nogil:             # <<<<<<<<<<<<<<
 *     cdef double min_val = INFINITY
 *     cdef Py_ssize_t i
 */

static double __pyx_f_8wildboar_5utils_5stats_find_min(double *__pyx_v_x, Py_ssize_t __pyx_v_n, struct __pyx_opt_args_8wildboar_5utils_5stats_find_min *__pyx_optional_args) {
  Py_ssize_t *__pyx_v_min_index = ((Py_ssize_t *)NULL);
  double __pyx_v_min_val;
  Py_ssize_t __pyx_v_i;
  double __pyx_r;
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  int __pyx_t_4;
  if (__pyx_optional_args) {
    if (__pyx_optional_args->__pyx_n > 0) {
      __pyx_v_min_index = __pyx_optional_args->min_index;
    }
  }

  /* "wildboar/utils/stats.pyx":149
 * 
 * cdef double find_min(double *x, Py_ssize_t n, Py_ssize_t *min_index=NULL) nogil:
 *     cdef double min_val = INFINITY             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t i
 * 
 */
  __pyx_v_min_val = INFINITY;

  /* "wildboar/utils/stats.pyx":152
 *     cdef Py_ssize_t i
 * 
 *     for i in range(n):             # <<<<<<<<<<<<<<
 *         if x[i] < min_val:
 *             if min_index != NULL:
 */
  __pyx_t_1 = __pyx_v_n;
  __pyx_t_2 = __pyx_t_1;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "wildboar/utils/stats.pyx":153
 * 
 *     for i in range(n):
 *         if x[i] < min_val:             # <<<<<<<<<<<<<<
 *             if min_index != NULL:
 *                 min_index[0] = i
 */
    __pyx_t_4 = (((__pyx_v_x[__pyx_v_i]) < __pyx_v_min_val) != 0);
    if (__pyx_t_4) {

      /* "wildboar/utils/stats.pyx":154
 *     for i in range(n):
 *         if x[i] < min_val:
 *             if min_index != NULL:             # <<<<<<<<<<<<<<
 *                 min_index[0] = i
 *             min_val = x[i]
 */
      __pyx_t_4 = ((__pyx_v_min_index != NULL) != 0);
      if (__pyx_t_4) {

        /* "wildboar/utils/stats.pyx":155
 *         if x[i] < min_val:
 *             if min_index != NULL:
 *                 min_index[0] = i             # <<<<<<<<<<<<<<
 *             min_val = x[i]
 * 
 */
        (__pyx_v_min_index[0]) = __pyx_v_i;

        /* "wildboar/utils/stats.pyx":154
 *     for i in range(n):
 *         if x[i] < min_val:
 *             if min_index != NULL:             # <<<<<<<<<<<<<<
 *                 min_index[0] = i
 *             min_val = x[i]
 */
      }

      /* "wildboar/utils/stats.pyx":156
 *             if min_index != NULL:
 *                 min_index[0] = i
 *             min_val = x[i]             # <<<<<<<<<<<<<<
 * 
 *     return min_val
 */
      __pyx_v_min_val = (__pyx_v_x[__pyx_v_i]);

      /* "wildboar/utils/stats.pyx":153
 * 
 *     for i in range(n):
 *         if x[i] < min_val:             # <<<<<<<<<<<<<<
 *             if min_index != NULL:
 *                 min_index[0] = i
 */
    }
  }

  /* "wildboar/utils/stats.pyx":158
 *             min_val = x[i]
 * 
 *     return min_val             # <<<<<<<<<<<<<<
 * 
 * cdef double covariance(double *x, double *y, Py_ssize_t length) nogil:
 */
  __pyx_r = __pyx_v_min_val;
  goto __pyx_L0;

  /* "wildboar/utils/stats.pyx":148
 *     return (mean_diff - y_mean * x_mean) / (mean_y_sqr - y_mean ** 2)
 * 
 * cdef double find_min(double *x, Py_ssize_t n, Py_ssize_t *min_index=NULL) nogil:             # <<<<<<<<<<<<<<
 *     cdef double min_val = INFINITY
 *     cdef Py_ssize_t i
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

/* "wildboar/utils/stats.pyx":160
 *     return min_val
 * 
 * cdef double covariance(double *x, double *y, Py_ssize_t length) nogil:             # <<<<<<<<<<<<<<
 *     cdef:
 *         double sum_x = 0.0
 */

static double __pyx_f_8wildboar_5utils_5stats_covariance(double *__pyx_v_x, double *__pyx_v_y, Py_ssize_t __pyx_v_length) {
  double __pyx_v_sum_x;
  double __pyx_v_sum_y;
  double __pyx_v_sum_xy;
  double __pyx_v_k;
  double __pyx_v_mean_x;
  double __pyx_v_mean_y;
  double __pyx_v_tmp_mean_x;
  double __pyx_v_tmp_mean_y;
  double __pyx_v_diff_x;
  double __pyx_v_diff_y;
  Py_ssize_t __pyx_v_i;
  double __pyx_r;
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  double __pyx_t_4;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;

  /* "wildboar/utils/stats.pyx":162
 * cdef double covariance(double *x, double *y, Py_ssize_t length) nogil:
 *     cdef:
 *         double sum_x = 0.0             # <<<<<<<<<<<<<<
 *         double sum_y = 0.0
 *         double sum_xy = 0.0
 */
  __pyx_v_sum_x = 0.0;

  /* "wildboar/utils/stats.pyx":163
 *     cdef:
 *         double sum_x = 0.0
 *         double sum_y = 0.0             # <<<<<<<<<<<<<<
 *         double sum_xy = 0.0
 *         double k = 0.0
 */
  __pyx_v_sum_y = 0.0;

  /* "wildboar/utils/stats.pyx":164
 *         double sum_x = 0.0
 *         double sum_y = 0.0
 *         double sum_xy = 0.0             # <<<<<<<<<<<<<<
 *         double k = 0.0
 *         double mean_x = 0.0
 */
  __pyx_v_sum_xy = 0.0;

  /* "wildboar/utils/stats.pyx":165
 *         double sum_y = 0.0
 *         double sum_xy = 0.0
 *         double k = 0.0             # <<<<<<<<<<<<<<
 *         double mean_x = 0.0
 *         double mean_y = 0.0
 */
  __pyx_v_k = 0.0;

  /* "wildboar/utils/stats.pyx":166
 *         double sum_xy = 0.0
 *         double k = 0.0
 *         double mean_x = 0.0             # <<<<<<<<<<<<<<
 *         double mean_y = 0.0
 *         double tmp_mean_x, tmp_mean_y, diff_x, diff_y
 */
  __pyx_v_mean_x = 0.0;

  /* "wildboar/utils/stats.pyx":167
 *         double k = 0.0
 *         double mean_x = 0.0
 *         double mean_y = 0.0             # <<<<<<<<<<<<<<
 *         double tmp_mean_x, tmp_mean_y, diff_x, diff_y
 *         Py_ssize_t i
 */
  __pyx_v_mean_y = 0.0;

  /* "wildboar/utils/stats.pyx":171
 *         Py_ssize_t i
 * 
 *     for i in range(length):             # <<<<<<<<<<<<<<
 *         tmp_mean_x = mean_x
 *         tmp_mean_y = mean_y
 */
  __pyx_t_1 = __pyx_v_length;
  __pyx_t_2 = __pyx_t_1;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "wildboar/utils/stats.pyx":172
 * 
 *     for i in range(length):
 *         tmp_mean_x = mean_x             # <<<<<<<<<<<<<<
 *         tmp_mean_y = mean_y
 *         diff_x = x[i] - tmp_mean_x
 */
    __pyx_v_tmp_mean_x = __pyx_v_mean_x;

    /* "wildboar/utils/stats.pyx":173
 *     for i in range(length):
 *         tmp_mean_x = mean_x
 *         tmp_mean_y = mean_y             # <<<<<<<<<<<<<<
 *         diff_x = x[i] - tmp_mean_x
 *         diff_y = y[i] - tmp_mean_y
 */
    __pyx_v_tmp_mean_y = __pyx_v_mean_y;

    /* "wildboar/utils/stats.pyx":174
 *         tmp_mean_x = mean_x
 *         tmp_mean_y = mean_y
 *         diff_x = x[i] - tmp_mean_x             # <<<<<<<<<<<<<<
 *         diff_y = y[i] - tmp_mean_y
 *         k += 1
 */
    __pyx_v_diff_x = ((__pyx_v_x[__pyx_v_i]) - __pyx_v_tmp_mean_x);

    /* "wildboar/utils/stats.pyx":175
 *         tmp_mean_y = mean_y
 *         diff_x = x[i] - tmp_mean_x
 *         diff_y = y[i] - tmp_mean_y             # <<<<<<<<<<<<<<
 *         k += 1
 *         sum_x += x[i]
 */
    __pyx_v_diff_y = ((__pyx_v_y[__pyx_v_i]) - __pyx_v_tmp_mean_y);

    /* "wildboar/utils/stats.pyx":176
 *         diff_x = x[i] - tmp_mean_x
 *         diff_y = y[i] - tmp_mean_y
 *         k += 1             # <<<<<<<<<<<<<<
 *         sum_x += x[i]
 *         sum_y += y[i]
 */
    __pyx_v_k = (__pyx_v_k + 1.0);

    /* "wildboar/utils/stats.pyx":177
 *         diff_y = y[i] - tmp_mean_y
 *         k += 1
 *         sum_x += x[i]             # <<<<<<<<<<<<<<
 *         sum_y += y[i]
 *         sum_xy += diff_x * diff_y - diff_x * diff_y / k
 */
    __pyx_v_sum_x = (__pyx_v_sum_x + (__pyx_v_x[__pyx_v_i]));

    /* "wildboar/utils/stats.pyx":178
 *         k += 1
 *         sum_x += x[i]
 *         sum_y += y[i]             # <<<<<<<<<<<<<<
 *         sum_xy += diff_x * diff_y - diff_x * diff_y / k
 *         mean_x = sum_x / k
 */
    __pyx_v_sum_y = (__pyx_v_sum_y + (__pyx_v_y[__pyx_v_i]));

    /* "wildboar/utils/stats.pyx":179
 *         sum_x += x[i]
 *         sum_y += y[i]
 *         sum_xy += diff_x * diff_y - diff_x * diff_y / k             # <<<<<<<<<<<<<<
 *         mean_x = sum_x / k
 *         mean_y = sum_y / k
 */
    __pyx_t_4 = (__pyx_v_diff_x * __pyx_v_diff_y);
    if (unlikely(__pyx_v_k == 0)) {
      #ifdef WITH_THREAD
      PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
      #endif
      PyErr_SetString(PyExc_ZeroDivisionError, "float division");
      #ifdef WITH_THREAD
      __Pyx_PyGILState_Release(__pyx_gilstate_save);
      #endif
      __PYX_ERR(0, 179, __pyx_L1_error)
    }
    __pyx_v_sum_xy = (__pyx_v_sum_xy + ((__pyx_v_diff_x * __pyx_v_diff_y) - (__pyx_t_4 / __pyx_v_k)));

    /* "wildboar/utils/stats.pyx":180
 *         sum_y += y[i]
 *         sum_xy += diff_x * diff_y - diff_x * diff_y / k
 *         mean_x = sum_x / k             # <<<<<<<<<<<<<<
 *         mean_y = sum_y / k
 *     return sum_xy / k
 */
    if (unlikely(__pyx_v_k == 0)) {
      #ifdef WITH_THREAD
      PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
      #endif
      PyErr_SetString(PyExc_ZeroDivisionError, "float division");
      #ifdef WITH_THREAD
      __Pyx_PyGILState_Release(__pyx_gilstate_save);
      #endif
      __PYX_ERR(0, 180, __pyx_L1_error)
    }
    __pyx_v_mean_x = (__pyx_v_sum_x / __pyx_v_k);

    /* "wildboar/utils/stats.pyx":181
 *         sum_xy += diff_x * diff_y - diff_x * diff_y / k
 *         mean_x = sum_x / k
 *         mean_y = sum_y / k             # <<<<<<<<<<<<<<
 *     return sum_xy / k
 * 
 */
    if (unlikely(__pyx_v_k == 0)) {
      #ifdef WITH_THREAD
      PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
      #endif
      PyErr_SetString(PyExc_ZeroDivisionError, "float division");
      #ifdef WITH_THREAD
      __Pyx_PyGILState_Release(__pyx_gilstate_save);
      #endif
      __PYX_ERR(0, 181, __pyx_L1_error)
    }
    __pyx_v_mean_y = (__pyx_v_sum_y / __pyx_v_k);
  }

  /* "wildboar/utils/stats.pyx":182
 *         mean_x = sum_x / k
 *         mean_y = sum_y / k
 *     return sum_xy / k             # <<<<<<<<<<<<<<
 * 
 * 
 */
  if (unlikely(__pyx_v_k == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 182, __pyx_L1_error)
  }
  __pyx_r = (__pyx_v_sum_xy / __pyx_v_k);
  goto __pyx_L0;

  /* "wildboar/utils/stats.pyx":160
 *     return min_val
 * 
 * cdef double covariance(double *x, double *y, Py_ssize_t length) nogil:             # <<<<<<<<<<<<<<
 *     cdef:
 *         double sum_x = 0.0
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_WriteUnraisable("wildboar.utils.stats.covariance", __pyx_clineno, __pyx_lineno, __pyx_filename, 1, 1);
  __pyx_r = 0;
  __pyx_L0:;
  return __pyx_r;
}

/* "wildboar/utils/stats.pyx":186
 * 
 * 
 * cdef void _auto_correlation(double *x, Py_ssize_t n, double *out, complex *fft) nogil:             # <<<<<<<<<<<<<<
 *     cdef double avg = mean(x, n)
 *     cdef Py_ssize_t fft_length = n * 2 - 1
 */

static void __pyx_f_8wildboar_5utils_5stats__auto_correlation(double *__pyx_v_x, Py_ssize_t __pyx_v_n, double *__pyx_v_out, __pyx_t_double_complex *__pyx_v_fft) {
  double __pyx_v_avg;
  Py_ssize_t __pyx_v_fft_length;
  Py_ssize_t __pyx_v_i;
  __pyx_t_double_complex __pyx_v_first;
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  int __pyx_t_4;
  double __pyx_t_5;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;

  /* "wildboar/utils/stats.pyx":187
 * 
 * cdef void _auto_correlation(double *x, Py_ssize_t n, double *out, complex *fft) nogil:
 *     cdef double avg = mean(x, n)             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t fft_length = n * 2 - 1
 *     cdef Py_ssize_t i
 */
  __pyx_v_avg = __pyx_f_8wildboar_5utils_5stats_mean(__pyx_v_x, __pyx_v_n);

  /* "wildboar/utils/stats.pyx":188
 * cdef void _auto_correlation(double *x, Py_ssize_t n, double *out, complex *fft) nogil:
 *     cdef double avg = mean(x, n)
 *     cdef Py_ssize_t fft_length = n * 2 - 1             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t i
 *     for i in range(n):
 */
  __pyx_v_fft_length = ((__pyx_v_n * 2) - 1);

  /* "wildboar/utils/stats.pyx":190
 *     cdef Py_ssize_t fft_length = n * 2 - 1
 *     cdef Py_ssize_t i
 *     for i in range(n):             # <<<<<<<<<<<<<<
 *         fft[i] = x[i] - avg
 *     for i in range(n, fft_length):
 */
  __pyx_t_1 = __pyx_v_n;
  __pyx_t_2 = __pyx_t_1;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "wildboar/utils/stats.pyx":191
 *     cdef Py_ssize_t i
 *     for i in range(n):
 *         fft[i] = x[i] - avg             # <<<<<<<<<<<<<<
 *     for i in range(n, fft_length):
 *         fft[i] = 0.0
 */
    (__pyx_v_fft[__pyx_v_i]) = __pyx_t_double_complex_from_parts(((__pyx_v_x[__pyx_v_i]) - __pyx_v_avg), 0);
  }

  /* "wildboar/utils/stats.pyx":192
 *     for i in range(n):
 *         fft[i] = x[i] - avg
 *     for i in range(n, fft_length):             # <<<<<<<<<<<<<<
 *         fft[i] = 0.0
 * 
 */
  __pyx_t_1 = __pyx_v_fft_length;
  __pyx_t_2 = __pyx_t_1;
  for (__pyx_t_3 = __pyx_v_n; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "wildboar/utils/stats.pyx":193
 *         fft[i] = x[i] - avg
 *     for i in range(n, fft_length):
 *         fft[i] = 0.0             # <<<<<<<<<<<<<<
 * 
 *     _pocketfft.fft(fft, fft_length, 1.0)
 */
    (__pyx_v_fft[__pyx_v_i]) = __pyx_t_double_complex_from_parts(0.0, 0);
  }

  /* "wildboar/utils/stats.pyx":195
 *         fft[i] = 0.0
 * 
 *     _pocketfft.fft(fft, fft_length, 1.0)             # <<<<<<<<<<<<<<
 *     for i in range(fft_length):
 *         fft[i] = fft[i] * fft[i].conjugate()
 */
  __pyx_f_8wildboar_5utils_4_fft_10_pocketfft_fft(__pyx_v_fft, __pyx_v_fft_length, 1.0);

  /* "wildboar/utils/stats.pyx":196
 * 
 *     _pocketfft.fft(fft, fft_length, 1.0)
 *     for i in range(fft_length):             # <<<<<<<<<<<<<<
 *         fft[i] = fft[i] * fft[i].conjugate()
 * 
 */
  __pyx_t_1 = __pyx_v_fft_length;
  __pyx_t_2 = __pyx_t_1;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "wildboar/utils/stats.pyx":197
 *     _pocketfft.fft(fft, fft_length, 1.0)
 *     for i in range(fft_length):
 *         fft[i] = fft[i] * fft[i].conjugate()             # <<<<<<<<<<<<<<
 * 
 *     _pocketfft.ifft(fft, fft_length, 1.0)
 */
    (__pyx_v_fft[__pyx_v_i]) = __Pyx_c_prod_double((__pyx_v_fft[__pyx_v_i]), __Pyx_c_conj_double((__pyx_v_fft[__pyx_v_i])));
  }

  /* "wildboar/utils/stats.pyx":199
 *         fft[i] = fft[i] * fft[i].conjugate()
 * 
 *     _pocketfft.ifft(fft, fft_length, 1.0)             # <<<<<<<<<<<<<<
 *     cdef complex first = fft[0]
 *     if first == 0j:
 */
  __pyx_f_8wildboar_5utils_4_fft_10_pocketfft_ifft(__pyx_v_fft, __pyx_v_fft_length, 1.0);

  /* "wildboar/utils/stats.pyx":200
 * 
 *     _pocketfft.ifft(fft, fft_length, 1.0)
 *     cdef complex first = fft[0]             # <<<<<<<<<<<<<<
 *     if first == 0j:
 *         first = 1j
 */
  __pyx_v_first = (__pyx_v_fft[0]);

  /* "wildboar/utils/stats.pyx":201
 *     _pocketfft.ifft(fft, fft_length, 1.0)
 *     cdef complex first = fft[0]
 *     if first == 0j:             # <<<<<<<<<<<<<<
 *         first = 1j
 * 
 */
  __pyx_t_4 = ((__Pyx_c_eq_double(__pyx_v_first, __pyx_t_double_complex_from_parts(0, 0.0))) != 0);
  if (__pyx_t_4) {

    /* "wildboar/utils/stats.pyx":202
 *     cdef complex first = fft[0]
 *     if first == 0j:
 *         first = 1j             # <<<<<<<<<<<<<<
 * 
 *     for i in range(n):
 */
    __pyx_v_first = __pyx_t_double_complex_from_parts(0, 1.0);

    /* "wildboar/utils/stats.pyx":201
 *     _pocketfft.ifft(fft, fft_length, 1.0)
 *     cdef complex first = fft[0]
 *     if first == 0j:             # <<<<<<<<<<<<<<
 *         first = 1j
 * 
 */
  }

  /* "wildboar/utils/stats.pyx":204
 *         first = 1j
 * 
 *     for i in range(n):             # <<<<<<<<<<<<<<
 *         out[i] = (fft[i] / first).real
 * 
 */
  __pyx_t_1 = __pyx_v_n;
  __pyx_t_2 = __pyx_t_1;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "wildboar/utils/stats.pyx":205
 * 
 *     for i in range(n):
 *         out[i] = (fft[i] / first).real             # <<<<<<<<<<<<<<
 * 
 * cdef void auto_correlation(double *x, Py_ssize_t n, double *out) nogil:
 */
    if (unlikely(__Pyx_c_is_zero_double(__pyx_v_first))) {
      #ifdef WITH_THREAD
      PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
      #endif
      PyErr_SetString(PyExc_ZeroDivisionError, "float division");
      #ifdef WITH_THREAD
      __Pyx_PyGILState_Release(__pyx_gilstate_save);
      #endif
      __PYX_ERR(0, 205, __pyx_L1_error)
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    __pyx_t_5 = __Pyx_CREAL(__Pyx_c_quot_double((__pyx_v_fft[__pyx_v_i]), __pyx_v_first));
    (__pyx_v_out[__pyx_v_i]) = __pyx_t_5;
  }

  /* "wildboar/utils/stats.pyx":186
 * 
 * 
 * cdef void _auto_correlation(double *x, Py_ssize_t n, double *out, complex *fft) nogil:             # <<<<<<<<<<<<<<
 *     cdef double avg = mean(x, n)
 *     cdef Py_ssize_t fft_length = n * 2 - 1
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_WriteUnraisable("wildboar.utils.stats._auto_correlation", __pyx_clineno, __pyx_lineno, __pyx_filename, 1, 1);
  __pyx_L0:;
}

/* "wildboar/utils/stats.pyx":207
 *         out[i] = (fft[i] / first).real
 * 
 * cdef void auto_correlation(double *x, Py_ssize_t n, double *out) nogil:             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t fft_length = n * 2 - 1
 *     cdef complex *fft = <complex *> malloc(sizeof(complex) * fft_length)
 */

static void __pyx_f_8wildboar_5utils_5stats_auto_correlation(double *__pyx_v_x, Py_ssize_t __pyx_v_n, double *__pyx_v_out) {
  Py_ssize_t __pyx_v_fft_length;
  __pyx_t_double_complex *__pyx_v_fft;

  /* "wildboar/utils/stats.pyx":208
 * 
 * cdef void auto_correlation(double *x, Py_ssize_t n, double *out) nogil:
 *     cdef Py_ssize_t fft_length = n * 2 - 1             # <<<<<<<<<<<<<<
 *     cdef complex *fft = <complex *> malloc(sizeof(complex) * fft_length)
 *     _auto_correlation(x, n, out, fft)
 */
  __pyx_v_fft_length = ((__pyx_v_n * 2) - 1);

  /* "wildboar/utils/stats.pyx":209
 * cdef void auto_correlation(double *x, Py_ssize_t n, double *out) nogil:
 *     cdef Py_ssize_t fft_length = n * 2 - 1
 *     cdef complex *fft = <complex *> malloc(sizeof(complex) * fft_length)             # <<<<<<<<<<<<<<
 *     _auto_correlation(x, n, out, fft)
 *     free(fft)
 */
  __pyx_v_fft = ((__pyx_t_double_complex *)malloc(((sizeof(__pyx_t_double_complex)) * __pyx_v_fft_length)));

  /* "wildboar/utils/stats.pyx":210
 *     cdef Py_ssize_t fft_length = n * 2 - 1
 *     cdef complex *fft = <complex *> malloc(sizeof(complex) * fft_length)
 *     _auto_correlation(x, n, out, fft)             # <<<<<<<<<<<<<<
 *     free(fft)
 * 
 */
  __pyx_f_8wildboar_5utils_5stats__auto_correlation(__pyx_v_x, __pyx_v_n, __pyx_v_out, __pyx_v_fft);

  /* "wildboar/utils/stats.pyx":211
 *     cdef complex *fft = <complex *> malloc(sizeof(complex) * fft_length)
 *     _auto_correlation(x, n, out, fft)
 *     free(fft)             # <<<<<<<<<<<<<<
 * 
 * cdef Py_ssize_t next_power_of_2(Py_ssize_t n) nogil:
 */
  free(__pyx_v_fft);

  /* "wildboar/utils/stats.pyx":207
 *         out[i] = (fft[i] / first).real
 * 
 * cdef void auto_correlation(double *x, Py_ssize_t n, double *out) nogil:             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t fft_length = n * 2 - 1
 *     cdef complex *fft = <complex *> malloc(sizeof(complex) * fft_length)
 */

  /* function exit code */
}

/* "wildboar/utils/stats.pyx":213
 *     free(fft)
 * 
 * cdef Py_ssize_t next_power_of_2(Py_ssize_t n) nogil:             # <<<<<<<<<<<<<<
 *     n = n - 1
 *     while n & n - 1:
 */

static Py_ssize_t __pyx_f_8wildboar_5utils_5stats_next_power_of_2(Py_ssize_t __pyx_v_n) {
  Py_ssize_t __pyx_r;
  int __pyx_t_1;

  /* "wildboar/utils/stats.pyx":214
 * 
 * cdef Py_ssize_t next_power_of_2(Py_ssize_t n) nogil:
 *     n = n - 1             # <<<<<<<<<<<<<<
 *     while n & n - 1:
 *         n = n & n - 1
 */
  __pyx_v_n = (__pyx_v_n - 1);

  /* "wildboar/utils/stats.pyx":215
 * cdef Py_ssize_t next_power_of_2(Py_ssize_t n) nogil:
 *     n = n - 1
 *     while n & n - 1:             # <<<<<<<<<<<<<<
 *         n = n & n - 1
 *     return n << 1
 */
  while (1) {
    __pyx_t_1 = ((__pyx_v_n & (__pyx_v_n - 1)) != 0);
    if (!__pyx_t_1) break;

    /* "wildboar/utils/stats.pyx":216
 *     n = n - 1
 *     while n & n - 1:
 *         n = n & n - 1             # <<<<<<<<<<<<<<
 *     return n << 1
 * 
 */
    __pyx_v_n = (__pyx_v_n & (__pyx_v_n - 1));
  }

  /* "wildboar/utils/stats.pyx":217
 *     while n & n - 1:
 *         n = n & n - 1
 *     return n << 1             # <<<<<<<<<<<<<<
 * 
 * cdef int welch(
 */
  __pyx_r = (__pyx_v_n << 1);
  goto __pyx_L0;

  /* "wildboar/utils/stats.pyx":213
 *     free(fft)
 * 
 * cdef Py_ssize_t next_power_of_2(Py_ssize_t n) nogil:             # <<<<<<<<<<<<<<
 *     n = n - 1
 *     while n & n - 1:
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

/* "wildboar/utils/stats.pyx":219
 *     return n << 1
 * 
 * cdef int welch(             # <<<<<<<<<<<<<<
 *     double *x,
 *     Py_ssize_t size,
 */

static int __pyx_f_8wildboar_5utils_5stats_welch(double *__pyx_v_x, Py_ssize_t __pyx_v_size, int __pyx_v_NFFT, double __pyx_v_Fs, double *__pyx_v_window, int __pyx_v_windowWidth, double *__pyx_v_Pxx, double *__pyx_v_f) {
  double __pyx_v_dt;
  double __pyx_v_df;
  double __pyx_v_m;
  int __pyx_v_k;
  double __pyx_v_w_norm;
  double __pyx_v_KMU;
  double *__pyx_v_P;
  __pyx_t_double_complex *__pyx_v_F;
  double __pyx_v_pi;
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_j;
  Py_ssize_t __pyx_v_i_win;
  Py_ssize_t __pyx_v_n_out;
  int __pyx_r;
  Py_ssize_t __pyx_t_1;
  double __pyx_t_2;
  int __pyx_t_3;
  int __pyx_t_4;
  int __pyx_t_5;
  int __pyx_t_6;
  Py_ssize_t __pyx_t_7;
  Py_ssize_t __pyx_t_8;
  int __pyx_t_9;
  int __pyx_t_10;
  Py_ssize_t __pyx_t_11;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;

  /* "wildboar/utils/stats.pyx":229
 *     double *f,
 * ) nogil:
 *     cdef double dt = 1.0 / Fs             # <<<<<<<<<<<<<<
 *     cdef double df = 1.0 / next_power_of_2(windowWidth) / dt
 *     cdef double m = mean(x, size)
 */
  if (unlikely(__pyx_v_Fs == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 229, __pyx_L1_error)
  }
  __pyx_v_dt = (1.0 / __pyx_v_Fs);

  /* "wildboar/utils/stats.pyx":230
 * ) nogil:
 *     cdef double dt = 1.0 / Fs
 *     cdef double df = 1.0 / next_power_of_2(windowWidth) / dt             # <<<<<<<<<<<<<<
 *     cdef double m = mean(x, size)
 *     cdef int k = <int>floor(<double>size/(<double>windowWidth/2.0))-1;
 */
  __pyx_t_1 = __pyx_f_8wildboar_5utils_5stats_next_power_of_2(__pyx_v_windowWidth);
  if (unlikely(__pyx_t_1 == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 230, __pyx_L1_error)
  }
  __pyx_t_2 = (1.0 / ((double)__pyx_t_1));
  if (unlikely(__pyx_v_dt == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 230, __pyx_L1_error)
  }
  __pyx_v_df = (__pyx_t_2 / __pyx_v_dt);

  /* "wildboar/utils/stats.pyx":231
 *     cdef double dt = 1.0 / Fs
 *     cdef double df = 1.0 / next_power_of_2(windowWidth) / dt
 *     cdef double m = mean(x, size)             # <<<<<<<<<<<<<<
 *     cdef int k = <int>floor(<double>size/(<double>windowWidth/2.0))-1;
 * 
 */
  __pyx_v_m = __pyx_f_8wildboar_5utils_5stats_mean(__pyx_v_x, __pyx_v_size);

  /* "wildboar/utils/stats.pyx":232
 *     cdef double df = 1.0 / next_power_of_2(windowWidth) / dt
 *     cdef double m = mean(x, size)
 *     cdef int k = <int>floor(<double>size/(<double>windowWidth/2.0))-1;             # <<<<<<<<<<<<<<
 * 
 *     cdef double w_norm = _nrm2(windowWidth, window, 1)
 */
  __pyx_t_2 = (((double)__pyx_v_windowWidth) / 2.0);
  if (unlikely(__pyx_t_2 == 0)) {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
    #endif
    PyErr_SetString(PyExc_ZeroDivisionError, "float division");
    #ifdef WITH_THREAD
    __Pyx_PyGILState_Release(__pyx_gilstate_save);
    #endif
    __PYX_ERR(0, 232, __pyx_L1_error)
  }
  __pyx_v_k = (((int)floor((((double)__pyx_v_size) / __pyx_t_2))) - 1);

  /* "wildboar/utils/stats.pyx":234
 *     cdef int k = <int>floor(<double>size/(<double>windowWidth/2.0))-1;
 * 
 *     cdef double w_norm = _nrm2(windowWidth, window, 1)             # <<<<<<<<<<<<<<
 *     cdef double KMU = k * w_norm * w_norm
 * 
 */
  __pyx_v_w_norm = __pyx_fuse_1__pyx_f_7sklearn_5utils_12_cython_blas__nrm2(__pyx_v_windowWidth, __pyx_v_window, 1);

  /* "wildboar/utils/stats.pyx":235
 * 
 *     cdef double w_norm = _nrm2(windowWidth, window, 1)
 *     cdef double KMU = k * w_norm * w_norm             # <<<<<<<<<<<<<<
 * 
 *     cdef double *P = <double*> malloc(sizeof(double) * NFFT)
 */
  __pyx_v_KMU = ((__pyx_v_k * __pyx_v_w_norm) * __pyx_v_w_norm);

  /* "wildboar/utils/stats.pyx":237
 *     cdef double KMU = k * w_norm * w_norm
 * 
 *     cdef double *P = <double*> malloc(sizeof(double) * NFFT)             # <<<<<<<<<<<<<<
 *     cdef complex *F = <complex*> malloc(sizeof(complex) * NFFT)
 *     cdef double pi
 */
  __pyx_v_P = ((double *)malloc(((sizeof(double)) * __pyx_v_NFFT)));

  /* "wildboar/utils/stats.pyx":238
 * 
 *     cdef double *P = <double*> malloc(sizeof(double) * NFFT)
 *     cdef complex *F = <complex*> malloc(sizeof(complex) * NFFT)             # <<<<<<<<<<<<<<
 *     cdef double pi
 *     cdef Py_ssize_t i, j, i_win
 */
  __pyx_v_F = ((__pyx_t_double_complex *)malloc(((sizeof(__pyx_t_double_complex)) * __pyx_v_NFFT)));

  /* "wildboar/utils/stats.pyx":242
 *     cdef Py_ssize_t i, j, i_win
 * 
 *     for i in range(NFFT):             # <<<<<<<<<<<<<<
 *         P[i] = 0.0
 * 
 */
  __pyx_t_3 = __pyx_v_NFFT;
  __pyx_t_4 = __pyx_t_3;
  for (__pyx_t_1 = 0; __pyx_t_1 < __pyx_t_4; __pyx_t_1+=1) {
    __pyx_v_i = __pyx_t_1;

    /* "wildboar/utils/stats.pyx":243
 * 
 *     for i in range(NFFT):
 *         P[i] = 0.0             # <<<<<<<<<<<<<<
 * 
 *     for i in range(k):
 */
    (__pyx_v_P[__pyx_v_i]) = 0.0;
  }

  /* "wildboar/utils/stats.pyx":245
 *         P[i] = 0.0
 * 
 *     for i in range(k):             # <<<<<<<<<<<<<<
 *         i_win = <int>(i * <double>windowWidth/2.0)
 *         for j in range(windowWidth):
 */
  __pyx_t_3 = __pyx_v_k;
  __pyx_t_4 = __pyx_t_3;
  for (__pyx_t_1 = 0; __pyx_t_1 < __pyx_t_4; __pyx_t_1+=1) {
    __pyx_v_i = __pyx_t_1;

    /* "wildboar/utils/stats.pyx":246
 * 
 *     for i in range(k):
 *         i_win = <int>(i * <double>windowWidth/2.0)             # <<<<<<<<<<<<<<
 *         for j in range(windowWidth):
 *             F[j] = (window[j] * x[j + i_win]) - m
 */
    __pyx_v_i_win = ((int)((__pyx_v_i * ((double)__pyx_v_windowWidth)) / 2.0));

    /* "wildboar/utils/stats.pyx":247
 *     for i in range(k):
 *         i_win = <int>(i * <double>windowWidth/2.0)
 *         for j in range(windowWidth):             # <<<<<<<<<<<<<<
 *             F[j] = (window[j] * x[j + i_win]) - m
 * 
 */
    __pyx_t_5 = __pyx_v_windowWidth;
    __pyx_t_6 = __pyx_t_5;
    for (__pyx_t_7 = 0; __pyx_t_7 < __pyx_t_6; __pyx_t_7+=1) {
      __pyx_v_j = __pyx_t_7;

      /* "wildboar/utils/stats.pyx":248
 *         i_win = <int>(i * <double>windowWidth/2.0)
 *         for j in range(windowWidth):
 *             F[j] = (window[j] * x[j + i_win]) - m             # <<<<<<<<<<<<<<
 * 
 *         for j in range(windowWidth, NFFT):
 */
      (__pyx_v_F[__pyx_v_j]) = __pyx_t_double_complex_from_parts((((__pyx_v_window[__pyx_v_j]) * (__pyx_v_x[(__pyx_v_j + __pyx_v_i_win)])) - __pyx_v_m), 0);
    }

    /* "wildboar/utils/stats.pyx":250
 *             F[j] = (window[j] * x[j + i_win]) - m
 * 
 *         for j in range(windowWidth, NFFT):             # <<<<<<<<<<<<<<
 *             F[j] = 0.0
 * 
 */
    __pyx_t_5 = __pyx_v_NFFT;
    __pyx_t_6 = __pyx_t_5;
    for (__pyx_t_7 = __pyx_v_windowWidth; __pyx_t_7 < __pyx_t_6; __pyx_t_7+=1) {
      __pyx_v_j = __pyx_t_7;

      /* "wildboar/utils/stats.pyx":251
 * 
 *         for j in range(windowWidth, NFFT):
 *             F[j] = 0.0             # <<<<<<<<<<<<<<
 * 
 *         _pocketfft.fft(F, NFFT, 1.0)
 */
      (__pyx_v_F[__pyx_v_j]) = __pyx_t_double_complex_from_parts(0.0, 0);
    }

    /* "wildboar/utils/stats.pyx":253
 *             F[j] = 0.0
 * 
 *         _pocketfft.fft(F, NFFT, 1.0)             # <<<<<<<<<<<<<<
 * 
 *         for j in range(NFFT):
 */
    __pyx_f_8wildboar_5utils_4_fft_10_pocketfft_fft(__pyx_v_F, __pyx_v_NFFT, 1.0);

    /* "wildboar/utils/stats.pyx":255
 *         _pocketfft.fft(F, NFFT, 1.0)
 * 
 *         for j in range(NFFT):             # <<<<<<<<<<<<<<
 *             pi = abs(F[j])
 *             P[j] += pi * pi
 */
    __pyx_t_5 = __pyx_v_NFFT;
    __pyx_t_6 = __pyx_t_5;
    for (__pyx_t_7 = 0; __pyx_t_7 < __pyx_t_6; __pyx_t_7+=1) {
      __pyx_v_j = __pyx_t_7;

      /* "wildboar/utils/stats.pyx":256
 * 
 *         for j in range(NFFT):
 *             pi = abs(F[j])             # <<<<<<<<<<<<<<
 *             P[j] += pi * pi
 * 
 */
      __pyx_v_pi = __Pyx_c_abs_double((__pyx_v_F[__pyx_v_j]));

      /* "wildboar/utils/stats.pyx":257
 *         for j in range(NFFT):
 *             pi = abs(F[j])
 *             P[j] += pi * pi             # <<<<<<<<<<<<<<
 * 
 *     cdef Py_ssize_t n_out = NFFT // 2 + 1
 */
      __pyx_t_8 = __pyx_v_j;
      (__pyx_v_P[__pyx_t_8]) = ((__pyx_v_P[__pyx_t_8]) + (__pyx_v_pi * __pyx_v_pi));
    }
  }

  /* "wildboar/utils/stats.pyx":259
 *             P[j] += pi * pi
 * 
 *     cdef Py_ssize_t n_out = NFFT // 2 + 1             # <<<<<<<<<<<<<<
 *     for i in range(n_out):
 *         Pxx[i] = P[i] / KMU * dt
 */
  __pyx_v_n_out = (__Pyx_div_long(__pyx_v_NFFT, 2) + 1);

  /* "wildboar/utils/stats.pyx":260
 * 
 *     cdef Py_ssize_t n_out = NFFT // 2 + 1
 *     for i in range(n_out):             # <<<<<<<<<<<<<<
 *         Pxx[i] = P[i] / KMU * dt
 *         if i > 0 and i < n_out - 1:
 */
  __pyx_t_1 = __pyx_v_n_out;
  __pyx_t_7 = __pyx_t_1;
  for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_7; __pyx_t_8+=1) {
    __pyx_v_i = __pyx_t_8;

    /* "wildboar/utils/stats.pyx":261
 *     cdef Py_ssize_t n_out = NFFT // 2 + 1
 *     for i in range(n_out):
 *         Pxx[i] = P[i] / KMU * dt             # <<<<<<<<<<<<<<
 *         if i > 0 and i < n_out - 1:
 *             Pxx[i] *= 2
 */
    if (unlikely(__pyx_v_KMU == 0)) {
      #ifdef WITH_THREAD
      PyGILState_STATE __pyx_gilstate_save = __Pyx_PyGILState_Ensure();
      #endif
      PyErr_SetString(PyExc_ZeroDivisionError, "float division");
      #ifdef WITH_THREAD
      __Pyx_PyGILState_Release(__pyx_gilstate_save);
      #endif
      __PYX_ERR(0, 261, __pyx_L1_error)
    }
    (__pyx_v_Pxx[__pyx_v_i]) = (((__pyx_v_P[__pyx_v_i]) / __pyx_v_KMU) * __pyx_v_dt);

    /* "wildboar/utils/stats.pyx":262
 *     for i in range(n_out):
 *         Pxx[i] = P[i] / KMU * dt
 *         if i > 0 and i < n_out - 1:             # <<<<<<<<<<<<<<
 *             Pxx[i] *= 2
 *         f[i] = i * df
 */
    __pyx_t_10 = ((__pyx_v_i > 0) != 0);
    if (__pyx_t_10) {
    } else {
      __pyx_t_9 = __pyx_t_10;
      goto __pyx_L16_bool_binop_done;
    }
    __pyx_t_10 = ((__pyx_v_i < (__pyx_v_n_out - 1)) != 0);
    __pyx_t_9 = __pyx_t_10;
    __pyx_L16_bool_binop_done:;
    if (__pyx_t_9) {

      /* "wildboar/utils/stats.pyx":263
 *         Pxx[i] = P[i] / KMU * dt
 *         if i > 0 and i < n_out - 1:
 *             Pxx[i] *= 2             # <<<<<<<<<<<<<<
 *         f[i] = i * df
 * 
 */
      __pyx_t_11 = __pyx_v_i;
      (__pyx_v_Pxx[__pyx_t_11]) = ((__pyx_v_Pxx[__pyx_t_11]) * 2.0);

      /* "wildboar/utils/stats.pyx":262
 *     for i in range(n_out):
 *         Pxx[i] = P[i] / KMU * dt
 *         if i > 0 and i < n_out - 1:             # <<<<<<<<<<<<<<
 *             Pxx[i] *= 2
 *         f[i] = i * df
 */
    }

    /* "wildboar/utils/stats.pyx":264
 *         if i > 0 and i < n_out - 1:
 *             Pxx[i] *= 2
 *         f[i] = i * df             # <<<<<<<<<<<<<<
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bad:
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    }
    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:
                        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(0.0, -1.0);
                }
            } 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_int(int value) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
    const int neg_one = (int) -1, const_zero = (int) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
    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);
    }
}

/* CIntToPy */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
    const long neg_one = (long) -1, const_zero = (long) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
    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);
    }
}

/* 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;\
    }

/* CIntFromPy */
static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
    const long neg_one = (long) -1, const_zero = (long) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
    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) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
    const int neg_one = (int) -1, const_zero = (int) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
    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;
}

/* 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 int __Pyx_PyErr_GivenExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
    Py_ssize_t i, n;
    assert(PyExceptionClass_Check(exc_type));
    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++) {
        PyObject *t = PyTuple_GET_ITEM(tuple, i);
        #if PY_MAJOR_VERSION < 3
        if (likely(exc_type == t)) return 1;
        #endif
        if (likely(PyExceptionClass_Check(t))) {
            if (__Pyx_inner_PyErr_GivenExceptionMatches2(exc_type, NULL, t)) return 1;
        } else {
        }
    }
    return 0;
}
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject* exc_type) {
    if (likely(err == exc_type)) return 1;
    if (likely(PyExceptionClass_Check(err))) {
        if (likely(PyExceptionClass_Check(exc_type))) {
            return __Pyx_inner_PyErr_GivenExceptionMatches2(err, NULL, exc_type);
        } else if (likely(PyTuple_Check(exc_type))) {
            return __Pyx_PyErr_GivenExceptionMatchesTuple(err, exc_type);
        } else {
        }
    }
    return PyErr_GivenExceptionMatches(err, exc_type);
}
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *exc_type1, PyObject *exc_type2) {
    assert(PyExceptionClass_Check(exc_type1));
    assert(PyExceptionClass_Check(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[5];
    int same=1, i, found_dot;
    const char* rt_from_call = Py_GetVersion();
    PyOS_snprintf(ctversion, 5, "%d.%d", PY_MAJOR_VERSION, PY_MINOR_VERSION);
    found_dot = 0;
    for (i = 0; i < 4; i++) {
        if (!ctversion[i]) {
            same = (rt_from_call[i] < '0' || rt_from_call[i] > '9');
            break;
        }
        if (rt_from_call[i] != ctversion[i]) {
            same = 0;
            break;
        }
    }
    if (!same) {
        char rtversion[5] = {'\0'};
        char message[200];
        for (i=0; i<4; ++i) {
            if (rt_from_call[i] == '.') {
                if (found_dot) break;
                found_dot = 1;
            } else if (rt_from_call[i] < '0' || rt_from_call[i] > '9') {
                break;
            }
            rtversion[i] = rt_from_call[i];
        }
        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;
}

/* FunctionExport */
static int __Pyx_ExportFunction(const char *name, void (*f)(void), const char *sig) {
    PyObject *d = 0;
    PyObject *cobj = 0;
    union {
        void (*fp)(void);
        void *p;
    } tmp;
    d = PyObject_GetAttrString(__pyx_m, (char *)"__pyx_capi__");
    if (!d) {
        PyErr_Clear();
        d = PyDict_New();
        if (!d)
            goto bad;
        Py_INCREF(d);
        if (PyModule_AddObject(__pyx_m, (char *)"__pyx_capi__", d) < 0)
            goto bad;
    }
    tmp.fp = f;
#if PY_VERSION_HEX >= 0x02070000
    cobj = PyCapsule_New(tmp.p, sig, 0);
#else
    cobj = PyCObject_FromVoidPtrAndDesc(tmp.p, (void *)sig, 0);
#endif
    if (!cobj)
        goto bad;
    if (PyDict_SetItemString(d, name, cobj) < 0)
        goto bad;
    Py_DECREF(cobj);
    Py_DECREF(d);
    return 0;
bad:
    Py_XDECREF(cobj);
    Py_XDECREF(d);
    return -1;
}

/* FunctionImport */
#ifndef __PYX_HAVE_RT_ImportFunction
#define __PYX_HAVE_RT_ImportFunction
static int __Pyx_ImportFunction(PyObject *module, const char *funcname, void (**f)(void), const char *sig) {
    PyObject *d = 0;
    PyObject *cobj = 0;
    union {
        void (*fp)(void);
        void *p;
    } tmp;
    d = PyObject_GetAttrString(module, (char *)"__pyx_capi__");
    if (!d)
        goto bad;
    cobj = PyDict_GetItemString(d, funcname);
    if (!cobj) {
        PyErr_Format(PyExc_ImportError,
            "%.200s does not export expected C function %.200s",
                PyModule_GetName(module), funcname);
        goto bad;
    }
#if PY_VERSION_HEX >= 0x02070000
    if (!PyCapsule_IsValid(cobj, sig)) {
        PyErr_Format(PyExc_TypeError,
            "C function %.200s.%.200s has wrong signature (expected %.500s, got %.500s)",
             PyModule_GetName(module), funcname, sig, PyCapsule_GetName(cobj));
        goto bad;
    }
    tmp.p = PyCapsule_GetPointer(cobj, sig);
#else
    {const char *desc, *s1, *s2;
    desc = (const char *)PyCObject_GetDesc(cobj);
    if (!desc)
        goto bad;
    s1 = desc; s2 = sig;
    while (*s1 != '\0' && *s1 == *s2) { s1++; s2++; }
    if (*s1 != *s2) {
        PyErr_Format(PyExc_TypeError,
            "C function %.200s.%.200s has wrong signature (expected %.500s, got %.500s)",
             PyModule_GetName(module), funcname, sig, desc);
        goto bad;
    }
    tmp.p = PyCObject_AsVoidPtr(cobj);}
#endif
    *f = tmp.fp;
    if (!(*f))
        goto bad;
    Py_DECREF(d);
    return 0;
bad:
    Py_XDECREF(d);
    return -1;
}
#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 CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject* x) {
    int retval;
    if (unlikely(!x)) return -1;
    retval = __Pyx_PyObject_IsTrue(x);
    Py_DECREF(x);
    return retval;
}
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(b);
  }
#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 Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject* o) {
  if (sizeof(Py_hash_t) == sizeof(Py_ssize_t)) {
    return (Py_hash_t) __Pyx_PyIndex_AsSsize_t(o);
#if PY_MAJOR_VERSION < 3
  } else if (likely(PyInt_CheckExact(o))) {
    return PyInt_AS_LONG(o);
#endif
  } else {
    Py_ssize_t ival;
    PyObject *x;
    x = PyNumber_Index(o);
    if (!x) return -1;
    ival = PyInt_AsLong(x);
    Py_DECREF(x);
    return ival;
  }
}
static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) {
  return b ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False);
}
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) {
    return PyInt_FromSize_t(ival);
}


#endif /* Py_PYTHON_H */
