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#define PY_SSIZE_T_CLEAN
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#define CYTHON_USE_PYLONG_INTERNALS 1
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#define CYTHON_USE_PYLONG_INTERNALS 0
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#include "Python.h"
#ifndef Py_PYTHON_H
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#define CYTHON_COMPILING_IN_PYPY 1
#define CYTHON_COMPILING_IN_CPYTHON 0
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#define CYTHON_COMPILING_IN_PYPY 0
#define CYTHON_COMPILING_IN_CPYTHON 1
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#define Py_OptimizeFlag 0
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#define CYTHON_FORMAT_SSIZE_T "z"
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  #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) \
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  #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]))
#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)) ? \
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#define __Pyx_PyString_FormatSafe(a, b)   ((unlikely((a) == Py_None)) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
#define __Pyx_PyUnicode_FormatSafe(a, b)  ((unlikely((a) == Py_None)) ? PyNumber_Remainder(a, b) : PyUnicode_Format(a, b))
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyString_Format(a, b)  PyUnicode_Format(a, b)
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  #define __Pyx_PyString_Format(a, b)  PyString_Format(a, b)
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#if PY_MAJOR_VERSION >= 3
  #define PyBaseString_Type            PyUnicode_Type
  #define PyStringObject               PyUnicodeObject
  #define PyString_Type                PyUnicode_Type
  #define PyString_Check               PyUnicode_Check
  #define PyString_CheckExact          PyUnicode_CheckExact
#endif
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj)
  #define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj)
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  #define __Pyx_PyBaseString_Check(obj) (PyString_Check(obj) || PyUnicode_Check(obj))
  #define __Pyx_PyBaseString_CheckExact(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj))
#endif
#ifndef PySet_CheckExact
  #define PySet_CheckExact(obj)        (Py_TYPE(obj) == &PySet_Type)
#endif
#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
#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_VERSION_HEX < 0x030200A4
  typedef long Py_hash_t;
  #define __Pyx_PyInt_FromHash_t PyInt_FromLong
  #define __Pyx_PyInt_AsHash_t   PyInt_AsLong
#else
  #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
  #define __Pyx_PyInt_AsHash_t   PyInt_AsSsize_t
#endif
#if PY_MAJOR_VERSION >= 3
  #define PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : PyInstanceMethod_New(func))
#endif
#ifndef CYTHON_INLINE
  #if defined(__GNUC__)
    #define CYTHON_INLINE __inline__
  #elif defined(_MSC_VER)
    #define CYTHON_INLINE __inline
  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define CYTHON_INLINE inline
  #else
    #define CYTHON_INLINE
  #endif
#endif
#ifndef CYTHON_RESTRICT
  #if defined(__GNUC__)
    #define CYTHON_RESTRICT __restrict__
  #elif defined(_MSC_VER) && _MSC_VER >= 1400
    #define CYTHON_RESTRICT __restrict
  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define CYTHON_RESTRICT restrict
  #else
    #define CYTHON_RESTRICT
  #endif
#endif
#ifdef NAN
#define __PYX_NAN() ((float) NAN)
#else
static CYTHON_INLINE float __PYX_NAN() {
  /* Initialize NaN. The sign is irrelevant, an exponent with all bits 1 and
   a nonzero mantissa means NaN. If the first bit in the mantissa is 1, it is
   a quiet NaN. */
  float value;
  memset(&value, 0xFF, sizeof(value));
  return value;
}
#endif
#ifdef __cplusplus
template<typename T>
void __Pyx_call_destructor(T* x) {
    x->~T();
}
#endif


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

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

#if defined(WIN32) || defined(MS_WINDOWS)
#define _USE_MATH_DEFINES
#endif
#include <math.h>
#define __PYX_HAVE__pandas__algos
#define __PYX_HAVE_API__pandas__algos
#include "string.h"
#include "stdio.h"
#include "stdlib.h"
#include "numpy/arrayobject.h"
#include "numpy/ufuncobject.h"
#include "pythread.h"
#include "numpy_helper.h"
#include "src/headers/math.h"
#include "math.h"
#include "skiplist.h"
#include "headers/stdint.h"
#include "datetime.h"
#include "datetime_helper.h"
#include "numpy/ndarrayobject.h"
#include "numpy/npy_common.h"
#include "datetime/np_datetime.h"
#include "datetime/np_datetime_strings.h"
#include "khash_python.h"
#include "pystate.h"
#ifdef _OPENMP
#include <omp.h>
#endif /* _OPENMP */

#ifdef PYREX_WITHOUT_ASSERTIONS
#define CYTHON_WITHOUT_ASSERTIONS
#endif

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

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


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

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

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


static const char *__pyx_f[] = {
  "pandas/algos.pyx",
  "pandas/src/skiplist.pyx",
  "pandas/src/generated.pyx",
  "pandas/src/join.pyx",
  "pandas/src/datetime.pxd",
  "pandas/src/numpy.pxd",
  "pandas/src/util.pxd",
  "stringsource",
  "type.pxd",
  "bool.pxd",
  "complex.pxd",
};
#define IS_UNSIGNED(type) (((type) -1) > 0)
struct __Pyx_StructField_;
#define __PYX_BUF_FLAGS_PACKED_STRUCT (1 << 0)
typedef struct {
  const char* name;
  struct __Pyx_StructField_* fields;
  size_t size;
  size_t arraysize[8];
  int ndim;
  char typegroup;
  char is_unsigned;
  int flags;
} __Pyx_TypeInfo;
typedef struct __Pyx_StructField_ {
  __Pyx_TypeInfo* type;
  const char* name;
  size_t offset;
} __Pyx_StructField;
typedef struct {
  __Pyx_StructField* field;
  size_t parent_offset;
} __Pyx_BufFmt_StackElem;
typedef struct {
  __Pyx_StructField root;
  __Pyx_BufFmt_StackElem* head;
  size_t fmt_offset;
  size_t new_count, enc_count;
  size_t struct_alignment;
  int is_complex;
  char enc_type;
  char new_packmode;
  char enc_packmode;
  char is_valid_array;
} __Pyx_BufFmt_Context;

struct __pyx_memoryview_obj;
typedef struct {
  struct __pyx_memoryview_obj *memview;
  char *data;
  Py_ssize_t shape[8];
  Py_ssize_t strides[8];
  Py_ssize_t suboffsets[8];
} __Pyx_memviewslice;

#include <pythread.h>
#ifndef CYTHON_ATOMICS
    #define CYTHON_ATOMICS 1
#endif
#define __pyx_atomic_int_type int
#if CYTHON_ATOMICS && __GNUC__ >= 4 && (__GNUC_MINOR__ > 1 ||           \
                    (__GNUC_MINOR__ == 1 && __GNUC_PATCHLEVEL >= 2)) && \
                    !defined(__i386__)
    #define __pyx_atomic_incr_aligned(value, lock) __sync_fetch_and_add(value, 1)
    #define __pyx_atomic_decr_aligned(value, lock) __sync_fetch_and_sub(value, 1)
    #ifdef __PYX_DEBUG_ATOMICS
        #warning "Using GNU atomics"
    #endif
#elif CYTHON_ATOMICS && MSC_VER
    #include <Windows.h>
    #define __pyx_atomic_int_type LONG
    #define __pyx_atomic_incr_aligned(value, lock) InterlockedIncrement(value)
    #define __pyx_atomic_decr_aligned(value, lock) InterlockedDecrement(value)
    #ifdef __PYX_DEBUG_ATOMICS
        #warning "Using MSVC atomics"
    #endif
#elif CYTHON_ATOMICS && (defined(__ICC) || defined(__INTEL_COMPILER)) && 0
    #define __pyx_atomic_incr_aligned(value, lock) _InterlockedIncrement(value)
    #define __pyx_atomic_decr_aligned(value, lock) _InterlockedDecrement(value)
    #ifdef __PYX_DEBUG_ATOMICS
        #warning "Using Intel atomics"
    #endif
#else
    #undef CYTHON_ATOMICS
    #define CYTHON_ATOMICS 0
    #ifdef __PYX_DEBUG_ATOMICS
        #warning "Not using atomics"
    #endif
#endif
typedef volatile __pyx_atomic_int_type __pyx_atomic_int;
#if CYTHON_ATOMICS
    #define __pyx_add_acquisition_count(memview) \
             __pyx_atomic_incr_aligned(__pyx_get_slice_count_pointer(memview), memview->lock)
    #define __pyx_sub_acquisition_count(memview) \
            __pyx_atomic_decr_aligned(__pyx_get_slice_count_pointer(memview), memview->lock)
#else
    #define __pyx_add_acquisition_count(memview) \
            __pyx_add_acquisition_count_locked(__pyx_get_slice_count_pointer(memview), memview->lock)
    #define __pyx_sub_acquisition_count(memview) \
            __pyx_sub_acquisition_count_locked(__pyx_get_slice_count_pointer(memview), memview->lock)
#endif


/* "numpy.pxd":726
 * # in Cython to enable them only on the right systems.
 * 
 * ctypedef npy_int8       int8_t             # <<<<<<<<<<<<<<
 * ctypedef npy_int16      int16_t
 * ctypedef npy_int32      int32_t
 */
typedef npy_int8 __pyx_t_5numpy_int8_t;

/* "numpy.pxd":727
 * 
 * ctypedef npy_int8       int8_t
 * ctypedef npy_int16      int16_t             # <<<<<<<<<<<<<<
 * ctypedef npy_int32      int32_t
 * ctypedef npy_int64      int64_t
 */
typedef npy_int16 __pyx_t_5numpy_int16_t;

/* "numpy.pxd":728
 * ctypedef npy_int8       int8_t
 * ctypedef npy_int16      int16_t
 * ctypedef npy_int32      int32_t             # <<<<<<<<<<<<<<
 * ctypedef npy_int64      int64_t
 * #ctypedef npy_int96      int96_t
 */
typedef npy_int32 __pyx_t_5numpy_int32_t;

/* "numpy.pxd":729
 * ctypedef npy_int16      int16_t
 * ctypedef npy_int32      int32_t
 * ctypedef npy_int64      int64_t             # <<<<<<<<<<<<<<
 * #ctypedef npy_int96      int96_t
 * #ctypedef npy_int128     int128_t
 */
typedef npy_int64 __pyx_t_5numpy_int64_t;

/* "numpy.pxd":733
 * #ctypedef npy_int128     int128_t
 * 
 * ctypedef npy_uint8      uint8_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uint16     uint16_t
 * ctypedef npy_uint32     uint32_t
 */
typedef npy_uint8 __pyx_t_5numpy_uint8_t;

/* "numpy.pxd":734
 * 
 * ctypedef npy_uint8      uint8_t
 * ctypedef npy_uint16     uint16_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uint32     uint32_t
 * ctypedef npy_uint64     uint64_t
 */
typedef npy_uint16 __pyx_t_5numpy_uint16_t;

/* "numpy.pxd":735
 * ctypedef npy_uint8      uint8_t
 * ctypedef npy_uint16     uint16_t
 * ctypedef npy_uint32     uint32_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uint64     uint64_t
 * #ctypedef npy_uint96     uint96_t
 */
typedef npy_uint32 __pyx_t_5numpy_uint32_t;

/* "numpy.pxd":736
 * ctypedef npy_uint16     uint16_t
 * ctypedef npy_uint32     uint32_t
 * ctypedef npy_uint64     uint64_t             # <<<<<<<<<<<<<<
 * #ctypedef npy_uint96     uint96_t
 * #ctypedef npy_uint128    uint128_t
 */
typedef npy_uint64 __pyx_t_5numpy_uint64_t;

/* "numpy.pxd":740
 * #ctypedef npy_uint128    uint128_t
 * 
 * ctypedef npy_float16    float16_t             # <<<<<<<<<<<<<<
 * ctypedef npy_float32    float32_t
 * ctypedef npy_float64    float64_t
 */
typedef npy_float16 __pyx_t_5numpy_float16_t;

/* "numpy.pxd":741
 * 
 * ctypedef npy_float16    float16_t
 * ctypedef npy_float32    float32_t             # <<<<<<<<<<<<<<
 * ctypedef npy_float64    float64_t
 * #ctypedef npy_float80    float80_t
 */
typedef npy_float32 __pyx_t_5numpy_float32_t;

/* "numpy.pxd":742
 * ctypedef npy_float16    float16_t
 * ctypedef npy_float32    float32_t
 * ctypedef npy_float64    float64_t             # <<<<<<<<<<<<<<
 * #ctypedef npy_float80    float80_t
 * #ctypedef npy_float128   float128_t
 */
typedef npy_float64 __pyx_t_5numpy_float64_t;

/* "numpy.pxd":751
 * # The int types are mapped a bit surprising --
 * # numpy.int corresponds to 'l' and numpy.long to 'q'
 * ctypedef npy_long       int_t             # <<<<<<<<<<<<<<
 * ctypedef npy_longlong   long_t
 * ctypedef npy_longlong   longlong_t
 */
typedef npy_long __pyx_t_5numpy_int_t;

/* "numpy.pxd":752
 * # numpy.int corresponds to 'l' and numpy.long to 'q'
 * ctypedef npy_long       int_t
 * ctypedef npy_longlong   long_t             # <<<<<<<<<<<<<<
 * ctypedef npy_longlong   longlong_t
 * 
 */
typedef npy_longlong __pyx_t_5numpy_long_t;

/* "numpy.pxd":753
 * ctypedef npy_long       int_t
 * ctypedef npy_longlong   long_t
 * ctypedef npy_longlong   longlong_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_ulong      uint_t
 */
typedef npy_longlong __pyx_t_5numpy_longlong_t;

/* "numpy.pxd":755
 * ctypedef npy_longlong   longlong_t
 * 
 * ctypedef npy_ulong      uint_t             # <<<<<<<<<<<<<<
 * ctypedef npy_ulonglong  ulong_t
 * ctypedef npy_ulonglong  ulonglong_t
 */
typedef npy_ulong __pyx_t_5numpy_uint_t;

/* "numpy.pxd":756
 * 
 * ctypedef npy_ulong      uint_t
 * ctypedef npy_ulonglong  ulong_t             # <<<<<<<<<<<<<<
 * ctypedef npy_ulonglong  ulonglong_t
 * 
 */
typedef npy_ulonglong __pyx_t_5numpy_ulong_t;

/* "numpy.pxd":757
 * ctypedef npy_ulong      uint_t
 * ctypedef npy_ulonglong  ulong_t
 * ctypedef npy_ulonglong  ulonglong_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_intp       intp_t
 */
typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;

/* "numpy.pxd":759
 * ctypedef npy_ulonglong  ulonglong_t
 * 
 * ctypedef npy_intp       intp_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uintp      uintp_t
 * 
 */
typedef npy_intp __pyx_t_5numpy_intp_t;

/* "numpy.pxd":760
 * 
 * ctypedef npy_intp       intp_t
 * ctypedef npy_uintp      uintp_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_double     float_t
 */
typedef npy_uintp __pyx_t_5numpy_uintp_t;

/* "numpy.pxd":762
 * ctypedef npy_uintp      uintp_t
 * 
 * ctypedef npy_double     float_t             # <<<<<<<<<<<<<<
 * ctypedef npy_double     double_t
 * ctypedef npy_longdouble longdouble_t
 */
typedef npy_double __pyx_t_5numpy_float_t;

/* "numpy.pxd":763
 * 
 * ctypedef npy_double     float_t
 * ctypedef npy_double     double_t             # <<<<<<<<<<<<<<
 * ctypedef npy_longdouble longdouble_t
 * 
 */
typedef npy_double __pyx_t_5numpy_double_t;

/* "numpy.pxd":764
 * ctypedef npy_double     float_t
 * ctypedef npy_double     double_t
 * ctypedef npy_longdouble longdouble_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_cfloat      cfloat_t
 */
typedef npy_longdouble __pyx_t_5numpy_longdouble_t;

/* "pandas/src/generated.pyx":27
 * from khash cimport *
 * 
 * ctypedef unsigned char UChar             # <<<<<<<<<<<<<<
 * 
 * cimport util
 */
typedef unsigned char __pyx_t_6pandas_5algos_UChar;
#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    typedef ::std::complex< float > __pyx_t_float_complex;
  #else
    typedef float _Complex __pyx_t_float_complex;
  #endif
#else
    typedef struct { float real, imag; } __pyx_t_float_complex;
#endif

#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    typedef ::std::complex< double > __pyx_t_double_complex;
  #else
    typedef double _Complex __pyx_t_double_complex;
  #endif
#else
    typedef struct { double real, imag; } __pyx_t_double_complex;
#endif


/*--- Type declarations ---*/
struct __pyx_obj_6pandas_5algos_Node;
struct __pyx_obj_6pandas_5algos_IndexableSkiplist;
struct __pyx_array_obj;
struct __pyx_MemviewEnum_obj;
struct __pyx_memoryview_obj;
struct __pyx_memoryviewslice_obj;

/* "numpy.pxd":766
 * ctypedef npy_longdouble longdouble_t
 * 
 * ctypedef npy_cfloat      cfloat_t             # <<<<<<<<<<<<<<
 * ctypedef npy_cdouble     cdouble_t
 * ctypedef npy_clongdouble clongdouble_t
 */
typedef npy_cfloat __pyx_t_5numpy_cfloat_t;

/* "numpy.pxd":767
 * 
 * ctypedef npy_cfloat      cfloat_t
 * ctypedef npy_cdouble     cdouble_t             # <<<<<<<<<<<<<<
 * ctypedef npy_clongdouble clongdouble_t
 * 
 */
typedef npy_cdouble __pyx_t_5numpy_cdouble_t;

/* "numpy.pxd":768
 * ctypedef npy_cfloat      cfloat_t
 * ctypedef npy_cdouble     cdouble_t
 * ctypedef npy_clongdouble clongdouble_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_cdouble     complex_t
 */
typedef npy_clongdouble __pyx_t_5numpy_clongdouble_t;

/* "numpy.pxd":770
 * ctypedef npy_clongdouble clongdouble_t
 * 
 * ctypedef npy_cdouble     complex_t             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew1(a):
 */
typedef npy_cdouble __pyx_t_5numpy_complex_t;
struct __pyx_t_6pandas_5algos_pairs;

/* "pandas/algos.pyx":1483
 * # Rolling median, min, max
 * 
 * ctypedef double_t (* skiplist_f)(object sl, int n, int p)             # <<<<<<<<<<<<<<
 * 
 * cdef _roll_skiplist_op(ndarray arg, int win, int minp, skiplist_f op):
 */
typedef __pyx_t_5numpy_double_t (*__pyx_t_6pandas_5algos_skiplist_f)(PyObject *, int, int);

/* "pandas/algos.pyx":1611
 * # https://github.com/kwgoodman/bottleneck
 * 
 * cdef struct pairs:             # <<<<<<<<<<<<<<
 *     double value
 *     int death
 */
struct __pyx_t_6pandas_5algos_pairs {
  double value;
  int death;
};

/* "pandas/src/skiplist.pyx":32
 * # TODO: optimize this, make less messy
 * 
 * cdef class Node:             # <<<<<<<<<<<<<<
 *     cdef public:
 *         double_t value
 */
struct __pyx_obj_6pandas_5algos_Node {
  PyObject_HEAD
  __pyx_t_5numpy_double_t value;
  PyObject *next;
  PyObject *width;
};


/* "pandas/src/skiplist.pyx":46
 * NIL = Node(np.inf, [], [])
 * 
 * cdef class IndexableSkiplist:             # <<<<<<<<<<<<<<
 *     '''
 *     Sorted collection supporting O(lg n) insertion, removal, and
 */
struct __pyx_obj_6pandas_5algos_IndexableSkiplist {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pandas_5algos_IndexableSkiplist *__pyx_vtab;
  Py_ssize_t size;
  Py_ssize_t maxlevels;
  struct __pyx_obj_6pandas_5algos_Node *head;
};


/* "View.MemoryView":99
 * 
 * @cname("__pyx_array")
 * cdef class array:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */
struct __pyx_array_obj {
  PyObject_HEAD
  char *data;
  Py_ssize_t len;
  char *format;
  int ndim;
  Py_ssize_t *_shape;
  Py_ssize_t *_strides;
  Py_ssize_t itemsize;
  PyObject *mode;
  PyObject *_format;
  void (*callback_free_data)(void *);
  int free_data;
  int dtype_is_object;
};


/* "View.MemoryView":269
 * 
 * @cname('__pyx_MemviewEnum')
 * cdef class Enum(object):             # <<<<<<<<<<<<<<
 *     cdef object name
 *     def __init__(self, name):
 */
struct __pyx_MemviewEnum_obj {
  PyObject_HEAD
  PyObject *name;
};


/* "View.MemoryView":302
 * 
 * @cname('__pyx_memoryview')
 * cdef class memoryview(object):             # <<<<<<<<<<<<<<
 * 
 *     cdef object obj
 */
struct __pyx_memoryview_obj {
  PyObject_HEAD
  struct __pyx_vtabstruct_memoryview *__pyx_vtab;
  PyObject *obj;
  PyObject *_size;
  PyObject *_array_interface;
  PyThread_type_lock lock;
  __pyx_atomic_int acquisition_count[2];
  __pyx_atomic_int *acquisition_count_aligned_p;
  Py_buffer view;
  int flags;
  int dtype_is_object;
  __Pyx_TypeInfo *typeinfo;
};


/* "View.MemoryView":922
 * 
 * @cname('__pyx_memoryviewslice')
 * cdef class _memoryviewslice(memoryview):             # <<<<<<<<<<<<<<
 *     "Internal class for passing memoryview slices to Python"
 * 
 */
struct __pyx_memoryviewslice_obj {
  struct __pyx_memoryview_obj __pyx_base;
  __Pyx_memviewslice from_slice;
  PyObject *from_object;
  PyObject *(*to_object_func)(char *);
  int (*to_dtype_func)(char *, PyObject *);
};



/* "pandas/src/skiplist.pyx":46
 * NIL = Node(np.inf, [], [])
 * 
 * cdef class IndexableSkiplist:             # <<<<<<<<<<<<<<
 *     '''
 *     Sorted collection supporting O(lg n) insertion, removal, and
 */

struct __pyx_vtabstruct_6pandas_5algos_IndexableSkiplist {
  PyObject *(*get)(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *, Py_ssize_t, int __pyx_skip_dispatch);
  PyObject *(*insert)(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *, double, int __pyx_skip_dispatch);
  PyObject *(*remove)(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *, double, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6pandas_5algos_IndexableSkiplist *__pyx_vtabptr_6pandas_5algos_IndexableSkiplist;


/* "View.MemoryView":302
 * 
 * @cname('__pyx_memoryview')
 * cdef class memoryview(object):             # <<<<<<<<<<<<<<
 * 
 *     cdef object obj
 */

struct __pyx_vtabstruct_memoryview {
  char *(*get_item_pointer)(struct __pyx_memoryview_obj *, PyObject *);
  PyObject *(*is_slice)(struct __pyx_memoryview_obj *, PyObject *);
  PyObject *(*setitem_slice_assignment)(struct __pyx_memoryview_obj *, PyObject *, PyObject *);
  PyObject *(*setitem_slice_assign_scalar)(struct __pyx_memoryview_obj *, struct __pyx_memoryview_obj *, PyObject *);
  PyObject *(*setitem_indexed)(struct __pyx_memoryview_obj *, PyObject *, PyObject *);
  PyObject *(*convert_item_to_object)(struct __pyx_memoryview_obj *, char *);
  PyObject *(*assign_item_from_object)(struct __pyx_memoryview_obj *, char *, PyObject *);
};
static struct __pyx_vtabstruct_memoryview *__pyx_vtabptr_memoryview;


/* "View.MemoryView":922
 * 
 * @cname('__pyx_memoryviewslice')
 * cdef class _memoryviewslice(memoryview):             # <<<<<<<<<<<<<<
 *     "Internal class for passing memoryview slices to Python"
 * 
 */

struct __pyx_vtabstruct__memoryviewslice {
  struct __pyx_vtabstruct_memoryview __pyx_base;
};
static struct __pyx_vtabstruct__memoryviewslice *__pyx_vtabptr__memoryviewslice;
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static void __Pyx_WriteUnraisable(const char *name, int clineno,
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                                                     int is_list, int wraparound, int boundscheck);

static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type);

#define __Pyx_SetItemInt(o, i, v, type, is_signed, to_py_func, is_list, wraparound, boundscheck) \
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ? \
    __Pyx_SetItemInt_Fast(o, (Py_ssize_t)i, v, is_list, wraparound, boundscheck) : \
    (is_list ? (PyErr_SetString(PyExc_IndexError, "list assignment index out of range"), -1) : \
               __Pyx_SetItemInt_Generic(o, to_py_func(i), v)))
static CYTHON_INLINE int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v);
static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v,
                                               int is_list, int wraparound, int boundscheck);

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

static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause);

static CYTHON_INLINE int  __Pyx_GetBufferAndValidate(Py_buffer* buf, PyObject* obj,
    __Pyx_TypeInfo* dtype, int flags, int nd, int cast, __Pyx_BufFmt_StackElem* stack);
static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info);

static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);

static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);

static CYTHON_INLINE int __Pyx_IterFinish(void);

static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected);

static void __Pyx_RaiseBufferFallbackError(void);

static void __Pyx_RaiseBufferIndexError(int axis);

#define __Pyx_BufPtrStrided2d(type, buf, i0, s0, i1, s1) (type)((char*)buf + i0 * s0 + i1 * s1)
#define __Pyx_BufPtrStrided1d(type, buf, i0, s0) (type)((char*)buf + i0 * s0)
static CYTHON_INLINE void __Pyx_ExceptionSave(PyObject **type, PyObject **value, PyObject **tb);
static void __Pyx_ExceptionReset(PyObject *type, PyObject *value, PyObject *tb);

static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb);

static CYTHON_INLINE int __Pyx_PyDict_Contains(PyObject* item, PyObject* dict, int eq) {
    int result = PyDict_Contains(dict, item);
    return unlikely(result < 0) ? result : (result == (eq == Py_EQ));
}

#if PY_MAJOR_VERSION >= 3
static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key) {
    PyObject *value;
    value = PyDict_GetItemWithError(d, key);
    if (unlikely(!value)) {
        if (!PyErr_Occurred()) {
            PyObject* args = PyTuple_Pack(1, key);
            if (likely(args))
                PyErr_SetObject(PyExc_KeyError, args);
            Py_XDECREF(args);
        }
        return NULL;
    }
    Py_INCREF(value);
    return value;
}
#else
    #define __Pyx_PyDict_GetItem(d, key) PyObject_GetItem(d, key)
#endif

static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name);

static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);

static void __Pyx_UnpackTupleError(PyObject *, Py_ssize_t index);

static CYTHON_INLINE int __Pyx_unpack_tuple2(PyObject* tuple, PyObject** value1, PyObject** value2,
                                             int is_tuple, int has_known_size, int decref_tuple);

static CYTHON_INLINE PyObject* __Pyx_dict_iterator(PyObject* dict, int is_dict, PyObject* method_name,
                                                   Py_ssize_t* p_orig_length, int* p_is_dict);
static CYTHON_INLINE int __Pyx_dict_iter_next(PyObject* dict_or_iter, Py_ssize_t orig_length, Py_ssize_t* ppos,
                                              PyObject** pkey, PyObject** pvalue, PyObject** pitem, int is_dict);

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

static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname);

#define __Pyx_BUF_MAX_NDIMS %(BUF_MAX_NDIMS)d
#define __Pyx_MEMVIEW_DIRECT   1
#define __Pyx_MEMVIEW_PTR      2
#define __Pyx_MEMVIEW_FULL     4
#define __Pyx_MEMVIEW_CONTIG   8
#define __Pyx_MEMVIEW_STRIDED  16
#define __Pyx_MEMVIEW_FOLLOW   32
#define __Pyx_IS_C_CONTIG 1
#define __Pyx_IS_F_CONTIG 2
static int __Pyx_init_memviewslice(
                struct __pyx_memoryview_obj *memview,
                int ndim,
                __Pyx_memviewslice *memviewslice,
                int memview_is_new_reference);
static CYTHON_INLINE int __pyx_add_acquisition_count_locked(
    __pyx_atomic_int *acquisition_count, PyThread_type_lock lock);
static CYTHON_INLINE int __pyx_sub_acquisition_count_locked(
    __pyx_atomic_int *acquisition_count, PyThread_type_lock lock);
#define __pyx_get_slice_count_pointer(memview) (memview->acquisition_count_aligned_p)
#define __pyx_get_slice_count(memview) (*__pyx_get_slice_count_pointer(memview))
#define __PYX_INC_MEMVIEW(slice, have_gil) __Pyx_INC_MEMVIEW(slice, have_gil, __LINE__)
#define __PYX_XDEC_MEMVIEW(slice, have_gil) __Pyx_XDEC_MEMVIEW(slice, have_gil, __LINE__)
static CYTHON_INLINE void __Pyx_INC_MEMVIEW(__Pyx_memviewslice *, int, int);
static CYTHON_INLINE void __Pyx_XDEC_MEMVIEW(__Pyx_memviewslice *, int, int);

static CYTHON_INLINE Py_ssize_t __Pyx_mod_Py_ssize_t(Py_ssize_t, Py_ssize_t); /* proto */

static CYTHON_INLINE Py_ssize_t __Pyx_div_Py_ssize_t(Py_ssize_t, Py_ssize_t); /* proto */

static CYTHON_INLINE long __Pyx_div_long(long, long); /* proto */

static CYTHON_INLINE __pyx_t_5numpy_int64_t __Pyx_div___pyx_t_5numpy_int64_t(__pyx_t_5numpy_int64_t, __pyx_t_5numpy_int64_t); /* proto */

static CYTHON_INLINE long __Pyx_mod_long(long, long); /* proto */

static CYTHON_INLINE PyObject* __Pyx_PyObject_GetSlice(
        PyObject* obj, Py_ssize_t cstart, Py_ssize_t cstop,
        PyObject** py_start, PyObject** py_stop, PyObject** py_slice,
        int has_cstart, int has_cstop, int wraparound);

#define __Pyx_PyObject_DelSlice(obj, cstart, cstop, py_start, py_stop, py_slice, has_cstart, has_cstop, wraparound) \
    __Pyx_PyObject_SetSlice(obj, (PyObject*)NULL, cstart, cstop, py_start, py_stop, py_slice, has_cstart, has_cstop, wraparound)
static CYTHON_INLINE int __Pyx_PyObject_SetSlice(
        PyObject* obj, PyObject* value, Py_ssize_t cstart, Py_ssize_t cstop,
        PyObject** py_start, PyObject** py_stop, PyObject** py_slice,
        int has_cstart, int has_cstop, int wraparound);

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

static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *, PyObject *);

static CYTHON_INLINE PyObject *__Pyx_GetAttr3(PyObject *, PyObject *, PyObject *);

#include <string.h>

static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals);

static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals);

#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyString_Equals __Pyx_PyUnicode_Equals
#else
#define __Pyx_PyString_Equals __Pyx_PyBytes_Equals
#endif

#define UNARY_NEG_WOULD_OVERFLOW(x)            (((x) < 0) & ((unsigned long)(x) == 0-(unsigned long)(x)))

static CYTHON_UNUSED int __pyx_array_getbuffer(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
static PyObject *get_memview(PyObject *__pyx_v_self); /*proto*/
static CYTHON_INLINE PyObject* __Pyx_decode_c_string(
         const char* cstring, Py_ssize_t start, Py_ssize_t stop,
         const char* encoding, const char* errors,
         PyObject* (*decode_func)(const char *s, Py_ssize_t size, const char *errors));

static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb);

static CYTHON_UNUSED int __pyx_memoryview_getbuffer(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
static PyObject *__pyx_memoryview_transpose(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_memoryview__get__base(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_memoryview_get_shape(PyObject *__pyx_v_self); /*proto*/
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE int __Pyx_ListComp_Append(PyObject* list, PyObject* x) {
    PyListObject* L = (PyListObject*) list;
    Py_ssize_t len = Py_SIZE(list);
    if (likely(L->allocated > len)) {
        Py_INCREF(x);
        PyList_SET_ITEM(list, len, x);
        Py_SIZE(list) = len+1;
        return 0;
    }
    return PyList_Append(list, x);
}
#else
#define __Pyx_ListComp_Append(L,x) PyList_Append(L,x)
#endif

static PyObject *__pyx_memoryview_get_strides(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_memoryview_get_suboffsets(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_memoryview_get_ndim(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_memoryview_get_itemsize(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_memoryview_get_nbytes(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_memoryview_get_size(PyObject *__pyx_v_self); /*proto*/
static CYTHON_INLINE int __Pyx_PyList_Extend(PyObject* L, PyObject* v) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject* none = _PyList_Extend((PyListObject*)L, v);
    if (unlikely(!none))
        return -1;
    Py_DECREF(none);
    return 0;
#else
    return PyList_SetSlice(L, PY_SSIZE_T_MAX, PY_SSIZE_T_MAX, v);
#endif
}

static PyObject *__pyx_memoryviewslice__get__base(PyObject *__pyx_v_self); /*proto*/
static int __Pyx_SetVtable(PyObject *dict, void *vtable);

static PyTypeObject* __Pyx_FetchCommonType(PyTypeObject* type);

#define __Pyx_CyFunction_USED 1
#include <structmember.h>
#define __Pyx_CYFUNCTION_STATICMETHOD  0x01
#define __Pyx_CYFUNCTION_CLASSMETHOD   0x02
#define __Pyx_CYFUNCTION_CCLASS        0x04
#define __Pyx_CyFunction_GetClosure(f) \
    (((__pyx_CyFunctionObject *) (f))->func_closure)
#define __Pyx_CyFunction_GetClassObj(f) \
    (((__pyx_CyFunctionObject *) (f))->func_classobj)
#define __Pyx_CyFunction_Defaults(type, f) \
    ((type *)(((__pyx_CyFunctionObject *) (f))->defaults))
#define __Pyx_CyFunction_SetDefaultsGetter(f, g) \
    ((__pyx_CyFunctionObject *) (f))->defaults_getter = (g)
typedef struct {
    PyCFunctionObject func;
#if PY_VERSION_HEX < 0x030500A0
    PyObject *func_weakreflist;
#endif
    PyObject *func_dict;
    PyObject *func_name;
    PyObject *func_qualname;
    PyObject *func_doc;
    PyObject *func_globals;
    PyObject *func_code;
    PyObject *func_closure;
    PyObject *func_classobj;
    void *defaults;
    int defaults_pyobjects;
    int flags;
    PyObject *defaults_tuple;
    PyObject *defaults_kwdict;
    PyObject *(*defaults_getter)(PyObject *);
    PyObject *func_annotations;
} __pyx_CyFunctionObject;
static PyTypeObject *__pyx_CyFunctionType = 0;
#define __Pyx_CyFunction_NewEx(ml, flags, qualname, self, module, globals, code) \
    __Pyx_CyFunction_New(__pyx_CyFunctionType, ml, flags, qualname, self, module, globals, code)
static PyObject *__Pyx_CyFunction_New(PyTypeObject *, PyMethodDef *ml,
                                      int flags, PyObject* qualname,
                                      PyObject *self,
                                      PyObject *module, PyObject *globals,
                                      PyObject* code);
static CYTHON_INLINE void *__Pyx_CyFunction_InitDefaults(PyObject *m,
                                                         size_t size,
                                                         int pyobjects);
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *m,
                                                            PyObject *tuple);
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsKwDict(PyObject *m,
                                                             PyObject *dict);
static CYTHON_INLINE void __Pyx_CyFunction_SetAnnotationsDict(PyObject *m,
                                                              PyObject *dict);
static int __Pyx_CyFunction_init(void);

static PyObject *__Pyx_CalculateMetaclass(PyTypeObject *metaclass, PyObject *bases);

static PyObject *__Pyx_Py3MetaclassPrepare(PyObject *metaclass, PyObject *bases, PyObject *name, PyObject *qualname,
                                           PyObject *mkw, PyObject *modname, PyObject *doc);
static PyObject *__Pyx_Py3ClassCreate(PyObject *metaclass, PyObject *name, PyObject *bases, PyObject *dict,
                                      PyObject *mkw, int calculate_metaclass, int allow_py2_metaclass);

typedef struct {
    __pyx_CyFunctionObject func;
    PyObject *__signatures__;
    PyObject *type;
    PyObject *self;
} __pyx_FusedFunctionObject;
#define __pyx_FusedFunction_NewEx(ml, flags, qualname, self, module, globals, code)         \
        __pyx_FusedFunction_New(__pyx_FusedFunctionType, ml, flags, qualname, self, module, globals, code)
static PyObject *__pyx_FusedFunction_New(PyTypeObject *type,
                                         PyMethodDef *ml, int flags,
                                         PyObject *qualname, PyObject *self,
                                         PyObject *module, PyObject *globals,
                                         PyObject *code);
static int __pyx_FusedFunction_clear(__pyx_FusedFunctionObject *self);
static PyTypeObject *__pyx_FusedFunctionType = NULL;
static int __pyx_FusedFunction_init(void);
#define __Pyx_FusedFunction_USED

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

static void __Pyx_AddTraceback(const char *funcname, int c_line,
                               int py_line, const char *filename);

static int __pyx_typeinfo_cmp(__Pyx_TypeInfo *a, __Pyx_TypeInfo *b);

static int __Pyx_ValidateAndInit_memviewslice(
                int *axes_specs,
                int c_or_f_flag,
                int buf_flags,
                int ndim,
                __Pyx_TypeInfo *dtype,
                __Pyx_BufFmt_StackElem stack[],
                __Pyx_memviewslice *memviewslice,
                PyObject *original_obj);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int8_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int16_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int32_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_uint8_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_uint16_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_uint32_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_uint64_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float32_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(PyObject *);

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

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

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


static Py_ssize_t __Pyx_zeros[] = {0, 0, 0, 0, 0, 0, 0, 0};
static Py_ssize_t __Pyx_minusones[] = {-1, -1, -1, -1, -1, -1, -1, -1};

static CYTHON_INLINE npy_int8 __Pyx_PyInt_As_npy_int8(PyObject *);

static CYTHON_INLINE npy_int16 __Pyx_PyInt_As_npy_int16(PyObject *);

static CYTHON_INLINE npy_int32 __Pyx_PyInt_As_npy_int32(PyObject *);

static CYTHON_INLINE npy_int64 __Pyx_PyInt_As_npy_int64(PyObject *);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);

static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_uint8_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_object(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_int8_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_int32_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_int64_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_float64_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_int16_t(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_float32_t(PyObject *);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value);

static CYTHON_INLINE char __Pyx_PyInt_As_char(PyObject *);

static CYTHON_INLINE int __Pyx_BytesContains(PyObject* bytes, char character);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_int8(npy_int8 value);

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_int8_t(const char *itemp);
static int __pyx_memview_set_nn___pyx_t_5numpy_int8_t(const char *itemp, PyObject *obj);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_int16(npy_int16 value);

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_int16_t(const char *itemp);
static int __pyx_memview_set_nn___pyx_t_5numpy_int16_t(const char *itemp, PyObject *obj);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_int32(npy_int32 value);

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_int32_t(const char *itemp);
static int __pyx_memview_set_nn___pyx_t_5numpy_int32_t(const char *itemp, PyObject *obj);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_int64(npy_int64 value);

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_int64_t(const char *itemp);
static int __pyx_memview_set_nn___pyx_t_5numpy_int64_t(const char *itemp, PyObject *obj);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_uint8(npy_uint8 value);

static CYTHON_INLINE npy_uint8 __Pyx_PyInt_As_npy_uint8(PyObject *);

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_uint8_t(const char *itemp);
static int __pyx_memview_set_nn___pyx_t_5numpy_uint8_t(const char *itemp, PyObject *obj);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_uint16(npy_uint16 value);

static CYTHON_INLINE npy_uint16 __Pyx_PyInt_As_npy_uint16(PyObject *);

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_uint16_t(const char *itemp);
static int __pyx_memview_set_nn___pyx_t_5numpy_uint16_t(const char *itemp, PyObject *obj);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_uint32(npy_uint32 value);

static CYTHON_INLINE npy_uint32 __Pyx_PyInt_As_npy_uint32(PyObject *);

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_uint32_t(const char *itemp);
static int __pyx_memview_set_nn___pyx_t_5numpy_uint32_t(const char *itemp, PyObject *obj);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_uint64(npy_uint64 value);

static CYTHON_INLINE npy_uint64 __Pyx_PyInt_As_npy_uint64(PyObject *);

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_uint64_t(const char *itemp);
static int __pyx_memview_set_nn___pyx_t_5numpy_uint64_t(const char *itemp, PyObject *obj);

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_float32_t(const char *itemp);
static int __pyx_memview_set_nn___pyx_t_5numpy_float32_t(const char *itemp, PyObject *obj);

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_float64_t(const char *itemp);
static int __pyx_memview_set_nn___pyx_t_5numpy_float64_t(const char *itemp, PyObject *obj);

static __Pyx_memviewslice
__pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs,
                                 const char *mode, int ndim,
                                 size_t sizeof_dtype, int contig_flag,
                                 int dtype_is_object);

#define __pyx_memoryview_copy_slice_dc_nn___pyx_t_5numpy_int8_t_c(slice) \
        __pyx_memoryview_copy_new_contig(&slice, "c", 1,            \
                                         sizeof(__pyx_t_5numpy_int8_t), (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT | PyBUF_WRITABLE), \
                                         0)

#define __pyx_memoryview_copy_slice_dc_nn___pyx_t_5numpy_int16_t_c(slice) \
        __pyx_memoryview_copy_new_contig(&slice, "c", 1,            \
                                         sizeof(__pyx_t_5numpy_int16_t), (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT | PyBUF_WRITABLE), \
                                         0)

#define __pyx_memoryview_copy_slice_dc_nn___pyx_t_5numpy_int32_t_c(slice) \
        __pyx_memoryview_copy_new_contig(&slice, "c", 1,            \
                                         sizeof(__pyx_t_5numpy_int32_t), (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT | PyBUF_WRITABLE), \
                                         0)

#define __pyx_memoryview_copy_slice_dc_nn___pyx_t_5numpy_int64_t_c(slice) \
        __pyx_memoryview_copy_new_contig(&slice, "c", 1,            \
                                         sizeof(__pyx_t_5numpy_int64_t), (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT | PyBUF_WRITABLE), \
                                         0)

#define __pyx_memoryview_copy_slice_dc_nn___pyx_t_5numpy_uint8_t_c(slice) \
        __pyx_memoryview_copy_new_contig(&slice, "c", 1,            \
                                         sizeof(__pyx_t_5numpy_uint8_t), (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT | PyBUF_WRITABLE), \
                                         0)

#define __pyx_memoryview_copy_slice_dc_nn___pyx_t_5numpy_uint16_t_c(slice) \
        __pyx_memoryview_copy_new_contig(&slice, "c", 1,            \
                                         sizeof(__pyx_t_5numpy_uint16_t), (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT | PyBUF_WRITABLE), \
                                         0)

#define __pyx_memoryview_copy_slice_dc_nn___pyx_t_5numpy_uint32_t_c(slice) \
        __pyx_memoryview_copy_new_contig(&slice, "c", 1,            \
                                         sizeof(__pyx_t_5numpy_uint32_t), (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT | PyBUF_WRITABLE), \
                                         0)

#define __pyx_memoryview_copy_slice_dc_nn___pyx_t_5numpy_uint64_t_c(slice) \
        __pyx_memoryview_copy_new_contig(&slice, "c", 1,            \
                                         sizeof(__pyx_t_5numpy_uint64_t), (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT | PyBUF_WRITABLE), \
                                         0)

#define __pyx_memoryview_copy_slice_dc_nn___pyx_t_5numpy_float32_t_c(slice) \
        __pyx_memoryview_copy_new_contig(&slice, "c", 1,            \
                                         sizeof(__pyx_t_5numpy_float32_t), (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT | PyBUF_WRITABLE), \
                                         0)

#define __pyx_memoryview_copy_slice_dc_nn___pyx_t_5numpy_float64_t_c(slice) \
        __pyx_memoryview_copy_new_contig(&slice, "c", 1,            \
                                         sizeof(__pyx_t_5numpy_float64_t), (PyBUF_C_CONTIGUOUS | PyBUF_FORMAT | PyBUF_WRITABLE), \
                                         0)

static PyObject *__pyx_memview_get_object(const char *itemp);
static int __pyx_memview_set_object(const char *itemp, PyObject *obj);

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_Py_intptr_t(Py_intptr_t value);

#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    #define __Pyx_CREAL(z) ((z).real())
    #define __Pyx_CIMAG(z) ((z).imag())
  #else
    #define __Pyx_CREAL(z) (__real__(z))
    #define __Pyx_CIMAG(z) (__imag__(z))
  #endif
#else
    #define __Pyx_CREAL(z) ((z).real)
    #define __Pyx_CIMAG(z) ((z).imag)
#endif
#if (defined(_WIN32) || defined(__clang__)) && defined(__cplusplus) && CYTHON_CCOMPLEX
    #define __Pyx_SET_CREAL(z,x) ((z).real(x))
    #define __Pyx_SET_CIMAG(z,y) ((z).imag(y))
#else
    #define __Pyx_SET_CREAL(z,x) __Pyx_CREAL(z) = (x)
    #define __Pyx_SET_CIMAG(z,y) __Pyx_CIMAG(z) = (y)
#endif

static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float, float);

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

static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);

#if CYTHON_CCOMPLEX
    #define __Pyx_c_eq(a, b)   ((a)==(b))
    #define __Pyx_c_sum(a, b)  ((a)+(b))
    #define __Pyx_c_diff(a, b) ((a)-(b))
    #define __Pyx_c_prod(a, b) ((a)*(b))
    #define __Pyx_c_quot(a, b) ((a)/(b))
    #define __Pyx_c_neg(a)     (-(a))
  #ifdef __cplusplus
    #define __Pyx_c_is_zero(z) ((z)==(double)0)
    #define __Pyx_c_conj(z)    (::std::conj(z))
    #if 1
        #define __Pyx_c_abs(z)     (::std::abs(z))
        #define __Pyx_c_pow(a, b)  (::std::pow(a, b))
    #endif
  #else
    #define __Pyx_c_is_zero(z) ((z)==0)
    #define __Pyx_c_conj(z)    (conj(z))
    #if 1
        #define __Pyx_c_abs(z)     (cabs(z))
        #define __Pyx_c_pow(a, b)  (cpow(a, b))
    #endif
 #endif
#else
    static CYTHON_INLINE int __Pyx_c_eq(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg(__pyx_t_double_complex);
    static CYTHON_INLINE int __Pyx_c_is_zero(__pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj(__pyx_t_double_complex);
    #if 1
        static CYTHON_INLINE double __Pyx_c_abs(__pyx_t_double_complex);
        static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow(__pyx_t_double_complex, __pyx_t_double_complex);
    #endif
#endif

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_ptrdiff_t(ptrdiff_t value);

static int __pyx_memviewslice_is_contig(const __Pyx_memviewslice *mvs,
                                        char order, int ndim);

static int __pyx_slices_overlap(__Pyx_memviewslice *slice1,
                                __Pyx_memviewslice *slice2,
                                int ndim, size_t itemsize);

static CYTHON_INLINE PyObject *__pyx_capsule_create(void *p, const char *sig);

static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);

static int __Pyx_check_binary_version(void);

#if !defined(__Pyx_PyIdentifier_FromString)
#if PY_MAJOR_VERSION < 3
  #define __Pyx_PyIdentifier_FromString(s) PyString_FromString(s)
#else
  #define __Pyx_PyIdentifier_FromString(s) PyUnicode_FromString(s)
#endif
#endif

static PyObject *__Pyx_ImportModule(const char *name);

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

static int __Pyx_InitStrings(__Pyx_StringTabEntry *t);

static PyObject *__pyx_f_6pandas_5algos_17IndexableSkiplist_get(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *__pyx_v_self, Py_ssize_t __pyx_v_i, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_6pandas_5algos_17IndexableSkiplist_insert(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *__pyx_v_self, double __pyx_v_value, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_6pandas_5algos_17IndexableSkiplist_remove(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *__pyx_v_self, double __pyx_v_value, int __pyx_skip_dispatch); /* proto*/
static char *__pyx_memoryview_get_item_pointer(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index); /* proto*/
static PyObject *__pyx_memoryview_is_slice(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_obj); /* proto*/
static PyObject *__pyx_memoryview_setitem_slice_assignment(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_dst, PyObject *__pyx_v_src); /* proto*/
static PyObject *__pyx_memoryview_setitem_slice_assign_scalar(struct __pyx_memoryview_obj *__pyx_v_self, struct __pyx_memoryview_obj *__pyx_v_dst, PyObject *__pyx_v_value); /* proto*/
static PyObject *__pyx_memoryview_setitem_indexed(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index, PyObject *__pyx_v_value); /* proto*/
static PyObject *__pyx_memoryview_convert_item_to_object(struct __pyx_memoryview_obj *__pyx_v_self, char *__pyx_v_itemp); /* proto*/
static PyObject *__pyx_memoryview_assign_item_from_object(struct __pyx_memoryview_obj *__pyx_v_self, char *__pyx_v_itemp, PyObject *__pyx_v_value); /* proto*/
static PyObject *__pyx_memoryviewslice_convert_item_to_object(struct __pyx_memoryviewslice_obj *__pyx_v_self, char *__pyx_v_itemp); /* proto*/
static PyObject *__pyx_memoryviewslice_assign_item_from_object(struct __pyx_memoryviewslice_obj *__pyx_v_self, char *__pyx_v_itemp, PyObject *__pyx_v_value); /* proto*/

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

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

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

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

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

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

/* Module declarations from 'numpy' */

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

/* Module declarations from 'cython.view' */
static struct __pyx_array_obj *__pyx_array_new(PyObject *, Py_ssize_t, char *, char *, char *); /*proto*/

/* Module declarations from 'cython' */

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

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

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

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

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

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

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

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

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

/* Module declarations from '__builtin__' */

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

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

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

/* Module declarations from '__builtin__' */

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

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

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

/* Module declarations from '__builtin__' */

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

/* Module declarations from 'cpython' */

/* Module declarations from 'util' */
static CYTHON_INLINE PyObject *__pyx_f_4util_get_value_at(PyArrayObject *, PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_4util_is_array(PyObject *); /*proto*/
static CYTHON_INLINE int __pyx_f_4util__checknull(PyObject *); /*proto*/
static CYTHON_INLINE int __pyx_f_4util__checknan(PyObject *); /*proto*/

/* Module declarations from 'skiplist' */

/* Module declarations from 'libc' */

/* Module declarations from 'datetime' */

/* Module declarations from 'datetime' */
static PyTypeObject *__pyx_ptype_8datetime_date = 0;
static PyTypeObject *__pyx_ptype_8datetime_datetime = 0;
static PyTypeObject *__pyx_ptype_8datetime_timedelta = 0;
static CYTHON_INLINE int __pyx_f_8datetime__cstring_to_dts(char *, int, pandas_datetimestruct *, int *, int *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_8datetime__dts_to_pydatetime(pandas_datetimestruct *); /*proto*/

/* Module declarations from 'khash' */

/* Module declarations from 'pandas.algos' */
static PyTypeObject *__pyx_ptype_6pandas_5algos_Node = 0;
static PyTypeObject *__pyx_ptype_6pandas_5algos_IndexableSkiplist = 0;
static PyTypeObject *__pyx_array_type = 0;
static PyTypeObject *__pyx_MemviewEnum_type = 0;
static PyTypeObject *__pyx_memoryview_type = 0;
static PyTypeObject *__pyx_memoryviewslice_type = 0;
static __pyx_t_5numpy_float64_t __pyx_v_6pandas_5algos_FP_ERR;
static __pyx_t_5numpy_float64_t __pyx_v_6pandas_5algos_REL_TOL;
static __pyx_t_5numpy_int8_t __pyx_v_6pandas_5algos_MINint8;
static __pyx_t_5numpy_int16_t __pyx_v_6pandas_5algos_MINint16;
static __pyx_t_5numpy_int32_t __pyx_v_6pandas_5algos_MINint32;
static __pyx_t_5numpy_int64_t __pyx_v_6pandas_5algos_MINint64;
static __pyx_t_5numpy_float16_t __pyx_v_6pandas_5algos_MINfloat16;
static __pyx_t_5numpy_float32_t __pyx_v_6pandas_5algos_MINfloat32;
static __pyx_t_5numpy_float64_t __pyx_v_6pandas_5algos_MINfloat64;
static __pyx_t_5numpy_int8_t __pyx_v_6pandas_5algos_MAXint8;
static __pyx_t_5numpy_int16_t __pyx_v_6pandas_5algos_MAXint16;
static __pyx_t_5numpy_int32_t __pyx_v_6pandas_5algos_MAXint32;
static __pyx_t_5numpy_int64_t __pyx_v_6pandas_5algos_MAXint64;
static __pyx_t_5numpy_float16_t __pyx_v_6pandas_5algos_MAXfloat16;
static __pyx_t_5numpy_float32_t __pyx_v_6pandas_5algos_MAXfloat32;
static __pyx_t_5numpy_float64_t __pyx_v_6pandas_5algos_MAXfloat64;
static double __pyx_v_6pandas_5algos_NaN;
static double __pyx_v_6pandas_5algos_nan;
static int __pyx_v_6pandas_5algos_TIEBREAK_AVERAGE;
static int __pyx_v_6pandas_5algos_TIEBREAK_MIN;
static int __pyx_v_6pandas_5algos_TIEBREAK_MAX;
static int __pyx_v_6pandas_5algos_TIEBREAK_FIRST;
static int __pyx_v_6pandas_5algos_TIEBREAK_FIRST_DESCENDING;
static int __pyx_v_6pandas_5algos_TIEBREAK_DENSE;
static __pyx_t_5numpy_int64_t __pyx_v_6pandas_5algos_iNaT;
static int __pyx_v_6pandas_5algos_PLATFORM_INT;
static PyObject *generic = 0;
static PyObject *strided = 0;
static PyObject *indirect = 0;
static PyObject *contiguous = 0;
static PyObject *indirect_contiguous = 0;
static CYTHON_INLINE int __pyx_f_6pandas_5algos_int_max(int, int); /*proto*/
static CYTHON_INLINE int __pyx_f_6pandas_5algos_int_min(int, int); /*proto*/
static double __pyx_f_6pandas_5algos_Log2(double); /*proto*/
static PyObject *__pyx_f_6pandas_5algos__take_2d_float64(PyArrayObject *, PyObject *); /*proto*/
static PyObject *__pyx_f_6pandas_5algos__take_2d_int64(PyArrayObject *, PyObject *); /*proto*/
static PyObject *__pyx_f_6pandas_5algos__take_2d_object(PyArrayObject *, PyObject *); /*proto*/
static CYTHON_INLINE int __pyx_f_6pandas_5algos_float64_are_diff(__pyx_t_5numpy_float64_t, __pyx_t_5numpy_float64_t); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_5algos_are_diff(PyObject *, PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_5algos_kth_smallest_c(__pyx_t_5numpy_float64_t *, Py_ssize_t, Py_ssize_t); /*proto*/
static PyObject *__pyx_f_6pandas_5algos__roll_skiplist_op(PyArrayObject *, int, int, __pyx_t_6pandas_5algos_skiplist_f); /*proto*/
static __pyx_t_5numpy_double_t __pyx_f_6pandas_5algos__get_median(PyObject *, int, int); /*proto*/
static __pyx_t_5numpy_double_t __pyx_f_6pandas_5algos__get_max(PyObject *, int, int); /*proto*/
static __pyx_t_5numpy_double_t __pyx_f_6pandas_5algos__get_min(PyObject *, int, int); /*proto*/
static CYTHON_INLINE __pyx_t_5numpy_float64_t __pyx_f_6pandas_5algos__median_linear(__pyx_t_5numpy_float64_t *, int); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_ensure_platform_int(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_ensure_object(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_ensure_float64(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_ensure_float32(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_ensure_int8(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_ensure_int16(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_ensure_int32(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_ensure_int64(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_map_indices_float64(PyArrayObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_map_indices_float32(PyArrayObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_map_indices_object(PyArrayObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_map_indices_int32(PyArrayObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_map_indices_int64(PyArrayObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_5algos_map_indices_bool(PyArrayObject *, int __pyx_skip_dispatch); /*proto*/
static CYTHON_INLINE Py_ssize_t __pyx_fuse_0__pyx_f_6pandas_5algos_swap(__pyx_t_5numpy_int8_t *, __pyx_t_5numpy_int8_t *); /*proto*/
static CYTHON_INLINE Py_ssize_t __pyx_fuse_1__pyx_f_6pandas_5algos_swap(__pyx_t_5numpy_int16_t *, __pyx_t_5numpy_int16_t *); /*proto*/
static CYTHON_INLINE Py_ssize_t __pyx_fuse_2__pyx_f_6pandas_5algos_swap(__pyx_t_5numpy_int32_t *, __pyx_t_5numpy_int32_t *); /*proto*/
static CYTHON_INLINE Py_ssize_t __pyx_fuse_3__pyx_f_6pandas_5algos_swap(__pyx_t_5numpy_int64_t *, __pyx_t_5numpy_int64_t *); /*proto*/
static CYTHON_INLINE Py_ssize_t __pyx_fuse_4__pyx_f_6pandas_5algos_swap(__pyx_t_5numpy_uint8_t *, __pyx_t_5numpy_uint8_t *); /*proto*/
static CYTHON_INLINE Py_ssize_t __pyx_fuse_5__pyx_f_6pandas_5algos_swap(__pyx_t_5numpy_uint16_t *, __pyx_t_5numpy_uint16_t *); /*proto*/
static CYTHON_INLINE Py_ssize_t __pyx_fuse_6__pyx_f_6pandas_5algos_swap(__pyx_t_5numpy_uint32_t *, __pyx_t_5numpy_uint32_t *); /*proto*/
static CYTHON_INLINE Py_ssize_t __pyx_fuse_7__pyx_f_6pandas_5algos_swap(__pyx_t_5numpy_uint64_t *, __pyx_t_5numpy_uint64_t *); /*proto*/
static CYTHON_INLINE Py_ssize_t __pyx_fuse_8__pyx_f_6pandas_5algos_swap(__pyx_t_5numpy_float32_t *, __pyx_t_5numpy_float32_t *); /*proto*/
static CYTHON_INLINE Py_ssize_t __pyx_fuse_9__pyx_f_6pandas_5algos_swap(__pyx_t_5numpy_float64_t *, __pyx_t_5numpy_float64_t *); /*proto*/
static __pyx_t_5numpy_int8_t __pyx_fuse_0__pyx_f_6pandas_5algos_kth_smallest(__Pyx_memviewslice, Py_ssize_t, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_int16_t __pyx_fuse_1__pyx_f_6pandas_5algos_kth_smallest(__Pyx_memviewslice, Py_ssize_t, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_int32_t __pyx_fuse_2__pyx_f_6pandas_5algos_kth_smallest(__Pyx_memviewslice, Py_ssize_t, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_int64_t __pyx_fuse_3__pyx_f_6pandas_5algos_kth_smallest(__Pyx_memviewslice, Py_ssize_t, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_uint8_t __pyx_fuse_4__pyx_f_6pandas_5algos_kth_smallest(__Pyx_memviewslice, Py_ssize_t, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_uint16_t __pyx_fuse_5__pyx_f_6pandas_5algos_kth_smallest(__Pyx_memviewslice, Py_ssize_t, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_uint32_t __pyx_fuse_6__pyx_f_6pandas_5algos_kth_smallest(__Pyx_memviewslice, Py_ssize_t, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_uint64_t __pyx_fuse_7__pyx_f_6pandas_5algos_kth_smallest(__Pyx_memviewslice, Py_ssize_t, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_float32_t __pyx_fuse_8__pyx_f_6pandas_5algos_kth_smallest(__Pyx_memviewslice, Py_ssize_t, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_float64_t __pyx_fuse_9__pyx_f_6pandas_5algos_kth_smallest(__Pyx_memviewslice, Py_ssize_t, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_int8_t __pyx_fuse_0__pyx_f_6pandas_5algos_median(__Pyx_memviewslice, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_int16_t __pyx_fuse_1__pyx_f_6pandas_5algos_median(__Pyx_memviewslice, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_int32_t __pyx_fuse_2__pyx_f_6pandas_5algos_median(__Pyx_memviewslice, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_int64_t __pyx_fuse_3__pyx_f_6pandas_5algos_median(__Pyx_memviewslice, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_uint8_t __pyx_fuse_4__pyx_f_6pandas_5algos_median(__Pyx_memviewslice, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_uint16_t __pyx_fuse_5__pyx_f_6pandas_5algos_median(__Pyx_memviewslice, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_uint32_t __pyx_fuse_6__pyx_f_6pandas_5algos_median(__Pyx_memviewslice, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_uint64_t __pyx_fuse_7__pyx_f_6pandas_5algos_median(__Pyx_memviewslice, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_float32_t __pyx_fuse_8__pyx_f_6pandas_5algos_median(__Pyx_memviewslice, int __pyx_skip_dispatch); /*proto*/
static __pyx_t_5numpy_float64_t __pyx_fuse_9__pyx_f_6pandas_5algos_median(__Pyx_memviewslice, int __pyx_skip_dispatch); /*proto*/
static struct __pyx_array_obj *__pyx_array_new(PyObject *, Py_ssize_t, char *, char *, char *); /*proto*/
static void *__pyx_align_pointer(void *, size_t); /*proto*/
static PyObject *__pyx_memoryview_new(PyObject *, int, int, __Pyx_TypeInfo *); /*proto*/
static CYTHON_INLINE int __pyx_memoryview_check(PyObject *); /*proto*/
static PyObject *_unellipsify(PyObject *, int); /*proto*/
static PyObject *assert_direct_dimensions(Py_ssize_t *, int); /*proto*/
static struct __pyx_memoryview_obj *__pyx_memview_slice(struct __pyx_memoryview_obj *, PyObject *); /*proto*/
static int __pyx_memoryview_slice_memviewslice(__Pyx_memviewslice *, Py_ssize_t, Py_ssize_t, Py_ssize_t, int, int, int *, Py_ssize_t, Py_ssize_t, Py_ssize_t, int, int, int, int); /*proto*/
static char *__pyx_pybuffer_index(Py_buffer *, char *, Py_ssize_t, Py_ssize_t); /*proto*/
static int __pyx_memslice_transpose(__Pyx_memviewslice *); /*proto*/
static PyObject *__pyx_memoryview_fromslice(__Pyx_memviewslice, int, PyObject *(*)(char *), int (*)(char *, PyObject *), int); /*proto*/
static __Pyx_memviewslice *__pyx_memoryview_get_slice_from_memoryview(struct __pyx_memoryview_obj *, __Pyx_memviewslice *); /*proto*/
static void __pyx_memoryview_slice_copy(struct __pyx_memoryview_obj *, __Pyx_memviewslice *); /*proto*/
static PyObject *__pyx_memoryview_copy_object(struct __pyx_memoryview_obj *); /*proto*/
static PyObject *__pyx_memoryview_copy_object_from_slice(struct __pyx_memoryview_obj *, __Pyx_memviewslice *); /*proto*/
static Py_ssize_t abs_py_ssize_t(Py_ssize_t); /*proto*/
static char __pyx_get_best_slice_order(__Pyx_memviewslice *, int); /*proto*/
static void _copy_strided_to_strided(char *, Py_ssize_t *, char *, Py_ssize_t *, Py_ssize_t *, Py_ssize_t *, int, size_t); /*proto*/
static void copy_strided_to_strided(__Pyx_memviewslice *, __Pyx_memviewslice *, int, size_t); /*proto*/
static Py_ssize_t __pyx_memoryview_slice_get_size(__Pyx_memviewslice *, int); /*proto*/
static Py_ssize_t __pyx_fill_contig_strides_array(Py_ssize_t *, Py_ssize_t *, Py_ssize_t, int, char); /*proto*/
static void *__pyx_memoryview_copy_data_to_temp(__Pyx_memviewslice *, __Pyx_memviewslice *, char, int); /*proto*/
static int __pyx_memoryview_err_extents(int, Py_ssize_t, Py_ssize_t); /*proto*/
static int __pyx_memoryview_err_dim(PyObject *, char *, int); /*proto*/
static int __pyx_memoryview_err(PyObject *, char *); /*proto*/
static int __pyx_memoryview_copy_contents(__Pyx_memviewslice, __Pyx_memviewslice, int, int, int); /*proto*/
static void __pyx_memoryview_broadcast_leading(__Pyx_memviewslice *, int, int); /*proto*/
static void __pyx_memoryview_refcount_copying(__Pyx_memviewslice *, int, int, int); /*proto*/
static void __pyx_memoryview_refcount_objects_in_slice_with_gil(char *, Py_ssize_t *, Py_ssize_t *, int, int); /*proto*/
static void __pyx_memoryview_refcount_objects_in_slice(char *, Py_ssize_t *, Py_ssize_t *, int, int); /*proto*/
static void __pyx_memoryview_slice_assign_scalar(__Pyx_memviewslice *, int, size_t, void *, int); /*proto*/
static void __pyx_memoryview__slice_assign_scalar(char *, Py_ssize_t *, Py_ssize_t *, int, size_t, void *); /*proto*/
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t = { "float64_t", NULL, sizeof(__pyx_t_5numpy_float64_t), { 0 }, 0, 'R', 0, 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_Py_ssize_t = { "Py_ssize_t", NULL, sizeof(Py_ssize_t), { 0 }, 0, IS_UNSIGNED(Py_ssize_t) ? 'U' : 'I', IS_UNSIGNED(Py_ssize_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t = { "int64_t", NULL, sizeof(__pyx_t_5numpy_int64_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_int64_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_int64_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_object = { "Python object", NULL, sizeof(PyObject *), { 0 }, 0, 'O', 0, 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_double_t = { "double_t", NULL, sizeof(__pyx_t_5numpy_double_t), { 0 }, 0, 'R', 0, 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_uint8_t = { "uint8_t", NULL, sizeof(__pyx_t_5numpy_uint8_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_uint8_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_uint8_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_float32_t = { "float32_t", NULL, sizeof(__pyx_t_5numpy_float32_t), { 0 }, 0, 'R', 0, 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t = { "int32_t", NULL, sizeof(__pyx_t_5numpy_int32_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_int32_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_int32_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_int8_t = { "int8_t", NULL, sizeof(__pyx_t_5numpy_int8_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_int8_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_int8_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_int16_t = { "int16_t", NULL, sizeof(__pyx_t_5numpy_int16_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_int16_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_int16_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_uint16_t = { "uint16_t", NULL, sizeof(__pyx_t_5numpy_uint16_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_uint16_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_uint16_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_uint32_t = { "uint32_t", NULL, sizeof(__pyx_t_5numpy_uint32_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_uint32_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_uint32_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_uint64_t = { "uint64_t", NULL, sizeof(__pyx_t_5numpy_uint64_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_uint64_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_uint64_t), 0 };
#define __Pyx_MODULE_NAME "pandas.algos"
int __pyx_module_is_main_pandas__algos = 0;

/* Implementation of 'pandas.algos' */
static PyObject *__pyx_builtin_object;
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_KeyError;
static PyObject *__pyx_builtin_TypeError;
static PyObject *__pyx_builtin_ValueError;
static PyObject *__pyx_builtin_ImportError;
static PyObject *__pyx_builtin_AttributeError;
static PyObject *__pyx_builtin_ord;
static PyObject *__pyx_builtin_zip;
static PyObject *__pyx_builtin_AssertionError;
static PyObject *__pyx_builtin_NotImplementedError;
static PyObject *__pyx_builtin_RuntimeError;
static PyObject *__pyx_builtin_IndexError;
static PyObject *__pyx_builtin_MemoryError;
static PyObject *__pyx_builtin_enumerate;
static PyObject *__pyx_builtin_Ellipsis;
static PyObject *__pyx_builtin_xrange;
static PyObject *__pyx_builtin_id;
static PyObject *__pyx_lambda_funcdef_6pandas_5algos_lambda1(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_other); /* proto */
static PyObject *__pyx_lambda_funcdef_6pandas_5algos_lambda2(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_other); /* proto */
static int __pyx_pf_6pandas_5algos_4Node___init__(struct __pyx_obj_6pandas_5algos_Node *__pyx_v_self, __pyx_t_5numpy_double_t __pyx_v_value, PyObject *__pyx_v_next, PyObject *__pyx_v_width); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_4Node_5value___get__(struct __pyx_obj_6pandas_5algos_Node *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_5algos_4Node_5value_2__set__(struct __pyx_obj_6pandas_5algos_Node *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_4Node_4next___get__(struct __pyx_obj_6pandas_5algos_Node *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_5algos_4Node_4next_2__set__(struct __pyx_obj_6pandas_5algos_Node *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_5algos_4Node_4next_4__del__(struct __pyx_obj_6pandas_5algos_Node *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_4Node_5width___get__(struct __pyx_obj_6pandas_5algos_Node *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_5algos_4Node_5width_2__set__(struct __pyx_obj_6pandas_5algos_Node *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_5algos_4Node_5width_4__del__(struct __pyx_obj_6pandas_5algos_Node *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_5algos_17IndexableSkiplist___init__(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *__pyx_v_self, PyObject *__pyx_v_expected_size); /* proto */
static Py_ssize_t __pyx_pf_6pandas_5algos_17IndexableSkiplist_2__len__(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_17IndexableSkiplist_4__getitem__(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_17IndexableSkiplist_6get(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *__pyx_v_self, Py_ssize_t __pyx_v_i); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_17IndexableSkiplist_8insert(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *__pyx_v_self, double __pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_17IndexableSkiplist_10remove(struct __pyx_obj_6pandas_5algos_IndexableSkiplist *__pyx_v_self, double __pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_rank_1d_float64(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, PyObject *__pyx_v_na_option, PyObject *__pyx_v_pct); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_2rank_1d_int64(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, CYTHON_UNUSED PyObject *__pyx_v_na_option, PyObject *__pyx_v_pct); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_4rank_2d_float64(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, PyObject *__pyx_v_axis, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, PyObject *__pyx_v_na_option, PyObject *__pyx_v_pct); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_6rank_2d_int64(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, PyObject *__pyx_v_axis, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, CYTHON_UNUSED PyObject *__pyx_v_na_option, PyObject *__pyx_v_pct); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_8rank_1d_generic(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, int __pyx_v_retry, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, PyObject *__pyx_v_na_option, PyObject *__pyx_v_pct); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_10rank_2d_generic(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, PyObject *__pyx_v_axis, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, PyObject *__pyx_v_na_option, PyObject *__pyx_v_pct); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_12_check_minp(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_win, PyObject *__pyx_v_minp, PyObject *__pyx_v_N, PyObject *__pyx_v_floor); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_14kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_signatures, PyObject *__pyx_v_args, PyObject *__pyx_v_kwargs, CYTHON_UNUSED PyObject *__pyx_v_defaults); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_514__pyx_fuse_0kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_a, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_516__pyx_fuse_1kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_a, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_518__pyx_fuse_2kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_a, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_520__pyx_fuse_3kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_a, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_522__pyx_fuse_4kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_a, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_524__pyx_fuse_5kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_a, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_526__pyx_fuse_6kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_a, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_528__pyx_fuse_7kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_a, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_530__pyx_fuse_8kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_a, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_532__pyx_fuse_9kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_a, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_16median(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_signatures, PyObject *__pyx_v_args, PyObject *__pyx_v_kwargs, CYTHON_UNUSED PyObject *__pyx_v_defaults); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_536__pyx_fuse_0median(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_538__pyx_fuse_1median(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_540__pyx_fuse_2median(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_542__pyx_fuse_3median(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_544__pyx_fuse_4median(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_546__pyx_fuse_5median(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_548__pyx_fuse_6median(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_550__pyx_fuse_7median(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_552__pyx_fuse_8median(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_554__pyx_fuse_9median(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_18max_subseq(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_20min_subseq(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_22roll_sum(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_24roll_mean(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_26ewma(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, __pyx_t_5numpy_double_t __pyx_v_com, int __pyx_v_adjust, int __pyx_v_ignore_na, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_28ewmcov(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input_x, PyArrayObject *__pyx_v_input_y, __pyx_t_5numpy_double_t __pyx_v_com, int __pyx_v_adjust, int __pyx_v_ignore_na, int __pyx_v_minp, int __pyx_v_bias); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_30nancorr(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_mat, PyObject *__pyx_v_cov, PyObject *__pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_32nancorr_spearman(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_mat, Py_ssize_t __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_34roll_var(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp, int __pyx_v_ddof); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_36roll_skew(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_38roll_kurt(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_40roll_median_c(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arg, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_42roll_median_cython(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_44roll_max2(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_a, int __pyx_v_window, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_46roll_max(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_48roll_min(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_50roll_min2(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_a, int __pyx_v_window, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_52roll_quantile(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp, double __pyx_v_quantile); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_54roll_generic(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp, int __pyx_v_offset, PyObject *__pyx_v_func, PyObject *__pyx_v_args, PyObject *__pyx_v_kwargs); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_56roll_window(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, PyArrayObject *__pyx_v_weights, int __pyx_v_minp, int __pyx_v_avg); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_58is_lexsorted(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_list_of_arrays); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_60groupby_indices(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_62group_labels(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_64groupsort_indexer(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, Py_ssize_t __pyx_v_ngroups); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_66group_nth_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels, __pyx_t_5numpy_int64_t __pyx_v_rank); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_68group_nth_bin_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins, __pyx_t_5numpy_int64_t __pyx_v_rank); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_70group_last_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_72group_last_bin_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_74group_median(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_76inner_join(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right, Py_ssize_t __pyx_v_max_groups); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_78left_outer_join(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right, Py_ssize_t __pyx_v_max_groups, PyObject *__pyx_v_sort); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_80full_outer_join(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right, Py_ssize_t __pyx_v_max_groups); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_82_get_result_indexer(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_sorter, PyObject *__pyx_v_indexer); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_84ffill_indexer(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_indexer); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_86ffill_by_group(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_group_ids, __pyx_t_5numpy_int64_t __pyx_v_max_group); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_88ensure_platform_int(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_90ensure_object(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_92ensure_float64(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_94ensure_float32(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_96ensure_int8(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_98ensure_int16(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_100ensure_int32(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_102ensure_int64(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_104map_indices_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_106map_indices_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_108map_indices_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_110map_indices_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_112map_indices_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_114map_indices_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_116pad_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_118pad_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_120pad_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_122pad_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_124pad_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_126pad_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_128backfill_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_130backfill_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_132backfill_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_134backfill_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_136backfill_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_138backfill_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_old, PyArrayObject *__pyx_v_new, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_140pad_inplace_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_142pad_inplace_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_144pad_inplace_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_146pad_inplace_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_148pad_inplace_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_150pad_inplace_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_152backfill_inplace_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_154backfill_inplace_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_156backfill_inplace_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_158backfill_inplace_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_160backfill_inplace_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_162backfill_inplace_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_164pad_2d_inplace_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_166pad_2d_inplace_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_168pad_2d_inplace_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_170pad_2d_inplace_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_172pad_2d_inplace_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_174pad_2d_inplace_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_176backfill_2d_inplace_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_178backfill_2d_inplace_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_180backfill_2d_inplace_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_182backfill_2d_inplace_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_184backfill_2d_inplace_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_186backfill_2d_inplace_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_188is_monotonic_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, int __pyx_v_timelike); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_190is_monotonic_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, int __pyx_v_timelike); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_192is_monotonic_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, int __pyx_v_timelike); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_194is_monotonic_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, int __pyx_v_timelike); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_196is_monotonic_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, int __pyx_v_timelike); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_198is_monotonic_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, int __pyx_v_timelike); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_200groupby_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_202groupby_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_204groupby_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_206groupby_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_208groupby_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_210groupby_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_212arrmap_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyObject *__pyx_v_func); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_214arrmap_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyObject *__pyx_v_func); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_216arrmap_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyObject *__pyx_v_func); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_218arrmap_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyObject *__pyx_v_func); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_220arrmap_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyObject *__pyx_v_func); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_222arrmap_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyObject *__pyx_v_func); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_224take_1d_bool_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_226take_1d_bool_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_228take_1d_int8_int8(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_230take_1d_int8_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_232take_1d_int8_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_234take_1d_int8_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_236take_1d_int16_int16(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_238take_1d_int16_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_240take_1d_int16_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_242take_1d_int16_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_244take_1d_int32_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_246take_1d_int32_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_248take_1d_int32_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_250take_1d_int64_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_252take_1d_int64_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_254take_1d_float32_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_256take_1d_float32_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_258take_1d_float64_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_260take_1d_object_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_262take_2d_axis0_bool_bool(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_264take_2d_axis0_bool_object(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_266take_2d_axis0_int8_int8(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_268take_2d_axis0_int8_int32(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_270take_2d_axis0_int8_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_272take_2d_axis0_int8_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_274take_2d_axis0_int16_int16(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_276take_2d_axis0_int16_int32(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_278take_2d_axis0_int16_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_280take_2d_axis0_int16_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_282take_2d_axis0_int32_int32(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_284take_2d_axis0_int32_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_286take_2d_axis0_int32_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_288take_2d_axis0_int64_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_290take_2d_axis0_int64_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_292take_2d_axis0_float32_float32(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_294take_2d_axis0_float32_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_296take_2d_axis0_float64_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_298take_2d_axis0_object_object(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_300take_2d_axis1_bool_bool(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_302take_2d_axis1_bool_object(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_304take_2d_axis1_int8_int8(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_306take_2d_axis1_int8_int32(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_308take_2d_axis1_int8_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_310take_2d_axis1_int8_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_312take_2d_axis1_int16_int16(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_314take_2d_axis1_int16_int32(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_316take_2d_axis1_int16_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_318take_2d_axis1_int16_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_320take_2d_axis1_int32_int32(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_322take_2d_axis1_int32_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_324take_2d_axis1_int32_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_326take_2d_axis1_int64_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_328take_2d_axis1_int64_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_330take_2d_axis1_float32_float32(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_332take_2d_axis1_float32_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_334take_2d_axis1_float64_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_336take_2d_axis1_object_object(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyArrayObject *__pyx_v_indexer, __Pyx_memviewslice __pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_338take_2d_multi_bool_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_340take_2d_multi_bool_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_342take_2d_multi_int8_int8(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_344take_2d_multi_int8_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_346take_2d_multi_int8_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_348take_2d_multi_int8_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_350take_2d_multi_int16_int16(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_352take_2d_multi_int16_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_354take_2d_multi_int16_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_356take_2d_multi_int16_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_358take_2d_multi_int32_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_360take_2d_multi_int32_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_362take_2d_multi_int32_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_364take_2d_multi_int64_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_366take_2d_multi_int64_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_368take_2d_multi_float32_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_370take_2d_multi_float32_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_372take_2d_multi_float64_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_374take_2d_multi_object_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_indexer, PyArrayObject *__pyx_v_out, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_376diff_2d_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyArrayObject *__pyx_v_out, Py_ssize_t __pyx_v_periods, int __pyx_v_axis); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_378diff_2d_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyArrayObject *__pyx_v_out, Py_ssize_t __pyx_v_periods, int __pyx_v_axis); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_380diff_2d_int8(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyArrayObject *__pyx_v_out, Py_ssize_t __pyx_v_periods, int __pyx_v_axis); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_382diff_2d_int16(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyArrayObject *__pyx_v_out, Py_ssize_t __pyx_v_periods, int __pyx_v_axis); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_384diff_2d_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyArrayObject *__pyx_v_out, Py_ssize_t __pyx_v_periods, int __pyx_v_axis); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_386diff_2d_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyArrayObject *__pyx_v_out, Py_ssize_t __pyx_v_periods, int __pyx_v_axis); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_388group_last_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_390group_last_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_392group_last_bin_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_394group_last_bin_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_396group_nth_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels, __pyx_t_5numpy_int64_t __pyx_v_rank); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_398group_nth_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels, __pyx_t_5numpy_int64_t __pyx_v_rank); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_400group_nth_bin_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins, __pyx_t_5numpy_int64_t __pyx_v_rank); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_402group_nth_bin_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins, __pyx_t_5numpy_int64_t __pyx_v_rank); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_404group_add_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_406group_add_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_408group_add_bin_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_410group_add_bin_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_412group_prod_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_414group_prod_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_416group_prod_bin_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_418group_prod_bin_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_420group_var_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_422group_var_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_424group_var_bin_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_426group_var_bin_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_428group_mean_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_430group_mean_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_432group_mean_bin_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_434group_mean_bin_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_436group_min_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_438group_min_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_440group_min_bin_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_442group_min_bin_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_444group_max_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_446group_max_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_448group_max_bin_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_450group_max_bin_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_452group_ohlc_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_454group_ohlc_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_456group_count_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_458group_count_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_460group_count_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_462group_count_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_464group_count_bin_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_466group_count_bin_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_468group_count_bin_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_470group_count_bin_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_472left_join_indexer_unique_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_474left_join_indexer_unique_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_476left_join_indexer_unique_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_478left_join_indexer_unique_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_480left_join_indexer_unique_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_482left_join_indexer_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_484left_join_indexer_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_486left_join_indexer_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_488left_join_indexer_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_490left_join_indexer_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_492outer_join_indexer_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_494outer_join_indexer_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_496outer_join_indexer_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_498outer_join_indexer_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_500outer_join_indexer_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_502inner_join_indexer_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_504inner_join_indexer_float32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_506inner_join_indexer_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_508inner_join_indexer_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_5algos_510inner_join_indexer_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
static void __pyx_pf_5numpy_7ndarray_2__releasebuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info); /* proto */
static int __pyx_array_MemoryView_5array___cinit__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_shape, Py_ssize_t __pyx_v_itemsize, PyObject *__pyx_v_format, PyObject *__pyx_v_mode, int __pyx_v_allocate_buffer); /* proto */
static int __pyx_array_getbuffer_MemoryView_5array_2__getbuffer__(struct __pyx_array_obj *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
static void __pyx_array_MemoryView_5array_4__dealloc__(struct __pyx_array_obj *__pyx_v_self); /* proto */
static PyObject *get_memview_MemoryView_5array_7memview___get__(struct __pyx_array_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_array_MemoryView_5array_6__getattr__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_attr); /* proto */
static PyObject *__pyx_array_MemoryView_5array_8__getitem__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_item); /* proto */
static int __pyx_array_MemoryView_5array_10__setitem__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_item, PyObject *__pyx_v_value); /* proto */
static int __pyx_MemviewEnum_MemoryView_4Enum___init__(struct __pyx_MemviewEnum_obj *__pyx_v_self, PyObject *__pyx_v_name); /* proto */
static PyObject *__pyx_MemviewEnum_MemoryView_4Enum_2__repr__(struct __pyx_MemviewEnum_obj *__pyx_v_self); /* proto */
static int __pyx_memoryview_MemoryView_10memoryview___cinit__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_obj, int __pyx_v_flags, int __pyx_v_dtype_is_object); /* proto */
static void __pyx_memoryview_MemoryView_10memoryview_2__dealloc__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_MemoryView_10memoryview_4__getitem__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index); /* proto */
static int __pyx_memoryview_MemoryView_10memoryview_6__setitem__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index, PyObject *__pyx_v_value); /* proto */
static int __pyx_memoryview_getbuffer_MemoryView_10memoryview_8__getbuffer__(struct __pyx_memoryview_obj *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
static PyObject *__pyx_memoryview_transpose_MemoryView_10memoryview_1T___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview__get__base_MemoryView_10memoryview_4base___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_get_shape_MemoryView_10memoryview_5shape___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_get_strides_MemoryView_10memoryview_7strides___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_get_suboffsets_MemoryView_10memoryview_10suboffsets___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_get_ndim_MemoryView_10memoryview_4ndim___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_get_itemsize_MemoryView_10memoryview_8itemsize___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_get_nbytes_MemoryView_10memoryview_6nbytes___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_get_size_MemoryView_10memoryview_4size___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static Py_ssize_t __pyx_memoryview_MemoryView_10memoryview_10__len__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_MemoryView_10memoryview_12__repr__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_MemoryView_10memoryview_14__str__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_MemoryView_10memoryview_16is_c_contig(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_MemoryView_10memoryview_18is_f_contig(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_MemoryView_10memoryview_20copy(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview_MemoryView_10memoryview_22copy_fortran(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static void __pyx_memoryviewslice_MemoryView_16_memoryviewslice___dealloc__(struct __pyx_memoryviewslice_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryviewslice__get__base_MemoryView_16_memoryviewslice_4base___get__(struct __pyx_memoryviewslice_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_tp_new_6pandas_5algos_Node(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_6pandas_5algos_IndexableSkiplist(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_array(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_Enum(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_memoryview(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new__memoryviewslice(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static char __pyx_k_A[] = "A";
static char __pyx_k_B[] = "B";
static char __pyx_k_C[] = "C";
static char __pyx_k_D[] = "D";
static char __pyx_k_H[] = "H";
static char __pyx_k_I[] = "I";
static char __pyx_k_K[] = "K";
static char __pyx_k_L[] = "L";
static char __pyx_k_N[] = "N";
static char __pyx_k_O[] = "O";
static char __pyx_k_Q[] = "Q";
static char __pyx_k_R[] = "R";
static char __pyx_k_S[] = "S";
static char __pyx_k_T[] = "T";
static char __pyx_k_a[] = "a";
static char __pyx_k_b[] = "b";
static char __pyx_k_c[] = "c";
static char __pyx_k_d[] = "d";
static char __pyx_k_e[] = "e";
static char __pyx_k_f[] = "f";
static char __pyx_k_g[] = "g";
static char __pyx_k_h[] = "h";
static char __pyx_k_i[] = "i";
static char __pyx_k_j[] = "j";
static char __pyx_k_k[] = "k";
static char __pyx_k_l[] = "l";
static char __pyx_k_m[] = "m";
static char __pyx_k_n[] = "n";
static char __pyx_k_o[] = "o";
static char __pyx_k_q[] = "q";
static char __pyx_k_s[] = "s";
static char __pyx_k_v[] = "v";
static char __pyx_k_w[] = "w";
static char __pyx_k_x[] = "x";
static char __pyx_k_y[] = "y";
static char __pyx_k_z[] = "z";
static char __pyx_k_NA[] = "NA";
static char __pyx_k_Zd[] = "Zd";
static char __pyx_k_Zf[] = "Zf";
static char __pyx_k_Zg[] = "Zg";
static char __pyx_k_ai[] = "ai";
static char __pyx_k_as[] = "_as";
static char __pyx_k_ct[] = "ct";
static char __pyx_k_eq[] = "__eq__";
static char __pyx_k_f8[] = "f8";
static char __pyx_k_fv[] = "fv";
static char __pyx_k_ge[] = "__ge__";
static char __pyx_k_gt[] = "__gt__";
static char __pyx_k_i0[] = "i0";
static char __pyx_k_i8[] = "i8";
static char __pyx_k_id[] = "id";
static char __pyx_k_lc[] = "lc";
static char __pyx_k_le[] = "__le__";
static char __pyx_k_lt[] = "__lt__";
static char __pyx_k_n0[] = "n0";
static char __pyx_k_ne[] = "__ne__";
static char __pyx_k_np[] = "np";
static char __pyx_k_rc[] = "rc";
static char __pyx_k_sl[] = "sl";
static char __pyx_k_sx[] = "sx";
static char __pyx_k_sy[] = "sy";
static char __pyx_k_vx[] = "vx";
static char __pyx_k_vy[] = "vy";
static char __pyx_k_xi[] = "xi";
static char __pyx_k_xx[] = "xx";
static char __pyx_k_yi[] = "yi";
static char __pyx_k_NIL[] = "NIL";
static char __pyx_k_NaN[] = "NaN";
static char __pyx_k__31[] = "()";
static char __pyx_k__33[] = "|";
static char __pyx_k_arg[] = "arg";
static char __pyx_k_arr[] = "arr";
static char __pyx_k_avg[] = "avg";
static char __pyx_k_buf[] = "buf";
static char __pyx_k_cmp[] = "__cmp__";
static char __pyx_k_com[] = "com";
static char __pyx_k_cov[] = "cov";
static char __pyx_k_cur[] = "cur";
static char __pyx_k_day[] = "day";
static char __pyx_k_dim[] = "dim";
static char __pyx_k_doc[] = "__doc__";
static char __pyx_k_end[] = "end";
static char __pyx_k_get[] = "get";
static char __pyx_k_gid[] = "gid";
static char __pyx_k_ids[] = "ids";
static char __pyx_k_idx[] = "idx";
static char __pyx_k_inf[] = "inf";
static char __pyx_k_int[] = "int_";
static char __pyx_k_key[] = "key";
static char __pyx_k_lab[] = "lab";
static char __pyx_k_lib[] = "lib";
static char __pyx_k_lim[] = "lim";
static char __pyx_k_loc[] = "loc";
static char __pyx_k_mat[] = "mat";
static char __pyx_k_max[] = "max";
static char __pyx_k_min[] = "min";
static char __pyx_k_nan[] = "nan";
static char __pyx_k_new[] = "new";
static char __pyx_k_obj[] = "obj";
static char __pyx_k_old[] = "old";
static char __pyx_k_ord[] = "ord";
static char __pyx_k_out[] = "out";
static char __pyx_k_pct[] = "pct";
static char __pyx_k_pre[] = "pre";
static char __pyx_k_ptr[] = "ptr";
static char __pyx_k_put[] = "put";
static char __pyx_k_res[] = "res";
static char __pyx_k_ret[] = "ret";
static char __pyx_k_rev[] = "rev";
static char __pyx_k_top[] = "top";
static char __pyx_k_typ[] = "_typ";
static char __pyx_k_val[] = "val";
static char __pyx_k_win[] = "win";
static char __pyx_k_xxx[] = "xxx";
static char __pyx_k_zip[] = "zip";
static char __pyx_k_NINF[] = "NINF";
static char __pyx_k__339[] = "_";
static char __pyx_k_aold[] = "aold";
static char __pyx_k_args[] = "args";
static char __pyx_k_axis[] = "axis";
static char __pyx_k_base[] = "base";
static char __pyx_k_bias[] = "bias";
static char __pyx_k_bins[] = "bins";
static char __pyx_k_copy[] = "copy";
static char __pyx_k_data[] = "data";
static char __pyx_k_ddof[] = "ddof";
static char __pyx_k_dims[] = "dims";
static char __pyx_k_dups[] = "dups";
static char __pyx_k_ewma[] = "ewma";
static char __pyx_k_fill[] = "fill";
static char __pyx_k_func[] = "func";
static char __pyx_k_hour[] = "hour";
static char __pyx_k_idx0[] = "idx0";
static char __pyx_k_idx1[] = "idx1";
static char __pyx_k_in_i[] = "in_i";
static char __pyx_k_in_k[] = "in_k";
static char __pyx_k_in_n[] = "in_n";
static char __pyx_k_infs[] = "infs";
static char __pyx_k_int8[] = "int8";
static char __pyx_k_keep[] = "keep";
static char __pyx_k_kind[] = "kind";
static char __pyx_k_last[] = "last";
static char __pyx_k_left[] = "left";
static char __pyx_k_lval[] = "lval";
static char __pyx_k_main[] = "__main__";
static char __pyx_k_mask[] = "mask";
static char __pyx_k_maxx[] = "maxx";
static char __pyx_k_mean[] = "mean";
static char __pyx_k_minp[] = "minp";
static char __pyx_k_minx[] = "minx";
static char __pyx_k_mode[] = "mode";
static char __pyx_k_name[] = "name";
static char __pyx_k_ndim[] = "ndim";
static char __pyx_k_next[] = "next";
static char __pyx_k_nobs[] = "nobs";
static char __pyx_k_pack[] = "pack";
static char __pyx_k_prev[] = "prev";
static char __pyx_k_rank[] = "rank";
static char __pyx_k_resx[] = "resx";
static char __pyx_k_ring[] = "ring";
static char __pyx_k_rval[] = "rval";
static char __pyx_k_seen[] = "seen";
static char __pyx_k_self[] = "self";
static char __pyx_k_size[] = "size";
static char __pyx_k_sort[] = "sort";
static char __pyx_k_step[] = "step";
static char __pyx_k_stop[] = "stop";
static char __pyx_k_sumx[] = "sumx";
static char __pyx_k_sumy[] = "sumy";
static char __pyx_k_take[] = "take";
static char __pyx_k_test[] = "__test__";
static char __pyx_k_vecs[] = "vecs";
static char __pyx_k_view[] = "view";
static char __pyx_k_vlow[] = "vlow";
static char __pyx_k_xxxx[] = "xxxx";
static char __pyx_k_year[] = "year";
static char __pyx_k_alpha[] = "alpha";
static char __pyx_k_array[] = "array";
static char __pyx_k_class[] = "__class__";
static char __pyx_k_count[] = "count";
static char __pyx_k_cur_x[] = "cur_x";
static char __pyx_k_cur_y[] = "cur_y";
static char __pyx_k_delta[] = "delta";
static char __pyx_k_dense[] = "dense";
static char __pyx_k_dtype[] = "dtype";
static char __pyx_k_empty[] = "empty";
static char __pyx_k_error[] = "error";
static char __pyx_k_first[] = "first";
static char __pyx_k_flags[] = "flags";
static char __pyx_k_floor[] = "floor";
static char __pyx_k_iinfo[] = "iinfo";
static char __pyx_k_index[] = "index";
static char __pyx_k_input[] = "input";
static char __pyx_k_int16[] = "int16";
static char __pyx_k_int32[] = "int32";
static char __pyx_k_int64[] = "int64";
static char __pyx_k_isnan[] = "isnan";
static char __pyx_k_label[] = "label";
static char __pyx_k_limit[] = "limit";
static char __pyx_k_meanx[] = "meanx";
static char __pyx_k_meany[] = "meany";
static char __pyx_k_month[] = "month";
static char __pyx_k_nbins[] = "nbins";
static char __pyx_k_nleft[] = "nleft";
static char __pyx_k_numpy[] = "numpy";
static char __pyx_k_other[] = "other";
static char __pyx_k_prodx[] = "prodx";
static char __pyx_k_range[] = "range";
static char __pyx_k_ranks[] = "ranks";
static char __pyx_k_retry[] = "retry";
static char __pyx_k_right[] = "right";
static char __pyx_k_shape[] = "shape";
static char __pyx_k_split[] = "split";
static char __pyx_k_start[] = "start";
static char __pyx_k_strip[] = "strip";
static char __pyx_k_sum_x[] = "sum_x";
static char __pyx_k_sumxx[] = "sumxx";
static char __pyx_k_sumyy[] = "sumyy";
static char __pyx_k_uint8[] = "uint8";
static char __pyx_k_value[] = "value";
static char __pyx_k_vhigh[] = "vhigh";
static char __pyx_k_vopen[] = "vopen";
static char __pyx_k_where[] = "where";
static char __pyx_k_width[] = "width";
static char __pyx_k_win_i[] = "win_i";
static char __pyx_k_win_k[] = "win_k";
static char __pyx_k_win_n[] = "win_n";
static char __pyx_k_zeros[] = "zeros";
static char __pyx_k_adjust[] = "adjust";
static char __pyx_k_arange[] = "arange";
static char __pyx_k_astype[] = "astype";
static char __pyx_k_bufarr[] = "bufarr";
static char __pyx_k_counts[] = "counts";
static char __pyx_k_ewmcov[] = "ewmcov";
static char __pyx_k_format[] = "format";
static char __pyx_k_import[] = "__import__";
static char __pyx_k_in_arr[] = "in_arr";
static char __pyx_k_insert[] = "insert";
static char __pyx_k_int8_t[] = "int8_t";
static char __pyx_k_kwargs[] = "kwargs";
static char __pyx_k_labels[] = "labels";
static char __pyx_k_lambda[] = "<lambda>";
static char __pyx_k_length[] = "length";
static char __pyx_k_mean_x[] = "mean_x";
static char __pyx_k_mean_y[] = "mean_y";
static char __pyx_k_median[] = "median";
static char __pyx_k_minute[] = "minute";
static char __pyx_k_module[] = "__module__";
static char __pyx_k_name_2[] = "__name__";
static char __pyx_k_neg_ct[] = "neg_ct";
static char __pyx_k_new_wt[] = "new_wt";
static char __pyx_k_nright[] = "nright";
static char __pyx_k_object[] = "object";
static char __pyx_k_offset[] = "offset";
static char __pyx_k_old_wt[] = "old_wt";
static char __pyx_k_oldbuf[] = "oldbuf";
static char __pyx_k_output[] = "output";
static char __pyx_k_pandas[] = "pandas";
static char __pyx_k_period[] = "period";
static char __pyx_k_random[] = "random";
static char __pyx_k_remove[] = "remove";
static char __pyx_k_result[] = "result";
static char __pyx_k_second[] = "second";
static char __pyx_k_sorter[] = "sorter";
static char __pyx_k_struct[] = "struct";
static char __pyx_k_sum_wt[] = "sum_wt";
static char __pyx_k_unpack[] = "unpack";
static char __pyx_k_val_in[] = "val_in";
static char __pyx_k_values[] = "values";
static char __pyx_k_vclose[] = "vclose";
static char __pyx_k_window[] = "window";
static char __pyx_k_xrange[] = "xrange";
static char __pyx_k_argsort[] = "argsort";
static char __pyx_k_asarray[] = "asarray";
static char __pyx_k_average[] = "average";
static char __pyx_k_divisor[] = "divisor";
static char __pyx_k_float16[] = "float16";
static char __pyx_k_float32[] = "float32";
static char __pyx_k_float64[] = "float64";
static char __pyx_k_fortran[] = "fortran";
static char __pyx_k_indexer[] = "indexer";
static char __pyx_k_input_x[] = "input_x";
static char __pyx_k_input_y[] = "input_y";
static char __pyx_k_int16_t[] = "int16_t";
static char __pyx_k_int32_t[] = "int32_t";
static char __pyx_k_int64_t[] = "int64_t";
static char __pyx_k_keep_na[] = "keep_na";
static char __pyx_k_maskedx[] = "maskedx";
static char __pyx_k_maskedy[] = "maskedy";
static char __pyx_k_members[] = "members";
static char __pyx_k_memview[] = "memview";
static char __pyx_k_minpair[] = "minpair";
static char __pyx_k_nancorr[] = "nancorr";
static char __pyx_k_ndarray[] = "ndarray";
static char __pyx_k_ngroups[] = "ngroups";
static char __pyx_k_nlevels[] = "nlevels";
static char __pyx_k_nonzero[] = "nonzero";
static char __pyx_k_periods[] = "periods";
static char __pyx_k_prepare[] = "__prepare__";
static char __pyx_k_putmask[] = "putmask";
static char __pyx_k_reverse[] = "reverse";
static char __pyx_k_ssqdm_x[] = "ssqdm_x";
static char __pyx_k_sum_wt2[] = "sum_wt2";
static char __pyx_k_tot_wgt[] = "tot_wgt";
static char __pyx_k_uint8_t[] = "uint8_t";
static char __pyx_k_val_win[] = "val_win";
static char __pyx_k_weights[] = "weights";
static char __pyx_k_Ellipsis[] = "Ellipsis";
static char __pyx_k_Infinity[] = "Infinity";
static char __pyx_k_KeyError[] = "KeyError";
static char __pyx_k_asobject[] = "asobject";
static char __pyx_k_counts_2[] = "_counts";
static char __pyx_k_datetime[] = "datetime";
static char __pyx_k_defaults[] = "defaults";
static char __pyx_k_isfinite[] = "isfinite";
static char __pyx_k_itemsize[] = "itemsize";
static char __pyx_k_last_obs[] = "last_obs";
static char __pyx_k_left_pos[] = "left_pos";
static char __pyx_k_lindexer[] = "lindexer";
static char __pyx_k_midpoint[] = "midpoint";
static char __pyx_k_object_2[] = "object_";
static char __pyx_k_pad_bool[] = "pad_bool";
static char __pyx_k_position[] = "position";
static char __pyx_k_qualname[] = "__qualname__";
static char __pyx_k_quantile[] = "quantile";
static char __pyx_k_rindexer[] = "rindexer";
static char __pyx_k_roll_max[] = "roll_max";
static char __pyx_k_roll_min[] = "roll_min";
static char __pyx_k_roll_sum[] = "roll_sum";
static char __pyx_k_roll_var[] = "roll_var";
static char __pyx_k_skiplist[] = "skiplist";
static char __pyx_k_tiebreak[] = "tiebreak";
static char __pyx_k_timelike[] = "timelike";
static char __pyx_k_uint16_t[] = "uint16_t";
static char __pyx_k_uint32_t[] = "uint32_t";
static char __pyx_k_uint64_t[] = "uint64_t";
static char __pyx_k_Not_Found[] = "Not Found";
static char __pyx_k_TypeError[] = "TypeError";
static char __pyx_k_argsorted[] = "argsorted";
static char __pyx_k_ascending[] = "ascending";
static char __pyx_k_enumerate[] = "enumerate";
static char __pyx_k_float32_t[] = "float32_t";
static char __pyx_k_float64_t[] = "float64_t";
static char __pyx_k_got_first[] = "got_first";
static char __pyx_k_group_ids[] = "group_ids";
static char __pyx_k_ignore_na[] = "ignore_na";
static char __pyx_k_is_unique[] = "is_unique";
static char __pyx_k_isnullobj[] = "isnullobj";
static char __pyx_k_max_group[] = "max_group";
static char __pyx_k_mergesort[] = "mergesort";
static char __pyx_k_metaclass[] = "__metaclass__";
static char __pyx_k_na_option[] = "na_option";
static char __pyx_k_nan_value[] = "nan_value";
static char __pyx_k_numerator[] = "numerator";
static char __pyx_k_ones_like[] = "ones_like";
static char __pyx_k_pad_int32[] = "pad_int32";
static char __pyx_k_pad_int64[] = "pad_int64";
static char __pyx_k_right_pos[] = "right_pos";
static char __pyx_k_roll_kurt[] = "roll_kurt";
static char __pyx_k_roll_max2[] = "roll_max2";
static char __pyx_k_roll_mean[] = "roll_mean";
static char __pyx_k_roll_min2[] = "roll_min2";
static char __pyx_k_roll_skew[] = "roll_skew";
static char __pyx_k_sum_ranks[] = "sum_ranks";
static char __pyx_k_IndexError[] = "IndexError";
static char __pyx_k_ValueError[] = "ValueError";
static char __pyx_k_check_minp[] = "_check_minp";
static char __pyx_k_empty_like[] = "empty_like";
static char __pyx_k_fill_count[] = "fill_count";
static char __pyx_k_fill_value[] = "fill_value";
static char __pyx_k_inner_join[] = "inner_join";
static char __pyx_k_left_count[] = "left_count";
static char __pyx_k_max_groups[] = "max_groups";
static char __pyx_k_max_subseq[] = "max_subseq";
static char __pyx_k_min_subseq[] = "min_subseq";
static char __pyx_k_old_mean_x[] = "old_mean_x";
static char __pyx_k_old_mean_y[] = "old_mean_y";
static char __pyx_k_pad_object[] = "pad_object";
static char __pyx_k_pandas_lib[] = "pandas.lib";
static char __pyx_k_pydatetime[] = "pydatetime";
static char __pyx_k_pyx_vtable[] = "__pyx_vtable__";
static char __pyx_k_signatures[] = "signatures";
static char __pyx_k_valid_locs[] = "valid_locs";
static char __pyx_k_zeros_like[] = "zeros_like";
static char __pyx_k_ImportError[] = "ImportError";
static char __pyx_k_MemoryError[] = "MemoryError";
static char __pyx_k_NegInfinity[] = "NegInfinity";
static char __pyx_k_arrmap_bool[] = "arrmap_bool";
static char __pyx_k_concatenate[] = "concatenate";
static char __pyx_k_denominator[] = "denominator";
static char __pyx_k_isnullobj2d[] = "isnullobj2d";
static char __pyx_k_left_sorter[] = "left_sorter";
static char __pyx_k_microsecond[] = "microsecond";
static char __pyx_k_pad_float32[] = "pad_float32";
static char __pyx_k_pad_float64[] = "pad_float64";
static char __pyx_k_return_true[] = "_return_true";
static char __pyx_k_right_count[] = "right_count";
static char __pyx_k_roll_window[] = "roll_window";
static char __pyx_k_sorted_data[] = "sorted_data";
static char __pyx_k_tiebreakers[] = "tiebreakers";
static char __pyx_k_ties_method[] = "ties_method";
static char __pyx_k_RuntimeError[] = "RuntimeError";
static char __pyx_k_arrmap_int32[] = "arrmap_int32";
static char __pyx_k_arrmap_int64[] = "arrmap_int64";
static char __pyx_k_c_contiguous[] = "c_contiguous";
static char __pyx_k_diff_2d_int8[] = "diff_2d_int8";
static char __pyx_k_f_contiguous[] = "f_contiguous";
static char __pyx_k_group_labels[] = "group_labels";
static char __pyx_k_group_median[] = "group_median";
static char __pyx_k_groupby_bool[] = "groupby_bool";
static char __pyx_k_is_lexsorted[] = "is_lexsorted";
static char __pyx_k_kth_smallest[] = "kth_smallest";
static char __pyx_k_left_indexer[] = "left_indexer";
static char __pyx_k_pandas_algos[] = "pandas.algos";
static char __pyx_k_return_false[] = "_return_false";
static char __pyx_k_right_sorter[] = "right_sorter";
static char __pyx_k_roll_generic[] = "roll_generic";
static char __pyx_k_weighted_avg[] = "weighted_avg";
static char __pyx_k_arrmap_object[] = "arrmap_object";
static char __pyx_k_backfill_bool[] = "backfill_bool";
static char __pyx_k_diff_2d_int16[] = "diff_2d_int16";
static char __pyx_k_diff_2d_int32[] = "diff_2d_int32";
static char __pyx_k_diff_2d_int64[] = "diff_2d_int64";
static char __pyx_k_expected_size[] = "expected_size";
static char __pyx_k_ffill_indexer[] = "ffill_indexer";
static char __pyx_k_groupby_int32[] = "groupby_int32";
static char __pyx_k_groupby_int64[] = "groupby_int64";
static char __pyx_k_old_wt_factor[] = "old_wt_factor";
static char __pyx_k_pyx_getbuffer[] = "__pyx_getbuffer";
static char __pyx_k_rank_1d_int64[] = "rank_1d_int64";
static char __pyx_k_rank_2d_int64[] = "rank_2d_int64";
static char __pyx_k_right_indexer[] = "right_indexer";
static char __pyx_k_roll_median_c[] = "roll_median_c";
static char __pyx_k_roll_quantile[] = "roll_quantile";
static char __pyx_k_AssertionError[] = "AssertionError";
static char __pyx_k_AttributeError[] = "AttributeError";
static char __pyx_k_arrmap_float32[] = "arrmap_float32";
static char __pyx_k_arrmap_float64[] = "arrmap_float64";
static char __pyx_k_backfill_int32[] = "backfill_int32";
static char __pyx_k_backfill_int64[] = "backfill_int64";
static char __pyx_k_ffill_by_group[] = "ffill_by_group";
static char __pyx_k_groupby_object[] = "groupby_object";
static char __pyx_k_is_observation[] = "is_observation";
static char __pyx_k_list_of_arrays[] = "list_of_arrays";
static char __pyx_k_allocate_buffer[] = "allocate_buffer";
static char __pyx_k_backfill_object[] = "backfill_object";
static char __pyx_k_diff_2d_float32[] = "diff_2d_float32";
static char __pyx_k_diff_2d_float64[] = "diff_2d_float64";
static char __pyx_k_dtype_is_object[] = "dtype_is_object";
static char __pyx_k_full_outer_join[] = "full_outer_join";
static char __pyx_k_groupby_float32[] = "groupby_float32";
static char __pyx_k_groupby_float64[] = "groupby_float64";
static char __pyx_k_groupby_indices[] = "groupby_indices";
static char __pyx_k_left_outer_join[] = "left_outer_join";
static char __pyx_k_rank_1d_float64[] = "rank_1d_float64";
static char __pyx_k_rank_1d_generic[] = "rank_1d_generic";
static char __pyx_k_rank_2d_float64[] = "rank_2d_float64";
static char __pyx_k_rank_2d_generic[] = "rank_2d_generic";
static char __pyx_k_total_tie_count[] = "total_tie_count";
static char __pyx_k_backfill_float32[] = "backfill_float32";
static char __pyx_k_backfill_float64[] = "backfill_float64";
static char __pyx_k_group_nth_object[] = "group_nth_object";
static char __pyx_k_is_monotonic_dec[] = "is_monotonic_dec";
static char __pyx_k_is_monotonic_inc[] = "is_monotonic_inc";
static char __pyx_k_nancorr_spearman[] = "nancorr_spearman";
static char __pyx_k_pad_inplace_bool[] = "pad_inplace_bool";
static char __pyx_k_pyx_fuse_0median[] = "__pyx_fuse_0median";
static char __pyx_k_pyx_fuse_1median[] = "__pyx_fuse_1median";
static char __pyx_k_pyx_fuse_2median[] = "__pyx_fuse_2median";
static char __pyx_k_pyx_fuse_3median[] = "__pyx_fuse_3median";
static char __pyx_k_pyx_fuse_4median[] = "__pyx_fuse_4median";
static char __pyx_k_pyx_fuse_5median[] = "__pyx_fuse_5median";
static char __pyx_k_pyx_fuse_6median[] = "__pyx_fuse_6median";
static char __pyx_k_pyx_fuse_7median[] = "__pyx_fuse_7median";
static char __pyx_k_pyx_fuse_8median[] = "__pyx_fuse_8median";
static char __pyx_k_pyx_fuse_9median[] = "__pyx_fuse_9median";
static char __pyx_k_Unable_to_parse_s[] = "Unable to parse %s";
static char __pyx_k_group_add_float32[] = "group_add_float32";
static char __pyx_k_group_add_float64[] = "group_add_float64";
static char __pyx_k_group_count_int64[] = "group_count_int64";
static char __pyx_k_group_last_object[] = "group_last_object";
static char __pyx_k_group_max_float32[] = "group_max_float32";
static char __pyx_k_group_max_float64[] = "group_max_float64";
static char __pyx_k_group_min_float32[] = "group_min_float32";
static char __pyx_k_group_min_float64[] = "group_min_float64";
static char __pyx_k_group_nth_float32[] = "group_nth_float32";
static char __pyx_k_group_nth_float64[] = "group_nth_float64";
static char __pyx_k_group_var_float32[] = "group_var_float32";
static char __pyx_k_group_var_float64[] = "group_var_float64";
static char __pyx_k_groupsort_indexer[] = "groupsort_indexer";
static char __pyx_k_is_monotonic_bool[] = "is_monotonic_bool";
static char __pyx_k_pad_inplace_int32[] = "pad_inplace_int32";
static char __pyx_k_pad_inplace_int64[] = "pad_inplace_int64";
static char __pyx_k_take_1d_bool_bool[] = "take_1d_bool_bool";
static char __pyx_k_take_1d_int8_int8[] = "take_1d_int8_int8";
static char __pyx_k_get_result_indexer[] = "_get_result_indexer";
static char __pyx_k_group_count_object[] = "group_count_object";
static char __pyx_k_group_last_float32[] = "group_last_float32";
static char __pyx_k_group_last_float64[] = "group_last_float64";
static char __pyx_k_group_mean_float32[] = "group_mean_float32";
static char __pyx_k_group_mean_float64[] = "group_mean_float64";
static char __pyx_k_group_ohlc_float32[] = "group_ohlc_float32";
static char __pyx_k_group_ohlc_float64[] = "group_ohlc_float64";
static char __pyx_k_group_prod_float32[] = "group_prod_float32";
static char __pyx_k_group_prod_float64[] = "group_prod_float64";
static char __pyx_k_is_monotonic_int32[] = "is_monotonic_int32";
static char __pyx_k_is_monotonic_int64[] = "is_monotonic_int64";
static char __pyx_k_pad_inplace_object[] = "pad_inplace_object";
static char __pyx_k_roll_median_cython[] = "roll_median_cython";
static char __pyx_k_strided_and_direct[] = "<strided and direct>";
static char __pyx_k_take_1d_int8_int32[] = "take_1d_int8_int32";
static char __pyx_k_take_1d_int8_int64[] = "take_1d_int8_int64";
static char __pyx_k_NotImplementedError[] = "NotImplementedError";
static char __pyx_k_group_count_float32[] = "group_count_float32";
static char __pyx_k_group_count_float64[] = "group_count_float64";
static char __pyx_k_index_out_of_bounds[] = "index out of bounds";
static char __pyx_k_is_monotonic_object[] = "is_monotonic_object";
static char __pyx_k_pad_2d_inplace_bool[] = "pad_2d_inplace_bool";
static char __pyx_k_pad_inplace_float32[] = "pad_inplace_float32";
static char __pyx_k_pad_inplace_float64[] = "pad_inplace_float64";
static char __pyx_k_pandas_src_join_pyx[] = "pandas/src/join.pyx";
static char __pyx_k_take_1d_bool_object[] = "take_1d_bool_object";
static char __pyx_k_take_1d_int16_int16[] = "take_1d_int16_int16";
static char __pyx_k_take_1d_int16_int32[] = "take_1d_int16_int32";
static char __pyx_k_take_1d_int16_int64[] = "take_1d_int16_int64";
static char __pyx_k_take_1d_int32_int32[] = "take_1d_int32_int32";
static char __pyx_k_take_1d_int32_int64[] = "take_1d_int32_int64";
static char __pyx_k_take_1d_int64_int64[] = "take_1d_int64_int64";
static char __pyx_k_group_nth_bin_object[] = "group_nth_bin_object";
static char __pyx_k_is_monotonic_float32[] = "is_monotonic_float32";
static char __pyx_k_is_monotonic_float64[] = "is_monotonic_float64";
static char __pyx_k_len_index_len_labels[] = "len(index) != len(labels)";
static char __pyx_k_pad_2d_inplace_int32[] = "pad_2d_inplace_int32";
static char __pyx_k_pad_2d_inplace_int64[] = "pad_2d_inplace_int64";
static char __pyx_k_strided_and_indirect[] = "<strided and indirect>";
static char __pyx_k_take_1d_int8_float64[] = "take_1d_int8_float64";
static char __pyx_k_Invalid_window_size_d[] = "Invalid window size %d";
static char __pyx_k_backfill_inplace_bool[] = "backfill_inplace_bool";
static char __pyx_k_contiguous_and_direct[] = "<contiguous and direct>";
static char __pyx_k_group_add_bin_float32[] = "group_add_bin_float32";
static char __pyx_k_group_add_bin_float64[] = "group_add_bin_float64";
static char __pyx_k_group_count_bin_int64[] = "group_count_bin_int64";
static char __pyx_k_group_last_bin_object[] = "group_last_bin_object";
static char __pyx_k_group_max_bin_float32[] = "group_max_bin_float32";
static char __pyx_k_group_max_bin_float64[] = "group_max_bin_float64";
static char __pyx_k_group_min_bin_float32[] = "group_min_bin_float32";
static char __pyx_k_group_min_bin_float64[] = "group_min_bin_float64";
static char __pyx_k_group_nth_bin_float32[] = "group_nth_bin_float32";
static char __pyx_k_group_nth_bin_float64[] = "group_nth_bin_float64";
static char __pyx_k_group_var_bin_float32[] = "group_var_bin_float32";
static char __pyx_k_group_var_bin_float64[] = "group_var_bin_float64";
static char __pyx_k_maybe_convert_objects[] = "maybe_convert_objects";
static char __pyx_k_min_periods_must_be_0[] = "min_periods must be >= 0";
static char __pyx_k_pad_2d_inplace_object[] = "pad_2d_inplace_object";
static char __pyx_k_take_1d_int16_float64[] = "take_1d_int16_float64";
static char __pyx_k_take_1d_int32_float64[] = "take_1d_int32_float64";
static char __pyx_k_take_1d_int64_float64[] = "take_1d_int64_float64";
static char __pyx_k_take_1d_object_object[] = "take_1d_object_object";
static char __pyx_k_MemoryView_of_r_object[] = "<MemoryView of %r object>";
static char __pyx_k_backfill_inplace_int32[] = "backfill_inplace_int32";
static char __pyx_k_backfill_inplace_int64[] = "backfill_inplace_int64";
static char __pyx_k_group_count_bin_object[] = "group_count_bin_object";
static char __pyx_k_group_last_bin_float32[] = "group_last_bin_float32";
static char __pyx_k_group_last_bin_float64[] = "group_last_bin_float64";
static char __pyx_k_group_mean_bin_float32[] = "group_mean_bin_float32";
static char __pyx_k_group_mean_bin_float64[] = "group_mean_bin_float64";
static char __pyx_k_group_prod_bin_float32[] = "group_prod_bin_float32";
static char __pyx_k_group_prod_bin_float64[] = "group_prod_bin_float64";
static char __pyx_k_pad_2d_inplace_float32[] = "pad_2d_inplace_float32";
static char __pyx_k_pad_2d_inplace_float64[] = "pad_2d_inplace_float64";
static char __pyx_k_pyx_fuse_0kth_smallest[] = "__pyx_fuse_0kth_smallest";
static char __pyx_k_pyx_fuse_1kth_smallest[] = "__pyx_fuse_1kth_smallest";
static char __pyx_k_pyx_fuse_2kth_smallest[] = "__pyx_fuse_2kth_smallest";
static char __pyx_k_pyx_fuse_3kth_smallest[] = "__pyx_fuse_3kth_smallest";
static char __pyx_k_pyx_fuse_4kth_smallest[] = "__pyx_fuse_4kth_smallest";
static char __pyx_k_pyx_fuse_5kth_smallest[] = "__pyx_fuse_5kth_smallest";
static char __pyx_k_pyx_fuse_6kth_smallest[] = "__pyx_fuse_6kth_smallest";
static char __pyx_k_pyx_fuse_7kth_smallest[] = "__pyx_fuse_7kth_smallest";
static char __pyx_k_pyx_fuse_8kth_smallest[] = "__pyx_fuse_8kth_smallest";
static char __pyx_k_pyx_fuse_9kth_smallest[] = "__pyx_fuse_9kth_smallest";
static char __pyx_k_MemoryView_of_r_at_0x_x[] = "<MemoryView of %r at 0x%x>";
static char __pyx_k_backfill_inplace_object[] = "backfill_inplace_object";
static char __pyx_k_contiguous_and_indirect[] = "<contiguous and indirect>";
static char __pyx_k_group_count_bin_float32[] = "group_count_bin_float32";
static char __pyx_k_group_count_bin_float64[] = "group_count_bin_float64";
static char __pyx_k_left_join_indexer_int32[] = "left_join_indexer_int32";
static char __pyx_k_left_join_indexer_int64[] = "left_join_indexer_int64";
static char __pyx_k_take_1d_float32_float32[] = "take_1d_float32_float32";
static char __pyx_k_take_1d_float32_float64[] = "take_1d_float32_float64";
static char __pyx_k_take_1d_float64_float64[] = "take_1d_float64_float64";
static char __pyx_k_take_2d_axis0_bool_bool[] = "take_2d_axis0_bool_bool";
static char __pyx_k_take_2d_axis0_int8_int8[] = "take_2d_axis0_int8_int8";
static char __pyx_k_take_2d_axis1_bool_bool[] = "take_2d_axis1_bool_bool";
static char __pyx_k_take_2d_axis1_int8_int8[] = "take_2d_axis1_int8_int8";
static char __pyx_k_take_2d_multi_bool_bool[] = "take_2d_multi_bool_bool";
static char __pyx_k_take_2d_multi_int8_int8[] = "take_2d_multi_int8_int8";
static char __pyx_k_Cannot_index_with_type_s[] = "Cannot index with type '%s'";
static char __pyx_k_backfill_2d_inplace_bool[] = "backfill_2d_inplace_bool";
static char __pyx_k_backfill_inplace_float32[] = "backfill_inplace_float32";
static char __pyx_k_backfill_inplace_float64[] = "backfill_inplace_float64";
static char __pyx_k_getbuffer_obj_view_flags[] = "getbuffer(obj, view, flags)";
static char __pyx_k_inner_join_indexer_int32[] = "inner_join_indexer_int32";
static char __pyx_k_inner_join_indexer_int64[] = "inner_join_indexer_int64";
static char __pyx_k_left_join_indexer_object[] = "left_join_indexer_object";
static char __pyx_k_outer_join_indexer_int32[] = "outer_join_indexer_int32";
static char __pyx_k_outer_join_indexer_int64[] = "outer_join_indexer_int64";
static char __pyx_k_pandas_src_generated_pyx[] = "pandas/src/generated.pyx";
static char __pyx_k_take_2d_axis0_int8_int32[] = "take_2d_axis0_int8_int32";
static char __pyx_k_take_2d_axis0_int8_int64[] = "take_2d_axis0_int8_int64";
static char __pyx_k_take_2d_axis1_int8_int32[] = "take_2d_axis1_int8_int32";
static char __pyx_k_take_2d_axis1_int8_int64[] = "take_2d_axis1_int8_int64";
static char __pyx_k_take_2d_multi_int8_int32[] = "take_2d_multi_int8_int32";
static char __pyx_k_take_2d_multi_int8_int64[] = "take_2d_multi_int8_int64";
static char __pyx_k_Dimension_d_is_not_direct[] = "Dimension %d is not direct";
static char __pyx_k_Invalid_shape_in_axis_d_d[] = "Invalid shape in axis %d: %d.";
static char __pyx_k_backfill_2d_inplace_int32[] = "backfill_2d_inplace_int32";
static char __pyx_k_backfill_2d_inplace_int64[] = "backfill_2d_inplace_int64";
static char __pyx_k_inner_join_indexer_object[] = "inner_join_indexer_object";
static char __pyx_k_left_join_indexer_float32[] = "left_join_indexer_float32";
static char __pyx_k_left_join_indexer_float64[] = "left_join_indexer_float64";
static char __pyx_k_outer_join_indexer_object[] = "outer_join_indexer_object";
static char __pyx_k_take_2d_axis0_bool_object[] = "take_2d_axis0_bool_object";
static char __pyx_k_take_2d_axis0_int16_int16[] = "take_2d_axis0_int16_int16";
static char __pyx_k_take_2d_axis0_int16_int32[] = "take_2d_axis0_int16_int32";
static char __pyx_k_take_2d_axis0_int16_int64[] = "take_2d_axis0_int16_int64";
static char __pyx_k_take_2d_axis0_int32_int32[] = "take_2d_axis0_int32_int32";
static char __pyx_k_take_2d_axis0_int32_int64[] = "take_2d_axis0_int32_int64";
static char __pyx_k_take_2d_axis0_int64_int64[] = "take_2d_axis0_int64_int64";
static char __pyx_k_take_2d_axis1_bool_object[] = "take_2d_axis1_bool_object";
static char __pyx_k_take_2d_axis1_int16_int16[] = "take_2d_axis1_int16_int16";
static char __pyx_k_take_2d_axis1_int16_int32[] = "take_2d_axis1_int16_int32";
static char __pyx_k_take_2d_axis1_int16_int64[] = "take_2d_axis1_int16_int64";
static char __pyx_k_take_2d_axis1_int32_int32[] = "take_2d_axis1_int32_int32";
static char __pyx_k_take_2d_axis1_int32_int64[] = "take_2d_axis1_int32_int64";
static char __pyx_k_take_2d_axis1_int64_int64[] = "take_2d_axis1_int64_int64";
static char __pyx_k_take_2d_multi_bool_object[] = "take_2d_multi_bool_object";
static char __pyx_k_take_2d_multi_int16_int16[] = "take_2d_multi_int16_int16";
static char __pyx_k_take_2d_multi_int16_int32[] = "take_2d_multi_int16_int32";
static char __pyx_k_take_2d_multi_int16_int64[] = "take_2d_multi_int16_int64";
static char __pyx_k_take_2d_multi_int32_int32[] = "take_2d_multi_int32_int32";
static char __pyx_k_take_2d_multi_int32_int64[] = "take_2d_multi_int32_int64";
static char __pyx_k_take_2d_multi_int64_int64[] = "take_2d_multi_int64_int64";
static char __pyx_k_Index_out_of_bounds_axis_d[] = "Index out of bounds (axis %d)";
static char __pyx_k_Limit_must_be_non_negative[] = "Limit must be non-negative";
static char __pyx_k_backfill_2d_inplace_object[] = "backfill_2d_inplace_object";
static char __pyx_k_inner_join_indexer_float32[] = "inner_join_indexer_float32";
static char __pyx_k_inner_join_indexer_float64[] = "inner_join_indexer_float64";
static char __pyx_k_outer_join_indexer_float32[] = "outer_join_indexer_float32";
static char __pyx_k_outer_join_indexer_float64[] = "outer_join_indexer_float64";
static char __pyx_k_take_2d_axis0_int8_float64[] = "take_2d_axis0_int8_float64";
static char __pyx_k_take_2d_axis1_int8_float64[] = "take_2d_axis1_int8_float64";
static char __pyx_k_take_2d_multi_int8_float64[] = "take_2d_multi_int8_float64";
static char __pyx_k_No_matching_signature_found[] = "No matching signature found";
static char __pyx_k_Step_may_not_be_zero_axis_d[] = "Step may not be zero (axis %d)";
static char __pyx_k_backfill_2d_inplace_float32[] = "backfill_2d_inplace_float32";
static char __pyx_k_backfill_2d_inplace_float64[] = "backfill_2d_inplace_float64";
static char __pyx_k_itemsize_0_for_cython_array[] = "itemsize <= 0 for cython.array";
static char __pyx_k_ndarray_is_not_C_contiguous[] = "ndarray is not C contiguous";
static char __pyx_k_take_2d_axis0_int16_float64[] = "take_2d_axis0_int16_float64";
static char __pyx_k_take_2d_axis0_int32_float64[] = "take_2d_axis0_int32_float64";
static char __pyx_k_take_2d_axis0_int64_float64[] = "take_2d_axis0_int64_float64";
static char __pyx_k_take_2d_axis0_object_object[] = "take_2d_axis0_object_object";
static char __pyx_k_take_2d_axis1_int16_float64[] = "take_2d_axis1_int16_float64";
static char __pyx_k_take_2d_axis1_int32_float64[] = "take_2d_axis1_int32_float64";
static char __pyx_k_take_2d_axis1_int64_float64[] = "take_2d_axis1_int64_float64";
static char __pyx_k_take_2d_axis1_object_object[] = "take_2d_axis1_object_object";
static char __pyx_k_take_2d_multi_int16_float64[] = "take_2d_multi_int16_float64";
static char __pyx_k_take_2d_multi_int32_float64[] = "take_2d_multi_int32_float64";
static char __pyx_k_take_2d_multi_int64_float64[] = "take_2d_multi_int64_float64";
static char __pyx_k_take_2d_multi_object_object[] = "take_2d_multi_object_object";
static char __pyx_k_Expected_at_least_d_arguments[] = "Expected at least %d arguments";
static char __pyx_k_take_2d_axis0_float32_float32[] = "take_2d_axis0_float32_float32";
static char __pyx_k_take_2d_axis0_float32_float64[] = "take_2d_axis0_float32_float64";
static char __pyx_k_take_2d_axis0_float64_float64[] = "take_2d_axis0_float64_float64";
static char __pyx_k_take_2d_axis1_float32_float32[] = "take_2d_axis1_float32_float32";
static char __pyx_k_take_2d_axis1_float32_float64[] = "take_2d_axis1_float32_float64";
static char __pyx_k_take_2d_axis1_float64_float64[] = "take_2d_axis1_float64_float64";
static char __pyx_k_take_2d_multi_float32_float32[] = "take_2d_multi_float32_float32";
static char __pyx_k_take_2d_multi_float32_float64[] = "take_2d_multi_float32_float64";
static char __pyx_k_take_2d_multi_float64_float64[] = "take_2d_multi_float64_float64";
static char __pyx_k_unable_to_allocate_array_data[] = "unable to allocate array data.";
static char __pyx_k_left_join_indexer_unique_int32[] = "left_join_indexer_unique_int32";
static char __pyx_k_left_join_indexer_unique_int64[] = "left_join_indexer_unique_int64";
static char __pyx_k_min_periods_d_must_be_window_d[] = "min_periods (%d) must be <= window (%d)";
static char __pyx_k_strided_and_direct_or_indirect[] = "<strided and direct or indirect>";
static char __pyx_k_Users_jreback_pandas_pandas_alg[] = "/Users/jreback/pandas/pandas/algos.pyx";
static char __pyx_k_arrays_are_of_different_lengths[] = "arrays are of different lengths (%d and %d)";
static char __pyx_k_left_join_indexer_unique_object[] = "left_join_indexer_unique_object";
static char __pyx_k_unknown_dtype_code_in_numpy_pxd[] = "unknown dtype code in numpy.pxd (%d)";
static char __pyx_k_All_dimensions_preceding_dimensi[] = "All dimensions preceding dimension %d must be indexed and not sliced";
static char __pyx_k_Buffer_view_does_not_expose_stri[] = "Buffer view does not expose strides";
static char __pyx_k_Can_only_create_a_buffer_that_is[] = "Can only create a buffer that is contiguous in memory.";
static char __pyx_k_Cannot_transpose_memoryview_with[] = "Cannot transpose memoryview with indirect dimensions";
static char __pyx_k_Empty_shape_tuple_for_cython_arr[] = "Empty shape tuple for cython.array";
static char __pyx_k_Format_string_allocated_too_shor[] = "Format string allocated too short, see comment in numpy.pxd";
static char __pyx_k_Function_call_with_ambiguous_arg[] = "Function call with ambiguous argument types";
static char __pyx_k_Indirect_dimensions_not_supporte[] = "Indirect dimensions not supported";
static char __pyx_k_Invalid_min_periods_size_d_great[] = "Invalid min_periods size %d greater than window %d";
static char __pyx_k_Invalid_mode_expected_c_or_fortr[] = "Invalid mode, expected 'c' or 'fortran', got %s";
static char __pyx_k_Non_native_byte_order_not_suppor[] = "Non-native byte order not supported";
static char __pyx_k_Out_of_bounds_on_buffer_access_a[] = "Out of bounds on buffer access (axis %d)";
static char __pyx_k_Output_array_must_have_4_columns[] = "Output array must have 4 columns";
static char __pyx_k_Unable_to_convert_item_to_object[] = "Unable to convert item to object";
static char __pyx_k_first_not_supported_for_non_nume[] = "first not supported for non-numeric data";
static char __pyx_k_got_differing_extents_in_dimensi[] = "got differing extents in dimension %d (got %d and %d)";
static char __pyx_k_left_join_indexer_unique_float32[] = "left_join_indexer_unique_float32";
static char __pyx_k_left_join_indexer_unique_float64[] = "left_join_indexer_unique_float64";
static char __pyx_k_ndarray_is_not_Fortran_contiguou[] = "ndarray is not Fortran contiguous";
static char __pyx_k_unable_to_allocate_shape_and_str[] = "unable to allocate shape and strides.";
static char __pyx_k_Format_string_allocated_too_shor_2[] = "Format string allocated too short.";
static PyObject *__pyx_n_s_A;
static PyObject *__pyx_n_s_AssertionError;
static PyObject *__pyx_n_s_AttributeError;
static PyObject *__pyx_n_s_B;
static PyObject *__pyx_kp_s_Buffer_view_does_not_expose_stri;
static PyObject *__pyx_n_s_C;
static PyObject *__pyx_kp_s_Can_only_create_a_buffer_that_is;
static PyObject *__pyx_kp_s_Cannot_index_with_type_s;
static PyObject *__pyx_n_s_D;
static PyObject *__pyx_n_s_Ellipsis;
static PyObject *__pyx_kp_s_Empty_shape_tuple_for_cython_arr;
static PyObject *__pyx_kp_s_Expected_at_least_d_arguments;
static PyObject *__pyx_kp_u_Format_string_allocated_too_shor;
static PyObject *__pyx_kp_u_Format_string_allocated_too_shor_2;
static PyObject *__pyx_kp_s_Function_call_with_ambiguous_arg;
static PyObject *__pyx_n_s_ImportError;
static PyObject *__pyx_n_s_IndexError;
static PyObject *__pyx_kp_s_Indirect_dimensions_not_supporte;
static PyObject *__pyx_n_s_Infinity;
static PyObject *__pyx_kp_s_Invalid_min_periods_size_d_great;
static PyObject *__pyx_kp_s_Invalid_mode_expected_c_or_fortr;
static PyObject *__pyx_kp_s_Invalid_shape_in_axis_d_d;
static PyObject *__pyx_kp_s_Invalid_window_size_d;
static PyObject *__pyx_n_s_K;
static PyObject *__pyx_n_s_KeyError;
static PyObject *__pyx_kp_s_Limit_must_be_non_negative;
static PyObject *__pyx_n_s_MemoryError;
static PyObject *__pyx_kp_s_MemoryView_of_r_at_0x_x;
static PyObject *__pyx_kp_s_MemoryView_of_r_object;
static PyObject *__pyx_n_s_N;
static PyObject *__pyx_n_s_NA;
static PyObject *__pyx_n_s_NIL;
static PyObject *__pyx_n_s_NINF;
static PyObject *__pyx_n_s_NaN;
static PyObject *__pyx_n_s_NegInfinity;
static PyObject *__pyx_kp_s_No_matching_signature_found;
static PyObject *__pyx_kp_u_Non_native_byte_order_not_suppor;
static PyObject *__pyx_n_s_NotImplementedError;
static PyObject *__pyx_kp_s_Not_Found;
static PyObject *__pyx_n_b_O;
static PyObject *__pyx_n_s_O;
static PyObject *__pyx_kp_s_Out_of_bounds_on_buffer_access_a;
static PyObject *__pyx_kp_s_Output_array_must_have_4_columns;
static PyObject *__pyx_n_s_R;
static PyObject *__pyx_n_s_RuntimeError;
static PyObject *__pyx_n_s_S;
static PyObject *__pyx_n_s_T;
static PyObject *__pyx_n_s_TypeError;
static PyObject *__pyx_kp_s_Unable_to_convert_item_to_object;
static PyObject *__pyx_kp_s_Unable_to_parse_s;
static PyObject *__pyx_kp_s_Users_jreback_pandas_pandas_alg;
static PyObject *__pyx_n_s_ValueError;
static PyObject *__pyx_kp_s__31;
static PyObject *__pyx_kp_s__33;
static PyObject *__pyx_n_s__339;
static PyObject *__pyx_n_s_a;
static PyObject *__pyx_n_s_adjust;
static PyObject *__pyx_n_s_ai;
static PyObject *__pyx_n_s_allocate_buffer;
static PyObject *__pyx_n_s_alpha;
static PyObject *__pyx_n_s_aold;
static PyObject *__pyx_n_s_arange;
static PyObject *__pyx_n_s_arg;
static PyObject *__pyx_n_s_args;
static PyObject *__pyx_n_s_argsort;
static PyObject *__pyx_n_s_argsorted;
static PyObject *__pyx_n_s_arr;
static PyObject *__pyx_n_s_array;
static PyObject *__pyx_kp_s_arrays_are_of_different_lengths;
static PyObject *__pyx_n_s_arrmap_bool;
static PyObject *__pyx_n_s_arrmap_float32;
static PyObject *__pyx_n_s_arrmap_float64;
static PyObject *__pyx_n_s_arrmap_int32;
static PyObject *__pyx_n_s_arrmap_int64;
static PyObject *__pyx_n_s_arrmap_object;
static PyObject *__pyx_n_s_as;
static PyObject *__pyx_n_s_asarray;
static PyObject *__pyx_n_s_ascending;
static PyObject *__pyx_n_s_asobject;
static PyObject *__pyx_n_s_astype;
static PyObject *__pyx_n_s_average;
static PyObject *__pyx_n_s_avg;
static PyObject *__pyx_n_s_axis;
static PyObject *__pyx_n_s_b;
static PyObject *__pyx_n_s_backfill_2d_inplace_bool;
static PyObject *__pyx_n_s_backfill_2d_inplace_float32;
static PyObject *__pyx_n_s_backfill_2d_inplace_float64;
static PyObject *__pyx_n_s_backfill_2d_inplace_int32;
static PyObject *__pyx_n_s_backfill_2d_inplace_int64;
static PyObject *__pyx_n_s_backfill_2d_inplace_object;
static PyObject *__pyx_n_s_backfill_bool;
static PyObject *__pyx_n_s_backfill_float32;
static PyObject *__pyx_n_s_backfill_float64;
static PyObject *__pyx_n_s_backfill_inplace_bool;
static PyObject *__pyx_n_s_backfill_inplace_float32;
static PyObject *__pyx_n_s_backfill_inplace_float64;
static PyObject *__pyx_n_s_backfill_inplace_int32;
static PyObject *__pyx_n_s_backfill_inplace_int64;
static PyObject *__pyx_n_s_backfill_inplace_object;
static PyObject *__pyx_n_s_backfill_int32;
static PyObject *__pyx_n_s_backfill_int64;
static PyObject *__pyx_n_s_backfill_object;
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static PyObject *__pyx_n_s_bias;
static PyObject *__pyx_n_s_bins;
static PyObject *__pyx_n_s_buf;
static PyObject *__pyx_n_s_bufarr;
static PyObject *__pyx_n_s_c;
static PyObject *__pyx_n_u_c;
static PyObject *__pyx_n_s_c_contiguous;
static PyObject *__pyx_n_s_check_minp;
static PyObject *__pyx_n_s_class;
static PyObject *__pyx_n_s_cmp;
static PyObject *__pyx_n_s_com;
static PyObject *__pyx_n_s_concatenate;
static PyObject *__pyx_kp_s_contiguous_and_direct;
static PyObject *__pyx_kp_s_contiguous_and_indirect;
static PyObject *__pyx_n_s_copy;
static PyObject *__pyx_n_s_count;
static PyObject *__pyx_n_s_counts;
static PyObject *__pyx_n_s_counts_2;
static PyObject *__pyx_n_s_cov;
static PyObject *__pyx_n_s_ct;
static PyObject *__pyx_n_s_cur;
static PyObject *__pyx_n_s_cur_x;
static PyObject *__pyx_n_s_cur_y;
static PyObject *__pyx_n_s_data;
static PyObject *__pyx_n_s_datetime;
static PyObject *__pyx_n_s_day;
static PyObject *__pyx_n_s_ddof;
static PyObject *__pyx_n_s_defaults;
static PyObject *__pyx_n_s_delta;
static PyObject *__pyx_n_s_denominator;
static PyObject *__pyx_n_s_dense;
static PyObject *__pyx_n_s_diff_2d_float32;
static PyObject *__pyx_n_s_diff_2d_float64;
static PyObject *__pyx_n_s_diff_2d_int16;
static PyObject *__pyx_n_s_diff_2d_int32;
static PyObject *__pyx_n_s_diff_2d_int64;
static PyObject *__pyx_n_s_diff_2d_int8;
static PyObject *__pyx_n_s_dim;
static PyObject *__pyx_n_s_dims;
static PyObject *__pyx_n_s_divisor;
static PyObject *__pyx_n_s_doc;
static PyObject *__pyx_n_s_dtype;
static PyObject *__pyx_n_s_dtype_is_object;
static PyObject *__pyx_n_s_dups;
static PyObject *__pyx_n_s_e;
static PyObject *__pyx_n_s_empty;
static PyObject *__pyx_n_s_empty_like;
static PyObject *__pyx_n_s_end;
static PyObject *__pyx_n_s_enumerate;
static PyObject *__pyx_n_s_eq;
static PyObject *__pyx_n_s_error;
static PyObject *__pyx_n_s_ewma;
static PyObject *__pyx_n_s_ewmcov;
static PyObject *__pyx_n_s_expected_size;
static PyObject *__pyx_n_s_f8;
static PyObject *__pyx_n_s_f_contiguous;
static PyObject *__pyx_n_s_ffill_by_group;
static PyObject *__pyx_n_s_ffill_indexer;
static PyObject *__pyx_n_s_fill;
static PyObject *__pyx_n_s_fill_count;
static PyObject *__pyx_n_s_fill_value;
static PyObject *__pyx_n_s_first;
static PyObject *__pyx_kp_s_first_not_supported_for_non_nume;
static PyObject *__pyx_n_s_flags;
static PyObject *__pyx_n_s_float16;
static PyObject *__pyx_n_s_float32;
static PyObject *__pyx_n_s_float32_t;
static PyObject *__pyx_n_s_float64;
static PyObject *__pyx_n_s_float64_t;
static PyObject *__pyx_n_s_floor;
static PyObject *__pyx_n_s_format;
static PyObject *__pyx_n_s_fortran;
static PyObject *__pyx_n_u_fortran;
static PyObject *__pyx_n_s_full_outer_join;
static PyObject *__pyx_n_s_func;
static PyObject *__pyx_n_s_fv;
static PyObject *__pyx_n_s_ge;
static PyObject *__pyx_n_s_get;
static PyObject *__pyx_n_s_get_result_indexer;
static PyObject *__pyx_n_s_gid;
static PyObject *__pyx_kp_s_got_differing_extents_in_dimensi;
static PyObject *__pyx_n_s_got_first;
static PyObject *__pyx_n_s_group_add_bin_float32;
static PyObject *__pyx_n_s_group_add_bin_float64;
static PyObject *__pyx_n_s_group_add_float32;
static PyObject *__pyx_n_s_group_add_float64;
static PyObject *__pyx_n_s_group_count_bin_float32;
static PyObject *__pyx_n_s_group_count_bin_float64;
static PyObject *__pyx_n_s_group_count_bin_int64;
static PyObject *__pyx_n_s_group_count_bin_object;
static PyObject *__pyx_n_s_group_count_float32;
static PyObject *__pyx_n_s_group_count_float64;
static PyObject *__pyx_n_s_group_count_int64;
static PyObject *__pyx_n_s_group_count_object;
static PyObject *__pyx_n_s_group_ids;
static PyObject *__pyx_n_s_group_labels;
static PyObject *__pyx_n_s_group_last_bin_float32;
static PyObject *__pyx_n_s_group_last_bin_float64;
static PyObject *__pyx_n_s_group_last_bin_object;
static PyObject *__pyx_n_s_group_last_float32;
static PyObject *__pyx_n_s_group_last_float64;
static PyObject *__pyx_n_s_group_last_object;
static PyObject *__pyx_n_s_group_max_bin_float32;
static PyObject *__pyx_n_s_group_max_bin_float64;
static PyObject *__pyx_n_s_group_max_float32;
static PyObject *__pyx_n_s_group_max_float64;
static PyObject *__pyx_n_s_group_mean_bin_float32;
static PyObject *__pyx_n_s_group_mean_bin_float64;
static PyObject *__pyx_n_s_group_mean_float32;
static PyObject *__pyx_n_s_group_mean_float64;
static PyObject *__pyx_n_s_group_median;
static PyObject *__pyx_n_s_group_min_bin_float32;
static PyObject *__pyx_n_s_group_min_bin_float64;
static PyObject *__pyx_n_s_group_min_float32;
static PyObject *__pyx_n_s_group_min_float64;
static PyObject *__pyx_n_s_group_nth_bin_float32;
static PyObject *__pyx_n_s_group_nth_bin_float64;
static PyObject *__pyx_n_s_group_nth_bin_object;
static PyObject *__pyx_n_s_group_nth_float32;
static PyObject *__pyx_n_s_group_nth_float64;
static PyObject *__pyx_n_s_group_nth_object;
static PyObject *__pyx_n_s_group_ohlc_float32;
static PyObject *__pyx_n_s_group_ohlc_float64;
static PyObject *__pyx_n_s_group_prod_bin_float32;
static PyObject *__pyx_n_s_group_prod_bin_float64;
static PyObject *__pyx_n_s_group_prod_float32;
static PyObject *__pyx_n_s_group_prod_float64;
static PyObject *__pyx_n_s_group_var_bin_float32;
static PyObject *__pyx_n_s_group_var_bin_float64;
static PyObject *__pyx_n_s_group_var_float32;
static PyObject *__pyx_n_s_group_var_float64;
static PyObject *__pyx_n_s_groupby_bool;
static PyObject *__pyx_n_s_groupby_float32;
static PyObject *__pyx_n_s_groupby_float64;
static PyObject *__pyx_n_s_groupby_indices;
static PyObject *__pyx_n_s_groupby_int32;
static PyObject *__pyx_n_s_groupby_int64;
static PyObject *__pyx_n_s_groupby_object;
static PyObject *__pyx_n_s_groupsort_indexer;
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static PyObject *__pyx_n_s_hour;
static PyObject *__pyx_n_s_i;
static PyObject *__pyx_n_s_i0;
static PyObject *__pyx_n_s_i8;
static PyObject *__pyx_n_s_id;
static PyObject *__pyx_n_s_ids;
static PyObject *__pyx_n_s_idx;
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static PyObject *__pyx_n_s_idx1;
static PyObject *__pyx_n_s_ignore_na;
static PyObject *__pyx_n_s_iinfo;
static PyObject *__pyx_n_s_import;
static PyObject *__pyx_n_s_in_arr;
static PyObject *__pyx_n_s_in_i;
static PyObject *__pyx_n_s_in_k;
static PyObject *__pyx_n_s_in_n;
static PyObject *__pyx_n_s_index;
static PyObject *__pyx_kp_s_index_out_of_bounds;
static PyObject *__pyx_n_s_indexer;
static PyObject *__pyx_n_s_inf;
static PyObject *__pyx_n_s_infs;
static PyObject *__pyx_n_s_inner_join;
static PyObject *__pyx_n_s_inner_join_indexer_float32;
static PyObject *__pyx_n_s_inner_join_indexer_float64;
static PyObject *__pyx_n_s_inner_join_indexer_int32;
static PyObject *__pyx_n_s_inner_join_indexer_int64;
static PyObject *__pyx_n_s_inner_join_indexer_object;
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static PyObject *__pyx_n_s_input_x;
static PyObject *__pyx_n_s_input_y;
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static PyObject *__pyx_n_s_int;
static PyObject *__pyx_n_s_int16;
static PyObject *__pyx_n_s_int16_t;
static PyObject *__pyx_n_s_int32;
static PyObject *__pyx_n_s_int32_t;
static PyObject *__pyx_n_s_int64;
static PyObject *__pyx_n_s_int64_t;
static PyObject *__pyx_n_s_int8;
static PyObject *__pyx_n_s_int8_t;
static PyObject *__pyx_n_s_is_lexsorted;
static PyObject *__pyx_n_s_is_monotonic_bool;
static PyObject *__pyx_n_s_is_monotonic_dec;
static PyObject *__pyx_n_s_is_monotonic_float32;
static PyObject *__pyx_n_s_is_monotonic_float64;
static PyObject *__pyx_n_s_is_monotonic_inc;
static PyObject *__pyx_n_s_is_monotonic_int32;
static PyObject *__pyx_n_s_is_monotonic_int64;
static PyObject *__pyx_n_s_is_monotonic_object;
static PyObject *__pyx_n_s_is_observation;
static PyObject *__pyx_n_s_is_unique;
static PyObject *__pyx_n_s_isfinite;
static PyObject *__pyx_n_s_isnan;
static PyObject *__pyx_n_s_isnullobj;
static PyObject *__pyx_n_s_isnullobj2d;
static PyObject *__pyx_n_s_itemsize;
static PyObject *__pyx_kp_s_itemsize_0_for_cython_array;
static PyObject *__pyx_n_s_j;
static PyObject *__pyx_n_s_k;
static PyObject *__pyx_n_s_keep;
static PyObject *__pyx_n_s_keep_na;
static PyObject *__pyx_n_s_key;
static PyObject *__pyx_n_s_kind;
static PyObject *__pyx_n_s_kth_smallest;
static PyObject *__pyx_n_s_kwargs;
static PyObject *__pyx_n_s_lab;
static PyObject *__pyx_n_s_label;
static PyObject *__pyx_n_s_labels;
static PyObject *__pyx_n_s_lambda;
static PyObject *__pyx_n_s_last;
static PyObject *__pyx_n_s_last_obs;
static PyObject *__pyx_n_s_lc;
static PyObject *__pyx_n_s_le;
static PyObject *__pyx_n_s_left;
static PyObject *__pyx_n_s_left_count;
static PyObject *__pyx_n_s_left_indexer;
static PyObject *__pyx_n_s_left_join_indexer_float32;
static PyObject *__pyx_n_s_left_join_indexer_float64;
static PyObject *__pyx_n_s_left_join_indexer_int32;
static PyObject *__pyx_n_s_left_join_indexer_int64;
static PyObject *__pyx_n_s_left_join_indexer_object;
static PyObject *__pyx_n_s_left_join_indexer_unique_float32;
static PyObject *__pyx_n_s_left_join_indexer_unique_float64;
static PyObject *__pyx_n_s_left_join_indexer_unique_int32;
static PyObject *__pyx_n_s_left_join_indexer_unique_int64;
static PyObject *__pyx_n_s_left_join_indexer_unique_object;
static PyObject *__pyx_n_s_left_outer_join;
static PyObject *__pyx_n_s_left_pos;
static PyObject *__pyx_n_s_left_sorter;
static PyObject *__pyx_kp_s_len_index_len_labels;
static PyObject *__pyx_n_s_length;
static PyObject *__pyx_n_s_lib;
static PyObject *__pyx_n_s_lim;
static PyObject *__pyx_n_s_limit;
static PyObject *__pyx_n_s_lindexer;
static PyObject *__pyx_n_s_list_of_arrays;
static PyObject *__pyx_n_s_loc;
static PyObject *__pyx_n_s_lt;
static PyObject *__pyx_n_s_lval;
static PyObject *__pyx_n_s_m;
static PyObject *__pyx_n_s_main;
static PyObject *__pyx_n_s_mask;
static PyObject *__pyx_n_s_maskedx;
static PyObject *__pyx_n_s_maskedy;
static PyObject *__pyx_n_s_mat;
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static PyObject *__pyx_n_s_max_group;
static PyObject *__pyx_n_s_max_groups;
static PyObject *__pyx_n_s_max_subseq;
static PyObject *__pyx_n_s_maxx;
static PyObject *__pyx_n_s_maybe_convert_objects;
static PyObject *__pyx_n_s_mean;
static PyObject *__pyx_n_s_mean_x;
static PyObject *__pyx_n_s_mean_y;
static PyObject *__pyx_n_s_meanx;
static PyObject *__pyx_n_s_meany;
static PyObject *__pyx_n_s_median;
static PyObject *__pyx_n_s_members;
static PyObject *__pyx_n_s_memview;
static PyObject *__pyx_n_s_mergesort;
static PyObject *__pyx_n_s_metaclass;
static PyObject *__pyx_n_s_microsecond;
static PyObject *__pyx_n_s_midpoint;
static PyObject *__pyx_n_s_min;
static PyObject *__pyx_kp_s_min_periods_d_must_be_window_d;
static PyObject *__pyx_kp_s_min_periods_must_be_0;
static PyObject *__pyx_n_s_min_subseq;
static PyObject *__pyx_n_s_minp;
static PyObject *__pyx_n_s_minpair;
static PyObject *__pyx_n_s_minute;
static PyObject *__pyx_n_s_minx;
static PyObject *__pyx_n_s_mode;
static PyObject *__pyx_n_s_module;
static PyObject *__pyx_n_s_month;
static PyObject *__pyx_n_s_n;
static PyObject *__pyx_n_s_n0;
static PyObject *__pyx_n_s_na_option;
static PyObject *__pyx_n_s_name;
static PyObject *__pyx_n_s_name_2;
static PyObject *__pyx_n_s_nan;
static PyObject *__pyx_n_s_nan_value;
static PyObject *__pyx_n_s_nancorr;
static PyObject *__pyx_n_s_nancorr_spearman;
static PyObject *__pyx_n_s_nbins;
static PyObject *__pyx_n_s_ndarray;
static PyObject *__pyx_kp_u_ndarray_is_not_C_contiguous;
static PyObject *__pyx_kp_u_ndarray_is_not_Fortran_contiguou;
static PyObject *__pyx_n_s_ndim;
static PyObject *__pyx_n_s_ne;
static PyObject *__pyx_n_s_neg_ct;
static PyObject *__pyx_n_s_new;
static PyObject *__pyx_n_s_new_wt;
static PyObject *__pyx_n_s_next;
static PyObject *__pyx_n_s_ngroups;
static PyObject *__pyx_n_s_nleft;
static PyObject *__pyx_n_s_nlevels;
static PyObject *__pyx_n_s_nobs;
static PyObject *__pyx_n_s_nonzero;
static PyObject *__pyx_n_s_np;
static PyObject *__pyx_n_s_nright;
static PyObject *__pyx_n_s_numerator;
static PyObject *__pyx_n_s_numpy;
static PyObject *__pyx_n_s_o;
static PyObject *__pyx_n_s_obj;
static PyObject *__pyx_n_s_object;
static PyObject *__pyx_n_s_object_2;
static PyObject *__pyx_n_s_offset;
static PyObject *__pyx_n_s_old;
static PyObject *__pyx_n_s_old_mean_x;
static PyObject *__pyx_n_s_old_mean_y;
static PyObject *__pyx_n_s_old_wt;
static PyObject *__pyx_n_s_old_wt_factor;
static PyObject *__pyx_n_s_oldbuf;
static PyObject *__pyx_n_s_ones_like;
static PyObject *__pyx_n_s_ord;
static PyObject *__pyx_n_s_other;
static PyObject *__pyx_n_s_out;
static PyObject *__pyx_n_s_outer_join_indexer_float32;
static PyObject *__pyx_n_s_outer_join_indexer_float64;
static PyObject *__pyx_n_s_outer_join_indexer_int32;
static PyObject *__pyx_n_s_outer_join_indexer_int64;
static PyObject *__pyx_n_s_outer_join_indexer_object;
static PyObject *__pyx_n_s_output;
static PyObject *__pyx_n_s_pack;
static PyObject *__pyx_n_s_pad_2d_inplace_bool;
static PyObject *__pyx_n_s_pad_2d_inplace_float32;
static PyObject *__pyx_n_s_pad_2d_inplace_float64;
static PyObject *__pyx_n_s_pad_2d_inplace_int32;
static PyObject *__pyx_n_s_pad_2d_inplace_int64;
static PyObject *__pyx_n_s_pad_2d_inplace_object;
static PyObject *__pyx_n_s_pad_bool;
static PyObject *__pyx_n_s_pad_float32;
static PyObject *__pyx_n_s_pad_float64;
static PyObject *__pyx_n_s_pad_inplace_bool;
static PyObject *__pyx_n_s_pad_inplace_float32;
static PyObject *__pyx_n_s_pad_inplace_float64;
static PyObject *__pyx_n_s_pad_inplace_int32;
static PyObject *__pyx_n_s_pad_inplace_int64;
static PyObject *__pyx_n_s_pad_inplace_object;
static PyObject *__pyx_n_s_pad_int32;
static PyObject *__pyx_n_s_pad_int64;
static PyObject *__pyx_n_s_pad_object;
static PyObject *__pyx_n_s_pandas;
static PyObject *__pyx_n_s_pandas_algos;
static PyObject *__pyx_n_s_pandas_lib;
static PyObject *__pyx_kp_s_pandas_src_generated_pyx;
static PyObject *__pyx_kp_s_pandas_src_join_pyx;
static PyObject *__pyx_n_s_pct;
static PyObject *__pyx_n_s_period;
static PyObject *__pyx_n_s_periods;
static PyObject *__pyx_n_s_position;
static PyObject *__pyx_n_s_pre;
static PyObject *__pyx_n_s_prepare;
static PyObject *__pyx_n_s_prev;
static PyObject *__pyx_n_s_prodx;
static PyObject *__pyx_n_s_ptr;
static PyObject *__pyx_n_s_put;
static PyObject *__pyx_n_s_putmask;
static PyObject *__pyx_n_s_pydatetime;
static PyObject *__pyx_n_s_pyx_fuse_0kth_smallest;
static PyObject *__pyx_n_s_pyx_fuse_0median;
static PyObject *__pyx_n_s_pyx_fuse_1kth_smallest;
static PyObject *__pyx_n_s_pyx_fuse_1median;
static PyObject *__pyx_n_s_pyx_fuse_2kth_smallest;
static PyObject *__pyx_n_s_pyx_fuse_2median;
static PyObject *__pyx_n_s_pyx_fuse_3kth_smallest;
static PyObject *__pyx_n_s_pyx_fuse_3median;
static PyObject *__pyx_n_s_pyx_fuse_4kth_smallest;
static PyObject *__pyx_n_s_pyx_fuse_4median;
static PyObject *__pyx_n_s_pyx_fuse_5kth_smallest;
static PyObject *__pyx_n_s_pyx_fuse_5median;
static PyObject *__pyx_n_s_pyx_fuse_6kth_smallest;
static PyObject *__pyx_n_s_pyx_fuse_6median;
static PyObject *__pyx_n_s_pyx_fuse_7kth_smallest;
static PyObject *__pyx_n_s_pyx_fuse_7median;
static PyObject *__pyx_n_s_pyx_fuse_8kth_smallest;
static PyObject *__pyx_n_s_pyx_fuse_8median;
static PyObject *__pyx_n_s_pyx_fuse_9kth_smallest;
static PyObject *__pyx_n_s_pyx_fuse_9median;
static PyObject *__pyx_n_s_pyx_getbuffer;
static PyObject *__pyx_n_s_pyx_vtable;
static PyObject *__pyx_n_s_qualname;
static PyObject *__pyx_n_s_quantile;
static PyObject *__pyx_n_s_random;
static PyObject *__pyx_n_s_range;
static PyObject *__pyx_n_s_rank;
static PyObject *__pyx_n_s_rank_1d_float64;
static PyObject *__pyx_n_s_rank_1d_generic;
static PyObject *__pyx_n_s_rank_1d_int64;
static PyObject *__pyx_n_s_rank_2d_float64;
static PyObject *__pyx_n_s_rank_2d_generic;
static PyObject *__pyx_n_s_rank_2d_int64;
static PyObject *__pyx_n_s_ranks;
static PyObject *__pyx_n_s_rc;
static PyObject *__pyx_n_s_remove;
static PyObject *__pyx_n_s_res;
static PyObject *__pyx_n_s_result;
static PyObject *__pyx_n_s_resx;
static PyObject *__pyx_n_s_ret;
static PyObject *__pyx_n_s_retry;
static PyObject *__pyx_n_s_return_false;
static PyObject *__pyx_n_s_return_true;
static PyObject *__pyx_n_s_rev;
static PyObject *__pyx_n_s_reverse;
static PyObject *__pyx_n_s_right;
static PyObject *__pyx_n_s_right_count;
static PyObject *__pyx_n_s_right_indexer;
static PyObject *__pyx_n_s_right_pos;
static PyObject *__pyx_n_s_right_sorter;
static PyObject *__pyx_n_s_rindexer;
static PyObject *__pyx_n_s_ring;
static PyObject *__pyx_n_s_roll_generic;
static PyObject *__pyx_n_s_roll_kurt;
static PyObject *__pyx_n_s_roll_max;
static PyObject *__pyx_n_s_roll_max2;
static PyObject *__pyx_n_s_roll_mean;
static PyObject *__pyx_n_s_roll_median_c;
static PyObject *__pyx_n_s_roll_median_cython;
static PyObject *__pyx_n_s_roll_min;
static PyObject *__pyx_n_s_roll_min2;
static PyObject *__pyx_n_s_roll_quantile;
static PyObject *__pyx_n_s_roll_skew;
static PyObject *__pyx_n_s_roll_sum;
static PyObject *__pyx_n_s_roll_var;
static PyObject *__pyx_n_s_roll_window;
static PyObject *__pyx_n_s_rval;
static PyObject *__pyx_n_s_s;
static PyObject *__pyx_n_s_second;
static PyObject *__pyx_n_s_seen;
static PyObject *__pyx_n_s_self;
static PyObject *__pyx_n_s_shape;
static PyObject *__pyx_n_s_signatures;
static PyObject *__pyx_n_s_size;
static PyObject *__pyx_n_s_skiplist;
static PyObject *__pyx_n_s_sl;
static PyObject *__pyx_n_s_sort;
static PyObject *__pyx_n_s_sorted_data;
static PyObject *__pyx_n_s_sorter;
static PyObject *__pyx_n_s_split;
static PyObject *__pyx_n_s_ssqdm_x;
static PyObject *__pyx_n_s_start;
static PyObject *__pyx_n_s_step;
static PyObject *__pyx_n_s_stop;
static PyObject *__pyx_kp_s_strided_and_direct;
static PyObject *__pyx_kp_s_strided_and_direct_or_indirect;
static PyObject *__pyx_kp_s_strided_and_indirect;
static PyObject *__pyx_n_s_strip;
static PyObject *__pyx_n_s_struct;
static PyObject *__pyx_n_s_sum_ranks;
static PyObject *__pyx_n_s_sum_wt;
static PyObject *__pyx_n_s_sum_wt2;
static PyObject *__pyx_n_s_sum_x;
static PyObject *__pyx_n_s_sumx;
static PyObject *__pyx_n_s_sumxx;
static PyObject *__pyx_n_s_sumy;
static PyObject *__pyx_n_s_sumyy;
static PyObject *__pyx_n_s_sx;
static PyObject *__pyx_n_s_sy;
static PyObject *__pyx_n_s_take;
static PyObject *__pyx_n_s_take_1d_bool_bool;
static PyObject *__pyx_n_s_take_1d_bool_object;
static PyObject *__pyx_n_s_take_1d_float32_float32;
static PyObject *__pyx_n_s_take_1d_float32_float64;
static PyObject *__pyx_n_s_take_1d_float64_float64;
static PyObject *__pyx_n_s_take_1d_int16_float64;
static PyObject *__pyx_n_s_take_1d_int16_int16;
static PyObject *__pyx_n_s_take_1d_int16_int32;
static PyObject *__pyx_n_s_take_1d_int16_int64;
static PyObject *__pyx_n_s_take_1d_int32_float64;
static PyObject *__pyx_n_s_take_1d_int32_int32;
static PyObject *__pyx_n_s_take_1d_int32_int64;
static PyObject *__pyx_n_s_take_1d_int64_float64;
static PyObject *__pyx_n_s_take_1d_int64_int64;
static PyObject *__pyx_n_s_take_1d_int8_float64;
static PyObject *__pyx_n_s_take_1d_int8_int32;
static PyObject *__pyx_n_s_take_1d_int8_int64;
static PyObject *__pyx_n_s_take_1d_int8_int8;
static PyObject *__pyx_n_s_take_1d_object_object;
static PyObject *__pyx_n_s_take_2d_axis0_bool_bool;
static PyObject *__pyx_n_s_take_2d_axis0_bool_object;
static PyObject *__pyx_n_s_take_2d_axis0_float32_float32;
static PyObject *__pyx_n_s_take_2d_axis0_float32_float64;
static PyObject *__pyx_n_s_take_2d_axis0_float64_float64;
static PyObject *__pyx_n_s_take_2d_axis0_int16_float64;
static PyObject *__pyx_n_s_take_2d_axis0_int16_int16;
static PyObject *__pyx_n_s_take_2d_axis0_int16_int32;
static PyObject *__pyx_n_s_take_2d_axis0_int16_int64;
static PyObject *__pyx_n_s_take_2d_axis0_int32_float64;
static PyObject *__pyx_n_s_take_2d_axis0_int32_int32;
static PyObject *__pyx_n_s_take_2d_axis0_int32_int64;
static PyObject *__pyx_n_s_take_2d_axis0_int64_float64;
static PyObject *__pyx_n_s_take_2d_axis0_int64_int64;
static PyObject *__pyx_n_s_take_2d_axis0_int8_float64;
static PyObject *__pyx_n_s_take_2d_axis0_int8_int32;
static PyObject *__pyx_n_s_take_2d_axis0_int8_int64;
static PyObject *__pyx_n_s_take_2d_axis0_int8_int8;
static PyObject *__pyx_n_s_take_2d_axis0_object_object;
static PyObject *__pyx_n_s_take_2d_axis1_bool_bool;
static PyObject *__pyx_n_s_take_2d_axis1_bool_object;
static PyObject *__pyx_n_s_take_2d_axis1_float32_float32;
static PyObject *__pyx_n_s_take_2d_axis1_float32_float64;
static PyObject *__pyx_n_s_take_2d_axis1_float64_float64;
static PyObject *__pyx_n_s_take_2d_axis1_int16_float64;
static PyObject *__pyx_n_s_take_2d_axis1_int16_int16;
static PyObject *__pyx_n_s_take_2d_axis1_int16_int32;
static PyObject *__pyx_n_s_take_2d_axis1_int16_int64;
static PyObject *__pyx_n_s_take_2d_axis1_int32_float64;
static PyObject *__pyx_n_s_take_2d_axis1_int32_int32;
static PyObject *__pyx_n_s_take_2d_axis1_int32_int64;
static PyObject *__pyx_n_s_take_2d_axis1_int64_float64;
static PyObject *__pyx_n_s_take_2d_axis1_int64_int64;
static PyObject *__pyx_n_s_take_2d_axis1_int8_float64;
static PyObject *__pyx_n_s_take_2d_axis1_int8_int32;
static PyObject *__pyx_n_s_take_2d_axis1_int8_int64;
static PyObject *__pyx_n_s_take_2d_axis1_int8_int8;
static PyObject *__pyx_n_s_take_2d_axis1_object_object;
static PyObject *__pyx_n_s_take_2d_multi_bool_bool;
static PyObject *__pyx_n_s_take_2d_multi_bool_object;
static PyObject *__pyx_n_s_take_2d_multi_float32_float32;
static PyObject *__pyx_n_s_take_2d_multi_float32_float64;
static PyObject *__pyx_n_s_take_2d_multi_float64_float64;
static PyObject *__pyx_n_s_take_2d_multi_int16_float64;
static PyObject *__pyx_n_s_take_2d_multi_int16_int16;
static PyObject *__pyx_n_s_take_2d_multi_int16_int32;
static PyObject *__pyx_n_s_take_2d_multi_int16_int64;
static PyObject *__pyx_n_s_take_2d_multi_int32_float64;
static PyObject *__pyx_n_s_take_2d_multi_int32_int32;
static PyObject *__pyx_n_s_take_2d_multi_int32_int64;
static PyObject *__pyx_n_s_take_2d_multi_int64_float64;
static PyObject *__pyx_n_s_take_2d_multi_int64_int64;
static PyObject *__pyx_n_s_take_2d_multi_int8_float64;
static PyObject *__pyx_n_s_take_2d_multi_int8_int32;
static PyObject *__pyx_n_s_take_2d_multi_int8_int64;
static PyObject *__pyx_n_s_take_2d_multi_int8_int8;
static PyObject *__pyx_n_s_take_2d_multi_object_object;
static PyObject *__pyx_n_s_test;
static PyObject *__pyx_n_s_tiebreak;
static PyObject *__pyx_n_s_tiebreakers;
static PyObject *__pyx_n_s_ties_method;
static PyObject *__pyx_n_s_timelike;
static PyObject *__pyx_n_s_top;
static PyObject *__pyx_n_s_tot_wgt;
static PyObject *__pyx_n_s_total_tie_count;
static PyObject *__pyx_n_s_typ;
static PyObject *__pyx_n_s_uint16_t;
static PyObject *__pyx_n_s_uint32_t;
static PyObject *__pyx_n_s_uint64_t;
static PyObject *__pyx_n_s_uint8;
static PyObject *__pyx_n_s_uint8_t;
static PyObject *__pyx_kp_s_unable_to_allocate_array_data;
static PyObject *__pyx_kp_s_unable_to_allocate_shape_and_str;
static PyObject *__pyx_kp_u_unknown_dtype_code_in_numpy_pxd;
static PyObject *__pyx_n_s_unpack;
static PyObject *__pyx_n_s_v;
static PyObject *__pyx_n_s_val;
static PyObject *__pyx_n_s_val_in;
static PyObject *__pyx_n_s_val_win;
static PyObject *__pyx_n_s_valid_locs;
static PyObject *__pyx_n_s_value;
static PyObject *__pyx_n_s_values;
static PyObject *__pyx_n_s_vclose;
static PyObject *__pyx_n_s_vecs;
static PyObject *__pyx_n_s_vhigh;
static PyObject *__pyx_n_s_view;
static PyObject *__pyx_n_s_vlow;
static PyObject *__pyx_n_s_vopen;
static PyObject *__pyx_n_s_vx;
static PyObject *__pyx_n_s_vy;
static PyObject *__pyx_n_s_w;
static PyObject *__pyx_n_s_weighted_avg;
static PyObject *__pyx_n_s_weights;
static PyObject *__pyx_n_s_where;
static PyObject *__pyx_n_s_width;
static PyObject *__pyx_n_s_win;
static PyObject *__pyx_n_s_win_i;
static PyObject *__pyx_n_s_win_k;
static PyObject *__pyx_n_s_win_n;
static PyObject *__pyx_n_s_window;
static PyObject *__pyx_n_s_x;
static PyObject *__pyx_n_s_xi;
static PyObject *__pyx_n_s_xrange;
static PyObject *__pyx_n_s_xx;
static PyObject *__pyx_n_s_xxx;
static PyObject *__pyx_n_s_xxxx;
static PyObject *__pyx_n_s_y;
static PyObject *__pyx_n_s_year;
static PyObject *__pyx_n_s_yi;
static PyObject *__pyx_n_s_z;
static PyObject *__pyx_n_s_zeros;
static PyObject *__pyx_n_s_zeros_like;
static PyObject *__pyx_n_s_zip;
static PyObject *__pyx_float_0_;
static PyObject *__pyx_int_0;
static PyObject *__pyx_int_1;
static PyObject *__pyx_int_2;
static PyObject *__pyx_int_15;
static PyObject *__pyx_int_100;
static PyObject *__pyx_int_neg_1;
static PyObject *__pyx_k__144;
static PyObject *__pyx_k__145;
static PyObject *__pyx_k__146;
static PyObject *__pyx_k__147;
static PyObject *__pyx_k__148;
static PyObject *__pyx_k__149;
static PyObject *__pyx_k__150;
static PyObject *__pyx_k__151;
static PyObject *__pyx_k__152;
static PyObject *__pyx_k__153;
static PyObject *__pyx_k__154;
static PyObject *__pyx_k__155;
static PyObject *__pyx_k__156;
static PyObject *__pyx_k__157;
static PyObject *__pyx_k__158;
static PyObject *__pyx_k__159;
static PyObject *__pyx_k__160;
static PyObject *__pyx_k__161;
static PyObject *__pyx_k__162;
static PyObject *__pyx_k__163;
static PyObject *__pyx_k__164;
static PyObject *__pyx_k__165;
static PyObject *__pyx_k__166;
static PyObject *__pyx_k__167;
static PyObject *__pyx_k__168;
static PyObject *__pyx_k__169;
static PyObject *__pyx_k__170;
static PyObject *__pyx_k__171;
static PyObject *__pyx_k__172;
static PyObject *__pyx_k__173;
static PyObject *__pyx_k__174;
static PyObject *__pyx_k__175;
static PyObject *__pyx_k__176;
static PyObject *__pyx_k__177;
static PyObject *__pyx_k__178;
static PyObject *__pyx_k__179;
static PyObject *__pyx_k__180;
static PyObject *__pyx_k__181;
static PyObject *__pyx_k__182;
static PyObject *__pyx_k__183;
static PyObject *__pyx_k__184;
static PyObject *__pyx_k__185;
static PyObject *__pyx_k__186;
static PyObject *__pyx_k__187;
static PyObject *__pyx_k__188;
static PyObject *__pyx_k__189;
static PyObject *__pyx_k__190;
static PyObject *__pyx_k__191;
static PyObject *__pyx_k__192;
static PyObject *__pyx_k__193;
static PyObject *__pyx_k__194;
static PyObject *__pyx_k__195;
static PyObject *__pyx_k__196;
static PyObject *__pyx_k__197;
static PyObject *__pyx_k__198;
static PyObject *__pyx_k__199;
static PyObject *__pyx_k__200;
static PyObject *__pyx_k__201;
static PyObject *__pyx_k__202;
static PyObject *__pyx_k__203;
static PyObject *__pyx_k__204;
static PyObject *__pyx_k__205;
static PyObject *__pyx_k__206;
static PyObject *__pyx_k__207;
static PyObject *__pyx_k__208;
static PyObject *__pyx_k__209;
static PyObject *__pyx_k__210;
static PyObject *__pyx_k__211;
static PyObject *__pyx_k__212;
static PyObject *__pyx_k__213;
static PyObject *__pyx_k__214;
static PyObject *__pyx_k__215;
static PyObject *__pyx_k__216;
static PyObject *__pyx_k__217;
static PyObject *__pyx_k__218;
static PyObject *__pyx_k__219;
static PyObject *__pyx_tuple_;
static PyObject *__pyx_slice__2;
static PyObject *__pyx_slice__4;
static PyObject *__pyx_slice__7;
static PyObject *__pyx_slice__8;
static PyObject *__pyx_tuple__3;
static PyObject *__pyx_tuple__5;
static PyObject *__pyx_tuple__6;
static PyObject *__pyx_tuple__9;
static PyObject *__pyx_slice__11;
static PyObject *__pyx_slice__13;
static PyObject *__pyx_slice__14;
static PyObject *__pyx_slice__17;
static PyObject *__pyx_slice__19;
static PyObject *__pyx_slice__24;
static PyObject *__pyx_slice__25;
static PyObject *__pyx_slice__29;
static PyObject *__pyx_slice__44;
static PyObject *__pyx_slice__45;
static PyObject *__pyx_tuple__10;
static PyObject *__pyx_tuple__12;
static PyObject *__pyx_tuple__15;
static PyObject *__pyx_tuple__16;
static PyObject *__pyx_tuple__18;
static PyObject *__pyx_tuple__20;
static PyObject *__pyx_tuple__21;
static PyObject *__pyx_tuple__22;
static PyObject *__pyx_tuple__23;
static PyObject *__pyx_tuple__26;
static PyObject *__pyx_tuple__27;
static PyObject *__pyx_tuple__28;
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      __pyx_t_19 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_18, __pyx_pybuffernd_argsorted.diminfo[0].strides));
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    __pyx_L14_next_or:;
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    __pyx_t_3 = -1;
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      if (unlikely(__pyx_t_20 < 0)) __pyx_t_3 = 0;
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    if (unlikely(__pyx_t_3 != -1)) {
      __Pyx_RaiseBufferIndexError(__pyx_t_3);
      {__pyx_filename = __pyx_f[0]; __pyx_lineno = 205; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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    __pyx_t_14 = (__pyx_f_6pandas_5algos_float64_are_diff((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_sorted_data.rcbuffer->pybuffer.buf, __pyx_t_20, __pyx_pybuffernd_sorted_data.diminfo[0].strides)), __pyx_v_val) != 0);
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 *         count += 1.0
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 */
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        /* "pandas/algos.pyx":207
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 *                 for j in range(i - dups + 1, i + 1):             # <<<<<<<<<<<<<<
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 */
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          /* "pandas/algos.pyx":208
 *             if tiebreak == TIEBREAK_AVERAGE:
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            PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
            #endif
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            #ifdef WITH_THREAD
            PyGILState_Release(__pyx_gilstate_save);
            #endif
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 208; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 208; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          __pyx_t_24 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_23, __pyx_pybuffernd_argsorted.diminfo[0].strides));
          __pyx_t_3 = -1;
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 208; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_ranks.rcbuffer->pybuffer.buf, __pyx_t_24, __pyx_pybuffernd_ranks.diminfo[0].strides) = (__pyx_v_sum_ranks / __pyx_v_dups);
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 *             elif tiebreak == TIEBREAK_MIN:             # <<<<<<<<<<<<<<
 *                 for j in range(i - dups + 1, i + 1):
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        /* "pandas/algos.pyx":210
 *                     ranks[argsorted[j]] = sum_ranks / dups
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 *                 for j in range(i - dups + 1, i + 1):             # <<<<<<<<<<<<<<
 *                     ranks[argsorted[j]] = i - dups + 2
 *             elif tiebreak == TIEBREAK_MAX:
 */
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          /* "pandas/algos.pyx":211
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 *                 for j in range(i - dups + 1, i + 1):
 */
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          __pyx_t_3 = -1;
          if (__pyx_t_25 < 0) {
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 211; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          __pyx_t_26 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_25, __pyx_pybuffernd_argsorted.diminfo[0].strides));
          __pyx_t_3 = -1;
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
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          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_ranks.rcbuffer->pybuffer.buf, __pyx_t_26, __pyx_pybuffernd_ranks.diminfo[0].strides) = ((__pyx_v_i - __pyx_v_dups) + 2);
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 *                 for j in range(i - dups + 1, i + 1):
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 *             elif tiebreak == TIEBREAK_MAX:             # <<<<<<<<<<<<<<
 *                 for j in range(i - dups + 1, i + 1):
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 */
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        /* "pandas/algos.pyx":213
 *                     ranks[argsorted[j]] = i - dups + 2
 *             elif tiebreak == TIEBREAK_MAX:
 *                 for j in range(i - dups + 1, i + 1):             # <<<<<<<<<<<<<<
 *                     ranks[argsorted[j]] = i + 1
 *             elif tiebreak == TIEBREAK_FIRST:
 */
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          __pyx_v_j = __pyx_t_22;

          /* "pandas/algos.pyx":214
 *             elif tiebreak == TIEBREAK_MAX:
 *                 for j in range(i - dups + 1, i + 1):
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 *                 for j in range(i - dups + 1, i + 1):
 */
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          __pyx_t_3 = -1;
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          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 214; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          __pyx_t_28 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_27, __pyx_pybuffernd_argsorted.diminfo[0].strides));
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 214; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_ranks.rcbuffer->pybuffer.buf, __pyx_t_28, __pyx_pybuffernd_ranks.diminfo[0].strides) = (__pyx_v_i + 1);
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      /* "pandas/algos.pyx":215
 *                 for j in range(i - dups + 1, i + 1):
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 *             elif tiebreak == TIEBREAK_FIRST:             # <<<<<<<<<<<<<<
 *                 for j in range(i - dups + 1, i + 1):
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 */
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        /* "pandas/algos.pyx":216
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 *             elif tiebreak == TIEBREAK_FIRST:
 *                 for j in range(i - dups + 1, i + 1):             # <<<<<<<<<<<<<<
 *                     ranks[argsorted[j]] = j + 1
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 */
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        for (__pyx_t_22 = ((__pyx_v_i - __pyx_v_dups) + 1); __pyx_t_22 < __pyx_t_21; __pyx_t_22+=1) {
          __pyx_v_j = __pyx_t_22;

          /* "pandas/algos.pyx":217
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 *                     ranks[argsorted[j]] = j + 1             # <<<<<<<<<<<<<<
 *             elif tiebreak == TIEBREAK_FIRST_DESCENDING:
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          __pyx_t_3 = -1;
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            if (unlikely(__pyx_t_29 < 0)) __pyx_t_3 = 0;
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 217; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          __pyx_t_30 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_29, __pyx_pybuffernd_argsorted.diminfo[0].strides));
          __pyx_t_3 = -1;
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            __pyx_t_30 += __pyx_pybuffernd_ranks.diminfo[0].shape;
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 217; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_ranks.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_ranks.diminfo[0].strides) = (__pyx_v_j + 1);
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      /* "pandas/algos.pyx":218
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 *             elif tiebreak == TIEBREAK_FIRST_DESCENDING:             # <<<<<<<<<<<<<<
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        /* "pandas/algos.pyx":219
 *                     ranks[argsorted[j]] = j + 1
 *             elif tiebreak == TIEBREAK_FIRST_DESCENDING:
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 */
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        for (__pyx_t_22 = ((__pyx_v_i - __pyx_v_dups) + 1); __pyx_t_22 < __pyx_t_21; __pyx_t_22+=1) {
          __pyx_v_j = __pyx_t_22;

          /* "pandas/algos.pyx":220
 *             elif tiebreak == TIEBREAK_FIRST_DESCENDING:
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          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          __pyx_t_32 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_31, __pyx_pybuffernd_argsorted.diminfo[0].strides));
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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        goto __pyx_L15;
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      /* "pandas/algos.pyx":221
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 *             elif tiebreak == TIEBREAK_DENSE:             # <<<<<<<<<<<<<<
 *                 total_tie_count += 1
 *                 for j in range(i - dups + 1, i + 1):
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        /* "pandas/algos.pyx":222
 *                     ranks[argsorted[j]] = 2 * i - j - dups + 2
 *             elif tiebreak == TIEBREAK_DENSE:
 *                 total_tie_count += 1             # <<<<<<<<<<<<<<
 *                 for j in range(i - dups + 1, i + 1):
 *                     ranks[argsorted[j]] = total_tie_count
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        /* "pandas/algos.pyx":223
 *             elif tiebreak == TIEBREAK_DENSE:
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 *                 for j in range(i - dups + 1, i + 1):             # <<<<<<<<<<<<<<
 *                     ranks[argsorted[j]] = total_tie_count
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        /* "pandas/algos.pyx":276
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
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          /* "pandas/algos.pyx":283
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
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          /* "pandas/algos.pyx":289
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
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          /* "pandas/algos.pyx":293
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 *         total_tie_count = 0
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 *         for j in range(k):
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 */
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    /* "pandas/algos.pyx":356
 *         total_tie_count = 0
 *         count = 0.0
 *         for j in range(k):             # <<<<<<<<<<<<<<
 *             sum_ranks += j + 1
 *             dups += 1
 */
    __pyx_t_19 = __pyx_v_k;
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      __pyx_v_j = __pyx_t_20;

      /* "pandas/algos.pyx":357
 *         count = 0.0
 *         for j in range(k):
 *             sum_ranks += j + 1             # <<<<<<<<<<<<<<
 *             dups += 1
 *             val = values[i, j]
 */
      __pyx_v_sum_ranks = (__pyx_v_sum_ranks + (__pyx_v_j + 1));

      /* "pandas/algos.pyx":358
 *         for j in range(k):
 *             sum_ranks += j + 1
 *             dups += 1             # <<<<<<<<<<<<<<
 *             val = values[i, j]
 *             if val == nan_value and keep_na:
 */
      __pyx_v_dups = (__pyx_v_dups + 1);

      /* "pandas/algos.pyx":359
 *             sum_ranks += j + 1
 *             dups += 1
 *             val = values[i, j]             # <<<<<<<<<<<<<<
 *             if val == nan_value and keep_na:
 *                 ranks[i, argsorted[i, j]] = nan
 */
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      __pyx_t_22 = __pyx_v_j;
      __pyx_t_3 = -1;
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        __pyx_t_21 += __pyx_pybuffernd_values.diminfo[0].shape;
        if (unlikely(__pyx_t_21 < 0)) __pyx_t_3 = 0;
      } else if (unlikely(__pyx_t_21 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_3 = 0;
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        __pyx_t_22 += __pyx_pybuffernd_values.diminfo[1].shape;
        if (unlikely(__pyx_t_22 < 0)) __pyx_t_3 = 1;
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        __Pyx_RaiseBufferIndexError(__pyx_t_3);
        {__pyx_filename = __pyx_f[0]; __pyx_lineno = 359; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_v_val = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_21, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_22, __pyx_pybuffernd_values.diminfo[1].strides));

      /* "pandas/algos.pyx":360
 *             dups += 1
 *             val = values[i, j]
 *             if val == nan_value and keep_na:             # <<<<<<<<<<<<<<
 *                 ranks[i, argsorted[i, j]] = nan
 *                 continue
 */
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      if (__pyx_t_17) {
        goto __pyx_L16_next_and;
      } else {
        __pyx_t_4 = __pyx_t_17;
        goto __pyx_L15_bool_binop_done;
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      __pyx_L16_next_and:;
      __pyx_t_17 = (__pyx_v_keep_na != 0);
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      __pyx_L15_bool_binop_done:;
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        /* "pandas/algos.pyx":361
 *             val = values[i, j]
 *             if val == nan_value and keep_na:
 *                 ranks[i, argsorted[i, j]] = nan             # <<<<<<<<<<<<<<
 *                 continue
 *             count += 1.0
 */
        __pyx_t_23 = __pyx_v_i;
        __pyx_t_24 = __pyx_v_j;
        __pyx_t_3 = -1;
        if (__pyx_t_23 < 0) {
          __pyx_t_23 += __pyx_pybuffernd_argsorted.diminfo[0].shape;
          if (unlikely(__pyx_t_23 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_23 >= __pyx_pybuffernd_argsorted.diminfo[0].shape)) __pyx_t_3 = 0;
        if (__pyx_t_24 < 0) {
          __pyx_t_24 += __pyx_pybuffernd_argsorted.diminfo[1].shape;
          if (unlikely(__pyx_t_24 < 0)) __pyx_t_3 = 1;
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        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[0]; __pyx_lineno = 361; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_t_25 = __pyx_v_i;
        __pyx_t_26 = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_23, __pyx_pybuffernd_argsorted.diminfo[0].strides, __pyx_t_24, __pyx_pybuffernd_argsorted.diminfo[1].strides));
        __pyx_t_3 = -1;
        if (__pyx_t_25 < 0) {
          __pyx_t_25 += __pyx_pybuffernd_ranks.diminfo[0].shape;
          if (unlikely(__pyx_t_25 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_25 >= __pyx_pybuffernd_ranks.diminfo[0].shape)) __pyx_t_3 = 0;
        if (__pyx_t_26 < 0) {
          __pyx_t_26 += __pyx_pybuffernd_ranks.diminfo[1].shape;
          if (unlikely(__pyx_t_26 < 0)) __pyx_t_3 = 1;
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          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[0]; __pyx_lineno = 361; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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        *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_ranks.rcbuffer->pybuffer.buf, __pyx_t_25, __pyx_pybuffernd_ranks.diminfo[0].strides, __pyx_t_26, __pyx_pybuffernd_ranks.diminfo[1].strides) = __pyx_v_6pandas_5algos_nan;

        /* "pandas/algos.pyx":362
 *             if val == nan_value and keep_na:
 *                 ranks[i, argsorted[i, j]] = nan
 *                 continue             # <<<<<<<<<<<<<<
 *             count += 1.0
 *             if j == k - 1 or float64_are_diff(values[i, j + 1], val):
 */
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      /* "pandas/algos.pyx":363
 *                 ranks[i, argsorted[i, j]] = nan
 *                 continue
 *             count += 1.0             # <<<<<<<<<<<<<<
 *             if j == k - 1 or float64_are_diff(values[i, j + 1], val):
 *                 if tiebreak == TIEBREAK_AVERAGE:
 */
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      /* "pandas/algos.pyx":364
 *                 continue
 *             count += 1.0
 *             if j == k - 1 or float64_are_diff(values[i, j + 1], val):             # <<<<<<<<<<<<<<
 *                 if tiebreak == TIEBREAK_AVERAGE:
 *                     for z in range(j - dups + 1, j + 1):
 */
      __pyx_t_17 = ((__pyx_v_j == (__pyx_v_k - 1)) != 0);
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        goto __pyx_L19_next_or;
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        __pyx_t_4 = __pyx_t_17;
        goto __pyx_L18_bool_binop_done;
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      __pyx_L19_next_or:;
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      __pyx_t_28 = (__pyx_v_j + 1);
      __pyx_t_3 = -1;
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        __pyx_t_27 += __pyx_pybuffernd_values.diminfo[0].shape;
        if (unlikely(__pyx_t_27 < 0)) __pyx_t_3 = 0;
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      if (__pyx_t_28 < 0) {
        __pyx_t_28 += __pyx_pybuffernd_values.diminfo[1].shape;
        if (unlikely(__pyx_t_28 < 0)) __pyx_t_3 = 1;
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      if (unlikely(__pyx_t_3 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_3);
        {__pyx_filename = __pyx_f[0]; __pyx_lineno = 364; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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      __pyx_t_17 = (__pyx_f_6pandas_5algos_float64_are_diff((*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_27, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_28, __pyx_pybuffernd_values.diminfo[1].strides)), __pyx_v_val) != 0);
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        /* "pandas/algos.pyx":365
 *             count += 1.0
 *             if j == k - 1 or float64_are_diff(values[i, j + 1], val):
 *                 if tiebreak == TIEBREAK_AVERAGE:             # <<<<<<<<<<<<<<
 *                     for z in range(j - dups + 1, j + 1):
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 */
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        if (__pyx_t_4) {

          /* "pandas/algos.pyx":366
 *             if j == k - 1 or float64_are_diff(values[i, j + 1], val):
 *                 if tiebreak == TIEBREAK_AVERAGE:
 *                     for z in range(j - dups + 1, j + 1):             # <<<<<<<<<<<<<<
 *                         ranks[i, argsorted[i, z]] = sum_ranks / dups
 *                 elif tiebreak == TIEBREAK_MIN:
 */
          __pyx_t_29 = (__pyx_v_j + 1);
          for (__pyx_t_30 = ((__pyx_v_j - __pyx_v_dups) + 1); __pyx_t_30 < __pyx_t_29; __pyx_t_30+=1) {
            __pyx_v_z = __pyx_t_30;

            /* "pandas/algos.pyx":367
 *                 if tiebreak == TIEBREAK_AVERAGE:
 *                     for z in range(j - dups + 1, j + 1):
 *                         ranks[i, argsorted[i, z]] = sum_ranks / dups             # <<<<<<<<<<<<<<
 *                 elif tiebreak == TIEBREAK_MIN:
 *                     for z in range(j - dups + 1, j + 1):
 */
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              #endif
              PyErr_SetString(PyExc_ZeroDivisionError, "float division");
              #ifdef WITH_THREAD
              PyGILState_Release(__pyx_gilstate_save);
              #endif
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 367; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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            __pyx_t_31 = __pyx_v_i;
            __pyx_t_32 = __pyx_v_z;
            __pyx_t_3 = -1;
            if (__pyx_t_31 < 0) {
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            if (__pyx_t_32 < 0) {
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            if (unlikely(__pyx_t_3 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_3);
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 367; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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            __pyx_t_34 = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_31, __pyx_pybuffernd_argsorted.diminfo[0].strides, __pyx_t_32, __pyx_pybuffernd_argsorted.diminfo[1].strides));
            __pyx_t_3 = -1;
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            *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_ranks.rcbuffer->pybuffer.buf, __pyx_t_33, __pyx_pybuffernd_ranks.diminfo[0].strides, __pyx_t_34, __pyx_pybuffernd_ranks.diminfo[1].strides) = (__pyx_v_sum_ranks / __pyx_v_dups);
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        /* "pandas/algos.pyx":368
 *                     for z in range(j - dups + 1, j + 1):
 *                         ranks[i, argsorted[i, z]] = sum_ranks / dups
 *                 elif tiebreak == TIEBREAK_MIN:             # <<<<<<<<<<<<<<
 *                     for z in range(j - dups + 1, j + 1):
 *                         ranks[i, argsorted[i, z]] = j - dups + 2
 */
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          /* "pandas/algos.pyx":369
 *                         ranks[i, argsorted[i, z]] = sum_ranks / dups
 *                 elif tiebreak == TIEBREAK_MIN:
 *                     for z in range(j - dups + 1, j + 1):             # <<<<<<<<<<<<<<
 *                         ranks[i, argsorted[i, z]] = j - dups + 2
 *                 elif tiebreak == TIEBREAK_MAX:
 */
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            /* "pandas/algos.pyx":370
 *                 elif tiebreak == TIEBREAK_MIN:
 *                     for z in range(j - dups + 1, j + 1):
 *                         ranks[i, argsorted[i, z]] = j - dups + 2             # <<<<<<<<<<<<<<
 *                 elif tiebreak == TIEBREAK_MAX:
 *                     for z in range(j - dups + 1, j + 1):
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            __pyx_t_3 = -1;
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              if (unlikely(__pyx_t_35 < 0)) __pyx_t_3 = 0;
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            if (unlikely(__pyx_t_3 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_3);
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 370; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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            __pyx_t_37 = __pyx_v_i;
            __pyx_t_38 = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_35, __pyx_pybuffernd_argsorted.diminfo[0].strides, __pyx_t_36, __pyx_pybuffernd_argsorted.diminfo[1].strides));
            __pyx_t_3 = -1;
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            if (__pyx_t_38 < 0) {
              __pyx_t_38 += __pyx_pybuffernd_ranks.diminfo[1].shape;
              if (unlikely(__pyx_t_38 < 0)) __pyx_t_3 = 1;
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              __Pyx_RaiseBufferIndexError(__pyx_t_3);
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 370; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          goto __pyx_L20;
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        /* "pandas/algos.pyx":371
 *                     for z in range(j - dups + 1, j + 1):
 *                         ranks[i, argsorted[i, z]] = j - dups + 2
 *                 elif tiebreak == TIEBREAK_MAX:             # <<<<<<<<<<<<<<
 *                     for z in range(j - dups + 1, j + 1):
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 */
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          /* "pandas/algos.pyx":372
 *                         ranks[i, argsorted[i, z]] = j - dups + 2
 *                 elif tiebreak == TIEBREAK_MAX:
 *                     for z in range(j - dups + 1, j + 1):             # <<<<<<<<<<<<<<
 *                         ranks[i, argsorted[i, z]] = j + 1
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            /* "pandas/algos.pyx":373
 *                 elif tiebreak == TIEBREAK_MAX:
 *                     for z in range(j - dups + 1, j + 1):
 *                         ranks[i, argsorted[i, z]] = j + 1             # <<<<<<<<<<<<<<
 *                 elif tiebreak == TIEBREAK_FIRST:
 *                     for z in range(j - dups + 1, j + 1):
 */
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            __pyx_t_40 = __pyx_v_z;
            __pyx_t_3 = -1;
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              if (unlikely(__pyx_t_39 < 0)) __pyx_t_3 = 0;
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            if (unlikely(__pyx_t_3 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_3);
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 373; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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            __pyx_t_41 = __pyx_v_i;
            __pyx_t_42 = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_39, __pyx_pybuffernd_argsorted.diminfo[0].strides, __pyx_t_40, __pyx_pybuffernd_argsorted.diminfo[1].strides));
            __pyx_t_3 = -1;
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              if (unlikely(__pyx_t_41 < 0)) __pyx_t_3 = 0;
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            if (__pyx_t_42 < 0) {
              __pyx_t_42 += __pyx_pybuffernd_ranks.diminfo[1].shape;
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            if (unlikely(__pyx_t_3 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_3);
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 373; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 *         is_observation = ((cur_x == cur_x) and (cur_y == cur_y))
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 *         if mean_x == mean_x:             # <<<<<<<<<<<<<<
 *             if is_observation or (not ignore_na):
 *                 sum_wt *= old_wt_factor
 */
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    if (__pyx_t_13) {

      /* "pandas/algos.pyx":1097
 *         nobs += int(is_observation)
 *         if mean_x == mean_x:
 *             if is_observation or (not ignore_na):             # <<<<<<<<<<<<<<
 *                 sum_wt *= old_wt_factor
 *                 sum_wt2 *= (old_wt_factor * old_wt_factor)
 */
      __pyx_t_2 = __Pyx_PyObject_IsTrue(__pyx_v_is_observation); if (unlikely(__pyx_t_2 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1097; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      if (!__pyx_t_2) {
        goto __pyx_L15_next_or;
      } else {
        __pyx_t_13 = __pyx_t_2;
        goto __pyx_L14_bool_binop_done;
      }
      __pyx_L15_next_or:;
      __pyx_t_2 = ((!(__pyx_v_ignore_na != 0)) != 0);
      __pyx_t_13 = __pyx_t_2;
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      if (__pyx_t_13) {

        /* "pandas/algos.pyx":1098
 *         if mean_x == mean_x:
 *             if is_observation or (not ignore_na):
 *                 sum_wt *= old_wt_factor             # <<<<<<<<<<<<<<
 *                 sum_wt2 *= (old_wt_factor * old_wt_factor)
 *                 old_wt *= old_wt_factor
 */
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        /* "pandas/algos.pyx":1099
 *             if is_observation or (not ignore_na):
 *                 sum_wt *= old_wt_factor
 *                 sum_wt2 *= (old_wt_factor * old_wt_factor)             # <<<<<<<<<<<<<<
 *                 old_wt *= old_wt_factor
 *                 if is_observation:
 */
        __pyx_v_sum_wt2 = (__pyx_v_sum_wt2 * (__pyx_v_old_wt_factor * __pyx_v_old_wt_factor));

        /* "pandas/algos.pyx":1100
 *                 sum_wt *= old_wt_factor
 *                 sum_wt2 *= (old_wt_factor * old_wt_factor)
 *                 old_wt *= old_wt_factor             # <<<<<<<<<<<<<<
 *                 if is_observation:
 *                     old_mean_x = mean_x
 */
        __pyx_v_old_wt = (__pyx_v_old_wt * __pyx_v_old_wt_factor);

        /* "pandas/algos.pyx":1101
 *                 sum_wt2 *= (old_wt_factor * old_wt_factor)
 *                 old_wt *= old_wt_factor
 *                 if is_observation:             # <<<<<<<<<<<<<<
 *                     old_mean_x = mean_x
 *                     old_mean_y = mean_y
 */
        __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_v_is_observation); if (unlikely(__pyx_t_13 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1101; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        if (__pyx_t_13) {

          /* "pandas/algos.pyx":1102
 *                 old_wt *= old_wt_factor
 *                 if is_observation:
 *                     old_mean_x = mean_x             # <<<<<<<<<<<<<<
 *                     old_mean_y = mean_y
 *                     if mean_x != cur_x:  # avoid numerical errors on constant series
 */
          __pyx_v_old_mean_x = __pyx_v_mean_x;

          /* "pandas/algos.pyx":1103
 *                 if is_observation:
 *                     old_mean_x = mean_x
 *                     old_mean_y = mean_y             # <<<<<<<<<<<<<<
 *                     if mean_x != cur_x:  # avoid numerical errors on constant series
 *                         mean_x = ((old_wt * old_mean_x) + (new_wt * cur_x)) / (old_wt + new_wt)
 */
          __pyx_v_old_mean_y = __pyx_v_mean_y;

          /* "pandas/algos.pyx":1104
 *                     old_mean_x = mean_x
 *                     old_mean_y = mean_y
 *                     if mean_x != cur_x:  # avoid numerical errors on constant series             # <<<<<<<<<<<<<<
 *                         mean_x = ((old_wt * old_mean_x) + (new_wt * cur_x)) / (old_wt + new_wt)
 *                     if mean_y != cur_y:  # avoid numerical errors on constant series
 */
          __pyx_t_13 = ((__pyx_v_mean_x != __pyx_v_cur_x) != 0);
          if (__pyx_t_13) {

            /* "pandas/algos.pyx":1105
 *                     old_mean_y = mean_y
 *                     if mean_x != cur_x:  # avoid numerical errors on constant series
 *                         mean_x = ((old_wt * old_mean_x) + (new_wt * cur_x)) / (old_wt + new_wt)             # <<<<<<<<<<<<<<
 *                     if mean_y != cur_y:  # avoid numerical errors on constant series
 *                         mean_y = ((old_wt * old_mean_y) + (new_wt * cur_y)) / (old_wt + new_wt)
 */
            __pyx_t_12 = ((__pyx_v_old_wt * __pyx_v_old_mean_x) + (__pyx_v_new_wt * __pyx_v_cur_x));
            __pyx_t_14 = (__pyx_v_old_wt + __pyx_v_new_wt);
            if (unlikely(__pyx_t_14 == 0)) {
              #ifdef WITH_THREAD
              PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
              #endif
              PyErr_SetString(PyExc_ZeroDivisionError, "float division");
              #ifdef WITH_THREAD
              PyGILState_Release(__pyx_gilstate_save);
              #endif
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1105; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            }
            __pyx_v_mean_x = (__pyx_t_12 / __pyx_t_14);
            goto __pyx_L17;
          }
          __pyx_L17:;

          /* "pandas/algos.pyx":1106
 *                     if mean_x != cur_x:  # avoid numerical errors on constant series
 *                         mean_x = ((old_wt * old_mean_x) + (new_wt * cur_x)) / (old_wt + new_wt)
 *                     if mean_y != cur_y:  # avoid numerical errors on constant series             # <<<<<<<<<<<<<<
 *                         mean_y = ((old_wt * old_mean_y) + (new_wt * cur_y)) / (old_wt + new_wt)
 *                     cov = ((old_wt * (cov + ((old_mean_x - mean_x) * (old_mean_y - mean_y)))) +
 */
          __pyx_t_13 = ((__pyx_v_mean_y != __pyx_v_cur_y) != 0);
          if (__pyx_t_13) {

            /* "pandas/algos.pyx":1107
 *                         mean_x = ((old_wt * old_mean_x) + (new_wt * cur_x)) / (old_wt + new_wt)
 *                     if mean_y != cur_y:  # avoid numerical errors on constant series
 *                         mean_y = ((old_wt * old_mean_y) + (new_wt * cur_y)) / (old_wt + new_wt)             # <<<<<<<<<<<<<<
 *                     cov = ((old_wt * (cov + ((old_mean_x - mean_x) * (old_mean_y - mean_y)))) +
 *                            (new_wt * ((cur_x - mean_x) * (cur_y - mean_y)))) / (old_wt + new_wt)
 */
            __pyx_t_14 = ((__pyx_v_old_wt * __pyx_v_old_mean_y) + (__pyx_v_new_wt * __pyx_v_cur_y));
            __pyx_t_12 = (__pyx_v_old_wt + __pyx_v_new_wt);
            if (unlikely(__pyx_t_12 == 0)) {
              #ifdef WITH_THREAD
              PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
              #endif
              PyErr_SetString(PyExc_ZeroDivisionError, "float division");
              #ifdef WITH_THREAD
              PyGILState_Release(__pyx_gilstate_save);
              #endif
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1107; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            }
            __pyx_v_mean_y = (__pyx_t_14 / __pyx_t_12);
            goto __pyx_L18;
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          __pyx_L18:;

          /* "pandas/algos.pyx":1108
 *                     if mean_y != cur_y:  # avoid numerical errors on constant series
 *                         mean_y = ((old_wt * old_mean_y) + (new_wt * cur_y)) / (old_wt + new_wt)
 *                     cov = ((old_wt * (cov + ((old_mean_x - mean_x) * (old_mean_y - mean_y)))) +             # <<<<<<<<<<<<<<
 *                            (new_wt * ((cur_x - mean_x) * (cur_y - mean_y)))) / (old_wt + new_wt)
 *                     sum_wt += new_wt
 */
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          /* "pandas/algos.pyx":1109
 *                         mean_y = ((old_wt * old_mean_y) + (new_wt * cur_y)) / (old_wt + new_wt)
 *                     cov = ((old_wt * (cov + ((old_mean_x - mean_x) * (old_mean_y - mean_y)))) +
 *                            (new_wt * ((cur_x - mean_x) * (cur_y - mean_y)))) / (old_wt + new_wt)             # <<<<<<<<<<<<<<
 *                     sum_wt += new_wt
 *                     sum_wt2 += (new_wt * new_wt)
 */
          __pyx_t_14 = (__pyx_v_old_wt + __pyx_v_new_wt);
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            #ifdef WITH_THREAD
            PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
            #endif
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
            #ifdef WITH_THREAD
            PyGILState_Release(__pyx_gilstate_save);
            #endif
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1109; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
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          /* "pandas/algos.pyx":1110
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 *                            (new_wt * ((cur_x - mean_x) * (cur_y - mean_y)))) / (old_wt + new_wt)
 *                     sum_wt += new_wt             # <<<<<<<<<<<<<<
 *                     sum_wt2 += (new_wt * new_wt)
 *                     old_wt += new_wt
 */
          __pyx_v_sum_wt = (__pyx_v_sum_wt + __pyx_v_new_wt);

          /* "pandas/algos.pyx":1111
 *                            (new_wt * ((cur_x - mean_x) * (cur_y - mean_y)))) / (old_wt + new_wt)
 *                     sum_wt += new_wt
 *                     sum_wt2 += (new_wt * new_wt)             # <<<<<<<<<<<<<<
 *                     old_wt += new_wt
 *                     if not adjust:
 */
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          /* "pandas/algos.pyx":1112
 *                     sum_wt += new_wt
 *                     sum_wt2 += (new_wt * new_wt)
 *                     old_wt += new_wt             # <<<<<<<<<<<<<<
 *                     if not adjust:
 *                         sum_wt /= old_wt
 */
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          /* "pandas/algos.pyx":1113
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 *                     old_wt += new_wt
 *                     if not adjust:             # <<<<<<<<<<<<<<
 *                         sum_wt /= old_wt
 *                         sum_wt2 /= (old_wt * old_wt)
 */
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            /* "pandas/algos.pyx":1114
 *                     old_wt += new_wt
 *                     if not adjust:
 *                         sum_wt /= old_wt             # <<<<<<<<<<<<<<
 *                         sum_wt2 /= (old_wt * old_wt)
 *                         old_wt = 1.
 */
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              #ifdef WITH_THREAD
              PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
              #endif
              PyErr_SetString(PyExc_ZeroDivisionError, "float division");
              #ifdef WITH_THREAD
              PyGILState_Release(__pyx_gilstate_save);
              #endif
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1114; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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            /* "pandas/algos.pyx":1115
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 *                         sum_wt /= old_wt
 *                         sum_wt2 /= (old_wt * old_wt)             # <<<<<<<<<<<<<<
 *                         old_wt = 1.
 *         elif is_observation:
 */
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              #ifdef WITH_THREAD
              PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
              #endif
              PyErr_SetString(PyExc_ZeroDivisionError, "float division");
              #ifdef WITH_THREAD
              PyGILState_Release(__pyx_gilstate_save);
              #endif
              {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1115; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 *         elif is_observation:
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 */
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    /* "pandas/algos.pyx":1117
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 *                         old_wt = 1.
 *         elif is_observation:             # <<<<<<<<<<<<<<
 *             mean_x = cur_x
 *             mean_y = cur_y
 */
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      /* "pandas/algos.pyx":1118
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 *             mean_y = cur_y
 * 
 */
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 *         if nobs >= minp:
 */
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 */
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      /* "pandas/algos.pyx":1122
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 *         if nobs >= minp:
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 */
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        /* "pandas/algos.pyx":1123
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 */
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 *             else:
 */
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            PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
            #endif
            PyErr_SetString(PyExc_ZeroDivisionError, "float division");
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 * 
 *     return output             # <<<<<<<<<<<<<<
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 * #----------------------------------------------------------------------
 */
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 * 
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 *            double_t com, int adjust, int ignore_na, int minp, int bias):
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 */

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 * 
 *         output[i] = NaN
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 *     for i from minp - 1 <= i < N:
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 * 
 *     for i from minp - 1 <= i < N:             # <<<<<<<<<<<<<<
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 *         if val == val:
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 *             xxx += val * val * val
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 *             xxx += val * val * val             # <<<<<<<<<<<<<<
 *             xxxx += val * val * val * val
 * 
 */
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 *             xxx += val * val * val
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 * 
 *         if i > win - 1:
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 * 
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 *             else:
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 * 
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 * 
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 * 
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 *         minpair.value = ai
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 *     else:
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 * 
 *     count = 0
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 * 
 *     count = 0             # <<<<<<<<<<<<<<
 *     for i0 in range(n0):
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  /* "pandas/algos.pyx":1757
 * 
 *     count = 0
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 *         if ai == ai:
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          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_double_t *, __pyx_pybuffernd_output.rcbuffer->pybuffer.buf, __pyx_t_18, __pyx_pybuffernd_output.diminfo[0].strides) += (__pyx_v_val_in * __pyx_v_val_win);

          /* "pandas/algos.pyx":1928
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 *                     output[in_i + (win_n - win_i) - 1] += val_in * val_win
 *                     counts[in_i + (win_n - win_i) - 1] += 1             # <<<<<<<<<<<<<<
 *                     tot_wgt[in_i + (win_n - win_i) - 1] += val_win
 * 
 */
          __pyx_t_19 = ((__pyx_v_in_i + (__pyx_v_win_n - __pyx_v_win_i)) - 1);
          __pyx_t_7 = -1;
          if (__pyx_t_19 < 0) {
            __pyx_t_19 += __pyx_pybuffernd_counts.diminfo[0].shape;
            if (unlikely(__pyx_t_19 < 0)) __pyx_t_7 = 0;
          } else if (unlikely(__pyx_t_19 >= __pyx_pybuffernd_counts.diminfo[0].shape)) __pyx_t_7 = 0;
          if (unlikely(__pyx_t_7 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_7);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1928; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_double_t *, __pyx_pybuffernd_counts.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_counts.diminfo[0].strides) += 1.0;

          /* "pandas/algos.pyx":1929
 *                     output[in_i + (win_n - win_i) - 1] += val_in * val_win
 *                     counts[in_i + (win_n - win_i) - 1] += 1
 *                     tot_wgt[in_i + (win_n - win_i) - 1] += val_win             # <<<<<<<<<<<<<<
 * 
 *         for in_i from 0 <= in_i < in_n:
 */
          __pyx_t_20 = ((__pyx_v_in_i + (__pyx_v_win_n - __pyx_v_win_i)) - 1);
          __pyx_t_7 = -1;
          if (__pyx_t_20 < 0) {
            __pyx_t_20 += __pyx_pybuffernd_tot_wgt.diminfo[0].shape;
            if (unlikely(__pyx_t_20 < 0)) __pyx_t_7 = 0;
          } else if (unlikely(__pyx_t_20 >= __pyx_pybuffernd_tot_wgt.diminfo[0].shape)) __pyx_t_7 = 0;
          if (unlikely(__pyx_t_7 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_7);
            {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1929; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_double_t *, __pyx_pybuffernd_tot_wgt.rcbuffer->pybuffer.buf, __pyx_t_20, __pyx_pybuffernd_tot_wgt.diminfo[0].strides) += __pyx_v_val_win;
          goto __pyx_L10;
        }
        __pyx_L10:;
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    /* "pandas/algos.pyx":1931
 *                     tot_wgt[in_i + (win_n - win_i) - 1] += val_win
 * 
 *         for in_i from 0 <= in_i < in_n:             # <<<<<<<<<<<<<<
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 *             if c < minp:
 */
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    for (__pyx_v_in_i = 0; __pyx_v_in_i < __pyx_t_1; __pyx_v_in_i++) {

      /* "pandas/algos.pyx":1932
 * 
 *         for in_i from 0 <= in_i < in_n:
 *             c = counts[in_i]             # <<<<<<<<<<<<<<
 *             if c < minp:
 *                 output[in_i] = NaN
 */
      __pyx_t_16 = __pyx_v_in_i;
      __pyx_t_7 = -1;
      if (__pyx_t_16 < 0) {
        __pyx_t_16 += __pyx_pybuffernd_counts.diminfo[0].shape;
        if (unlikely(__pyx_t_16 < 0)) __pyx_t_7 = 0;
      } else if (unlikely(__pyx_t_16 >= __pyx_pybuffernd_counts.diminfo[0].shape)) __pyx_t_7 = 0;
      if (unlikely(__pyx_t_7 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_7);
        {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1932; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_v_c = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_double_t *, __pyx_pybuffernd_counts.rcbuffer->pybuffer.buf, __pyx_t_16, __pyx_pybuffernd_counts.diminfo[0].strides));

      /* "pandas/algos.pyx":1933
 *         for in_i from 0 <= in_i < in_n:
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 *             if c < minp:             # <<<<<<<<<<<<<<
 *                 output[in_i] = NaN
 *             else:
 */
      __pyx_t_11 = ((__pyx_v_c < __pyx_v_minp) != 0);
      if (__pyx_t_11) {

        /* "pandas/algos.pyx":1934
 *             c = counts[in_i]
 *             if c < minp:
 *                 output[in_i] = NaN             # <<<<<<<<<<<<<<
 *             else:
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 */
        __pyx_t_21 = __pyx_v_in_i;
        __pyx_t_7 = -1;
        if (__pyx_t_21 < 0) {
          __pyx_t_21 += __pyx_pybuffernd_output.diminfo[0].shape;
          if (unlikely(__pyx_t_21 < 0)) __pyx_t_7 = 0;
        } else if (unlikely(__pyx_t_21 >= __pyx_pybuffernd_output.diminfo[0].shape)) __pyx_t_7 = 0;
        if (unlikely(__pyx_t_7 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_7);
          {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1934; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_double_t *, __pyx_pybuffernd_output.rcbuffer->pybuffer.buf, __pyx_t_21, __pyx_pybuffernd_output.diminfo[0].strides) = __pyx_v_6pandas_5algos_NaN;
        goto __pyx_L13;
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      /*else*/ {

        /* "pandas/algos.pyx":1936
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          __pyx_t_22 += __pyx_pybuffernd_tot_wgt.diminfo[0].shape;
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        if (unlikely(__pyx_t_7 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_7);
          {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1936; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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        __pyx_v_w = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_double_t *, __pyx_pybuffernd_tot_wgt.rcbuffer->pybuffer.buf, __pyx_t_22, __pyx_pybuffernd_tot_wgt.diminfo[0].strides));

        /* "pandas/algos.pyx":1937
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          /* "pandas/algos.pyx":1938
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            __Pyx_RaiseBufferIndexError(__pyx_t_7);
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          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_double_t *, __pyx_pybuffernd_output.rcbuffer->pybuffer.buf, __pyx_t_23, __pyx_pybuffernd_output.diminfo[0].strides) = __pyx_v_6pandas_5algos_NaN;
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 *     else:
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      /* "pandas/algos.pyx":1945
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 */
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 */
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 * 
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        /* "pandas/src/generated.pyx":4755
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        /* "pandas/src/generated.pyx":5630
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        /* "pandas/src/generated.pyx":5633
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          /* "pandas/src/generated.pyx":5634
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 */
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          /* "pandas/src/generated.pyx":5635
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      /* "pandas/src/generated.pyx":5638
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      /* "pandas/src/generated.pyx":5645
 * 
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        /* "pandas/src/generated.pyx":5646
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  __pyx_t_13 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_13 == -1)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6021; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_t_14 = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_bins.rcbuffer->pybuffer.buf, __pyx_t_11, __pyx_pybuffernd_bins.diminfo[0].strides)) == __pyx_t_13) != 0);
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    /* "pandas/src/generated.pyx":6022
 *     N, K = (<object> values).shape
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 *     else:
 *         ngroups = len(bins) + 1
 */
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    goto __pyx_L5;
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  /*else*/ {

    /* "pandas/src/generated.pyx":6024
 *         ngroups = len(bins)
 *     else:
 *         ngroups = len(bins) + 1             # <<<<<<<<<<<<<<
 * 
 *     b = 0
 */
    __pyx_t_13 = PyObject_Length(((PyObject *)__pyx_v_bins)); if (unlikely(__pyx_t_13 == -1)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6024; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __pyx_v_ngroups = (__pyx_t_13 + 1);
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 *         ngroups = len(bins) + 1
 * 
 *     b = 0             # <<<<<<<<<<<<<<
 *     if K > 1:
 *         for i in range(N):
 */
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  /* "pandas/src/generated.pyx":6027
 * 
 *     b = 0
 *     if K > 1:             # <<<<<<<<<<<<<<
 *         for i in range(N):
 *             while b < ngroups - 1 and i >= bins[b]:
 */
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    /* "pandas/src/generated.pyx":6028
 *     b = 0
 *     if K > 1:
 *         for i in range(N):             # <<<<<<<<<<<<<<
 *             while b < ngroups - 1 and i >= bins[b]:
 *                 b += 1
 */
    __pyx_t_13 = __pyx_v_N;
    for (__pyx_t_12 = 0; __pyx_t_12 < __pyx_t_13; __pyx_t_12+=1) {
      __pyx_v_i = __pyx_t_12;

      /* "pandas/src/generated.pyx":6029
 *     if K > 1:
 *         for i in range(N):
 *             while b < ngroups - 1 and i >= bins[b]:             # <<<<<<<<<<<<<<
 *                 b += 1
 * 
 */
      while (1) {
        __pyx_t_15 = ((__pyx_v_b < (__pyx_v_ngroups - 1)) != 0);
        if (__pyx_t_15) {
          goto __pyx_L12_next_and;
        } else {
          __pyx_t_14 = __pyx_t_15;
          goto __pyx_L11_bool_binop_done;
        }
        __pyx_L12_next_and:;
        __pyx_t_16 = __pyx_v_b;
        __pyx_t_6 = -1;
        if (__pyx_t_16 < 0) {
          __pyx_t_16 += __pyx_pybuffernd_bins.diminfo[0].shape;
          if (unlikely(__pyx_t_16 < 0)) __pyx_t_6 = 0;
        } else if (unlikely(__pyx_t_16 >= __pyx_pybuffernd_bins.diminfo[0].shape)) __pyx_t_6 = 0;
        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6029; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_t_15 = ((__pyx_v_i >= (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_bins.rcbuffer->pybuffer.buf, __pyx_t_16, __pyx_pybuffernd_bins.diminfo[0].strides))) != 0);
        __pyx_t_14 = __pyx_t_15;
        __pyx_L11_bool_binop_done:;
        if (!__pyx_t_14) break;

        /* "pandas/src/generated.pyx":6030
 *         for i in range(N):
 *             while b < ngroups - 1 and i >= bins[b]:
 *                 b += 1             # <<<<<<<<<<<<<<
 * 
 *             counts[b] += 1
 */
        __pyx_v_b = (__pyx_v_b + 1);
      }

      /* "pandas/src/generated.pyx":6032
 *                 b += 1
 * 
 *             counts[b] += 1             # <<<<<<<<<<<<<<
 *             for j in range(K):
 *                 val = values[i, j]
 */
      __pyx_t_17 = __pyx_v_b;
      __pyx_t_6 = -1;
      if (__pyx_t_17 < 0) {
        __pyx_t_17 += __pyx_pybuffernd_counts.diminfo[0].shape;
        if (unlikely(__pyx_t_17 < 0)) __pyx_t_6 = 0;
      } else if (unlikely(__pyx_t_17 >= __pyx_pybuffernd_counts.diminfo[0].shape)) __pyx_t_6 = 0;
      if (unlikely(__pyx_t_6 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_6);
        {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6032; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_counts.rcbuffer->pybuffer.buf, __pyx_t_17, __pyx_pybuffernd_counts.diminfo[0].strides) += 1;

      /* "pandas/src/generated.pyx":6033
 * 
 *             counts[b] += 1
 *             for j in range(K):             # <<<<<<<<<<<<<<
 *                 val = values[i, j]
 * 
 */
      __pyx_t_18 = __pyx_v_K;
      for (__pyx_t_19 = 0; __pyx_t_19 < __pyx_t_18; __pyx_t_19+=1) {
        __pyx_v_j = __pyx_t_19;

        /* "pandas/src/generated.pyx":6034
 *             counts[b] += 1
 *             for j in range(K):
 *                 val = values[i, j]             # <<<<<<<<<<<<<<
 * 
 *                 # not nan
 */
        __pyx_t_20 = __pyx_v_i;
        __pyx_t_21 = __pyx_v_j;
        __pyx_t_6 = -1;
        if (__pyx_t_20 < 0) {
          __pyx_t_20 += __pyx_pybuffernd_values.diminfo[0].shape;
          if (unlikely(__pyx_t_20 < 0)) __pyx_t_6 = 0;
        } else if (unlikely(__pyx_t_20 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_6 = 0;
        if (__pyx_t_21 < 0) {
          __pyx_t_21 += __pyx_pybuffernd_values.diminfo[1].shape;
          if (unlikely(__pyx_t_21 < 0)) __pyx_t_6 = 1;
        } else if (unlikely(__pyx_t_21 >= __pyx_pybuffernd_values.diminfo[1].shape)) __pyx_t_6 = 1;
        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6034; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_v_val = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_20, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_21, __pyx_pybuffernd_values.diminfo[1].strides));

        /* "pandas/src/generated.pyx":6037
 * 
 *                 # not nan
 *                 if val == val:             # <<<<<<<<<<<<<<
 *                     nobs[b, j] += 1
 *                     sumx[b, j] += val
 */
        __pyx_t_14 = ((__pyx_v_val == __pyx_v_val) != 0);
        if (__pyx_t_14) {

          /* "pandas/src/generated.pyx":6038
 *                 # not nan
 *                 if val == val:
 *                     nobs[b, j] += 1             # <<<<<<<<<<<<<<
 *                     sumx[b, j] += val
 *     else:
 */
          __pyx_t_22 = __pyx_v_b;
          __pyx_t_23 = __pyx_v_j;
          __pyx_t_6 = -1;
          if (__pyx_t_22 < 0) {
            __pyx_t_22 += __pyx_pybuffernd_nobs.diminfo[0].shape;
            if (unlikely(__pyx_t_22 < 0)) __pyx_t_6 = 0;
          } else if (unlikely(__pyx_t_22 >= __pyx_pybuffernd_nobs.diminfo[0].shape)) __pyx_t_6 = 0;
          if (__pyx_t_23 < 0) {
            __pyx_t_23 += __pyx_pybuffernd_nobs.diminfo[1].shape;
            if (unlikely(__pyx_t_23 < 0)) __pyx_t_6 = 1;
          } else if (unlikely(__pyx_t_23 >= __pyx_pybuffernd_nobs.diminfo[1].shape)) __pyx_t_6 = 1;
          if (unlikely(__pyx_t_6 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_6);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6038; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_nobs.rcbuffer->pybuffer.buf, __pyx_t_22, __pyx_pybuffernd_nobs.diminfo[0].strides, __pyx_t_23, __pyx_pybuffernd_nobs.diminfo[1].strides) += 1.0;

          /* "pandas/src/generated.pyx":6039
 *                 if val == val:
 *                     nobs[b, j] += 1
 *                     sumx[b, j] += val             # <<<<<<<<<<<<<<
 *     else:
 *         for i in range(N):
 */
          __pyx_t_24 = __pyx_v_b;
          __pyx_t_25 = __pyx_v_j;
          __pyx_t_6 = -1;
          if (__pyx_t_24 < 0) {
            __pyx_t_24 += __pyx_pybuffernd_sumx.diminfo[0].shape;
            if (unlikely(__pyx_t_24 < 0)) __pyx_t_6 = 0;
          } else if (unlikely(__pyx_t_24 >= __pyx_pybuffernd_sumx.diminfo[0].shape)) __pyx_t_6 = 0;
          if (__pyx_t_25 < 0) {
            __pyx_t_25 += __pyx_pybuffernd_sumx.diminfo[1].shape;
            if (unlikely(__pyx_t_25 < 0)) __pyx_t_6 = 1;
          } else if (unlikely(__pyx_t_25 >= __pyx_pybuffernd_sumx.diminfo[1].shape)) __pyx_t_6 = 1;
          if (unlikely(__pyx_t_6 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_6);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6039; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_sumx.rcbuffer->pybuffer.buf, __pyx_t_24, __pyx_pybuffernd_sumx.diminfo[0].strides, __pyx_t_25, __pyx_pybuffernd_sumx.diminfo[1].strides) += __pyx_v_val;
          goto __pyx_L15;
        }
        __pyx_L15:;
      }
    }
    goto __pyx_L6;
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  /*else*/ {

    /* "pandas/src/generated.pyx":6041
 *                     sumx[b, j] += val
 *     else:
 *         for i in range(N):             # <<<<<<<<<<<<<<
 *             while b < ngroups - 1 and i >= bins[b]:
 *                 b += 1
 */
    __pyx_t_13 = __pyx_v_N;
    for (__pyx_t_12 = 0; __pyx_t_12 < __pyx_t_13; __pyx_t_12+=1) {
      __pyx_v_i = __pyx_t_12;

      /* "pandas/src/generated.pyx":6042
 *     else:
 *         for i in range(N):
 *             while b < ngroups - 1 and i >= bins[b]:             # <<<<<<<<<<<<<<
 *                 b += 1
 * 
 */
      while (1) {
        __pyx_t_15 = ((__pyx_v_b < (__pyx_v_ngroups - 1)) != 0);
        if (__pyx_t_15) {
          goto __pyx_L21_next_and;
        } else {
          __pyx_t_14 = __pyx_t_15;
          goto __pyx_L20_bool_binop_done;
        }
        __pyx_L21_next_and:;
        __pyx_t_18 = __pyx_v_b;
        __pyx_t_6 = -1;
        if (__pyx_t_18 < 0) {
          __pyx_t_18 += __pyx_pybuffernd_bins.diminfo[0].shape;
          if (unlikely(__pyx_t_18 < 0)) __pyx_t_6 = 0;
        } else if (unlikely(__pyx_t_18 >= __pyx_pybuffernd_bins.diminfo[0].shape)) __pyx_t_6 = 0;
        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6042; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_t_15 = ((__pyx_v_i >= (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_bins.rcbuffer->pybuffer.buf, __pyx_t_18, __pyx_pybuffernd_bins.diminfo[0].strides))) != 0);
        __pyx_t_14 = __pyx_t_15;
        __pyx_L20_bool_binop_done:;
        if (!__pyx_t_14) break;

        /* "pandas/src/generated.pyx":6043
 *         for i in range(N):
 *             while b < ngroups - 1 and i >= bins[b]:
 *                 b += 1             # <<<<<<<<<<<<<<
 * 
 *             counts[b] += 1
 */
        __pyx_v_b = (__pyx_v_b + 1);
      }

      /* "pandas/src/generated.pyx":6045
 *                 b += 1
 * 
 *             counts[b] += 1             # <<<<<<<<<<<<<<
 *             val = values[i, 0]
 * 
 */
      __pyx_t_19 = __pyx_v_b;
      __pyx_t_6 = -1;
      if (__pyx_t_19 < 0) {
        __pyx_t_19 += __pyx_pybuffernd_counts.diminfo[0].shape;
        if (unlikely(__pyx_t_19 < 0)) __pyx_t_6 = 0;
      } else if (unlikely(__pyx_t_19 >= __pyx_pybuffernd_counts.diminfo[0].shape)) __pyx_t_6 = 0;
      if (unlikely(__pyx_t_6 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_6);
        {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6045; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_counts.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_counts.diminfo[0].strides) += 1;

      /* "pandas/src/generated.pyx":6046
 * 
 *             counts[b] += 1
 *             val = values[i, 0]             # <<<<<<<<<<<<<<
 * 
 *             # not nan
 */
      __pyx_t_26 = __pyx_v_i;
      __pyx_t_27 = 0;
      __pyx_t_6 = -1;
      if (__pyx_t_26 < 0) {
        __pyx_t_26 += __pyx_pybuffernd_values.diminfo[0].shape;
        if (unlikely(__pyx_t_26 < 0)) __pyx_t_6 = 0;
      } else if (unlikely(__pyx_t_26 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_6 = 0;
      if (__pyx_t_27 < 0) {
        __pyx_t_27 += __pyx_pybuffernd_values.diminfo[1].shape;
        if (unlikely(__pyx_t_27 < 0)) __pyx_t_6 = 1;
      } else if (unlikely(__pyx_t_27 >= __pyx_pybuffernd_values.diminfo[1].shape)) __pyx_t_6 = 1;
      if (unlikely(__pyx_t_6 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_6);
        {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6046; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_v_val = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_26, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_27, __pyx_pybuffernd_values.diminfo[1].strides));

      /* "pandas/src/generated.pyx":6049
 * 
 *             # not nan
 *             if val == val:             # <<<<<<<<<<<<<<
 *                 nobs[b, 0] += 1
 *                 sumx[b, 0] += val
 */
      __pyx_t_14 = ((__pyx_v_val == __pyx_v_val) != 0);
      if (__pyx_t_14) {

        /* "pandas/src/generated.pyx":6050
 *             # not nan
 *             if val == val:
 *                 nobs[b, 0] += 1             # <<<<<<<<<<<<<<
 *                 sumx[b, 0] += val
 * 
 */
        __pyx_t_28 = __pyx_v_b;
        __pyx_t_29 = 0;
        __pyx_t_6 = -1;
        if (__pyx_t_28 < 0) {
          __pyx_t_28 += __pyx_pybuffernd_nobs.diminfo[0].shape;
          if (unlikely(__pyx_t_28 < 0)) __pyx_t_6 = 0;
        } else if (unlikely(__pyx_t_28 >= __pyx_pybuffernd_nobs.diminfo[0].shape)) __pyx_t_6 = 0;
        if (__pyx_t_29 < 0) {
          __pyx_t_29 += __pyx_pybuffernd_nobs.diminfo[1].shape;
          if (unlikely(__pyx_t_29 < 0)) __pyx_t_6 = 1;
        } else if (unlikely(__pyx_t_29 >= __pyx_pybuffernd_nobs.diminfo[1].shape)) __pyx_t_6 = 1;
        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6050; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_nobs.rcbuffer->pybuffer.buf, __pyx_t_28, __pyx_pybuffernd_nobs.diminfo[0].strides, __pyx_t_29, __pyx_pybuffernd_nobs.diminfo[1].strides) += 1.0;

        /* "pandas/src/generated.pyx":6051
 *             if val == val:
 *                 nobs[b, 0] += 1
 *                 sumx[b, 0] += val             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ngroups):
 */
        __pyx_t_30 = __pyx_v_b;
        __pyx_t_31 = 0;
        __pyx_t_6 = -1;
        if (__pyx_t_30 < 0) {
          __pyx_t_30 += __pyx_pybuffernd_sumx.diminfo[0].shape;
          if (unlikely(__pyx_t_30 < 0)) __pyx_t_6 = 0;
        } else if (unlikely(__pyx_t_30 >= __pyx_pybuffernd_sumx.diminfo[0].shape)) __pyx_t_6 = 0;
        if (__pyx_t_31 < 0) {
          __pyx_t_31 += __pyx_pybuffernd_sumx.diminfo[1].shape;
          if (unlikely(__pyx_t_31 < 0)) __pyx_t_6 = 1;
        } else if (unlikely(__pyx_t_31 >= __pyx_pybuffernd_sumx.diminfo[1].shape)) __pyx_t_6 = 1;
        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6051; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_sumx.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_sumx.diminfo[0].strides, __pyx_t_31, __pyx_pybuffernd_sumx.diminfo[1].strides) += __pyx_v_val;
        goto __pyx_L22;
      }
      __pyx_L22:;
    }
  }
  __pyx_L6:;

  /* "pandas/src/generated.pyx":6053
 *                 sumx[b, 0] += val
 * 
 *     for i in range(ngroups):             # <<<<<<<<<<<<<<
 *         for j in range(K):
 *             count = nobs[i, j]
 */
  __pyx_t_13 = __pyx_v_ngroups;
  for (__pyx_t_12 = 0; __pyx_t_12 < __pyx_t_13; __pyx_t_12+=1) {
    __pyx_v_i = __pyx_t_12;

    /* "pandas/src/generated.pyx":6054
 * 
 *     for i in range(ngroups):
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        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6082; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_t_15 = ((__pyx_v_i >= (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_bins.rcbuffer->pybuffer.buf, __pyx_t_16, __pyx_pybuffernd_bins.diminfo[0].strides))) != 0);
        __pyx_t_14 = __pyx_t_15;
        __pyx_L11_bool_binop_done:;
        if (!__pyx_t_14) break;

        /* "pandas/src/generated.pyx":6083
 *         for i in range(N):
 *             while b < ngroups - 1 and i >= bins[b]:
 *                 b += 1             # <<<<<<<<<<<<<<
 * 
 *             counts[b] += 1
 */
        __pyx_v_b = (__pyx_v_b + 1);
      }

      /* "pandas/src/generated.pyx":6085
 *                 b += 1
 * 
 *             counts[b] += 1             # <<<<<<<<<<<<<<
 *             for j in range(K):
 *                 val = values[i, j]
 */
      __pyx_t_17 = __pyx_v_b;
      __pyx_t_6 = -1;
      if (__pyx_t_17 < 0) {
        __pyx_t_17 += __pyx_pybuffernd_counts.diminfo[0].shape;
        if (unlikely(__pyx_t_17 < 0)) __pyx_t_6 = 0;
      } else if (unlikely(__pyx_t_17 >= __pyx_pybuffernd_counts.diminfo[0].shape)) __pyx_t_6 = 0;
      if (unlikely(__pyx_t_6 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_6);
        {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6085; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_counts.rcbuffer->pybuffer.buf, __pyx_t_17, __pyx_pybuffernd_counts.diminfo[0].strides) += 1;

      /* "pandas/src/generated.pyx":6086
 * 
 *             counts[b] += 1
 *             for j in range(K):             # <<<<<<<<<<<<<<
 *                 val = values[i, j]
 * 
 */
      __pyx_t_18 = __pyx_v_K;
      for (__pyx_t_19 = 0; __pyx_t_19 < __pyx_t_18; __pyx_t_19+=1) {
        __pyx_v_j = __pyx_t_19;

        /* "pandas/src/generated.pyx":6087
 *             counts[b] += 1
 *             for j in range(K):
 *                 val = values[i, j]             # <<<<<<<<<<<<<<
 * 
 *                 # not nan
 */
        __pyx_t_20 = __pyx_v_i;
        __pyx_t_21 = __pyx_v_j;
        __pyx_t_6 = -1;
        if (__pyx_t_20 < 0) {
          __pyx_t_20 += __pyx_pybuffernd_values.diminfo[0].shape;
          if (unlikely(__pyx_t_20 < 0)) __pyx_t_6 = 0;
        } else if (unlikely(__pyx_t_20 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_6 = 0;
        if (__pyx_t_21 < 0) {
          __pyx_t_21 += __pyx_pybuffernd_values.diminfo[1].shape;
          if (unlikely(__pyx_t_21 < 0)) __pyx_t_6 = 1;
        } else if (unlikely(__pyx_t_21 >= __pyx_pybuffernd_values.diminfo[1].shape)) __pyx_t_6 = 1;
        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6087; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_v_val = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_20, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_21, __pyx_pybuffernd_values.diminfo[1].strides));

        /* "pandas/src/generated.pyx":6090
 * 
 *                 # not nan
 *                 if val == val:             # <<<<<<<<<<<<<<
 *                     nobs[b, j] += 1
 *                     sumx[b, j] += val
 */
        __pyx_t_14 = ((__pyx_v_val == __pyx_v_val) != 0);
        if (__pyx_t_14) {

          /* "pandas/src/generated.pyx":6091
 *                 # not nan
 *                 if val == val:
 *                     nobs[b, j] += 1             # <<<<<<<<<<<<<<
 *                     sumx[b, j] += val
 *     else:
 */
          __pyx_t_22 = __pyx_v_b;
          __pyx_t_23 = __pyx_v_j;
          __pyx_t_6 = -1;
          if (__pyx_t_22 < 0) {
            __pyx_t_22 += __pyx_pybuffernd_nobs.diminfo[0].shape;
            if (unlikely(__pyx_t_22 < 0)) __pyx_t_6 = 0;
          } else if (unlikely(__pyx_t_22 >= __pyx_pybuffernd_nobs.diminfo[0].shape)) __pyx_t_6 = 0;
          if (__pyx_t_23 < 0) {
            __pyx_t_23 += __pyx_pybuffernd_nobs.diminfo[1].shape;
            if (unlikely(__pyx_t_23 < 0)) __pyx_t_6 = 1;
          } else if (unlikely(__pyx_t_23 >= __pyx_pybuffernd_nobs.diminfo[1].shape)) __pyx_t_6 = 1;
          if (unlikely(__pyx_t_6 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_6);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6091; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_nobs.rcbuffer->pybuffer.buf, __pyx_t_22, __pyx_pybuffernd_nobs.diminfo[0].strides, __pyx_t_23, __pyx_pybuffernd_nobs.diminfo[1].strides) += 1.0;

          /* "pandas/src/generated.pyx":6092
 *                 if val == val:
 *                     nobs[b, j] += 1
 *                     sumx[b, j] += val             # <<<<<<<<<<<<<<
 *     else:
 *         for i in range(N):
 */
          __pyx_t_24 = __pyx_v_b;
          __pyx_t_25 = __pyx_v_j;
          __pyx_t_6 = -1;
          if (__pyx_t_24 < 0) {
            __pyx_t_24 += __pyx_pybuffernd_sumx.diminfo[0].shape;
            if (unlikely(__pyx_t_24 < 0)) __pyx_t_6 = 0;
          } else if (unlikely(__pyx_t_24 >= __pyx_pybuffernd_sumx.diminfo[0].shape)) __pyx_t_6 = 0;
          if (__pyx_t_25 < 0) {
            __pyx_t_25 += __pyx_pybuffernd_sumx.diminfo[1].shape;
            if (unlikely(__pyx_t_25 < 0)) __pyx_t_6 = 1;
          } else if (unlikely(__pyx_t_25 >= __pyx_pybuffernd_sumx.diminfo[1].shape)) __pyx_t_6 = 1;
          if (unlikely(__pyx_t_6 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_6);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6092; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_sumx.rcbuffer->pybuffer.buf, __pyx_t_24, __pyx_pybuffernd_sumx.diminfo[0].strides, __pyx_t_25, __pyx_pybuffernd_sumx.diminfo[1].strides) += __pyx_v_val;
          goto __pyx_L15;
        }
        __pyx_L15:;
      }
    }
    goto __pyx_L6;
  }
  /*else*/ {

    /* "pandas/src/generated.pyx":6094
 *                     sumx[b, j] += val
 *     else:
 *         for i in range(N):             # <<<<<<<<<<<<<<
 *             while b < ngroups - 1 and i >= bins[b]:
 *                 b += 1
 */
    __pyx_t_13 = __pyx_v_N;
    for (__pyx_t_12 = 0; __pyx_t_12 < __pyx_t_13; __pyx_t_12+=1) {
      __pyx_v_i = __pyx_t_12;

      /* "pandas/src/generated.pyx":6095
 *     else:
 *         for i in range(N):
 *             while b < ngroups - 1 and i >= bins[b]:             # <<<<<<<<<<<<<<
 *                 b += 1
 * 
 */
      while (1) {
        __pyx_t_15 = ((__pyx_v_b < (__pyx_v_ngroups - 1)) != 0);
        if (__pyx_t_15) {
          goto __pyx_L21_next_and;
        } else {
          __pyx_t_14 = __pyx_t_15;
          goto __pyx_L20_bool_binop_done;
        }
        __pyx_L21_next_and:;
        __pyx_t_18 = __pyx_v_b;
        __pyx_t_6 = -1;
        if (__pyx_t_18 < 0) {
          __pyx_t_18 += __pyx_pybuffernd_bins.diminfo[0].shape;
          if (unlikely(__pyx_t_18 < 0)) __pyx_t_6 = 0;
        } else if (unlikely(__pyx_t_18 >= __pyx_pybuffernd_bins.diminfo[0].shape)) __pyx_t_6 = 0;
        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6095; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_t_15 = ((__pyx_v_i >= (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_bins.rcbuffer->pybuffer.buf, __pyx_t_18, __pyx_pybuffernd_bins.diminfo[0].strides))) != 0);
        __pyx_t_14 = __pyx_t_15;
        __pyx_L20_bool_binop_done:;
        if (!__pyx_t_14) break;

        /* "pandas/src/generated.pyx":6096
 *         for i in range(N):
 *             while b < ngroups - 1 and i >= bins[b]:
 *                 b += 1             # <<<<<<<<<<<<<<
 * 
 *             counts[b] += 1
 */
        __pyx_v_b = (__pyx_v_b + 1);
      }

      /* "pandas/src/generated.pyx":6098
 *                 b += 1
 * 
 *             counts[b] += 1             # <<<<<<<<<<<<<<
 *             val = values[i, 0]
 * 
 */
      __pyx_t_19 = __pyx_v_b;
      __pyx_t_6 = -1;
      if (__pyx_t_19 < 0) {
        __pyx_t_19 += __pyx_pybuffernd_counts.diminfo[0].shape;
        if (unlikely(__pyx_t_19 < 0)) __pyx_t_6 = 0;
      } else if (unlikely(__pyx_t_19 >= __pyx_pybuffernd_counts.diminfo[0].shape)) __pyx_t_6 = 0;
      if (unlikely(__pyx_t_6 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_6);
        {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6098; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_counts.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_counts.diminfo[0].strides) += 1;

      /* "pandas/src/generated.pyx":6099
 * 
 *             counts[b] += 1
 *             val = values[i, 0]             # <<<<<<<<<<<<<<
 * 
 *             # not nan
 */
      __pyx_t_26 = __pyx_v_i;
      __pyx_t_27 = 0;
      __pyx_t_6 = -1;
      if (__pyx_t_26 < 0) {
        __pyx_t_26 += __pyx_pybuffernd_values.diminfo[0].shape;
        if (unlikely(__pyx_t_26 < 0)) __pyx_t_6 = 0;
      } else if (unlikely(__pyx_t_26 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_6 = 0;
      if (__pyx_t_27 < 0) {
        __pyx_t_27 += __pyx_pybuffernd_values.diminfo[1].shape;
        if (unlikely(__pyx_t_27 < 0)) __pyx_t_6 = 1;
      } else if (unlikely(__pyx_t_27 >= __pyx_pybuffernd_values.diminfo[1].shape)) __pyx_t_6 = 1;
      if (unlikely(__pyx_t_6 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_6);
        {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6099; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_v_val = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_26, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_27, __pyx_pybuffernd_values.diminfo[1].strides));

      /* "pandas/src/generated.pyx":6102
 * 
 *             # not nan
 *             if val == val:             # <<<<<<<<<<<<<<
 *                 nobs[b, 0] += 1
 *                 sumx[b, 0] += val
 */
      __pyx_t_14 = ((__pyx_v_val == __pyx_v_val) != 0);
      if (__pyx_t_14) {

        /* "pandas/src/generated.pyx":6103
 *             # not nan
 *             if val == val:
 *                 nobs[b, 0] += 1             # <<<<<<<<<<<<<<
 *                 sumx[b, 0] += val
 * 
 */
        __pyx_t_28 = __pyx_v_b;
        __pyx_t_29 = 0;
        __pyx_t_6 = -1;
        if (__pyx_t_28 < 0) {
          __pyx_t_28 += __pyx_pybuffernd_nobs.diminfo[0].shape;
          if (unlikely(__pyx_t_28 < 0)) __pyx_t_6 = 0;
        } else if (unlikely(__pyx_t_28 >= __pyx_pybuffernd_nobs.diminfo[0].shape)) __pyx_t_6 = 0;
        if (__pyx_t_29 < 0) {
          __pyx_t_29 += __pyx_pybuffernd_nobs.diminfo[1].shape;
          if (unlikely(__pyx_t_29 < 0)) __pyx_t_6 = 1;
        } else if (unlikely(__pyx_t_29 >= __pyx_pybuffernd_nobs.diminfo[1].shape)) __pyx_t_6 = 1;
        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6103; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_nobs.rcbuffer->pybuffer.buf, __pyx_t_28, __pyx_pybuffernd_nobs.diminfo[0].strides, __pyx_t_29, __pyx_pybuffernd_nobs.diminfo[1].strides) += 1.0;

        /* "pandas/src/generated.pyx":6104
 *             if val == val:
 *                 nobs[b, 0] += 1
 *                 sumx[b, 0] += val             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ngroups):
 */
        __pyx_t_30 = __pyx_v_b;
        __pyx_t_31 = 0;
        __pyx_t_6 = -1;
        if (__pyx_t_30 < 0) {
          __pyx_t_30 += __pyx_pybuffernd_sumx.diminfo[0].shape;
          if (unlikely(__pyx_t_30 < 0)) __pyx_t_6 = 0;
        } else if (unlikely(__pyx_t_30 >= __pyx_pybuffernd_sumx.diminfo[0].shape)) __pyx_t_6 = 0;
        if (__pyx_t_31 < 0) {
          __pyx_t_31 += __pyx_pybuffernd_sumx.diminfo[1].shape;
          if (unlikely(__pyx_t_31 < 0)) __pyx_t_6 = 1;
        } else if (unlikely(__pyx_t_31 >= __pyx_pybuffernd_sumx.diminfo[1].shape)) __pyx_t_6 = 1;
        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6104; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_sumx.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_sumx.diminfo[0].strides, __pyx_t_31, __pyx_pybuffernd_sumx.diminfo[1].strides) += __pyx_v_val;
        goto __pyx_L22;
      }
      __pyx_L22:;
    }
  }
  __pyx_L6:;

  /* "pandas/src/generated.pyx":6106
 *                 sumx[b, 0] += val
 * 
 *     for i in range(ngroups):             # <<<<<<<<<<<<<<
 *         for j in range(K):
 *             count = nobs[i, j]
 */
  __pyx_t_13 = __pyx_v_ngroups;
  for (__pyx_t_12 = 0; __pyx_t_12 < __pyx_t_13; __pyx_t_12+=1) {
    __pyx_v_i = __pyx_t_12;

    /* "pandas/src/generated.pyx":6107
 * 
 *     for i in range(ngroups):
 *         for j in range(K):             # <<<<<<<<<<<<<<
 *             count = nobs[i, j]
 *             if count == 0:
 */
    __pyx_t_32 = __pyx_v_K;
    for (__pyx_t_33 = 0; __pyx_t_33 < __pyx_t_32; __pyx_t_33+=1) {
      __pyx_v_j = __pyx_t_33;

      /* "pandas/src/generated.pyx":6108
 *     for i in range(ngroups):
 *         for j in range(K):
 *             count = nobs[i, j]             # <<<<<<<<<<<<<<
 *             if count == 0:
 *                 out[i, j] = nan
 */
      __pyx_t_34 = __pyx_v_i;
      __pyx_t_35 = __pyx_v_j;
      __pyx_t_6 = -1;
      if (__pyx_t_34 < 0) {
        __pyx_t_34 += __pyx_pybuffernd_nobs.diminfo[0].shape;
        if (unlikely(__pyx_t_34 < 0)) __pyx_t_6 = 0;
      } else if (unlikely(__pyx_t_34 >= __pyx_pybuffernd_nobs.diminfo[0].shape)) __pyx_t_6 = 0;
      if (__pyx_t_35 < 0) {
        __pyx_t_35 += __pyx_pybuffernd_nobs.diminfo[1].shape;
        if (unlikely(__pyx_t_35 < 0)) __pyx_t_6 = 1;
      } else if (unlikely(__pyx_t_35 >= __pyx_pybuffernd_nobs.diminfo[1].shape)) __pyx_t_6 = 1;
      if (unlikely(__pyx_t_6 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_6);
        {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6108; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_v_count = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_nobs.rcbuffer->pybuffer.buf, __pyx_t_34, __pyx_pybuffernd_nobs.diminfo[0].strides, __pyx_t_35, __pyx_pybuffernd_nobs.diminfo[1].strides));

      /* "pandas/src/generated.pyx":6109
 *         for j in range(K):
 *             count = nobs[i, j]
 *             if count == 0:             # <<<<<<<<<<<<<<
 *                 out[i, j] = nan
 *             else:
 */
      __pyx_t_14 = ((__pyx_v_count == 0.0) != 0);
      if (__pyx_t_14) {

        /* "pandas/src/generated.pyx":6110
 *             count = nobs[i, j]
 *             if count == 0:
 *                 out[i, j] = nan             # <<<<<<<<<<<<<<
 *             else:
 *                 out[i, j] = sumx[i, j] / count
 */
        __pyx_t_36 = __pyx_v_i;
        __pyx_t_37 = __pyx_v_j;
        __pyx_t_6 = -1;
        if (__pyx_t_36 < 0) {
          __pyx_t_36 += __pyx_pybuffernd_out.diminfo[0].shape;
          if (unlikely(__pyx_t_36 < 0)) __pyx_t_6 = 0;
        } else if (unlikely(__pyx_t_36 >= __pyx_pybuffernd_out.diminfo[0].shape)) __pyx_t_6 = 0;
        if (__pyx_t_37 < 0) {
          __pyx_t_37 += __pyx_pybuffernd_out.diminfo[1].shape;
          if (unlikely(__pyx_t_37 < 0)) __pyx_t_6 = 1;
        } else if (unlikely(__pyx_t_37 >= __pyx_pybuffernd_out.diminfo[1].shape)) __pyx_t_6 = 1;
        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6110; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_36, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_37, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_6pandas_5algos_nan;
        goto __pyx_L27;
      }
      /*else*/ {

        /* "pandas/src/generated.pyx":6112
 *                 out[i, j] = nan
 *             else:
 *                 out[i, j] = sumx[i, j] / count             # <<<<<<<<<<<<<<
 * 
 * @cython.wraparound(False)
 */
        __pyx_t_38 = __pyx_v_i;
        __pyx_t_39 = __pyx_v_j;
        __pyx_t_6 = -1;
        if (__pyx_t_38 < 0) {
          __pyx_t_38 += __pyx_pybuffernd_sumx.diminfo[0].shape;
          if (unlikely(__pyx_t_38 < 0)) __pyx_t_6 = 0;
        } else if (unlikely(__pyx_t_38 >= __pyx_pybuffernd_sumx.diminfo[0].shape)) __pyx_t_6 = 0;
        if (__pyx_t_39 < 0) {
          __pyx_t_39 += __pyx_pybuffernd_sumx.diminfo[1].shape;
          if (unlikely(__pyx_t_39 < 0)) __pyx_t_6 = 1;
        } else if (unlikely(__pyx_t_39 >= __pyx_pybuffernd_sumx.diminfo[1].shape)) __pyx_t_6 = 1;
        if (unlikely(__pyx_t_6 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_6);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6112; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_t_40 = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_sumx.rcbuffer->pybuffer.buf, __pyx_t_38, __pyx_pybuffernd_sumx.diminfo[0].strides, __pyx_t_39, __pyx_pybuffernd_sumx.diminfo[1].strides));
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          /* "pandas/src/generated.pyx":6577
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 *             counts[b] += 1
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 *             # not nan
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 * 
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 * 
 *     NA = np.nan
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 * 
 *     NA = np.nan             # <<<<<<<<<<<<<<
 * 
 *     b = 0
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 *     NA = np.nan
 * 
 *     b = 0             # <<<<<<<<<<<<<<
 *     if K > 1:
 *         raise NotImplementedError
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 * 
 *     b = 0
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 *     else:
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    __Pyx_Raise(__pyx_builtin_NotImplementedError, 0, 0, 0);
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    /* "pandas/src/generated.pyx":6631
 *         raise NotImplementedError
 *     else:
 *         for i in range(N):             # <<<<<<<<<<<<<<
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      /* "pandas/src/generated.pyx":6632
 *     else:
 *         for i in range(N):
 *             while b < ngroups - 1 and i >= bins[b]:             # <<<<<<<<<<<<<<
 *                 if not got_first:
 *                     out[b, 0] = NA
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        __pyx_t_11 = ((__pyx_v_b < (__pyx_v_ngroups - 1)) != 0);
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          goto __pyx_L13_next_and;
        } else {
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          goto __pyx_L12_bool_binop_done;
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        __pyx_L13_next_and:;
        __pyx_t_12 = __pyx_v_b;
        __pyx_t_11 = ((__pyx_v_i >= (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_bins.rcbuffer->pybuffer.buf, __pyx_t_12, __pyx_pybuffernd_bins.diminfo[0].strides))) != 0);
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        /* "pandas/src/generated.pyx":6633
 *         for i in range(N):
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 *                     out[b, 0] = NA
 *                     out[b, 1] = NA
 */
        __pyx_t_4 = ((!(__pyx_v_got_first != 0)) != 0);
        if (__pyx_t_4) {

          /* "pandas/src/generated.pyx":6634
 *             while b < ngroups - 1 and i >= bins[b]:
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 *                     out[b, 0] = NA             # <<<<<<<<<<<<<<
 *                     out[b, 1] = NA
 *                     out[b, 2] = NA
 */
          __pyx_t_13 = __pyx_v_b;
          __pyx_t_14 = 0;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_13, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_14, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

          /* "pandas/src/generated.pyx":6635
 *                 if not got_first:
 *                     out[b, 0] = NA
 *                     out[b, 1] = NA             # <<<<<<<<<<<<<<
 *                     out[b, 2] = NA
 *                     out[b, 3] = NA
 */
          __pyx_t_15 = __pyx_v_b;
          __pyx_t_16 = 1;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_15, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_16, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

          /* "pandas/src/generated.pyx":6636
 *                     out[b, 0] = NA
 *                     out[b, 1] = NA
 *                     out[b, 2] = NA             # <<<<<<<<<<<<<<
 *                     out[b, 3] = NA
 *                 else:
 */
          __pyx_t_17 = __pyx_v_b;
          __pyx_t_18 = 2;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_17, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_18, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

          /* "pandas/src/generated.pyx":6637
 *                     out[b, 1] = NA
 *                     out[b, 2] = NA
 *                     out[b, 3] = NA             # <<<<<<<<<<<<<<
 *                 else:
 *                     out[b, 0] = vopen
 */
          __pyx_t_19 = __pyx_v_b;
          __pyx_t_20 = 3;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_20, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;
          goto __pyx_L14;
        }
        /*else*/ {

          /* "pandas/src/generated.pyx":6639
 *                     out[b, 3] = NA
 *                 else:
 *                     out[b, 0] = vopen             # <<<<<<<<<<<<<<
 *                     out[b, 1] = vhigh
 *                     out[b, 2] = vlow
 */
          __pyx_t_21 = __pyx_v_b;
          __pyx_t_22 = 0;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_21, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_22, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vopen;

          /* "pandas/src/generated.pyx":6640
 *                 else:
 *                     out[b, 0] = vopen
 *                     out[b, 1] = vhigh             # <<<<<<<<<<<<<<
 *                     out[b, 2] = vlow
 *                     out[b, 3] = vclose
 */
          __pyx_t_23 = __pyx_v_b;
          __pyx_t_24 = 1;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_23, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_24, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vhigh;

          /* "pandas/src/generated.pyx":6641
 *                     out[b, 0] = vopen
 *                     out[b, 1] = vhigh
 *                     out[b, 2] = vlow             # <<<<<<<<<<<<<<
 *                     out[b, 3] = vclose
 *                 b += 1
 */
          __pyx_t_25 = __pyx_v_b;
          __pyx_t_26 = 2;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_25, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_26, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vlow;

          /* "pandas/src/generated.pyx":6642
 *                     out[b, 1] = vhigh
 *                     out[b, 2] = vlow
 *                     out[b, 3] = vclose             # <<<<<<<<<<<<<<
 *                 b += 1
 *                 got_first = 0
 */
          __pyx_t_27 = __pyx_v_b;
          __pyx_t_28 = 3;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_27, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_28, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vclose;
        }
        __pyx_L14:;

        /* "pandas/src/generated.pyx":6643
 *                     out[b, 2] = vlow
 *                     out[b, 3] = vclose
 *                 b += 1             # <<<<<<<<<<<<<<
 *                 got_first = 0
 * 
 */
        __pyx_v_b = (__pyx_v_b + 1);

        /* "pandas/src/generated.pyx":6644
 *                     out[b, 3] = vclose
 *                 b += 1
 *                 got_first = 0             # <<<<<<<<<<<<<<
 * 
 *             counts[b] += 1
 */
        __pyx_v_got_first = 0;
      }

      /* "pandas/src/generated.pyx":6646
 *                 got_first = 0
 * 
 *             counts[b] += 1             # <<<<<<<<<<<<<<
 *             val = values[i, 0]
 * 
 */
      __pyx_t_29 = __pyx_v_b;
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_counts.rcbuffer->pybuffer.buf, __pyx_t_29, __pyx_pybuffernd_counts.diminfo[0].strides) += 1;

      /* "pandas/src/generated.pyx":6647
 * 
 *             counts[b] += 1
 *             val = values[i, 0]             # <<<<<<<<<<<<<<
 * 
 *             # not nan
 */
      __pyx_t_30 = __pyx_v_i;
      __pyx_t_31 = 0;
      __pyx_v_val = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_31, __pyx_pybuffernd_values.diminfo[1].strides));

      /* "pandas/src/generated.pyx":6650
 * 
 *             # not nan
 *             if val == val:             # <<<<<<<<<<<<<<
 *                 if not got_first:
 *                     got_first = 1
 */
      __pyx_t_4 = ((__pyx_v_val == __pyx_v_val) != 0);
      if (__pyx_t_4) {

        /* "pandas/src/generated.pyx":6651
 *             # not nan
 *             if val == val:
 *                 if not got_first:             # <<<<<<<<<<<<<<
 *                     got_first = 1
 *                     vopen = val
 */
        __pyx_t_4 = ((!(__pyx_v_got_first != 0)) != 0);
        if (__pyx_t_4) {

          /* "pandas/src/generated.pyx":6652
 *             if val == val:
 *                 if not got_first:
 *                     got_first = 1             # <<<<<<<<<<<<<<
 *                     vopen = val
 *                     vlow = val
 */
          __pyx_v_got_first = 1;

          /* "pandas/src/generated.pyx":6653
 *                 if not got_first:
 *                     got_first = 1
 *                     vopen = val             # <<<<<<<<<<<<<<
 *                     vlow = val
 *                     vhigh = val
 */
          __pyx_v_vopen = __pyx_v_val;

          /* "pandas/src/generated.pyx":6654
 *                     got_first = 1
 *                     vopen = val
 *                     vlow = val             # <<<<<<<<<<<<<<
 *                     vhigh = val
 *                 else:
 */
          __pyx_v_vlow = __pyx_v_val;

          /* "pandas/src/generated.pyx":6655
 *                     vopen = val
 *                     vlow = val
 *                     vhigh = val             # <<<<<<<<<<<<<<
 *                 else:
 *                     if val < vlow:
 */
          __pyx_v_vhigh = __pyx_v_val;
          goto __pyx_L16;
        }
        /*else*/ {

          /* "pandas/src/generated.pyx":6657
 *                     vhigh = val
 *                 else:
 *                     if val < vlow:             # <<<<<<<<<<<<<<
 *                         vlow = val
 *                     if val > vhigh:
 */
          __pyx_t_4 = ((__pyx_v_val < __pyx_v_vlow) != 0);
          if (__pyx_t_4) {

            /* "pandas/src/generated.pyx":6658
 *                 else:
 *                     if val < vlow:
 *                         vlow = val             # <<<<<<<<<<<<<<
 *                     if val > vhigh:
 *                         vhigh = val
 */
            __pyx_v_vlow = __pyx_v_val;
            goto __pyx_L17;
          }
          __pyx_L17:;

          /* "pandas/src/generated.pyx":6659
 *                     if val < vlow:
 *                         vlow = val
 *                     if val > vhigh:             # <<<<<<<<<<<<<<
 *                         vhigh = val
 *                 vclose = val
 */
          __pyx_t_4 = ((__pyx_v_val > __pyx_v_vhigh) != 0);
          if (__pyx_t_4) {

            /* "pandas/src/generated.pyx":6660
 *                         vlow = val
 *                     if val > vhigh:
 *                         vhigh = val             # <<<<<<<<<<<<<<
 *                 vclose = val
 * 
 */
            __pyx_v_vhigh = __pyx_v_val;
            goto __pyx_L18;
          }
          __pyx_L18:;
        }
        __pyx_L16:;

        /* "pandas/src/generated.pyx":6661
 *                     if val > vhigh:
 *                         vhigh = val
 *                 vclose = val             # <<<<<<<<<<<<<<
 * 
 *         if not got_first:
 */
        __pyx_v_vclose = __pyx_v_val;
        goto __pyx_L15;
      }
      __pyx_L15:;
    }

    /* "pandas/src/generated.pyx":6663
 *                 vclose = val
 * 
 *         if not got_first:             # <<<<<<<<<<<<<<
 *             out[b, 0] = NA
 *             out[b, 1] = NA
 */
    __pyx_t_4 = ((!(__pyx_v_got_first != 0)) != 0);
    if (__pyx_t_4) {

      /* "pandas/src/generated.pyx":6664
 * 
 *         if not got_first:
 *             out[b, 0] = NA             # <<<<<<<<<<<<<<
 *             out[b, 1] = NA
 *             out[b, 2] = NA
 */
      __pyx_t_1 = __pyx_v_b;
      __pyx_t_32 = 0;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_1, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_32, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

      /* "pandas/src/generated.pyx":6665
 *         if not got_first:
 *             out[b, 0] = NA
 *             out[b, 1] = NA             # <<<<<<<<<<<<<<
 *             out[b, 2] = NA
 *             out[b, 3] = NA
 */
      __pyx_t_3 = __pyx_v_b;
      __pyx_t_33 = 1;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_3, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_33, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

      /* "pandas/src/generated.pyx":6666
 *             out[b, 0] = NA
 *             out[b, 1] = NA
 *             out[b, 2] = NA             # <<<<<<<<<<<<<<
 *             out[b, 3] = NA
 *         else:
 */
      __pyx_t_34 = __pyx_v_b;
      __pyx_t_35 = 2;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_34, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_35, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

      /* "pandas/src/generated.pyx":6667
 *             out[b, 1] = NA
 *             out[b, 2] = NA
 *             out[b, 3] = NA             # <<<<<<<<<<<<<<
 *         else:
 *             out[b, 0] = vopen
 */
      __pyx_t_36 = __pyx_v_b;
      __pyx_t_37 = 3;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_36, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_37, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;
      goto __pyx_L19;
    }
    /*else*/ {

      /* "pandas/src/generated.pyx":6669
 *             out[b, 3] = NA
 *         else:
 *             out[b, 0] = vopen             # <<<<<<<<<<<<<<
 *             out[b, 1] = vhigh
 *             out[b, 2] = vlow
 */
      __pyx_t_38 = __pyx_v_b;
      __pyx_t_39 = 0;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_38, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_39, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vopen;

      /* "pandas/src/generated.pyx":6670
 *         else:
 *             out[b, 0] = vopen
 *             out[b, 1] = vhigh             # <<<<<<<<<<<<<<
 *             out[b, 2] = vlow
 *             out[b, 3] = vclose
 */
      __pyx_t_40 = __pyx_v_b;
      __pyx_t_41 = 1;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_40, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_41, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vhigh;

      /* "pandas/src/generated.pyx":6671
 *             out[b, 0] = vopen
 *             out[b, 1] = vhigh
 *             out[b, 2] = vlow             # <<<<<<<<<<<<<<
 *             out[b, 3] = vclose
 * @cython.wraparound(False)
 */
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 * 
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 * 
 *     NA = np.nan
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 * 
 *     NA = np.nan             # <<<<<<<<<<<<<<
 * 
 *     b = 0
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 * 
 *     b = 0             # <<<<<<<<<<<<<<
 *     if K > 1:
 *         raise NotImplementedError
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 * 
 *     b = 0
 *     if K > 1:             # <<<<<<<<<<<<<<
 *         raise NotImplementedError
 *     else:
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    /* "pandas/src/generated.pyx":6702
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    __Pyx_Raise(__pyx_builtin_NotImplementedError, 0, 0, 0);
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    /* "pandas/src/generated.pyx":6704
 *         raise NotImplementedError
 *     else:
 *         for i in range(N):             # <<<<<<<<<<<<<<
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      /* "pandas/src/generated.pyx":6705
 *     else:
 *         for i in range(N):
 *             while b < ngroups - 1 and i >= bins[b]:             # <<<<<<<<<<<<<<
 *                 if not got_first:
 *                     out[b, 0] = NA
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        __pyx_t_11 = ((__pyx_v_b < (__pyx_v_ngroups - 1)) != 0);
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        } else {
          __pyx_t_4 = __pyx_t_11;
          goto __pyx_L12_bool_binop_done;
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        __pyx_L13_next_and:;
        __pyx_t_12 = __pyx_v_b;
        __pyx_t_11 = ((__pyx_v_i >= (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_bins.rcbuffer->pybuffer.buf, __pyx_t_12, __pyx_pybuffernd_bins.diminfo[0].strides))) != 0);
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        /* "pandas/src/generated.pyx":6706
 *         for i in range(N):
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 *                 if not got_first:             # <<<<<<<<<<<<<<
 *                     out[b, 0] = NA
 *                     out[b, 1] = NA
 */
        __pyx_t_4 = ((!(__pyx_v_got_first != 0)) != 0);
        if (__pyx_t_4) {

          /* "pandas/src/generated.pyx":6707
 *             while b < ngroups - 1 and i >= bins[b]:
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 *                     out[b, 0] = NA             # <<<<<<<<<<<<<<
 *                     out[b, 1] = NA
 *                     out[b, 2] = NA
 */
          __pyx_t_13 = __pyx_v_b;
          __pyx_t_14 = 0;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_13, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_14, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

          /* "pandas/src/generated.pyx":6708
 *                 if not got_first:
 *                     out[b, 0] = NA
 *                     out[b, 1] = NA             # <<<<<<<<<<<<<<
 *                     out[b, 2] = NA
 *                     out[b, 3] = NA
 */
          __pyx_t_15 = __pyx_v_b;
          __pyx_t_16 = 1;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_15, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_16, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

          /* "pandas/src/generated.pyx":6709
 *                     out[b, 0] = NA
 *                     out[b, 1] = NA
 *                     out[b, 2] = NA             # <<<<<<<<<<<<<<
 *                     out[b, 3] = NA
 *                 else:
 */
          __pyx_t_17 = __pyx_v_b;
          __pyx_t_18 = 2;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_17, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_18, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

          /* "pandas/src/generated.pyx":6710
 *                     out[b, 1] = NA
 *                     out[b, 2] = NA
 *                     out[b, 3] = NA             # <<<<<<<<<<<<<<
 *                 else:
 *                     out[b, 0] = vopen
 */
          __pyx_t_19 = __pyx_v_b;
          __pyx_t_20 = 3;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_20, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;
          goto __pyx_L14;
        }
        /*else*/ {

          /* "pandas/src/generated.pyx":6712
 *                     out[b, 3] = NA
 *                 else:
 *                     out[b, 0] = vopen             # <<<<<<<<<<<<<<
 *                     out[b, 1] = vhigh
 *                     out[b, 2] = vlow
 */
          __pyx_t_21 = __pyx_v_b;
          __pyx_t_22 = 0;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_21, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_22, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vopen;

          /* "pandas/src/generated.pyx":6713
 *                 else:
 *                     out[b, 0] = vopen
 *                     out[b, 1] = vhigh             # <<<<<<<<<<<<<<
 *                     out[b, 2] = vlow
 *                     out[b, 3] = vclose
 */
          __pyx_t_23 = __pyx_v_b;
          __pyx_t_24 = 1;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_23, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_24, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vhigh;

          /* "pandas/src/generated.pyx":6714
 *                     out[b, 0] = vopen
 *                     out[b, 1] = vhigh
 *                     out[b, 2] = vlow             # <<<<<<<<<<<<<<
 *                     out[b, 3] = vclose
 *                 b += 1
 */
          __pyx_t_25 = __pyx_v_b;
          __pyx_t_26 = 2;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_25, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_26, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vlow;

          /* "pandas/src/generated.pyx":6715
 *                     out[b, 1] = vhigh
 *                     out[b, 2] = vlow
 *                     out[b, 3] = vclose             # <<<<<<<<<<<<<<
 *                 b += 1
 *                 got_first = 0
 */
          __pyx_t_27 = __pyx_v_b;
          __pyx_t_28 = 3;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_27, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_28, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vclose;
        }
        __pyx_L14:;

        /* "pandas/src/generated.pyx":6716
 *                     out[b, 2] = vlow
 *                     out[b, 3] = vclose
 *                 b += 1             # <<<<<<<<<<<<<<
 *                 got_first = 0
 * 
 */
        __pyx_v_b = (__pyx_v_b + 1);

        /* "pandas/src/generated.pyx":6717
 *                     out[b, 3] = vclose
 *                 b += 1
 *                 got_first = 0             # <<<<<<<<<<<<<<
 * 
 *             counts[b] += 1
 */
        __pyx_v_got_first = 0;
      }

      /* "pandas/src/generated.pyx":6719
 *                 got_first = 0
 * 
 *             counts[b] += 1             # <<<<<<<<<<<<<<
 *             val = values[i, 0]
 * 
 */
      __pyx_t_29 = __pyx_v_b;
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_counts.rcbuffer->pybuffer.buf, __pyx_t_29, __pyx_pybuffernd_counts.diminfo[0].strides) += 1;

      /* "pandas/src/generated.pyx":6720
 * 
 *             counts[b] += 1
 *             val = values[i, 0]             # <<<<<<<<<<<<<<
 * 
 *             # not nan
 */
      __pyx_t_30 = __pyx_v_i;
      __pyx_t_31 = 0;
      __pyx_v_val = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_31, __pyx_pybuffernd_values.diminfo[1].strides));

      /* "pandas/src/generated.pyx":6723
 * 
 *             # not nan
 *             if val == val:             # <<<<<<<<<<<<<<
 *                 if not got_first:
 *                     got_first = 1
 */
      __pyx_t_4 = ((__pyx_v_val == __pyx_v_val) != 0);
      if (__pyx_t_4) {

        /* "pandas/src/generated.pyx":6724
 *             # not nan
 *             if val == val:
 *                 if not got_first:             # <<<<<<<<<<<<<<
 *                     got_first = 1
 *                     vopen = val
 */
        __pyx_t_4 = ((!(__pyx_v_got_first != 0)) != 0);
        if (__pyx_t_4) {

          /* "pandas/src/generated.pyx":6725
 *             if val == val:
 *                 if not got_first:
 *                     got_first = 1             # <<<<<<<<<<<<<<
 *                     vopen = val
 *                     vlow = val
 */
          __pyx_v_got_first = 1;

          /* "pandas/src/generated.pyx":6726
 *                 if not got_first:
 *                     got_first = 1
 *                     vopen = val             # <<<<<<<<<<<<<<
 *                     vlow = val
 *                     vhigh = val
 */
          __pyx_v_vopen = __pyx_v_val;

          /* "pandas/src/generated.pyx":6727
 *                     got_first = 1
 *                     vopen = val
 *                     vlow = val             # <<<<<<<<<<<<<<
 *                     vhigh = val
 *                 else:
 */
          __pyx_v_vlow = __pyx_v_val;

          /* "pandas/src/generated.pyx":6728
 *                     vopen = val
 *                     vlow = val
 *                     vhigh = val             # <<<<<<<<<<<<<<
 *                 else:
 *                     if val < vlow:
 */
          __pyx_v_vhigh = __pyx_v_val;
          goto __pyx_L16;
        }
        /*else*/ {

          /* "pandas/src/generated.pyx":6730
 *                     vhigh = val
 *                 else:
 *                     if val < vlow:             # <<<<<<<<<<<<<<
 *                         vlow = val
 *                     if val > vhigh:
 */
          __pyx_t_4 = ((__pyx_v_val < __pyx_v_vlow) != 0);
          if (__pyx_t_4) {

            /* "pandas/src/generated.pyx":6731
 *                 else:
 *                     if val < vlow:
 *                         vlow = val             # <<<<<<<<<<<<<<
 *                     if val > vhigh:
 *                         vhigh = val
 */
            __pyx_v_vlow = __pyx_v_val;
            goto __pyx_L17;
          }
          __pyx_L17:;

          /* "pandas/src/generated.pyx":6732
 *                     if val < vlow:
 *                         vlow = val
 *                     if val > vhigh:             # <<<<<<<<<<<<<<
 *                         vhigh = val
 *                 vclose = val
 */
          __pyx_t_4 = ((__pyx_v_val > __pyx_v_vhigh) != 0);
          if (__pyx_t_4) {

            /* "pandas/src/generated.pyx":6733
 *                         vlow = val
 *                     if val > vhigh:
 *                         vhigh = val             # <<<<<<<<<<<<<<
 *                 vclose = val
 * 
 */
            __pyx_v_vhigh = __pyx_v_val;
            goto __pyx_L18;
          }
          __pyx_L18:;
        }
        __pyx_L16:;

        /* "pandas/src/generated.pyx":6734
 *                     if val > vhigh:
 *                         vhigh = val
 *                 vclose = val             # <<<<<<<<<<<<<<
 * 
 *         if not got_first:
 */
        __pyx_v_vclose = __pyx_v_val;
        goto __pyx_L15;
      }
      __pyx_L15:;
    }

    /* "pandas/src/generated.pyx":6736
 *                 vclose = val
 * 
 *         if not got_first:             # <<<<<<<<<<<<<<
 *             out[b, 0] = NA
 *             out[b, 1] = NA
 */
    __pyx_t_4 = ((!(__pyx_v_got_first != 0)) != 0);
    if (__pyx_t_4) {

      /* "pandas/src/generated.pyx":6737
 * 
 *         if not got_first:
 *             out[b, 0] = NA             # <<<<<<<<<<<<<<
 *             out[b, 1] = NA
 *             out[b, 2] = NA
 */
      __pyx_t_1 = __pyx_v_b;
      __pyx_t_32 = 0;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_1, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_32, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

      /* "pandas/src/generated.pyx":6738
 *         if not got_first:
 *             out[b, 0] = NA
 *             out[b, 1] = NA             # <<<<<<<<<<<<<<
 *             out[b, 2] = NA
 *             out[b, 3] = NA
 */
      __pyx_t_3 = __pyx_v_b;
      __pyx_t_33 = 1;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_3, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_33, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

      /* "pandas/src/generated.pyx":6739
 *             out[b, 0] = NA
 *             out[b, 1] = NA
 *             out[b, 2] = NA             # <<<<<<<<<<<<<<
 *             out[b, 3] = NA
 *         else:
 */
      __pyx_t_34 = __pyx_v_b;
      __pyx_t_35 = 2;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_34, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_35, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

      /* "pandas/src/generated.pyx":6740
 *             out[b, 1] = NA
 *             out[b, 2] = NA
 *             out[b, 3] = NA             # <<<<<<<<<<<<<<
 *         else:
 *             out[b, 0] = vopen
 */
      __pyx_t_36 = __pyx_v_b;
      __pyx_t_37 = 3;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_36, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_37, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;
      goto __pyx_L19;
    }
    /*else*/ {

      /* "pandas/src/generated.pyx":6742
 *             out[b, 3] = NA
 *         else:
 *             out[b, 0] = vopen             # <<<<<<<<<<<<<<
 *             out[b, 1] = vhigh
 *             out[b, 2] = vlow
 */
      __pyx_t_38 = __pyx_v_b;
      __pyx_t_39 = 0;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_38, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_39, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vopen;

      /* "pandas/src/generated.pyx":6743
 *         else:
 *             out[b, 0] = vopen
 *             out[b, 1] = vhigh             # <<<<<<<<<<<<<<
 *             out[b, 2] = vlow
 *             out[b, 3] = vclose
 */
      __pyx_t_40 = __pyx_v_b;
      __pyx_t_41 = 1;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_40, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_41, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vhigh;

      /* "pandas/src/generated.pyx":6744
 *             out[b, 0] = vopen
 *             out[b, 1] = vhigh
 *             out[b, 2] = vlow             # <<<<<<<<<<<<<<
 *             out[b, 3] = vclose
 * 
 */
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            if (unlikely(__pyx_t_21 < 0)) __pyx_t_3 = 0;
          } else if (unlikely(__pyx_t_21 >= __pyx_pybuffernd_left.diminfo[0].shape)) __pyx_t_3 = 0;
          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7319; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          __pyx_t_22 = __pyx_v_count;
          __pyx_t_3 = -1;
          if (__pyx_t_22 < 0) {
            __pyx_t_22 += __pyx_pybuffernd_result.diminfo[0].shape;
            if (unlikely(__pyx_t_22 < 0)) __pyx_t_3 = 0;
          } else if (unlikely(__pyx_t_22 >= __pyx_pybuffernd_result.diminfo[0].shape)) __pyx_t_3 = 0;
          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7319; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_22, __pyx_pybuffernd_result.diminfo[0].strides) = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_21, __pyx_pybuffernd_left.diminfo[0].strides));

          /* "pandas/src/generated.pyx":7320
 *                     rindexer[count] = -1
 *                     result[count] = left[i]
 *                     i += 1             # <<<<<<<<<<<<<<
 *                     count += 1
 *                 break
 */
          __pyx_v_i = (__pyx_v_i + 1);

          /* "pandas/src/generated.pyx":7321
 *                     result[count] = left[i]
 *                     i += 1
 *                     count += 1             # <<<<<<<<<<<<<<
 *                 break
 * 
 */
          __pyx_v_count = (__pyx_v_count + 1);
        }

        /* "pandas/src/generated.pyx":7322
 *                     i += 1
 *                     count += 1
 *                 break             # <<<<<<<<<<<<<<
 * 
 *             lval = left[i]
 */
        goto __pyx_L16_break;
      }

      /* "pandas/src/generated.pyx":7324
 *                 break
 * 
 *             lval = left[i]             # <<<<<<<<<<<<<<
 *             rval = right[j]
 * 
 */
      __pyx_t_23 = __pyx_v_i;
      __pyx_t_3 = -1;
      if (__pyx_t_23 < 0) {
        __pyx_t_23 += __pyx_pybuffernd_left.diminfo[0].shape;
        if (unlikely(__pyx_t_23 < 0)) __pyx_t_3 = 0;
      } else if (unlikely(__pyx_t_23 >= __pyx_pybuffernd_left.diminfo[0].shape)) __pyx_t_3 = 0;
      if (unlikely(__pyx_t_3 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_3);
        {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7324; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_v_lval = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_23, __pyx_pybuffernd_left.diminfo[0].strides));

      /* "pandas/src/generated.pyx":7325
 * 
 *             lval = left[i]
 *             rval = right[j]             # <<<<<<<<<<<<<<
 * 
 *             if lval == rval:
 */
      __pyx_t_24 = __pyx_v_j;
      __pyx_t_3 = -1;
      if (__pyx_t_24 < 0) {
        __pyx_t_24 += __pyx_pybuffernd_right.diminfo[0].shape;
        if (unlikely(__pyx_t_24 < 0)) __pyx_t_3 = 0;
      } else if (unlikely(__pyx_t_24 >= __pyx_pybuffernd_right.diminfo[0].shape)) __pyx_t_3 = 0;
      if (unlikely(__pyx_t_3 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_3);
        {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7325; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_v_rval = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_24, __pyx_pybuffernd_right.diminfo[0].strides));

      /* "pandas/src/generated.pyx":7327
 *             rval = right[j]
 * 
 *             if lval == rval:             # <<<<<<<<<<<<<<
 *                 lindexer[count] = i
 *                 rindexer[count] = j
 */
      __pyx_t_2 = ((__pyx_v_lval == __pyx_v_rval) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":7328
 * 
 *             if lval == rval:
 *                 lindexer[count] = i             # <<<<<<<<<<<<<<
 *                 rindexer[count] = j
 *                 result[count] = lval
 */
        __pyx_t_25 = __pyx_v_count;
        __pyx_t_3 = -1;
        if (__pyx_t_25 < 0) {
          __pyx_t_25 += __pyx_pybuffernd_lindexer.diminfo[0].shape;
          if (unlikely(__pyx_t_25 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_25 >= __pyx_pybuffernd_lindexer.diminfo[0].shape)) __pyx_t_3 = 0;
        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7328; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_25, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

        /* "pandas/src/generated.pyx":7329
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 *                 result[count] = lval
 *                 count += 1
 */
        __pyx_t_26 = __pyx_v_count;
        __pyx_t_3 = -1;
        if (__pyx_t_26 < 0) {
          __pyx_t_26 += __pyx_pybuffernd_rindexer.diminfo[0].shape;
          if (unlikely(__pyx_t_26 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_26 >= __pyx_pybuffernd_rindexer.diminfo[0].shape)) __pyx_t_3 = 0;
        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7329; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_26, __pyx_pybuffernd_rindexer.diminfo[0].strides) = __pyx_v_j;

        /* "pandas/src/generated.pyx":7330
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 *                 rindexer[count] = j
 *                 result[count] = lval             # <<<<<<<<<<<<<<
 *                 count += 1
 *                 if i < nleft - 1:
 */
        __pyx_t_27 = __pyx_v_count;
        __pyx_t_3 = -1;
        if (__pyx_t_27 < 0) {
          __pyx_t_27 += __pyx_pybuffernd_result.diminfo[0].shape;
          if (unlikely(__pyx_t_27 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_27 >= __pyx_pybuffernd_result.diminfo[0].shape)) __pyx_t_3 = 0;
        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7330; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_27, __pyx_pybuffernd_result.diminfo[0].strides) = __pyx_v_lval;

        /* "pandas/src/generated.pyx":7331
 *                 rindexer[count] = j
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 */
        __pyx_v_count = (__pyx_v_count + 1);

        /* "pandas/src/generated.pyx":7332
 *                 result[count] = lval
 *                 count += 1
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 *                         j += 1
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        __pyx_t_2 = ((__pyx_v_i < (__pyx_v_nleft - 1)) != 0);
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          /* "pandas/src/generated.pyx":7333
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            __pyx_t_28 += __pyx_pybuffernd_right.diminfo[0].shape;
            if (unlikely(__pyx_t_28 < 0)) __pyx_t_3 = 0;
          } else if (unlikely(__pyx_t_28 >= __pyx_pybuffernd_right.diminfo[0].shape)) __pyx_t_3 = 0;
          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7333; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          __pyx_t_5 = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_28, __pyx_pybuffernd_right.diminfo[0].strides)) == __pyx_v_rval) != 0);
          __pyx_t_2 = __pyx_t_5;
          __pyx_L23_bool_binop_done:;
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            /* "pandas/src/generated.pyx":7334
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 */
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 */
            __pyx_v_i = (__pyx_v_i + 1);

            /* "pandas/src/generated.pyx":7337
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            __pyx_t_29 = __pyx_v_i;
            __pyx_t_3 = -1;
            if (__pyx_t_29 < 0) {
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              if (unlikely(__pyx_t_29 < 0)) __pyx_t_3 = 0;
            } else if (unlikely(__pyx_t_29 >= __pyx_pybuffernd_left.diminfo[0].shape)) __pyx_t_3 = 0;
            if (unlikely(__pyx_t_3 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_3);
              {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7337; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            }
            __pyx_t_2 = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_29, __pyx_pybuffernd_left.diminfo[0].strides)) != __pyx_v_rval) != 0);
            if (__pyx_t_2) {

              /* "pandas/src/generated.pyx":7338
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 */
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        /* "pandas/src/generated.pyx":7339
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 */
        __pyx_t_2 = ((__pyx_v_j < (__pyx_v_nright - 1)) != 0);
        if (__pyx_t_2) {

          /* "pandas/src/generated.pyx":7340
 *                             j += 1
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          /* "pandas/src/generated.pyx":7341
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          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7341; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          __pyx_t_2 = ((__pyx_v_lval != (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_right.diminfo[0].strides))) != 0);
          if (__pyx_t_2) {

            /* "pandas/src/generated.pyx":7342
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 */
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      /* "pandas/src/generated.pyx":7346
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        /* "pandas/src/generated.pyx":7347
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        } else if (unlikely(__pyx_t_31 >= __pyx_pybuffernd_lindexer.diminfo[0].shape)) __pyx_t_3 = 0;
        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
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        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_31, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

        /* "pandas/src/generated.pyx":7348
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          if (unlikely(__pyx_t_32 < 0)) __pyx_t_3 = 0;
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          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7348; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_32, __pyx_pybuffernd_rindexer.diminfo[0].strides) = -1;

        /* "pandas/src/generated.pyx":7349
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  __Pyx_INCREF(((PyObject *)__pyx_v_rindexer));
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 * 
 * 
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          __pyx_t_2 = ((__pyx_v_i < __pyx_v_nleft) != 0);
          if (!__pyx_t_2) break;

          /* "pandas/src/generated.pyx":7419
 *             if j == nright:
 *                 while i < nleft:
 *                     lindexer[count] = i             # <<<<<<<<<<<<<<
 *                     rindexer[count] = -1
 *                     result[count] = left[i]
 */
          __pyx_t_19 = __pyx_v_count;
          __pyx_t_3 = -1;
          if (__pyx_t_19 < 0) {
            __pyx_t_19 += __pyx_pybuffernd_lindexer.diminfo[0].shape;
            if (unlikely(__pyx_t_19 < 0)) __pyx_t_3 = 0;
          } else if (unlikely(__pyx_t_19 >= __pyx_pybuffernd_lindexer.diminfo[0].shape)) __pyx_t_3 = 0;
          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7419; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

          /* "pandas/src/generated.pyx":7420
 *                 while i < nleft:
 *                     lindexer[count] = i
 *                     rindexer[count] = -1             # <<<<<<<<<<<<<<
 *                     result[count] = left[i]
 *                     i += 1
 */
          __pyx_t_20 = __pyx_v_count;
          __pyx_t_3 = -1;
          if (__pyx_t_20 < 0) {
            __pyx_t_20 += __pyx_pybuffernd_rindexer.diminfo[0].shape;
            if (unlikely(__pyx_t_20 < 0)) __pyx_t_3 = 0;
          } else if (unlikely(__pyx_t_20 >= __pyx_pybuffernd_rindexer.diminfo[0].shape)) __pyx_t_3 = 0;
          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7420; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_20, __pyx_pybuffernd_rindexer.diminfo[0].strides) = -1;

          /* "pandas/src/generated.pyx":7421
 *                     lindexer[count] = i
 *                     rindexer[count] = -1
 *                     result[count] = left[i]             # <<<<<<<<<<<<<<
 *                     i += 1
 *                     count += 1
 */
          __pyx_t_21 = __pyx_v_i;
          __pyx_t_3 = -1;
          if (__pyx_t_21 < 0) {
            __pyx_t_21 += __pyx_pybuffernd_left.diminfo[0].shape;
            if (unlikely(__pyx_t_21 < 0)) __pyx_t_3 = 0;
          } else if (unlikely(__pyx_t_21 >= __pyx_pybuffernd_left.diminfo[0].shape)) __pyx_t_3 = 0;
          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          __pyx_t_22 = __pyx_v_count;
          __pyx_t_3 = -1;
          if (__pyx_t_22 < 0) {
            __pyx_t_22 += __pyx_pybuffernd_result.diminfo[0].shape;
            if (unlikely(__pyx_t_22 < 0)) __pyx_t_3 = 0;
          } else if (unlikely(__pyx_t_22 >= __pyx_pybuffernd_result.diminfo[0].shape)) __pyx_t_3 = 0;
          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7421; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_22, __pyx_pybuffernd_result.diminfo[0].strides) = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_21, __pyx_pybuffernd_left.diminfo[0].strides));

          /* "pandas/src/generated.pyx":7422
 *                     rindexer[count] = -1
 *                     result[count] = left[i]
 *                     i += 1             # <<<<<<<<<<<<<<
 *                     count += 1
 *                 break
 */
          __pyx_v_i = (__pyx_v_i + 1);

          /* "pandas/src/generated.pyx":7423
 *                     result[count] = left[i]
 *                     i += 1
 *                     count += 1             # <<<<<<<<<<<<<<
 *                 break
 * 
 */
          __pyx_v_count = (__pyx_v_count + 1);
        }

        /* "pandas/src/generated.pyx":7424
 *                     i += 1
 *                     count += 1
 *                 break             # <<<<<<<<<<<<<<
 * 
 *             lval = left[i]
 */
        goto __pyx_L16_break;
      }

      /* "pandas/src/generated.pyx":7426
 *                 break
 * 
 *             lval = left[i]             # <<<<<<<<<<<<<<
 *             rval = right[j]
 * 
 */
      __pyx_t_23 = __pyx_v_i;
      __pyx_t_3 = -1;
      if (__pyx_t_23 < 0) {
        __pyx_t_23 += __pyx_pybuffernd_left.diminfo[0].shape;
        if (unlikely(__pyx_t_23 < 0)) __pyx_t_3 = 0;
      } else if (unlikely(__pyx_t_23 >= __pyx_pybuffernd_left.diminfo[0].shape)) __pyx_t_3 = 0;
      if (unlikely(__pyx_t_3 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_3);
        {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7426; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_v_lval = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_23, __pyx_pybuffernd_left.diminfo[0].strides));

      /* "pandas/src/generated.pyx":7427
 * 
 *             lval = left[i]
 *             rval = right[j]             # <<<<<<<<<<<<<<
 * 
 *             if lval == rval:
 */
      __pyx_t_24 = __pyx_v_j;
      __pyx_t_3 = -1;
      if (__pyx_t_24 < 0) {
        __pyx_t_24 += __pyx_pybuffernd_right.diminfo[0].shape;
        if (unlikely(__pyx_t_24 < 0)) __pyx_t_3 = 0;
      } else if (unlikely(__pyx_t_24 >= __pyx_pybuffernd_right.diminfo[0].shape)) __pyx_t_3 = 0;
      if (unlikely(__pyx_t_3 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_3);
        {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7427; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_v_rval = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_24, __pyx_pybuffernd_right.diminfo[0].strides));

      /* "pandas/src/generated.pyx":7429
 *             rval = right[j]
 * 
 *             if lval == rval:             # <<<<<<<<<<<<<<
 *                 lindexer[count] = i
 *                 rindexer[count] = j
 */
      __pyx_t_2 = ((__pyx_v_lval == __pyx_v_rval) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":7430
 * 
 *             if lval == rval:
 *                 lindexer[count] = i             # <<<<<<<<<<<<<<
 *                 rindexer[count] = j
 *                 result[count] = lval
 */
        __pyx_t_25 = __pyx_v_count;
        __pyx_t_3 = -1;
        if (__pyx_t_25 < 0) {
          __pyx_t_25 += __pyx_pybuffernd_lindexer.diminfo[0].shape;
          if (unlikely(__pyx_t_25 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_25 >= __pyx_pybuffernd_lindexer.diminfo[0].shape)) __pyx_t_3 = 0;
        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7430; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_25, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

        /* "pandas/src/generated.pyx":7431
 *             if lval == rval:
 *                 lindexer[count] = i
 *                 rindexer[count] = j             # <<<<<<<<<<<<<<
 *                 result[count] = lval
 *                 count += 1
 */
        __pyx_t_26 = __pyx_v_count;
        __pyx_t_3 = -1;
        if (__pyx_t_26 < 0) {
          __pyx_t_26 += __pyx_pybuffernd_rindexer.diminfo[0].shape;
          if (unlikely(__pyx_t_26 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_26 >= __pyx_pybuffernd_rindexer.diminfo[0].shape)) __pyx_t_3 = 0;
        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7431; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_26, __pyx_pybuffernd_rindexer.diminfo[0].strides) = __pyx_v_j;

        /* "pandas/src/generated.pyx":7432
 *                 lindexer[count] = i
 *                 rindexer[count] = j
 *                 result[count] = lval             # <<<<<<<<<<<<<<
 *                 count += 1
 *                 if i < nleft - 1:
 */
        __pyx_t_27 = __pyx_v_count;
        __pyx_t_3 = -1;
        if (__pyx_t_27 < 0) {
          __pyx_t_27 += __pyx_pybuffernd_result.diminfo[0].shape;
          if (unlikely(__pyx_t_27 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_27 >= __pyx_pybuffernd_result.diminfo[0].shape)) __pyx_t_3 = 0;
        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7432; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_27, __pyx_pybuffernd_result.diminfo[0].strides) = __pyx_v_lval;

        /* "pandas/src/generated.pyx":7433
 *                 rindexer[count] = j
 *                 result[count] = lval
 *                 count += 1             # <<<<<<<<<<<<<<
 *                 if i < nleft - 1:
 *                     if j < nright - 1 and right[j + 1] == rval:
 */
        __pyx_v_count = (__pyx_v_count + 1);

        /* "pandas/src/generated.pyx":7434
 *                 result[count] = lval
 *                 count += 1
 *                 if i < nleft - 1:             # <<<<<<<<<<<<<<
 *                     if j < nright - 1 and right[j + 1] == rval:
 *                         j += 1
 */
        __pyx_t_2 = ((__pyx_v_i < (__pyx_v_nleft - 1)) != 0);
        if (__pyx_t_2) {

          /* "pandas/src/generated.pyx":7435
 *                 count += 1
 *                 if i < nleft - 1:
 *                     if j < nright - 1 and right[j + 1] == rval:             # <<<<<<<<<<<<<<
 *                         j += 1
 *                     else:
 */
          __pyx_t_5 = ((__pyx_v_j < (__pyx_v_nright - 1)) != 0);
          if (__pyx_t_5) {
            goto __pyx_L24_next_and;
          } else {
            __pyx_t_2 = __pyx_t_5;
            goto __pyx_L23_bool_binop_done;
          }
          __pyx_L24_next_and:;
          __pyx_t_28 = (__pyx_v_j + 1);
          __pyx_t_3 = -1;
          if (__pyx_t_28 < 0) {
            __pyx_t_28 += __pyx_pybuffernd_right.diminfo[0].shape;
            if (unlikely(__pyx_t_28 < 0)) __pyx_t_3 = 0;
          } else if (unlikely(__pyx_t_28 >= __pyx_pybuffernd_right.diminfo[0].shape)) __pyx_t_3 = 0;
          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7435; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          __pyx_t_5 = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_28, __pyx_pybuffernd_right.diminfo[0].strides)) == __pyx_v_rval) != 0);
          __pyx_t_2 = __pyx_t_5;
          __pyx_L23_bool_binop_done:;
          if (__pyx_t_2) {

            /* "pandas/src/generated.pyx":7436
 *                 if i < nleft - 1:
 *                     if j < nright - 1 and right[j + 1] == rval:
 *                         j += 1             # <<<<<<<<<<<<<<
 *                     else:
 *                         i += 1
 */
            __pyx_v_j = (__pyx_v_j + 1);
            goto __pyx_L22;
          }
          /*else*/ {

            /* "pandas/src/generated.pyx":7438
 *                         j += 1
 *                     else:
 *                         i += 1             # <<<<<<<<<<<<<<
 *                         if left[i] != rval:
 *                             j += 1
 */
            __pyx_v_i = (__pyx_v_i + 1);

            /* "pandas/src/generated.pyx":7439
 *                     else:
 *                         i += 1
 *                         if left[i] != rval:             # <<<<<<<<<<<<<<
 *                             j += 1
 *                 elif j < nright - 1:
 */
            __pyx_t_29 = __pyx_v_i;
            __pyx_t_3 = -1;
            if (__pyx_t_29 < 0) {
              __pyx_t_29 += __pyx_pybuffernd_left.diminfo[0].shape;
              if (unlikely(__pyx_t_29 < 0)) __pyx_t_3 = 0;
            } else if (unlikely(__pyx_t_29 >= __pyx_pybuffernd_left.diminfo[0].shape)) __pyx_t_3 = 0;
            if (unlikely(__pyx_t_3 != -1)) {
              __Pyx_RaiseBufferIndexError(__pyx_t_3);
              {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7439; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
            }
            __pyx_t_2 = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_29, __pyx_pybuffernd_left.diminfo[0].strides)) != __pyx_v_rval) != 0);
            if (__pyx_t_2) {

              /* "pandas/src/generated.pyx":7440
 *                         i += 1
 *                         if left[i] != rval:
 *                             j += 1             # <<<<<<<<<<<<<<
 *                 elif j < nright - 1:
 *                     j += 1
 */
              __pyx_v_j = (__pyx_v_j + 1);
              goto __pyx_L25;
            }
            __pyx_L25:;
          }
          __pyx_L22:;
          goto __pyx_L21;
        }

        /* "pandas/src/generated.pyx":7441
 *                         if left[i] != rval:
 *                             j += 1
 *                 elif j < nright - 1:             # <<<<<<<<<<<<<<
 *                     j += 1
 *                     if lval != right[j]:
 */
        __pyx_t_2 = ((__pyx_v_j < (__pyx_v_nright - 1)) != 0);
        if (__pyx_t_2) {

          /* "pandas/src/generated.pyx":7442
 *                             j += 1
 *                 elif j < nright - 1:
 *                     j += 1             # <<<<<<<<<<<<<<
 *                     if lval != right[j]:
 *                         i += 1
 */
          __pyx_v_j = (__pyx_v_j + 1);

          /* "pandas/src/generated.pyx":7443
 *                 elif j < nright - 1:
 *                     j += 1
 *                     if lval != right[j]:             # <<<<<<<<<<<<<<
 *                         i += 1
 *                 else:
 */
          __pyx_t_30 = __pyx_v_j;
          __pyx_t_3 = -1;
          if (__pyx_t_30 < 0) {
            __pyx_t_30 += __pyx_pybuffernd_right.diminfo[0].shape;
            if (unlikely(__pyx_t_30 < 0)) __pyx_t_3 = 0;
          } else if (unlikely(__pyx_t_30 >= __pyx_pybuffernd_right.diminfo[0].shape)) __pyx_t_3 = 0;
          if (unlikely(__pyx_t_3 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7443; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
          }
          __pyx_t_2 = ((__pyx_v_lval != (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_right.diminfo[0].strides))) != 0);
          if (__pyx_t_2) {

            /* "pandas/src/generated.pyx":7444
 *                     j += 1
 *                     if lval != right[j]:
 *                         i += 1             # <<<<<<<<<<<<<<
 *                 else:
 *                     # end of the road
 */
            __pyx_v_i = (__pyx_v_i + 1);
            goto __pyx_L26;
          }
          __pyx_L26:;
          goto __pyx_L21;
        }
        /*else*/ {

          /* "pandas/src/generated.pyx":7447
 *                 else:
 *                     # end of the road
 *                     break             # <<<<<<<<<<<<<<
 *             elif lval < rval:
 *                 lindexer[count] = i
 */
          goto __pyx_L16_break;
        }
        __pyx_L21:;
        goto __pyx_L20;
      }

      /* "pandas/src/generated.pyx":7448
 *                     # end of the road
 *                     break
 *             elif lval < rval:             # <<<<<<<<<<<<<<
 *                 lindexer[count] = i
 *                 rindexer[count] = -1
 */
      __pyx_t_2 = ((__pyx_v_lval < __pyx_v_rval) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":7449
 *                     break
 *             elif lval < rval:
 *                 lindexer[count] = i             # <<<<<<<<<<<<<<
 *                 rindexer[count] = -1
 *                 result[count] = left[i]
 */
        __pyx_t_31 = __pyx_v_count;
        __pyx_t_3 = -1;
        if (__pyx_t_31 < 0) {
          __pyx_t_31 += __pyx_pybuffernd_lindexer.diminfo[0].shape;
          if (unlikely(__pyx_t_31 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_31 >= __pyx_pybuffernd_lindexer.diminfo[0].shape)) __pyx_t_3 = 0;
        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7449; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_31, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

        /* "pandas/src/generated.pyx":7450
 *             elif lval < rval:
 *                 lindexer[count] = i
 *                 rindexer[count] = -1             # <<<<<<<<<<<<<<
 *                 result[count] = left[i]
 *                 count += 1
 */
        __pyx_t_32 = __pyx_v_count;
        __pyx_t_3 = -1;
        if (__pyx_t_32 < 0) {
          __pyx_t_32 += __pyx_pybuffernd_rindexer.diminfo[0].shape;
          if (unlikely(__pyx_t_32 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_32 >= __pyx_pybuffernd_rindexer.diminfo[0].shape)) __pyx_t_3 = 0;
        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7450; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_32, __pyx_pybuffernd_rindexer.diminfo[0].strides) = -1;

        /* "pandas/src/generated.pyx":7451
 *                 lindexer[count] = i
 *                 rindexer[count] = -1
 *                 result[count] = left[i]             # <<<<<<<<<<<<<<
 *                 count += 1
 *                 i += 1
 */
        __pyx_t_33 = __pyx_v_i;
        __pyx_t_3 = -1;
        if (__pyx_t_33 < 0) {
          __pyx_t_33 += __pyx_pybuffernd_left.diminfo[0].shape;
          if (unlikely(__pyx_t_33 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_33 >= __pyx_pybuffernd_left.diminfo[0].shape)) __pyx_t_3 = 0;
        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
          {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7451; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        __pyx_t_34 = __pyx_v_count;
        __pyx_t_3 = -1;
        if (__pyx_t_34 < 0) {
          __pyx_t_34 += __pyx_pybuffernd_result.diminfo[0].shape;
          if (unlikely(__pyx_t_34 < 0)) __pyx_t_3 = 0;
        } else if (unlikely(__pyx_t_34 >= __pyx_pybuffernd_result.diminfo[0].shape)) __pyx_t_3 = 0;
        if (unlikely(__pyx_t_3 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_3);
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      /* "pandas/src/generated.pyx":7733
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 *             lval = left[i]
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 * 
 *             if lval == rval:
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      __pyx_t_3 = -1;
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        if (unlikely(__pyx_t_24 < 0)) __pyx_t_3 = 0;
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        __Pyx_RaiseBufferIndexError(__pyx_t_3);
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      __pyx_v_rval = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_24, __pyx_pybuffernd_right.diminfo[0].strides));

      /* "pandas/src/generated.pyx":7735
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 * 
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 *             if lval == rval:
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        __pyx_t_3 = -1;
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          __Pyx_RaiseBufferIndexError(__pyx_t_3);
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        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_25, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

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        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_26, __pyx_pybuffernd_rindexer.diminfo[0].strides) = __pyx_v_j;

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/* "pandas/src/generated.pyx":7768
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 *         for i in range(nright):
 *             lindexer[i] = i
 *             rindexer[i] = -1             # <<<<<<<<<<<<<<
 *             result[i] = left[i]
 *     else:
 */
      __pyx_t_26 = __pyx_v_i;
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_26, __pyx_pybuffernd_rindexer.diminfo[0].strides) = -1;

      /* "pandas/src/generated.pyx":7838
 *             lindexer[i] = i
 *             rindexer[i] = -1
 *             result[i] = left[i]             # <<<<<<<<<<<<<<
 *     else:
 *         while True:
 */
      __pyx_t_27 = __pyx_v_i;
      __pyx_t_28 = __pyx_v_i;
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_28, __pyx_pybuffernd_result.diminfo[0].strides) = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_27, __pyx_pybuffernd_left.diminfo[0].strides));
    }
    goto __pyx_L15;
  }
  /*else*/ {

    /* "pandas/src/generated.pyx":7840
 *             result[i] = left[i]
 *     else:
 *         while True:             # <<<<<<<<<<<<<<
 *             if i == nleft:
 *                 while j < nright:
 */
    while (1) {

      /* "pandas/src/generated.pyx":7841
 *     else:
 *         while True:
 *             if i == nleft:             # <<<<<<<<<<<<<<
 *                 while j < nright:
 *                     lindexer[count] = -1
 */
      __pyx_t_2 = ((__pyx_v_i == __pyx_v_nleft) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":7842
 *         while True:
 *             if i == nleft:
 *                 while j < nright:             # <<<<<<<<<<<<<<
 *                     lindexer[count] = -1
 *                     rindexer[count] = j
 */
        while (1) {
          __pyx_t_2 = ((__pyx_v_j < __pyx_v_nright) != 0);
          if (!__pyx_t_2) break;

          /* "pandas/src/generated.pyx":7843
 *             if i == nleft:
 *                 while j < nright:
 *                     lindexer[count] = -1             # <<<<<<<<<<<<<<
 *                     rindexer[count] = j
 *                     result[count] = right[j]
 */
          __pyx_t_19 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_lindexer.diminfo[0].strides) = -1;

          /* "pandas/src/generated.pyx":7844
 *                 while j < nright:
 *                     lindexer[count] = -1
 *                     rindexer[count] = j             # <<<<<<<<<<<<<<
 *                     result[count] = right[j]
 *                     count += 1
 */
          __pyx_t_20 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_20, __pyx_pybuffernd_rindexer.diminfo[0].strides) = __pyx_v_j;

          /* "pandas/src/generated.pyx":7845
 *                     lindexer[count] = -1
 *                     rindexer[count] = j
 *                     result[count] = right[j]             # <<<<<<<<<<<<<<
 *                     count += 1
 *                     j += 1
 */
          __pyx_t_29 = __pyx_v_j;
          __pyx_t_30 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_result.diminfo[0].strides) = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_29, __pyx_pybuffernd_right.diminfo[0].strides));

          /* "pandas/src/generated.pyx":7846
 *                     rindexer[count] = j
 *                     result[count] = right[j]
 *                     count += 1             # <<<<<<<<<<<<<<
 *                     j += 1
 *                 break
 */
          __pyx_v_count = (__pyx_v_count + 1);

          /* "pandas/src/generated.pyx":7847
 *                     result[count] = right[j]
 *                     count += 1
 *                     j += 1             # <<<<<<<<<<<<<<
 *                 break
 *             if j == nright:
 */
          __pyx_v_j = (__pyx_v_j + 1);
        }

        /* "pandas/src/generated.pyx":7848
 *                     count += 1
 *                     j += 1
 *                 break             # <<<<<<<<<<<<<<
 *             if j == nright:
 *                 while i < nleft:
 */
        goto __pyx_L21_break;
      }

      /* "pandas/src/generated.pyx":7849
 *                     j += 1
 *                 break
 *             if j == nright:             # <<<<<<<<<<<<<<
 *                 while i < nleft:
 *                     lindexer[count] = i
 */
      __pyx_t_2 = ((__pyx_v_j == __pyx_v_nright) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":7850
 *                 break
 *             if j == nright:
 *                 while i < nleft:             # <<<<<<<<<<<<<<
 *                     lindexer[count] = i
 *                     rindexer[count] = -1
 */
        while (1) {
          __pyx_t_2 = ((__pyx_v_i < __pyx_v_nleft) != 0);
          if (!__pyx_t_2) break;

          /* "pandas/src/generated.pyx":7851
 *             if j == nright:
 *                 while i < nleft:
 *                     lindexer[count] = i             # <<<<<<<<<<<<<<
 *                     rindexer[count] = -1
 *                     result[count] = left[i]
 */
          __pyx_t_31 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_31, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

          /* "pandas/src/generated.pyx":7852
 *                 while i < nleft:
 *                     lindexer[count] = i
 *                     rindexer[count] = -1             # <<<<<<<<<<<<<<
 *                     result[count] = left[i]
 *                     count += 1
 */
          __pyx_t_32 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_32, __pyx_pybuffernd_rindexer.diminfo[0].strides) = -1;

          /* "pandas/src/generated.pyx":7853
 *                     lindexer[count] = i
 *                     rindexer[count] = -1
 *                     result[count] = left[i]             # <<<<<<<<<<<<<<
 *                     count += 1
 *                     i += 1
 */
          __pyx_t_33 = __pyx_v_i;
          __pyx_t_34 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_34, __pyx_pybuffernd_result.diminfo[0].strides) = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_33, __pyx_pybuffernd_left.diminfo[0].strides));

          /* "pandas/src/generated.pyx":7854
 *                     rindexer[count] = -1
 *                     result[count] = left[i]
 *                     count += 1             # <<<<<<<<<<<<<<
 *                     i += 1
 *                 break
 */
          __pyx_v_count = (__pyx_v_count + 1);

          /* "pandas/src/generated.pyx":7855
 *                     result[count] = left[i]
 *                     count += 1
 *                     i += 1             # <<<<<<<<<<<<<<
 *                 break
 * 
 */
          __pyx_v_i = (__pyx_v_i + 1);
        }

        /* "pandas/src/generated.pyx":7856
 *                     count += 1
 *                     i += 1
 *                 break             # <<<<<<<<<<<<<<
 * 
 *             lval = left[i]
 */
        goto __pyx_L21_break;
      }

      /* "pandas/src/generated.pyx":7858
 *                 break
 * 
 *             lval = left[i]             # <<<<<<<<<<<<<<
 *             rval = right[j]
 * 
 */
      __pyx_t_35 = __pyx_v_i;
      __pyx_v_lval = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_35, __pyx_pybuffernd_left.diminfo[0].strides));

      /* "pandas/src/generated.pyx":7859
 * 
 *             lval = left[i]
 *             rval = right[j]             # <<<<<<<<<<<<<<
 * 
 *             if lval == rval:
 */
      __pyx_t_36 = __pyx_v_j;
      __pyx_v_rval = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_36, __pyx_pybuffernd_right.diminfo[0].strides));

      /* "pandas/src/generated.pyx":7861
 *             rval = right[j]
 * 
 *             if lval == rval:             # <<<<<<<<<<<<<<
 *                 lindexer[count] = i
 *                 rindexer[count] = j
 */
      __pyx_t_2 = ((__pyx_v_lval == __pyx_v_rval) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":7862
 * 
 *             if lval == rval:
 *                 lindexer[count] = i             # <<<<<<<<<<<<<<
 *                 rindexer[count] = j
 *                 result[count] = lval
 */
        __pyx_t_37 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_37, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

        /* "pandas/src/generated.pyx":7863
 *             if lval == rval:
 *                 lindexer[count] = i
 *                 rindexer[count] = j             # <<<<<<<<<<<<<<
 *                 result[count] = lval
 *                 count += 1
 */
        __pyx_t_38 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_38, __pyx_pybuffernd_rindexer.diminfo[0].strides) = __pyx_v_j;

        /* "pandas/src/generated.pyx":7864
 *                 lindexer[count] = i
 *                 rindexer[count] = j
 *                 result[count] = lval             # <<<<<<<<<<<<<<
 *                 count += 1
 *                 if i < nleft - 1:
 */
        __pyx_t_39 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_39, __pyx_pybuffernd_result.diminfo[0].strides) = __pyx_v_lval;

        /* "pandas/src/generated.pyx":7865
 *                 rindexer[count] = j
 *                 result[count] = lval
 *                 count += 1             # <<<<<<<<<<<<<<
 *                 if i < nleft - 1:
 *                     if j < nright - 1 and right[j + 1] == rval:
 */
        __pyx_v_count = (__pyx_v_count + 1);

        /* "pandas/src/generated.pyx":7866
 *                 result[count] = lval
 *                 count += 1
 *                 if i < nleft - 1:             # <<<<<<<<<<<<<<
 *                     if j < nright - 1 and right[j + 1] == rval:
 *                         j += 1
 */
        __pyx_t_2 = ((__pyx_v_i < (__pyx_v_nleft - 1)) != 0);
        if (__pyx_t_2) {

          /* "pandas/src/generated.pyx":7867
 *                 count += 1
 *                 if i < nleft - 1:
 *                     if j < nright - 1 and right[j + 1] == rval:             # <<<<<<<<<<<<<<
 *                         j += 1
 *                     else:
 */
          __pyx_t_4 = ((__pyx_v_j < (__pyx_v_nright - 1)) != 0);
          if (__pyx_t_4) {
            goto __pyx_L32_next_and;
          } else {
            __pyx_t_2 = __pyx_t_4;
            goto __pyx_L31_bool_binop_done;
          }
          __pyx_L32_next_and:;
          __pyx_t_40 = (__pyx_v_j + 1);
          __pyx_t_4 = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_40, __pyx_pybuffernd_right.diminfo[0].strides)) == __pyx_v_rval) != 0);
          __pyx_t_2 = __pyx_t_4;
          __pyx_L31_bool_binop_done:;
          if (__pyx_t_2) {

            /* "pandas/src/generated.pyx":7868
 *                 if i < nleft - 1:
 *                     if j < nright - 1 and right[j + 1] == rval:
 *                         j += 1             # <<<<<<<<<<<<<<
 *                     else:
 *                         i += 1
 */
            __pyx_v_j = (__pyx_v_j + 1);
            goto __pyx_L30;
          }
          /*else*/ {

            /* "pandas/src/generated.pyx":7870
 *                         j += 1
 *                     else:
 *                         i += 1             # <<<<<<<<<<<<<<
 *                         if left[i] != rval:
 *                             j += 1
 */
            __pyx_v_i = (__pyx_v_i + 1);

            /* "pandas/src/generated.pyx":7871
 *                     else:
 *                         i += 1
 *                         if left[i] != rval:             # <<<<<<<<<<<<<<
 *                             j += 1
 *                 elif j < nright - 1:
 */
            __pyx_t_41 = __pyx_v_i;
            __pyx_t_2 = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_41, __pyx_pybuffernd_left.diminfo[0].strides)) != __pyx_v_rval) != 0);
            if (__pyx_t_2) {

              /* "pandas/src/generated.pyx":7872
 *                         i += 1
 *                         if left[i] != rval:
 *                             j += 1             # <<<<<<<<<<<<<<
 *                 elif j < nright - 1:
 *                     j += 1
 */
              __pyx_v_j = (__pyx_v_j + 1);
              goto __pyx_L33;
            }
            __pyx_L33:;
          }
          __pyx_L30:;
          goto __pyx_L29;
        }

        /* "pandas/src/generated.pyx":7873
 *                         if left[i] != rval:
 *                             j += 1
 *                 elif j < nright - 1:             # <<<<<<<<<<<<<<
 *                     j += 1
 *                     if lval != right[j]:
 */
        __pyx_t_2 = ((__pyx_v_j < (__pyx_v_nright - 1)) != 0);
        if (__pyx_t_2) {

          /* "pandas/src/generated.pyx":7874
 *                             j += 1
 *                 elif j < nright - 1:
 *                     j += 1             # <<<<<<<<<<<<<<
 *                     if lval != right[j]:
 *                         i += 1
 */
          __pyx_v_j = (__pyx_v_j + 1);

          /* "pandas/src/generated.pyx":7875
 *                 elif j < nright - 1:
 *                     j += 1
 *                     if lval != right[j]:             # <<<<<<<<<<<<<<
 *                         i += 1
 *                 else:
 */
          __pyx_t_42 = __pyx_v_j;
          __pyx_t_2 = ((__pyx_v_lval != (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_42, __pyx_pybuffernd_right.diminfo[0].strides))) != 0);
          if (__pyx_t_2) {

            /* "pandas/src/generated.pyx":7876
 *                     j += 1
 *                     if lval != right[j]:
 *                         i += 1             # <<<<<<<<<<<<<<
 *                 else:
 *                     # end of the road
 */
            __pyx_v_i = (__pyx_v_i + 1);
            goto __pyx_L34;
          }
          __pyx_L34:;
          goto __pyx_L29;
        }
        /*else*/ {

          /* "pandas/src/generated.pyx":7879
 *                 else:
 *                     # end of the road
 *                     break             # <<<<<<<<<<<<<<
 *             elif lval < rval:
 *                 lindexer[count] = i
 */
          goto __pyx_L21_break;
        }
        __pyx_L29:;
        goto __pyx_L28;
      }

      /* "pandas/src/generated.pyx":7880
 *                     # end of the road
 *                     break
 *             elif lval < rval:             # <<<<<<<<<<<<<<
 *                 lindexer[count] = i
 *                 rindexer[count] = -1
 */
      __pyx_t_2 = ((__pyx_v_lval < __pyx_v_rval) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":7881
 *                     break
 *             elif lval < rval:
 *                 lindexer[count] = i             # <<<<<<<<<<<<<<
 *                 rindexer[count] = -1
 *                 result[count] = lval
 */
        __pyx_t_43 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_43, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

        /* "pandas/src/generated.pyx":7882
 *             elif lval < rval:
 *                 lindexer[count] = i
 *                 rindexer[count] = -1             # <<<<<<<<<<<<<<
 *                 result[count] = lval
 *                 count += 1
 */
        __pyx_t_44 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_44, __pyx_pybuffernd_rindexer.diminfo[0].strides) = -1;

        /* "pandas/src/generated.pyx":7883
 *                 lindexer[count] = i
 *                 rindexer[count] = -1
 *                 result[count] = lval             # <<<<<<<<<<<<<<
 *                 count += 1
 *                 i += 1
 */
        __pyx_t_45 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_45, __pyx_pybuffernd_result.diminfo[0].strides) = __pyx_v_lval;

        /* "pandas/src/generated.pyx":7884
 *                 rindexer[count] = -1
 *                 result[count] = lval
 *                 count += 1             # <<<<<<<<<<<<<<
 *                 i += 1
 *             else:
 */
        __pyx_v_count = (__pyx_v_count + 1);

        /* "pandas/src/generated.pyx":7885
 *                 result[count] = lval
 *                 count += 1
 *                 i += 1             # <<<<<<<<<<<<<<
 *             else:
 *                 lindexer[count] = -1
 */
        __pyx_v_i = (__pyx_v_i + 1);
        goto __pyx_L28;
      }
      /*else*/ {

        /* "pandas/src/generated.pyx":7887
 *                 i += 1
 *             else:
 *                 lindexer[count] = -1             # <<<<<<<<<<<<<<
 *                 rindexer[count] = j
 *                 result[count] = rval
 */
        __pyx_t_46 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_46, __pyx_pybuffernd_lindexer.diminfo[0].strides) = -1;

        /* "pandas/src/generated.pyx":7888
 *             else:
 *                 lindexer[count] = -1
 *                 rindexer[count] = j             # <<<<<<<<<<<<<<
 *                 result[count] = rval
 *                 count += 1
 */
        __pyx_t_47 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_47, __pyx_pybuffernd_rindexer.diminfo[0].strides) = __pyx_v_j;

        /* "pandas/src/generated.pyx":7889
 *                 lindexer[count] = -1
 *                 rindexer[count] = j
 *                 result[count] = rval             # <<<<<<<<<<<<<<
 *                 count += 1
 *                 j += 1
 */
        __pyx_t_48 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_48, __pyx_pybuffernd_result.diminfo[0].strides) = __pyx_v_rval;

        /* "pandas/src/generated.pyx":7890
 *                 rindexer[count] = j
 *                 result[count] = rval
 *                 count += 1             # <<<<<<<<<<<<<<
 *                 j += 1
 * 
 */
        __pyx_v_count = (__pyx_v_count + 1);

        /* "pandas/src/generated.pyx":7891
 *                 result[count] = rval
 *                 count += 1
 *                 j += 1             # <<<<<<<<<<<<<<
 * 
 *     return result, lindexer, rindexer
 */
        __pyx_v_j = (__pyx_v_j + 1);
      }
      __pyx_L28:;
    }
    __pyx_L21_break:;
  }
  __pyx_L15:;

  /* "pandas/src/generated.pyx":7893
 *                 j += 1
 * 
 *     return result, lindexer, rindexer             # <<<<<<<<<<<<<<
 * 
 * @cython.wraparound(False)
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_9 = PyTuple_New(3); if (unlikely(!__pyx_t_9)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 7893; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_t_9);
  __Pyx_INCREF(((PyObject *)__pyx_v_result));
  PyTuple_SET_ITEM(__pyx_t_9, 0, ((PyObject *)__pyx_v_result));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_result));
  __Pyx_INCREF(((PyObject *)__pyx_v_lindexer));
  PyTuple_SET_ITEM(__pyx_t_9, 1, ((PyObject *)__pyx_v_lindexer));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_lindexer));
  __Pyx_INCREF(((PyObject *)__pyx_v_rindexer));
  PyTuple_SET_ITEM(__pyx_t_9, 2, ((PyObject *)__pyx_v_rindexer));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_rindexer));
  __pyx_r = __pyx_t_9;
  __pyx_t_9 = 0;
  goto __pyx_L0;

  /* "pandas/src/generated.pyx":7768
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def outer_join_indexer_float64(ndarray[float64_t] left,             # <<<<<<<<<<<<<<
 *                                 ndarray[float64_t] right):
 *     cdef:
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 *             lindexer[j] = -1
 *             rindexer[j] = j
 *             result[j] = right[j]             # <<<<<<<<<<<<<<
 *     elif nright == 0:
 *         for i in range(nright):
 */
      __pyx_t_23 = __pyx_v_j;
      __pyx_t_24 = __pyx_v_j;
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_24, __pyx_pybuffernd_result.diminfo[0].strides) = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_23, __pyx_pybuffernd_right.diminfo[0].strides));
    }
    goto __pyx_L15;
  }

  /* "pandas/src/generated.pyx":7963
 *             rindexer[j] = j
 *             result[j] = right[j]
 *     elif nright == 0:             # <<<<<<<<<<<<<<
 *         for i in range(nright):
 *             lindexer[i] = i
 */
  __pyx_t_2 = ((__pyx_v_nright == 0) != 0);
  if (__pyx_t_2) {

    /* "pandas/src/generated.pyx":7964
 *             result[j] = right[j]
 *     elif nright == 0:
 *         for i in range(nright):             # <<<<<<<<<<<<<<
 *             lindexer[i] = i
 *             rindexer[i] = -1
 */
    __pyx_t_19 = __pyx_v_nright;
    for (__pyx_t_20 = 0; __pyx_t_20 < __pyx_t_19; __pyx_t_20+=1) {
      __pyx_v_i = __pyx_t_20;

      /* "pandas/src/generated.pyx":7965
 *     elif nright == 0:
 *         for i in range(nright):
 *             lindexer[i] = i             # <<<<<<<<<<<<<<
 *             rindexer[i] = -1
 *             result[i] = left[i]
 */
      __pyx_t_25 = __pyx_v_i;
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_25, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

      /* "pandas/src/generated.pyx":7966
 *         for i in range(nright):
 *             lindexer[i] = i
 *             rindexer[i] = -1             # <<<<<<<<<<<<<<
 *             result[i] = left[i]
 *     else:
 */
      __pyx_t_26 = __pyx_v_i;
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_26, __pyx_pybuffernd_rindexer.diminfo[0].strides) = -1;

      /* "pandas/src/generated.pyx":7967
 *             lindexer[i] = i
 *             rindexer[i] = -1
 *             result[i] = left[i]             # <<<<<<<<<<<<<<
 *     else:
 *         while True:
 */
      __pyx_t_27 = __pyx_v_i;
      __pyx_t_28 = __pyx_v_i;
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_28, __pyx_pybuffernd_result.diminfo[0].strides) = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_27, __pyx_pybuffernd_left.diminfo[0].strides));
    }
    goto __pyx_L15;
  }
  /*else*/ {

    /* "pandas/src/generated.pyx":7969
 *             result[i] = left[i]
 *     else:
 *         while True:             # <<<<<<<<<<<<<<
 *             if i == nleft:
 *                 while j < nright:
 */
    while (1) {

      /* "pandas/src/generated.pyx":7970
 *     else:
 *         while True:
 *             if i == nleft:             # <<<<<<<<<<<<<<
 *                 while j < nright:
 *                     lindexer[count] = -1
 */
      __pyx_t_2 = ((__pyx_v_i == __pyx_v_nleft) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":7971
 *         while True:
 *             if i == nleft:
 *                 while j < nright:             # <<<<<<<<<<<<<<
 *                     lindexer[count] = -1
 *                     rindexer[count] = j
 */
        while (1) {
          __pyx_t_2 = ((__pyx_v_j < __pyx_v_nright) != 0);
          if (!__pyx_t_2) break;

          /* "pandas/src/generated.pyx":7972
 *             if i == nleft:
 *                 while j < nright:
 *                     lindexer[count] = -1             # <<<<<<<<<<<<<<
 *                     rindexer[count] = j
 *                     result[count] = right[j]
 */
          __pyx_t_19 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_lindexer.diminfo[0].strides) = -1;

          /* "pandas/src/generated.pyx":7973
 *                 while j < nright:
 *                     lindexer[count] = -1
 *                     rindexer[count] = j             # <<<<<<<<<<<<<<
 *                     result[count] = right[j]
 *                     count += 1
 */
          __pyx_t_20 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_20, __pyx_pybuffernd_rindexer.diminfo[0].strides) = __pyx_v_j;

          /* "pandas/src/generated.pyx":7974
 *                     lindexer[count] = -1
 *                     rindexer[count] = j
 *                     result[count] = right[j]             # <<<<<<<<<<<<<<
 *                     count += 1
 *                     j += 1
 */
          __pyx_t_29 = __pyx_v_j;
          __pyx_t_30 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_result.diminfo[0].strides) = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_29, __pyx_pybuffernd_right.diminfo[0].strides));

          /* "pandas/src/generated.pyx":7975
 *                     rindexer[count] = j
 *                     result[count] = right[j]
 *                     count += 1             # <<<<<<<<<<<<<<
 *                     j += 1
 *                 break
 */
          __pyx_v_count = (__pyx_v_count + 1);

          /* "pandas/src/generated.pyx":7976
 *                     result[count] = right[j]
 *                     count += 1
 *                     j += 1             # <<<<<<<<<<<<<<
 *                 break
 *             if j == nright:
 */
          __pyx_v_j = (__pyx_v_j + 1);
        }

        /* "pandas/src/generated.pyx":7977
 *                     count += 1
 *                     j += 1
 *                 break             # <<<<<<<<<<<<<<
 *             if j == nright:
 *                 while i < nleft:
 */
        goto __pyx_L21_break;
      }

      /* "pandas/src/generated.pyx":7978
 *                     j += 1
 *                 break
 *             if j == nright:             # <<<<<<<<<<<<<<
 *                 while i < nleft:
 *                     lindexer[count] = i
 */
      __pyx_t_2 = ((__pyx_v_j == __pyx_v_nright) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":7979
 *                 break
 *             if j == nright:
 *                 while i < nleft:             # <<<<<<<<<<<<<<
 *                     lindexer[count] = i
 *                     rindexer[count] = -1
 */
        while (1) {
          __pyx_t_2 = ((__pyx_v_i < __pyx_v_nleft) != 0);
          if (!__pyx_t_2) break;

          /* "pandas/src/generated.pyx":7980
 *             if j == nright:
 *                 while i < nleft:
 *                     lindexer[count] = i             # <<<<<<<<<<<<<<
 *                     rindexer[count] = -1
 *                     result[count] = left[i]
 */
          __pyx_t_31 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_31, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

          /* "pandas/src/generated.pyx":7981
 *                 while i < nleft:
 *                     lindexer[count] = i
 *                     rindexer[count] = -1             # <<<<<<<<<<<<<<
 *                     result[count] = left[i]
 *                     count += 1
 */
          __pyx_t_32 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_32, __pyx_pybuffernd_rindexer.diminfo[0].strides) = -1;

          /* "pandas/src/generated.pyx":7982
 *                     lindexer[count] = i
 *                     rindexer[count] = -1
 *                     result[count] = left[i]             # <<<<<<<<<<<<<<
 *                     count += 1
 *                     i += 1
 */
          __pyx_t_33 = __pyx_v_i;
          __pyx_t_34 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_34, __pyx_pybuffernd_result.diminfo[0].strides) = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_33, __pyx_pybuffernd_left.diminfo[0].strides));

          /* "pandas/src/generated.pyx":7983
 *                     rindexer[count] = -1
 *                     result[count] = left[i]
 *                     count += 1             # <<<<<<<<<<<<<<
 *                     i += 1
 *                 break
 */
          __pyx_v_count = (__pyx_v_count + 1);

          /* "pandas/src/generated.pyx":7984
 *                     result[count] = left[i]
 *                     count += 1
 *                     i += 1             # <<<<<<<<<<<<<<
 *                 break
 * 
 */
          __pyx_v_i = (__pyx_v_i + 1);
        }

        /* "pandas/src/generated.pyx":7985
 *                     count += 1
 *                     i += 1
 *                 break             # <<<<<<<<<<<<<<
 * 
 *             lval = left[i]
 */
        goto __pyx_L21_break;
      }

      /* "pandas/src/generated.pyx":7987
 *                 break
 * 
 *             lval = left[i]             # <<<<<<<<<<<<<<
 *             rval = right[j]
 * 
 */
      __pyx_t_35 = __pyx_v_i;
      __pyx_v_lval = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_35, __pyx_pybuffernd_left.diminfo[0].strides));

      /* "pandas/src/generated.pyx":7988
 * 
 *             lval = left[i]
 *             rval = right[j]             # <<<<<<<<<<<<<<
 * 
 *             if lval == rval:
 */
      __pyx_t_36 = __pyx_v_j;
      __pyx_v_rval = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_36, __pyx_pybuffernd_right.diminfo[0].strides));

      /* "pandas/src/generated.pyx":7990
 *             rval = right[j]
 * 
 *             if lval == rval:             # <<<<<<<<<<<<<<
 *                 lindexer[count] = i
 *                 rindexer[count] = j
 */
      __pyx_t_2 = ((__pyx_v_lval == __pyx_v_rval) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":7991
 * 
 *             if lval == rval:
 *                 lindexer[count] = i             # <<<<<<<<<<<<<<
 *                 rindexer[count] = j
 *                 result[count] = lval
 */
        __pyx_t_37 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_37, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

        /* "pandas/src/generated.pyx":7992
 *             if lval == rval:
 *                 lindexer[count] = i
 *                 rindexer[count] = j             # <<<<<<<<<<<<<<
 *                 result[count] = lval
 *                 count += 1
 */
        __pyx_t_38 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_38, __pyx_pybuffernd_rindexer.diminfo[0].strides) = __pyx_v_j;

        /* "pandas/src/generated.pyx":7993
 *                 lindexer[count] = i
 *                 rindexer[count] = j
 *                 result[count] = lval             # <<<<<<<<<<<<<<
 *                 count += 1
 *                 if i < nleft - 1:
 */
        __pyx_t_39 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_39, __pyx_pybuffernd_result.diminfo[0].strides) = __pyx_v_lval;

        /* "pandas/src/generated.pyx":7994
 *                 rindexer[count] = j
 *                 result[count] = lval
 *                 count += 1             # <<<<<<<<<<<<<<
 *                 if i < nleft - 1:
 *                     if j < nright - 1 and right[j + 1] == rval:
 */
        __pyx_v_count = (__pyx_v_count + 1);

        /* "pandas/src/generated.pyx":7995
 *                 result[count] = lval
 *                 count += 1
 *                 if i < nleft - 1:             # <<<<<<<<<<<<<<
 *                     if j < nright - 1 and right[j + 1] == rval:
 *                         j += 1
 */
        __pyx_t_2 = ((__pyx_v_i < (__pyx_v_nleft - 1)) != 0);
        if (__pyx_t_2) {

          /* "pandas/src/generated.pyx":7996
 *                 count += 1
 *                 if i < nleft - 1:
 *                     if j < nright - 1 and right[j + 1] == rval:             # <<<<<<<<<<<<<<
 *                         j += 1
 *                     else:
 */
          __pyx_t_4 = ((__pyx_v_j < (__pyx_v_nright - 1)) != 0);
          if (__pyx_t_4) {
            goto __pyx_L32_next_and;
          } else {
            __pyx_t_2 = __pyx_t_4;
            goto __pyx_L31_bool_binop_done;
          }
          __pyx_L32_next_and:;
          __pyx_t_40 = (__pyx_v_j + 1);
          __pyx_t_4 = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_40, __pyx_pybuffernd_right.diminfo[0].strides)) == __pyx_v_rval) != 0);
          __pyx_t_2 = __pyx_t_4;
          __pyx_L31_bool_binop_done:;
          if (__pyx_t_2) {

            /* "pandas/src/generated.pyx":7997
 *                 if i < nleft - 1:
 *                     if j < nright - 1 and right[j + 1] == rval:
 *                         j += 1             # <<<<<<<<<<<<<<
 *                     else:
 *                         i += 1
 */
            __pyx_v_j = (__pyx_v_j + 1);
            goto __pyx_L30;
          }
          /*else*/ {

            /* "pandas/src/generated.pyx":7999
 *                         j += 1
 *                     else:
 *                         i += 1             # <<<<<<<<<<<<<<
 *                         if left[i] != rval:
 *                             j += 1
 */
            __pyx_v_i = (__pyx_v_i + 1);

            /* "pandas/src/generated.pyx":8000
 *                     else:
 *                         i += 1
 *                         if left[i] != rval:             # <<<<<<<<<<<<<<
 *                             j += 1
 *                 elif j < nright - 1:
 */
            __pyx_t_41 = __pyx_v_i;
            __pyx_t_2 = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_41, __pyx_pybuffernd_left.diminfo[0].strides)) != __pyx_v_rval) != 0);
            if (__pyx_t_2) {

              /* "pandas/src/generated.pyx":8001
 *                         i += 1
 *                         if left[i] != rval:
 *                             j += 1             # <<<<<<<<<<<<<<
 *                 elif j < nright - 1:
 *                     j += 1
 */
              __pyx_v_j = (__pyx_v_j + 1);
              goto __pyx_L33;
            }
            __pyx_L33:;
          }
          __pyx_L30:;
          goto __pyx_L29;
        }

        /* "pandas/src/generated.pyx":8002
 *                         if left[i] != rval:
 *                             j += 1
 *                 elif j < nright - 1:             # <<<<<<<<<<<<<<
 *                     j += 1
 *                     if lval != right[j]:
 */
        __pyx_t_2 = ((__pyx_v_j < (__pyx_v_nright - 1)) != 0);
        if (__pyx_t_2) {

          /* "pandas/src/generated.pyx":8003
 *                             j += 1
 *                 elif j < nright - 1:
 *                     j += 1             # <<<<<<<<<<<<<<
 *                     if lval != right[j]:
 *                         i += 1
 */
          __pyx_v_j = (__pyx_v_j + 1);

          /* "pandas/src/generated.pyx":8004
 *                 elif j < nright - 1:
 *                     j += 1
 *                     if lval != right[j]:             # <<<<<<<<<<<<<<
 *                         i += 1
 *                 else:
 */
          __pyx_t_42 = __pyx_v_j;
          __pyx_t_2 = ((__pyx_v_lval != (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_right.rcbuffer->pybuffer.buf, __pyx_t_42, __pyx_pybuffernd_right.diminfo[0].strides))) != 0);
          if (__pyx_t_2) {

            /* "pandas/src/generated.pyx":8005
 *                     j += 1
 *                     if lval != right[j]:
 *                         i += 1             # <<<<<<<<<<<<<<
 *                 else:
 *                     # end of the road
 */
            __pyx_v_i = (__pyx_v_i + 1);
            goto __pyx_L34;
          }
          __pyx_L34:;
          goto __pyx_L29;
        }
        /*else*/ {

          /* "pandas/src/generated.pyx":8008
 *                 else:
 *                     # end of the road
 *                     break             # <<<<<<<<<<<<<<
 *             elif lval < rval:
 *                 lindexer[count] = i
 */
          goto __pyx_L21_break;
        }
        __pyx_L29:;
        goto __pyx_L28;
      }

      /* "pandas/src/generated.pyx":8009
 *                     # end of the road
 *                     break
 *             elif lval < rval:             # <<<<<<<<<<<<<<
 *                 lindexer[count] = i
 *                 rindexer[count] = -1
 */
      __pyx_t_2 = ((__pyx_v_lval < __pyx_v_rval) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":8010
 *                     break
 *             elif lval < rval:
 *                 lindexer[count] = i             # <<<<<<<<<<<<<<
 *                 rindexer[count] = -1
 *                 result[count] = lval
 */
        __pyx_t_43 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_43, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

        /* "pandas/src/generated.pyx":8011
 *             elif lval < rval:
 *                 lindexer[count] = i
 *                 rindexer[count] = -1             # <<<<<<<<<<<<<<
 *                 result[count] = lval
 *                 count += 1
 */
        __pyx_t_44 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_44, __pyx_pybuffernd_rindexer.diminfo[0].strides) = -1;

        /* "pandas/src/generated.pyx":8012
 *                 lindexer[count] = i
 *                 rindexer[count] = -1
 *                 result[count] = lval             # <<<<<<<<<<<<<<
 *                 count += 1
 *                 i += 1
 */
        __pyx_t_45 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float32_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_45, __pyx_pybuffernd_result.diminfo[0].strides) = __pyx_v_lval;

        /* "pandas/src/generated.pyx":8013
 *                 rindexer[count] = -1
 *                 result[count] = lval
 *                 count += 1             # <<<<<<<<<<<<<<
 *                 i += 1
 *             else:
 */
        __pyx_v_count = (__pyx_v_count + 1);

        /* "pandas/src/generated.pyx":8014
 *                 result[count] = lval
 *                 count += 1
 *                 i += 1             # <<<<<<<<<<<<<<
 *             else:
 *                 lindexer[count] = -1
 */
        __pyx_v_i = (__pyx_v_i + 1);
        goto __pyx_L28;
      }
      /*else*/ {

        /* "pandas/src/generated.pyx":8016
 *                 i += 1
 *             else:
 *                 lindexer[count] = -1             # <<<<<<<<<<<<<<
 *                 rindexer[count] = j
 *                 result[count] = rval
 */
        __pyx_t_46 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_46, __pyx_pybuffernd_lindexer.diminfo[0].strides) = -1;

        /* "pandas/src/generated.pyx":8017
 *             else:
 *                 lindexer[count] = -1
 *                 rindexer[count] = j             # <<<<<<<<<<<<<<
 *                 result[count] = rval
 *                 count += 1
 */
        __pyx_t_47 = __pyx_v_count;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_47, __pyx_pybuffernd_rindexer.diminfo[0].strides) = __pyx_v_j;

        /* "pandas/src/generated.pyx":8018
 *                 lindexer[count] = -1
 *                 rindexer[count] = j
 *                 result[count] = rval             # <<<<<<<<<<<<<<
 *                 count += 1
 *                 j += 1
 */
        __pyx_t_48 = __pyx_v_count;
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        }

        /* "pandas/src/generated.pyx":8364
 *                     count += 1
 *                     j += 1
 *                 break             # <<<<<<<<<<<<<<
 *             if j == nright:
 *                 while i < nleft:
 */
        goto __pyx_L21_break;
      }

      /* "pandas/src/generated.pyx":8365
 *                     j += 1
 *                 break
 *             if j == nright:             # <<<<<<<<<<<<<<
 *                 while i < nleft:
 *                     lindexer[count] = i
 */
      __pyx_t_2 = ((__pyx_v_j == __pyx_v_nright) != 0);
      if (__pyx_t_2) {

        /* "pandas/src/generated.pyx":8366
 *                 break
 *             if j == nright:
 *                 while i < nleft:             # <<<<<<<<<<<<<<
 *                     lindexer[count] = i
 *                     rindexer[count] = -1
 */
        while (1) {
          __pyx_t_2 = ((__pyx_v_i < __pyx_v_nleft) != 0);
          if (!__pyx_t_2) break;

          /* "pandas/src/generated.pyx":8367
 *             if j == nright:
 *                 while i < nleft:
 *                     lindexer[count] = i             # <<<<<<<<<<<<<<
 *                     rindexer[count] = -1
 *                     result[count] = left[i]
 */
          __pyx_t_31 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_lindexer.rcbuffer->pybuffer.buf, __pyx_t_31, __pyx_pybuffernd_lindexer.diminfo[0].strides) = __pyx_v_i;

          /* "pandas/src/generated.pyx":8368
 *                 while i < nleft:
 *                     lindexer[count] = i
 *                     rindexer[count] = -1             # <<<<<<<<<<<<<<
 *                     result[count] = left[i]
 *                     count += 1
 */
          __pyx_t_32 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_rindexer.rcbuffer->pybuffer.buf, __pyx_t_32, __pyx_pybuffernd_rindexer.diminfo[0].strides) = -1;

          /* "pandas/src/generated.pyx":8369
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 *                     rindexer[count] = -1
 *                     result[count] = left[i]             # <<<<<<<<<<<<<<
 *                     count += 1
 *                     i += 1
 */
          __pyx_t_33 = __pyx_v_i;
          __pyx_t_34 = __pyx_v_count;
          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_34, __pyx_pybuffernd_result.diminfo[0].strides) = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_33, __pyx_pybuffernd_left.diminfo[0].strides));

          /* "pandas/src/generated.pyx":8370
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 *                     i += 1
 *                 break
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          __pyx_v_count = (__pyx_v_count + 1);

          /* "pandas/src/generated.pyx":8371
 *                     result[count] = left[i]
 *                     count += 1
 *                     i += 1             # <<<<<<<<<<<<<<
 *                 break
 * 
 */
          __pyx_v_i = (__pyx_v_i + 1);
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        /* "pandas/src/generated.pyx":8372
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      /* "pandas/src/generated.pyx":8374
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 *             lval = left[i]             # <<<<<<<<<<<<<<
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 */
      __pyx_t_35 = __pyx_v_i;
      __pyx_v_lval = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_left.rcbuffer->pybuffer.buf, __pyx_t_35, __pyx_pybuffernd_left.diminfo[0].strides));

      /* "pandas/src/generated.pyx":8375
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 *             lval = left[i]
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      /* "pandas/src/generated.pyx":8377
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        /* "pandas/src/generated.pyx":8378
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        /* "pandas/src/generated.pyx":8379
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        /* "pandas/src/generated.pyx":8381
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        /* "pandas/src/generated.pyx":8382
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          /* "pandas/src/generated.pyx":8383
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            /* "pandas/src/generated.pyx":8384
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              /* "pandas/src/generated.pyx":8388
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  /* "numpy.pxd":219
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    goto __pyx_L9_bool_binop_done;
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  /* "numpy.pxd":220
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 */
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  if (__pyx_t_1) {

    /* "numpy.pxd":221
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 * 
 *             info.buf = PyArray_DATA(self)
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    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_Raise(__pyx_t_3, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    {__pyx_filename = __pyx_f[5]; __pyx_lineno = 221; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "numpy.pxd":223
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 */
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  /* "numpy.pxd":224
 * 
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 *                 # Allocate new buffer for strides and shape info.
 */
  __pyx_v_info->ndim = __pyx_v_ndim;

  /* "numpy.pxd":225
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 */
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    /* "numpy.pxd":228
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 *                 info.shape = info.strides + ndim
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 */
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    /* "numpy.pxd":229
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 *                 info.shape = info.strides + ndim             # <<<<<<<<<<<<<<
 *                 for i in range(ndim):
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 */
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    /* "numpy.pxd":230
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 *                 for i in range(ndim):             # <<<<<<<<<<<<<<
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      /* "numpy.pxd":231
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 */
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      /* "numpy.pxd":232
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 */
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    /* "numpy.pxd":234
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 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)
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 */
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    /* "numpy.pxd":235
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  /* "numpy.pxd":236
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 */
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 *                 elif t == NPY_UBYTE:       f = "B"             # <<<<<<<<<<<<<<
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 *                 elif t == NPY_SHORT:       f = "h"             # <<<<<<<<<<<<<<
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 *                 elif t == NPY_INT:         f = "i"
 */
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 *                 elif t == NPY_SHORT:       f = "h"
 *                 elif t == NPY_USHORT:      f = "H"             # <<<<<<<<<<<<<<
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 */
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 */
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 *                 elif t == NPY_ULONG:       f = "L"
 */
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      /* "numpy.pxd":266
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 *                 elif t == NPY_LONG:        f = "l"             # <<<<<<<<<<<<<<
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 */
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      /* "numpy.pxd":268
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 * 
 *             have_start = index.start is not None
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 * 
 *             have_start = index.start is not None             # <<<<<<<<<<<<<<
 *             have_stop = index.stop is not None
 *             have_step = index.step is not None
 */
      __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_v_index, __pyx_n_s_start); if (unlikely(!__pyx_t_9)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 721; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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      /* "View.MemoryView":722
 * 
 *             have_start = index.start is not None
 *             have_stop = index.stop is not None             # <<<<<<<<<<<<<<
 *             have_step = index.step is not None
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 */
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      /* "View.MemoryView":723
 *             have_start = index.start is not None
 *             have_stop = index.stop is not None
 *             have_step = index.step is not None             # <<<<<<<<<<<<<<
 * 
 *             slice_memviewslice(
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      __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_v_index, __pyx_n_s_step); if (unlikely(!__pyx_t_9)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 723; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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      __pyx_v_have_step = __pyx_t_1;

      /* "View.MemoryView":725
 *             have_step = index.step is not None
 * 
 *             slice_memviewslice(             # <<<<<<<<<<<<<<
 *                 p_dst, p_src.shape[dim], p_src.strides[dim], p_src.suboffsets[dim],
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 */
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      /* "View.MemoryView":731
 *                 have_start, have_stop, have_step,
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 *             new_ndim += 1             # <<<<<<<<<<<<<<
 * 
 *     if isinstance(memview, _memoryviewslice):
 */
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    /* "View.MemoryView":703
 *     cdef bint have_start, have_stop, have_step
 * 
 *     for dim, index in enumerate(indices):             # <<<<<<<<<<<<<<
 *         if PyIndex_Check(index):
 *             slice_memviewslice(
 */
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  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

  /* "View.MemoryView":733
 *             new_ndim += 1
 * 
 *     if isinstance(memview, _memoryviewslice):             # <<<<<<<<<<<<<<
 *         return memoryview_fromslice(dst, new_ndim,
 *                                     memviewsliceobj.to_object_func,
 */
  __pyx_t_1 = __Pyx_TypeCheck(((PyObject *)__pyx_v_memview), ((PyObject *)__pyx_memoryviewslice_type)); 
  __pyx_t_2 = (__pyx_t_1 != 0);
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    /* "View.MemoryView":734
 * 
 *     if isinstance(memview, _memoryviewslice):
 *         return memoryview_fromslice(dst, new_ndim,             # <<<<<<<<<<<<<<
 *                                     memviewsliceobj.to_object_func,
 *                                     memviewsliceobj.to_dtype_func,
 */
    __Pyx_XDECREF(((PyObject *)__pyx_r));

    /* "View.MemoryView":735
 *     if isinstance(memview, _memoryviewslice):
 *         return memoryview_fromslice(dst, new_ndim,
 *                                     memviewsliceobj.to_object_func,             # <<<<<<<<<<<<<<
 *                                     memviewsliceobj.to_dtype_func,
 *                                     memview.dtype_is_object)
 */
    if (unlikely(!__pyx_v_memviewsliceobj)) { __Pyx_RaiseUnboundLocalError("memviewsliceobj"); {__pyx_filename = __pyx_f[7]; __pyx_lineno = 735; __pyx_clineno = __LINE__; goto __pyx_L1_error;} }

    /* "View.MemoryView":736
 *         return memoryview_fromslice(dst, new_ndim,
 *                                     memviewsliceobj.to_object_func,
 *                                     memviewsliceobj.to_dtype_func,             # <<<<<<<<<<<<<<
 *                                     memview.dtype_is_object)
 *     else:
 */
    if (unlikely(!__pyx_v_memviewsliceobj)) { __Pyx_RaiseUnboundLocalError("memviewsliceobj"); {__pyx_filename = __pyx_f[7]; __pyx_lineno = 736; __pyx_clineno = __LINE__; goto __pyx_L1_error;} }

    /* "View.MemoryView":734
 * 
 *     if isinstance(memview, _memoryviewslice):
 *         return memoryview_fromslice(dst, new_ndim,             # <<<<<<<<<<<<<<
 *                                     memviewsliceobj.to_object_func,
 *                                     memviewsliceobj.to_dtype_func,
 */
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    __Pyx_GOTREF(__pyx_t_3);
    if (!(likely(((__pyx_t_3) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_3, __pyx_memoryview_type))))) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 734; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __pyx_r = ((struct __pyx_memoryview_obj *)__pyx_t_3);
    __pyx_t_3 = 0;
    goto __pyx_L0;
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  /*else*/ {

    /* "View.MemoryView":739
 *                                     memview.dtype_is_object)
 *     else:
 *         return memoryview_fromslice(dst, new_ndim, NULL, NULL,             # <<<<<<<<<<<<<<
 *                                     memview.dtype_is_object)
 * 
 */
    __Pyx_XDECREF(((PyObject *)__pyx_r));

    /* "View.MemoryView":740
 *     else:
 *         return memoryview_fromslice(dst, new_ndim, NULL, NULL,
 *                                     memview.dtype_is_object)             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __pyx_t_3 = __pyx_memoryview_fromslice(__pyx_v_dst, __pyx_v_new_ndim, NULL, NULL, __pyx_v_memview->dtype_is_object); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 739; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_3);

    /* "View.MemoryView":739
 *                                     memview.dtype_is_object)
 *     else:
 *         return memoryview_fromslice(dst, new_ndim, NULL, NULL,             # <<<<<<<<<<<<<<
 *                                     memview.dtype_is_object)
 * 
 */
    if (!(likely(((__pyx_t_3) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_3, __pyx_memoryview_type))))) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 739; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "View.MemoryView":667
 * 
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 * cdef memoryview memview_slice(memoryview memview, object indices):             # <<<<<<<<<<<<<<
 *     cdef int new_ndim = 0, suboffset_dim = -1, dim
 *     cdef bint negative_step
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_9);
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  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_memviewsliceobj);
  __Pyx_XDECREF(__pyx_v_index);
  __Pyx_XGIVEREF((PyObject *)__pyx_r);
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  return __pyx_r;
}

/* "View.MemoryView":764
 * 
 * @cname('__pyx_memoryview_slice_memviewslice')
 * cdef int slice_memviewslice(             # <<<<<<<<<<<<<<
 *         __Pyx_memviewslice *dst,
 *         Py_ssize_t shape, Py_ssize_t stride, Py_ssize_t suboffset,
 */

static int __pyx_memoryview_slice_memviewslice(__Pyx_memviewslice *__pyx_v_dst, Py_ssize_t __pyx_v_shape, Py_ssize_t __pyx_v_stride, Py_ssize_t __pyx_v_suboffset, int __pyx_v_dim, int __pyx_v_new_ndim, int *__pyx_v_suboffset_dim, Py_ssize_t __pyx_v_start, Py_ssize_t __pyx_v_stop, Py_ssize_t __pyx_v_step, int __pyx_v_have_start, int __pyx_v_have_stop, int __pyx_v_have_step, int __pyx_v_is_slice) {
  Py_ssize_t __pyx_v_new_shape;
  int __pyx_v_negative_step;
  int __pyx_r;
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
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  /* "View.MemoryView":784
 *     cdef bint negative_step
 * 
 *     if not is_slice:             # <<<<<<<<<<<<<<
 * 
 *         if start < 0:
 */
  __pyx_t_1 = ((!(__pyx_v_is_slice != 0)) != 0);
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    /* "View.MemoryView":786
 *     if not is_slice:
 * 
 *         if start < 0:             # <<<<<<<<<<<<<<
 *             start += shape
 *         if not 0 <= start < shape:
 */
    __pyx_t_1 = ((__pyx_v_start < 0) != 0);
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      /* "View.MemoryView":787
 * 
 *         if start < 0:
 *             start += shape             # <<<<<<<<<<<<<<
 *         if not 0 <= start < shape:
 *             _err_dim(IndexError, "Index out of bounds (axis %d)", dim)
 */
      __pyx_v_start = (__pyx_v_start + __pyx_v_shape);
      goto __pyx_L4;
    }
    __pyx_L4:;

    /* "View.MemoryView":788
 *         if start < 0:
 *             start += shape
 *         if not 0 <= start < shape:             # <<<<<<<<<<<<<<
 *             _err_dim(IndexError, "Index out of bounds (axis %d)", dim)
 *     else:
 */
    __pyx_t_1 = (0 <= __pyx_v_start);
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    __pyx_t_2 = ((!(__pyx_t_1 != 0)) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":789
 *             start += shape
 *         if not 0 <= start < shape:
 *             _err_dim(IndexError, "Index out of bounds (axis %d)", dim)             # <<<<<<<<<<<<<<
 *     else:
 * 
 */
      __pyx_t_3 = __pyx_memoryview_err_dim(__pyx_builtin_IndexError, __pyx_k_Index_out_of_bounds_axis_d, __pyx_v_dim); if (unlikely(__pyx_t_3 == -1)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 789; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      goto __pyx_L5;
    }
    __pyx_L5:;
    goto __pyx_L3;
  }
  /*else*/ {

    /* "View.MemoryView":792
 *     else:
 * 
 *         negative_step = have_step != 0 and step < 0             # <<<<<<<<<<<<<<
 * 
 *         if have_step and step == 0:
 */
    __pyx_t_1 = ((__pyx_v_have_step != 0) != 0);
    if (__pyx_t_1) {
      goto __pyx_L7_next_and;
    } else {
      __pyx_t_2 = __pyx_t_1;
      goto __pyx_L6_bool_binop_done;
    }
    __pyx_L7_next_and:;
    __pyx_t_1 = ((__pyx_v_step < 0) != 0);
    __pyx_t_2 = __pyx_t_1;
    __pyx_L6_bool_binop_done:;
    __pyx_v_negative_step = __pyx_t_2;

    /* "View.MemoryView":794
 *         negative_step = have_step != 0 and step < 0
 * 
 *         if have_step and step == 0:             # <<<<<<<<<<<<<<
 *             _err_dim(ValueError, "Step may not be zero (axis %d)", dim)
 * 
 */
    __pyx_t_1 = (__pyx_v_have_step != 0);
    if (__pyx_t_1) {
      goto __pyx_L10_next_and;
    } else {
      __pyx_t_2 = __pyx_t_1;
      goto __pyx_L9_bool_binop_done;
    }
    __pyx_L10_next_and:;
    __pyx_t_1 = ((__pyx_v_step == 0) != 0);
    __pyx_t_2 = __pyx_t_1;
    __pyx_L9_bool_binop_done:;
    if (__pyx_t_2) {

      /* "View.MemoryView":795
 * 
 *         if have_step and step == 0:
 *             _err_dim(ValueError, "Step may not be zero (axis %d)", dim)             # <<<<<<<<<<<<<<
 * 
 * 
 */
      __pyx_t_3 = __pyx_memoryview_err_dim(__pyx_builtin_ValueError, __pyx_k_Step_may_not_be_zero_axis_d, __pyx_v_dim); if (unlikely(__pyx_t_3 == -1)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 795; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      goto __pyx_L8;
    }
    __pyx_L8:;

    /* "View.MemoryView":798
 * 
 * 
 *         if have_start:             # <<<<<<<<<<<<<<
 *             if start < 0:
 *                 start += shape
 */
    __pyx_t_2 = (__pyx_v_have_start != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":799
 * 
 *         if have_start:
 *             if start < 0:             # <<<<<<<<<<<<<<
 *                 start += shape
 *                 if start < 0:
 */
      __pyx_t_2 = ((__pyx_v_start < 0) != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":800
 *         if have_start:
 *             if start < 0:
 *                 start += shape             # <<<<<<<<<<<<<<
 *                 if start < 0:
 *                     start = 0
 */
        __pyx_v_start = (__pyx_v_start + __pyx_v_shape);

        /* "View.MemoryView":801
 *             if start < 0:
 *                 start += shape
 *                 if start < 0:             # <<<<<<<<<<<<<<
 *                     start = 0
 *             elif start >= shape:
 */
        __pyx_t_2 = ((__pyx_v_start < 0) != 0);
        if (__pyx_t_2) {

          /* "View.MemoryView":802
 *                 start += shape
 *                 if start < 0:
 *                     start = 0             # <<<<<<<<<<<<<<
 *             elif start >= shape:
 *                 if negative_step:
 */
          __pyx_v_start = 0;
          goto __pyx_L13;
        }
        __pyx_L13:;
        goto __pyx_L12;
      }

      /* "View.MemoryView":803
 *                 if start < 0:
 *                     start = 0
 *             elif start >= shape:             # <<<<<<<<<<<<<<
 *                 if negative_step:
 *                     start = shape - 1
 */
      __pyx_t_2 = ((__pyx_v_start >= __pyx_v_shape) != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":804
 *                     start = 0
 *             elif start >= shape:
 *                 if negative_step:             # <<<<<<<<<<<<<<
 *                     start = shape - 1
 *                 else:
 */
        __pyx_t_2 = (__pyx_v_negative_step != 0);
        if (__pyx_t_2) {

          /* "View.MemoryView":805
 *             elif start >= shape:
 *                 if negative_step:
 *                     start = shape - 1             # <<<<<<<<<<<<<<
 *                 else:
 *                     start = shape
 */
          __pyx_v_start = (__pyx_v_shape - 1);
          goto __pyx_L14;
        }
        /*else*/ {

          /* "View.MemoryView":807
 *                     start = shape - 1
 *                 else:
 *                     start = shape             # <<<<<<<<<<<<<<
 *         else:
 *             if negative_step:
 */
          __pyx_v_start = __pyx_v_shape;
        }
        __pyx_L14:;
        goto __pyx_L12;
      }
      __pyx_L12:;
      goto __pyx_L11;
    }
    /*else*/ {

      /* "View.MemoryView":809
 *                     start = shape
 *         else:
 *             if negative_step:             # <<<<<<<<<<<<<<
 *                 start = shape - 1
 *             else:
 */
      __pyx_t_2 = (__pyx_v_negative_step != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":810
 *         else:
 *             if negative_step:
 *                 start = shape - 1             # <<<<<<<<<<<<<<
 *             else:
 *                 start = 0
 */
        __pyx_v_start = (__pyx_v_shape - 1);
        goto __pyx_L15;
      }
      /*else*/ {

        /* "View.MemoryView":812
 *                 start = shape - 1
 *             else:
 *                 start = 0             # <<<<<<<<<<<<<<
 * 
 *         if have_stop:
 */
        __pyx_v_start = 0;
      }
      __pyx_L15:;
    }
    __pyx_L11:;

    /* "View.MemoryView":814
 *                 start = 0
 * 
 *         if have_stop:             # <<<<<<<<<<<<<<
 *             if stop < 0:
 *                 stop += shape
 */
    __pyx_t_2 = (__pyx_v_have_stop != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":815
 * 
 *         if have_stop:
 *             if stop < 0:             # <<<<<<<<<<<<<<
 *                 stop += shape
 *                 if stop < 0:
 */
      __pyx_t_2 = ((__pyx_v_stop < 0) != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":816
 *         if have_stop:
 *             if stop < 0:
 *                 stop += shape             # <<<<<<<<<<<<<<
 *                 if stop < 0:
 *                     stop = 0
 */
        __pyx_v_stop = (__pyx_v_stop + __pyx_v_shape);

        /* "View.MemoryView":817
 *             if stop < 0:
 *                 stop += shape
 *                 if stop < 0:             # <<<<<<<<<<<<<<
 *                     stop = 0
 *             elif stop > shape:
 */
        __pyx_t_2 = ((__pyx_v_stop < 0) != 0);
        if (__pyx_t_2) {

          /* "View.MemoryView":818
 *                 stop += shape
 *                 if stop < 0:
 *                     stop = 0             # <<<<<<<<<<<<<<
 *             elif stop > shape:
 *                 stop = shape
 */
          __pyx_v_stop = 0;
          goto __pyx_L18;
        }
        __pyx_L18:;
        goto __pyx_L17;
      }

      /* "View.MemoryView":819
 *                 if stop < 0:
 *                     stop = 0
 *             elif stop > shape:             # <<<<<<<<<<<<<<
 *                 stop = shape
 *         else:
 */
      __pyx_t_2 = ((__pyx_v_stop > __pyx_v_shape) != 0);
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 * 
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  if (__pyx_t_1) {

    /* "View.MemoryView":1064
 * cdef Py_ssize_t abs_py_ssize_t(Py_ssize_t arg) nogil:
 *     if arg < 0:
 *         return -arg             # <<<<<<<<<<<<<<
 *     else:
 *         return arg
 */
    __pyx_r = (-__pyx_v_arg);
    goto __pyx_L0;
  }
  /*else*/ {

    /* "View.MemoryView":1066
 *         return -arg
 *     else:
 *         return arg             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_get_best_slice_order')
 */
    __pyx_r = __pyx_v_arg;
    goto __pyx_L0;
  }

  /* "View.MemoryView":1062
 * 
 * 
 * cdef Py_ssize_t abs_py_ssize_t(Py_ssize_t arg) nogil:             # <<<<<<<<<<<<<<
 *     if arg < 0:
 *         return -arg
 */

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

/* "View.MemoryView":1069
 * 
 * @cname('__pyx_get_best_slice_order')
 * cdef char get_best_order(__Pyx_memviewslice *mslice, int ndim) nogil:             # <<<<<<<<<<<<<<
 *     """
 *     Figure out the best memory access order for a given slice.
 */

static char __pyx_get_best_slice_order(__Pyx_memviewslice *__pyx_v_mslice, int __pyx_v_ndim) {
  int __pyx_v_i;
  Py_ssize_t __pyx_v_c_stride;
  Py_ssize_t __pyx_v_f_stride;
  char __pyx_r;
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;

  /* "View.MemoryView":1074
 *     """
 *     cdef int i
 *     cdef Py_ssize_t c_stride = 0             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t f_stride = 0
 * 
 */
  __pyx_v_c_stride = 0;

  /* "View.MemoryView":1075
 *     cdef int i
 *     cdef Py_ssize_t c_stride = 0
 *     cdef Py_ssize_t f_stride = 0             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ndim - 1, -1, -1):
 */
  __pyx_v_f_stride = 0;

  /* "View.MemoryView":1077
 *     cdef Py_ssize_t f_stride = 0
 * 
 *     for i in range(ndim - 1, -1, -1):             # <<<<<<<<<<<<<<
 *         if mslice.shape[i] > 1:
 *             c_stride = mslice.strides[i]
 */
  for (__pyx_t_1 = (__pyx_v_ndim - 1); __pyx_t_1 > -1; __pyx_t_1-=1) {
    __pyx_v_i = __pyx_t_1;

    /* "View.MemoryView":1078
 * 
 *     for i in range(ndim - 1, -1, -1):
 *         if mslice.shape[i] > 1:             # <<<<<<<<<<<<<<
 *             c_stride = mslice.strides[i]
 *             break
 */
    __pyx_t_2 = (((__pyx_v_mslice->shape[__pyx_v_i]) > 1) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1079
 *     for i in range(ndim - 1, -1, -1):
 *         if mslice.shape[i] > 1:
 *             c_stride = mslice.strides[i]             # <<<<<<<<<<<<<<
 *             break
 * 
 */
      __pyx_v_c_stride = (__pyx_v_mslice->strides[__pyx_v_i]);

      /* "View.MemoryView":1080
 *         if mslice.shape[i] > 1:
 *             c_stride = mslice.strides[i]
 *             break             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ndim):
 */
      goto __pyx_L4_break;
    }
  }
  __pyx_L4_break:;

  /* "View.MemoryView":1082
 *             break
 * 
 *     for i in range(ndim):             # <<<<<<<<<<<<<<
 *         if mslice.shape[i] > 1:
 *             f_stride = mslice.strides[i]
 */
  __pyx_t_1 = __pyx_v_ndim;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_1; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "View.MemoryView":1083
 * 
 *     for i in range(ndim):
 *         if mslice.shape[i] > 1:             # <<<<<<<<<<<<<<
 *             f_stride = mslice.strides[i]
 *             break
 */
    __pyx_t_2 = (((__pyx_v_mslice->shape[__pyx_v_i]) > 1) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1084
 *     for i in range(ndim):
 *         if mslice.shape[i] > 1:
 *             f_stride = mslice.strides[i]             # <<<<<<<<<<<<<<
 *             break
 * 
 */
      __pyx_v_f_stride = (__pyx_v_mslice->strides[__pyx_v_i]);

      /* "View.MemoryView":1085
 *         if mslice.shape[i] > 1:
 *             f_stride = mslice.strides[i]
 *             break             # <<<<<<<<<<<<<<
 * 
 *     if abs_py_ssize_t(c_stride) <= abs_py_ssize_t(f_stride):
 */
      goto __pyx_L7_break;
    }
  }
  __pyx_L7_break:;

  /* "View.MemoryView":1087
 *             break
 * 
 *     if abs_py_ssize_t(c_stride) <= abs_py_ssize_t(f_stride):             # <<<<<<<<<<<<<<
 *         return 'C'
 *     else:
 */
  __pyx_t_2 = ((abs_py_ssize_t(__pyx_v_c_stride) <= abs_py_ssize_t(__pyx_v_f_stride)) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1088
 * 
 *     if abs_py_ssize_t(c_stride) <= abs_py_ssize_t(f_stride):
 *         return 'C'             # <<<<<<<<<<<<<<
 *     else:
 *         return 'F'
 */
    __pyx_r = 'C';
    goto __pyx_L0;
  }
  /*else*/ {

    /* "View.MemoryView":1090
 *         return 'C'
 *     else:
 *         return 'F'             # <<<<<<<<<<<<<<
 * 
 * @cython.cdivision(True)
 */
    __pyx_r = 'F';
    goto __pyx_L0;
  }

  /* "View.MemoryView":1069
 * 
 * @cname('__pyx_get_best_slice_order')
 * cdef char get_best_order(__Pyx_memviewslice *mslice, int ndim) nogil:             # <<<<<<<<<<<<<<
 *     """
 *     Figure out the best memory access order for a given slice.
 */

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

/* "View.MemoryView":1093
 * 
 * @cython.cdivision(True)
 * cdef void _copy_strided_to_strided(char *src_data, Py_ssize_t *src_strides,             # <<<<<<<<<<<<<<
 *                                    char *dst_data, Py_ssize_t *dst_strides,
 *                                    Py_ssize_t *src_shape, Py_ssize_t *dst_shape,
 */

static void _copy_strided_to_strided(char *__pyx_v_src_data, Py_ssize_t *__pyx_v_src_strides, char *__pyx_v_dst_data, Py_ssize_t *__pyx_v_dst_strides, Py_ssize_t *__pyx_v_src_shape, Py_ssize_t *__pyx_v_dst_shape, int __pyx_v_ndim, size_t __pyx_v_itemsize) {
  CYTHON_UNUSED Py_ssize_t __pyx_v_i;
  CYTHON_UNUSED Py_ssize_t __pyx_v_src_extent;
  Py_ssize_t __pyx_v_dst_extent;
  Py_ssize_t __pyx_v_src_stride;
  Py_ssize_t __pyx_v_dst_stride;
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  Py_ssize_t __pyx_t_5;

  /* "View.MemoryView":1100
 * 
 *     cdef Py_ssize_t i
 *     cdef Py_ssize_t src_extent = src_shape[0]             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t dst_extent = dst_shape[0]
 *     cdef Py_ssize_t src_stride = src_strides[0]
 */
  __pyx_v_src_extent = (__pyx_v_src_shape[0]);

  /* "View.MemoryView":1101
 *     cdef Py_ssize_t i
 *     cdef Py_ssize_t src_extent = src_shape[0]
 *     cdef Py_ssize_t dst_extent = dst_shape[0]             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t src_stride = src_strides[0]
 *     cdef Py_ssize_t dst_stride = dst_strides[0]
 */
  __pyx_v_dst_extent = (__pyx_v_dst_shape[0]);

  /* "View.MemoryView":1102
 *     cdef Py_ssize_t src_extent = src_shape[0]
 *     cdef Py_ssize_t dst_extent = dst_shape[0]
 *     cdef Py_ssize_t src_stride = src_strides[0]             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t dst_stride = dst_strides[0]
 * 
 */
  __pyx_v_src_stride = (__pyx_v_src_strides[0]);

  /* "View.MemoryView":1103
 *     cdef Py_ssize_t dst_extent = dst_shape[0]
 *     cdef Py_ssize_t src_stride = src_strides[0]
 *     cdef Py_ssize_t dst_stride = dst_strides[0]             # <<<<<<<<<<<<<<
 * 
 *     if ndim == 1:
 */
  __pyx_v_dst_stride = (__pyx_v_dst_strides[0]);

  /* "View.MemoryView":1105
 *     cdef Py_ssize_t dst_stride = dst_strides[0]
 * 
 *     if ndim == 1:             # <<<<<<<<<<<<<<
 *        if (src_stride > 0 and dst_stride > 0 and
 *            <size_t> src_stride == itemsize == <size_t> dst_stride):
 */
  __pyx_t_1 = ((__pyx_v_ndim == 1) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":1106
 * 
 *     if ndim == 1:
 *        if (src_stride > 0 and dst_stride > 0 and             # <<<<<<<<<<<<<<
 *            <size_t> src_stride == itemsize == <size_t> dst_stride):
 *            memcpy(dst_data, src_data, itemsize * dst_extent)
 */
    __pyx_t_2 = ((__pyx_v_src_stride > 0) != 0);
    if (__pyx_t_2) {
      goto __pyx_L6_next_and;
    } else {
      __pyx_t_1 = __pyx_t_2;
      goto __pyx_L5_bool_binop_done;
    }
    __pyx_L6_next_and:;
    __pyx_t_2 = ((__pyx_v_dst_stride > 0) != 0);
    if (__pyx_t_2) {
      goto __pyx_L7_next_and;
    } else {
      __pyx_t_1 = __pyx_t_2;
      goto __pyx_L5_bool_binop_done;
    }
    __pyx_L7_next_and:;

    /* "View.MemoryView":1107
 *     if ndim == 1:
 *        if (src_stride > 0 and dst_stride > 0 and
 *            <size_t> src_stride == itemsize == <size_t> dst_stride):             # <<<<<<<<<<<<<<
 *            memcpy(dst_data, src_data, itemsize * dst_extent)
 *        else:
 */
    __pyx_t_2 = (((size_t)__pyx_v_src_stride) == __pyx_v_itemsize);
    if (__pyx_t_2) {
      __pyx_t_2 = (__pyx_v_itemsize == ((size_t)__pyx_v_dst_stride));
    }
    __pyx_t_3 = (__pyx_t_2 != 0);
    __pyx_t_1 = __pyx_t_3;
    __pyx_L5_bool_binop_done:;
    if (__pyx_t_1) {

      /* "View.MemoryView":1108
 *        if (src_stride > 0 and dst_stride > 0 and
 *            <size_t> src_stride == itemsize == <size_t> dst_stride):
 *            memcpy(dst_data, src_data, itemsize * dst_extent)             # <<<<<<<<<<<<<<
 *        else:
 *            for i in range(dst_extent):
 */
      memcpy(__pyx_v_dst_data, __pyx_v_src_data, (__pyx_v_itemsize * __pyx_v_dst_extent));
      goto __pyx_L4;
    }
    /*else*/ {

      /* "View.MemoryView":1110
 *            memcpy(dst_data, src_data, itemsize * dst_extent)
 *        else:
 *            for i in range(dst_extent):             # <<<<<<<<<<<<<<
 *                memcpy(dst_data, src_data, itemsize)
 *                src_data += src_stride
 */
      __pyx_t_4 = __pyx_v_dst_extent;
      for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
        __pyx_v_i = __pyx_t_5;

        /* "View.MemoryView":1111
 *        else:
 *            for i in range(dst_extent):
 *                memcpy(dst_data, src_data, itemsize)             # <<<<<<<<<<<<<<
 *                src_data += src_stride
 *                dst_data += dst_stride
 */
        memcpy(__pyx_v_dst_data, __pyx_v_src_data, __pyx_v_itemsize);

        /* "View.MemoryView":1112
 *            for i in range(dst_extent):
 *                memcpy(dst_data, src_data, itemsize)
 *                src_data += src_stride             # <<<<<<<<<<<<<<
 *                dst_data += dst_stride
 *     else:
 */
        __pyx_v_src_data = (__pyx_v_src_data + __pyx_v_src_stride);

        /* "View.MemoryView":1113
 *                memcpy(dst_data, src_data, itemsize)
 *                src_data += src_stride
 *                dst_data += dst_stride             # <<<<<<<<<<<<<<
 *     else:
 *         for i in range(dst_extent):
 */
        __pyx_v_dst_data = (__pyx_v_dst_data + __pyx_v_dst_stride);
      }
    }
    __pyx_L4:;
    goto __pyx_L3;
  }
  /*else*/ {

    /* "View.MemoryView":1115
 *                dst_data += dst_stride
 *     else:
 *         for i in range(dst_extent):             # <<<<<<<<<<<<<<
 *             _copy_strided_to_strided(src_data, src_strides + 1,
 *                                      dst_data, dst_strides + 1,
 */
    __pyx_t_4 = __pyx_v_dst_extent;
    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_i = __pyx_t_5;

      /* "View.MemoryView":1116
 *     else:
 *         for i in range(dst_extent):
 *             _copy_strided_to_strided(src_data, src_strides + 1,             # <<<<<<<<<<<<<<
 *                                      dst_data, dst_strides + 1,
 *                                      src_shape + 1, dst_shape + 1,
 */
      _copy_strided_to_strided(__pyx_v_src_data, (__pyx_v_src_strides + 1), __pyx_v_dst_data, (__pyx_v_dst_strides + 1), (__pyx_v_src_shape + 1), (__pyx_v_dst_shape + 1), (__pyx_v_ndim - 1), __pyx_v_itemsize);

      /* "View.MemoryView":1120
 *                                      src_shape + 1, dst_shape + 1,
 *                                      ndim - 1, itemsize)
 *             src_data += src_stride             # <<<<<<<<<<<<<<
 *             dst_data += dst_stride
 * 
 */
      __pyx_v_src_data = (__pyx_v_src_data + __pyx_v_src_stride);

      /* "View.MemoryView":1121
 *                                      ndim - 1, itemsize)
 *             src_data += src_stride
 *             dst_data += dst_stride             # <<<<<<<<<<<<<<
 * 
 * cdef void copy_strided_to_strided(__Pyx_memviewslice *src,
 */
      __pyx_v_dst_data = (__pyx_v_dst_data + __pyx_v_dst_stride);
    }
  }
  __pyx_L3:;

  /* "View.MemoryView":1093
 * 
 * @cython.cdivision(True)
 * cdef void _copy_strided_to_strided(char *src_data, Py_ssize_t *src_strides,             # <<<<<<<<<<<<<<
 *                                    char *dst_data, Py_ssize_t *dst_strides,
 *                                    Py_ssize_t *src_shape, Py_ssize_t *dst_shape,
 */

  /* function exit code */
}

/* "View.MemoryView":1123
 *             dst_data += dst_stride
 * 
 * cdef void copy_strided_to_strided(__Pyx_memviewslice *src,             # <<<<<<<<<<<<<<
 *                                   __Pyx_memviewslice *dst,
 *                                   int ndim, size_t itemsize) nogil:
 */

static void copy_strided_to_strided(__Pyx_memviewslice *__pyx_v_src, __Pyx_memviewslice *__pyx_v_dst, int __pyx_v_ndim, size_t __pyx_v_itemsize) {

  /* "View.MemoryView":1126
 *                                   __Pyx_memviewslice *dst,
 *                                   int ndim, size_t itemsize) nogil:
 *     _copy_strided_to_strided(src.data, src.strides, dst.data, dst.strides,             # <<<<<<<<<<<<<<
 *                              src.shape, dst.shape, ndim, itemsize)
 * 
 */
  _copy_strided_to_strided(__pyx_v_src->data, __pyx_v_src->strides, __pyx_v_dst->data, __pyx_v_dst->strides, __pyx_v_src->shape, __pyx_v_dst->shape, __pyx_v_ndim, __pyx_v_itemsize);

  /* "View.MemoryView":1123
 *             dst_data += dst_stride
 * 
 * cdef void copy_strided_to_strided(__Pyx_memviewslice *src,             # <<<<<<<<<<<<<<
 *                                   __Pyx_memviewslice *dst,
 *                                   int ndim, size_t itemsize) nogil:
 */

  /* function exit code */
}

/* "View.MemoryView":1130
 * 
 * @cname('__pyx_memoryview_slice_get_size')
 * cdef Py_ssize_t slice_get_size(__Pyx_memviewslice *src, int ndim) nogil:             # <<<<<<<<<<<<<<
 *     "Return the size of the memory occupied by the slice in number of bytes"
 *     cdef int i
 */

static Py_ssize_t __pyx_memoryview_slice_get_size(__Pyx_memviewslice *__pyx_v_src, int __pyx_v_ndim) {
  int __pyx_v_i;
  Py_ssize_t __pyx_v_size;
  Py_ssize_t __pyx_r;
  Py_ssize_t __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;

  /* "View.MemoryView":1133
 *     "Return the size of the memory occupied by the slice in number of bytes"
 *     cdef int i
 *     cdef Py_ssize_t size = src.memview.view.itemsize             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ndim):
 */
  __pyx_t_1 = __pyx_v_src->memview->view.itemsize;
  __pyx_v_size = __pyx_t_1;

  /* "View.MemoryView":1135
 *     cdef Py_ssize_t size = src.memview.view.itemsize
 * 
 *     for i in range(ndim):             # <<<<<<<<<<<<<<
 *         size *= src.shape[i]
 * 
 */
  __pyx_t_2 = __pyx_v_ndim;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "View.MemoryView":1136
 * 
 *     for i in range(ndim):
 *         size *= src.shape[i]             # <<<<<<<<<<<<<<
 * 
 *     return size
 */
    __pyx_v_size = (__pyx_v_size * (__pyx_v_src->shape[__pyx_v_i]));
  }

  /* "View.MemoryView":1138
 *         size *= src.shape[i]
 * 
 *     return size             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_fill_contig_strides_array')
 */
  __pyx_r = __pyx_v_size;
  goto __pyx_L0;

  /* "View.MemoryView":1130
 * 
 * @cname('__pyx_memoryview_slice_get_size')
 * cdef Py_ssize_t slice_get_size(__Pyx_memviewslice *src, int ndim) nogil:             # <<<<<<<<<<<<<<
 *     "Return the size of the memory occupied by the slice in number of bytes"
 *     cdef int i
 */

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

/* "View.MemoryView":1141
 * 
 * @cname('__pyx_fill_contig_strides_array')
 * cdef Py_ssize_t fill_contig_strides_array(             # <<<<<<<<<<<<<<
 *                 Py_ssize_t *shape, Py_ssize_t *strides, Py_ssize_t stride,
 *                 int ndim, char order) nogil:
 */

static Py_ssize_t __pyx_fill_contig_strides_array(Py_ssize_t *__pyx_v_shape, Py_ssize_t *__pyx_v_strides, Py_ssize_t __pyx_v_stride, int __pyx_v_ndim, char __pyx_v_order) {
  int __pyx_v_idx;
  Py_ssize_t __pyx_r;
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;

  /* "View.MemoryView":1150
 *     cdef int idx
 * 
 *     if order == 'F':             # <<<<<<<<<<<<<<
 *         for idx in range(ndim):
 *             strides[idx] = stride
 */
  __pyx_t_1 = ((__pyx_v_order == 'F') != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":1151
 * 
 *     if order == 'F':
 *         for idx in range(ndim):             # <<<<<<<<<<<<<<
 *             strides[idx] = stride
 *             stride = stride * shape[idx]
 */
    __pyx_t_2 = __pyx_v_ndim;
    for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
      __pyx_v_idx = __pyx_t_3;

      /* "View.MemoryView":1152
 *     if order == 'F':
 *         for idx in range(ndim):
 *             strides[idx] = stride             # <<<<<<<<<<<<<<
 *             stride = stride * shape[idx]
 *     else:
 */
      (__pyx_v_strides[__pyx_v_idx]) = __pyx_v_stride;

      /* "View.MemoryView":1153
 *         for idx in range(ndim):
 *             strides[idx] = stride
 *             stride = stride * shape[idx]             # <<<<<<<<<<<<<<
 *     else:
 *         for idx in range(ndim - 1, -1, -1):
 */
      __pyx_v_stride = (__pyx_v_stride * (__pyx_v_shape[__pyx_v_idx]));
    }
    goto __pyx_L3;
  }
  /*else*/ {

    /* "View.MemoryView":1155
 *             stride = stride * shape[idx]
 *     else:
 *         for idx in range(ndim - 1, -1, -1):             # <<<<<<<<<<<<<<
 *             strides[idx] = stride
 *             stride = stride * shape[idx]
 */
    for (__pyx_t_2 = (__pyx_v_ndim - 1); __pyx_t_2 > -1; __pyx_t_2-=1) {
      __pyx_v_idx = __pyx_t_2;

      /* "View.MemoryView":1156
 *     else:
 *         for idx in range(ndim - 1, -1, -1):
 *             strides[idx] = stride             # <<<<<<<<<<<<<<
 *             stride = stride * shape[idx]
 * 
 */
      (__pyx_v_strides[__pyx_v_idx]) = __pyx_v_stride;

      /* "View.MemoryView":1157
 *         for idx in range(ndim - 1, -1, -1):
 *             strides[idx] = stride
 *             stride = stride * shape[idx]             # <<<<<<<<<<<<<<
 * 
 *     return stride
 */
      __pyx_v_stride = (__pyx_v_stride * (__pyx_v_shape[__pyx_v_idx]));
    }
  }
  __pyx_L3:;

  /* "View.MemoryView":1159
 *             stride = stride * shape[idx]
 * 
 *     return stride             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_copy_data_to_temp')
 */
  __pyx_r = __pyx_v_stride;
  goto __pyx_L0;

  /* "View.MemoryView":1141
 * 
 * @cname('__pyx_fill_contig_strides_array')
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 *         raise error(msg.decode('ascii'))
 *     else:
 *         raise error             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_copy_contents')
 */
    __Pyx_Raise(__pyx_v_error, 0, 0, 0);
    {__pyx_filename = __pyx_f[7]; __pyx_lineno = 1219; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  }

  /* "View.MemoryView":1215
 * 
 * @cname('__pyx_memoryview_err')
 * cdef int _err(object error, char *msg) except -1 with gil:             # <<<<<<<<<<<<<<
 *     if msg != NULL:
 *         raise error(msg.decode('ascii'))
 */

  /* function exit code */
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/* "View.MemoryView":1222
 * 
 * @cname('__pyx_memoryview_copy_contents')
 * cdef int memoryview_copy_contents(__Pyx_memviewslice src,             # <<<<<<<<<<<<<<
 *                                   __Pyx_memviewslice dst,
 *                                   int src_ndim, int dst_ndim,
 */

static int __pyx_memoryview_copy_contents(__Pyx_memviewslice __pyx_v_src, __Pyx_memviewslice __pyx_v_dst, int __pyx_v_src_ndim, int __pyx_v_dst_ndim, int __pyx_v_dtype_is_object) {
  void *__pyx_v_tmpdata;
  size_t __pyx_v_itemsize;
  int __pyx_v_i;
  char __pyx_v_order;
  int __pyx_v_broadcasting;
  int __pyx_v_direct_copy;
  __Pyx_memviewslice __pyx_v_tmp;
  int __pyx_v_ndim;
  int __pyx_r;
  Py_ssize_t __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  int __pyx_t_4;
  int __pyx_t_5;
  void *__pyx_t_6;
  int __pyx_t_7;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;

  /* "View.MemoryView":1230
 *     Check for overlapping memory and verify the shapes.
 *     """
 *     cdef void *tmpdata = NULL             # <<<<<<<<<<<<<<
 *     cdef size_t itemsize = src.memview.view.itemsize
 *     cdef int i
 */
  __pyx_v_tmpdata = NULL;

  /* "View.MemoryView":1231
 *     """
 *     cdef void *tmpdata = NULL
 *     cdef size_t itemsize = src.memview.view.itemsize             # <<<<<<<<<<<<<<
 *     cdef int i
 *     cdef char order = get_best_order(&src, src_ndim)
 */
  __pyx_t_1 = __pyx_v_src.memview->view.itemsize;
  __pyx_v_itemsize = __pyx_t_1;

  /* "View.MemoryView":1233
 *     cdef size_t itemsize = src.memview.view.itemsize
 *     cdef int i
 *     cdef char order = get_best_order(&src, src_ndim)             # <<<<<<<<<<<<<<
 *     cdef bint broadcasting = False
 *     cdef bint direct_copy = False
 */
  __pyx_v_order = __pyx_get_best_slice_order((&__pyx_v_src), __pyx_v_src_ndim);

  /* "View.MemoryView":1234
 *     cdef int i
 *     cdef char order = get_best_order(&src, src_ndim)
 *     cdef bint broadcasting = False             # <<<<<<<<<<<<<<
 *     cdef bint direct_copy = False
 *     cdef __Pyx_memviewslice tmp
 */
  __pyx_v_broadcasting = 0;

  /* "View.MemoryView":1235
 *     cdef char order = get_best_order(&src, src_ndim)
 *     cdef bint broadcasting = False
 *     cdef bint direct_copy = False             # <<<<<<<<<<<<<<
 *     cdef __Pyx_memviewslice tmp
 * 
 */
  __pyx_v_direct_copy = 0;

  /* "View.MemoryView":1238
 *     cdef __Pyx_memviewslice tmp
 * 
 *     if src_ndim < dst_ndim:             # <<<<<<<<<<<<<<
 *         broadcast_leading(&src, src_ndim, dst_ndim)
 *     elif dst_ndim < src_ndim:
 */
  __pyx_t_2 = ((__pyx_v_src_ndim < __pyx_v_dst_ndim) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1239
 * 
 *     if src_ndim < dst_ndim:
 *         broadcast_leading(&src, src_ndim, dst_ndim)             # <<<<<<<<<<<<<<
 *     elif dst_ndim < src_ndim:
 *         broadcast_leading(&dst, dst_ndim, src_ndim)
 */
    __pyx_memoryview_broadcast_leading((&__pyx_v_src), __pyx_v_src_ndim, __pyx_v_dst_ndim);
    goto __pyx_L3;
  }

  /* "View.MemoryView":1240
 *     if src_ndim < dst_ndim:
 *         broadcast_leading(&src, src_ndim, dst_ndim)
 *     elif dst_ndim < src_ndim:             # <<<<<<<<<<<<<<
 *         broadcast_leading(&dst, dst_ndim, src_ndim)
 * 
 */
  __pyx_t_2 = ((__pyx_v_dst_ndim < __pyx_v_src_ndim) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1241
 *         broadcast_leading(&src, src_ndim, dst_ndim)
 *     elif dst_ndim < src_ndim:
 *         broadcast_leading(&dst, dst_ndim, src_ndim)             # <<<<<<<<<<<<<<
 * 
 *     cdef int ndim = max(src_ndim, dst_ndim)
 */
    __pyx_memoryview_broadcast_leading((&__pyx_v_dst), __pyx_v_dst_ndim, __pyx_v_src_ndim);
    goto __pyx_L3;
  }
  __pyx_L3:;

  /* "View.MemoryView":1243
 *         broadcast_leading(&dst, dst_ndim, src_ndim)
 * 
 *     cdef int ndim = max(src_ndim, dst_ndim)             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ndim):
 */
  __pyx_t_3 = __pyx_v_dst_ndim;
  __pyx_t_4 = __pyx_v_src_ndim;
  if (((__pyx_t_3 > __pyx_t_4) != 0)) {
    __pyx_t_5 = __pyx_t_3;
  } else {
    __pyx_t_5 = __pyx_t_4;
  }
  __pyx_v_ndim = __pyx_t_5;

  /* "View.MemoryView":1245
 *     cdef int ndim = max(src_ndim, dst_ndim)
 * 
 *     for i in range(ndim):             # <<<<<<<<<<<<<<
 *         if src.shape[i] != dst.shape[i]:
 *             if src.shape[i] == 1:
 */
  __pyx_t_5 = __pyx_v_ndim;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_5; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "View.MemoryView":1246
 * 
 *     for i in range(ndim):
 *         if src.shape[i] != dst.shape[i]:             # <<<<<<<<<<<<<<
 *             if src.shape[i] == 1:
 *                 broadcasting = True
 */
    __pyx_t_2 = (((__pyx_v_src.shape[__pyx_v_i]) != (__pyx_v_dst.shape[__pyx_v_i])) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1247
 *     for i in range(ndim):
 *         if src.shape[i] != dst.shape[i]:
 *             if src.shape[i] == 1:             # <<<<<<<<<<<<<<
 *                 broadcasting = True
 *                 src.strides[i] = 0
 */
      __pyx_t_2 = (((__pyx_v_src.shape[__pyx_v_i]) == 1) != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":1248
 *         if src.shape[i] != dst.shape[i]:
 *             if src.shape[i] == 1:
 *                 broadcasting = True             # <<<<<<<<<<<<<<
 *                 src.strides[i] = 0
 *             else:
 */
        __pyx_v_broadcasting = 1;

        /* "View.MemoryView":1249
 *             if src.shape[i] == 1:
 *                 broadcasting = True
 *                 src.strides[i] = 0             # <<<<<<<<<<<<<<
 *             else:
 *                 _err_extents(i, dst.shape[i], src.shape[i])
 */
        (__pyx_v_src.strides[__pyx_v_i]) = 0;
        goto __pyx_L7;
      }
      /*else*/ {

        /* "View.MemoryView":1251
 *                 src.strides[i] = 0
 *             else:
 *                 _err_extents(i, dst.shape[i], src.shape[i])             # <<<<<<<<<<<<<<
 * 
 *         if src.suboffsets[i] >= 0:
 */
        __pyx_t_4 = __pyx_memoryview_err_extents(__pyx_v_i, (__pyx_v_dst.shape[__pyx_v_i]), (__pyx_v_src.shape[__pyx_v_i])); if (unlikely(__pyx_t_4 == -1)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 1251; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_L7:;
      goto __pyx_L6;
    }
    __pyx_L6:;

    /* "View.MemoryView":1253
 *                 _err_extents(i, dst.shape[i], src.shape[i])
 * 
 *         if src.suboffsets[i] >= 0:             # <<<<<<<<<<<<<<
 *             _err_dim(ValueError, "Dimension %d is not direct", i)
 * 
 */
    __pyx_t_2 = (((__pyx_v_src.suboffsets[__pyx_v_i]) >= 0) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1254
 * 
 *         if src.suboffsets[i] >= 0:
 *             _err_dim(ValueError, "Dimension %d is not direct", i)             # <<<<<<<<<<<<<<
 * 
 *     if slices_overlap(&src, &dst, ndim, itemsize):
 */
      __pyx_t_4 = __pyx_memoryview_err_dim(__pyx_builtin_ValueError, __pyx_k_Dimension_d_is_not_direct, __pyx_v_i); if (unlikely(__pyx_t_4 == -1)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 1254; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      goto __pyx_L8;
    }
    __pyx_L8:;
  }

  /* "View.MemoryView":1256
 *             _err_dim(ValueError, "Dimension %d is not direct", i)
 * 
 *     if slices_overlap(&src, &dst, ndim, itemsize):             # <<<<<<<<<<<<<<
 * 
 *         if not slice_is_contig(&src, order, ndim):
 */
  __pyx_t_2 = (__pyx_slices_overlap((&__pyx_v_src), (&__pyx_v_dst), __pyx_v_ndim, __pyx_v_itemsize) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1258
 *     if slices_overlap(&src, &dst, ndim, itemsize):
 * 
 *         if not slice_is_contig(&src, order, ndim):             # <<<<<<<<<<<<<<
 *             order = get_best_order(&dst, ndim)
 * 
 */
    __pyx_t_2 = ((!(__pyx_memviewslice_is_contig((&__pyx_v_src), __pyx_v_order, __pyx_v_ndim) != 0)) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1259
 * 
 *         if not slice_is_contig(&src, order, ndim):
 *             order = get_best_order(&dst, ndim)             # <<<<<<<<<<<<<<
 * 
 *         tmpdata = copy_data_to_temp(&src, &tmp, order, ndim)
 */
      __pyx_v_order = __pyx_get_best_slice_order((&__pyx_v_dst), __pyx_v_ndim);
      goto __pyx_L10;
    }
    __pyx_L10:;

    /* "View.MemoryView":1261
 *             order = get_best_order(&dst, ndim)
 * 
 *         tmpdata = copy_data_to_temp(&src, &tmp, order, ndim)             # <<<<<<<<<<<<<<
 *         src = tmp
 * 
 */
    __pyx_t_6 = __pyx_memoryview_copy_data_to_temp((&__pyx_v_src), (&__pyx_v_tmp), __pyx_v_order, __pyx_v_ndim); if (unlikely(__pyx_t_6 == NULL)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 1261; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __pyx_v_tmpdata = __pyx_t_6;

    /* "View.MemoryView":1262
 * 
 *         tmpdata = copy_data_to_temp(&src, &tmp, order, ndim)
 *         src = tmp             # <<<<<<<<<<<<<<
 * 
 *     if not broadcasting:
 */
    __pyx_v_src = __pyx_v_tmp;
    goto __pyx_L9;
  }
  __pyx_L9:;

  /* "View.MemoryView":1264
 *         src = tmp
 * 
 *     if not broadcasting:             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_2 = ((!(__pyx_v_broadcasting != 0)) != 0);
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    /* "View.MemoryView":1267
 * 
 * 
 *         if slice_is_contig(&src, 'C', ndim):             # <<<<<<<<<<<<<<
 *             direct_copy = slice_is_contig(&dst, 'C', ndim)
 *         elif slice_is_contig(&src, 'F', ndim):
 */
    __pyx_t_2 = (__pyx_memviewslice_is_contig((&__pyx_v_src), 'C', __pyx_v_ndim) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1268
 * 
 *         if slice_is_contig(&src, 'C', ndim):
 *             direct_copy = slice_is_contig(&dst, 'C', ndim)             # <<<<<<<<<<<<<<
 *         elif slice_is_contig(&src, 'F', ndim):
 *             direct_copy = slice_is_contig(&dst, 'F', ndim)
 */
      __pyx_v_direct_copy = __pyx_memviewslice_is_contig((&__pyx_v_dst), 'C', __pyx_v_ndim);
      goto __pyx_L12;
    }

    /* "View.MemoryView":1269
 *         if slice_is_contig(&src, 'C', ndim):
 *             direct_copy = slice_is_contig(&dst, 'C', ndim)
 *         elif slice_is_contig(&src, 'F', ndim):             # <<<<<<<<<<<<<<
 *             direct_copy = slice_is_contig(&dst, 'F', ndim)
 * 
 */
    __pyx_t_2 = (__pyx_memviewslice_is_contig((&__pyx_v_src), 'F', __pyx_v_ndim) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1270
 *             direct_copy = slice_is_contig(&dst, 'C', ndim)
 *         elif slice_is_contig(&src, 'F', ndim):
 *             direct_copy = slice_is_contig(&dst, 'F', ndim)             # <<<<<<<<<<<<<<
 * 
 *         if direct_copy:
 */
      __pyx_v_direct_copy = __pyx_memviewslice_is_contig((&__pyx_v_dst), 'F', __pyx_v_ndim);
      goto __pyx_L12;
    }
    __pyx_L12:;

    /* "View.MemoryView":1272
 *             direct_copy = slice_is_contig(&dst, 'F', ndim)
 * 
 *         if direct_copy:             # <<<<<<<<<<<<<<
 * 
 *             refcount_copying(&dst, dtype_is_object, ndim, False)
 */
    __pyx_t_2 = (__pyx_v_direct_copy != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1274
 *         if direct_copy:
 * 
 *             refcount_copying(&dst, dtype_is_object, ndim, False)             # <<<<<<<<<<<<<<
 *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))
 *             refcount_copying(&dst, dtype_is_object, ndim, True)
 */
      __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 0);

      /* "View.MemoryView":1275
 * 
 *             refcount_copying(&dst, dtype_is_object, ndim, False)
 *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))             # <<<<<<<<<<<<<<
 *             refcount_copying(&dst, dtype_is_object, ndim, True)
 *             free(tmpdata)
 */
      memcpy(__pyx_v_dst.data, __pyx_v_src.data, __pyx_memoryview_slice_get_size((&__pyx_v_src), __pyx_v_ndim));

      /* "View.MemoryView":1276
 *             refcount_copying(&dst, dtype_is_object, ndim, False)
 *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))
 *             refcount_copying(&dst, dtype_is_object, ndim, True)             # <<<<<<<<<<<<<<
 *             free(tmpdata)
 *             return 0
 */
      __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 1);

      /* "View.MemoryView":1277
 *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))
 *             refcount_copying(&dst, dtype_is_object, ndim, True)
 *             free(tmpdata)             # <<<<<<<<<<<<<<
 *             return 0
 * 
 */
      free(__pyx_v_tmpdata);

      /* "View.MemoryView":1278
 *             refcount_copying(&dst, dtype_is_object, ndim, True)
 *             free(tmpdata)
 *             return 0             # <<<<<<<<<<<<<<
 * 
 *     if order == 'F' == get_best_order(&dst, ndim):
 */
      __pyx_r = 0;
      goto __pyx_L0;
    }
    goto __pyx_L11;
  }
  __pyx_L11:;

  /* "View.MemoryView":1280
 *             return 0
 * 
 *     if order == 'F' == get_best_order(&dst, ndim):             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_2 = (__pyx_v_order == 'F');
  if (__pyx_t_2) {
    __pyx_t_2 = ('F' == __pyx_get_best_slice_order((&__pyx_v_dst), __pyx_v_ndim));
  }
  __pyx_t_7 = (__pyx_t_2 != 0);
  if (__pyx_t_7) {

    /* "View.MemoryView":1283
 * 
 * 
 *         transpose_memslice(&src)             # <<<<<<<<<<<<<<
 *         transpose_memslice(&dst)
 * 
 */
    __pyx_t_5 = __pyx_memslice_transpose((&__pyx_v_src)); if (unlikely(__pyx_t_5 == 0)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 1283; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

    /* "View.MemoryView":1284
 * 
 *         transpose_memslice(&src)
 *         transpose_memslice(&dst)             # <<<<<<<<<<<<<<
 * 
 *     refcount_copying(&dst, dtype_is_object, ndim, False)
 */
    __pyx_t_5 = __pyx_memslice_transpose((&__pyx_v_dst)); if (unlikely(__pyx_t_5 == 0)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 1284; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    goto __pyx_L14;
  }
  __pyx_L14:;

  /* "View.MemoryView":1286
 *         transpose_memslice(&dst)
 * 
 *     refcount_copying(&dst, dtype_is_object, ndim, False)             # <<<<<<<<<<<<<<
 *     copy_strided_to_strided(&src, &dst, ndim, itemsize)
 *     refcount_copying(&dst, dtype_is_object, ndim, True)
 */
  __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 0);

  /* "View.MemoryView":1287
 * 
 *     refcount_copying(&dst, dtype_is_object, ndim, False)
 *     copy_strided_to_strided(&src, &dst, ndim, itemsize)             # <<<<<<<<<<<<<<
 *     refcount_copying(&dst, dtype_is_object, ndim, True)
 * 
 */
  copy_strided_to_strided((&__pyx_v_src), (&__pyx_v_dst), __pyx_v_ndim, __pyx_v_itemsize);

  /* "View.MemoryView":1288
 *     refcount_copying(&dst, dtype_is_object, ndim, False)
 *     copy_strided_to_strided(&src, &dst, ndim, itemsize)
 *     refcount_copying(&dst, dtype_is_object, ndim, True)             # <<<<<<<<<<<<<<
 * 
 *     free(tmpdata)
 */
  __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 1);

  /* "View.MemoryView":1290
 *     refcount_copying(&dst, dtype_is_object, ndim, True)
 * 
 *     free(tmpdata)             # <<<<<<<<<<<<<<
 *     return 0
 * 
 */
  free(__pyx_v_tmpdata);

  /* "View.MemoryView":1291
 * 
 *     free(tmpdata)
 *     return 0             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_broadcast_leading')
 */
  __pyx_r = 0;
  goto __pyx_L0;

  /* "View.MemoryView":1222
 * 
 * @cname('__pyx_memoryview_copy_contents')
 * cdef int memoryview_copy_contents(__Pyx_memviewslice src,             # <<<<<<<<<<<<<<
 *                                   __Pyx_memviewslice dst,
 *                                   int src_ndim, int dst_ndim,
 */

  /* function exit code */
  __pyx_L1_error:;
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/* "View.MemoryView":1331
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/* "View.MemoryView":1351
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/* "View.MemoryView":1361
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 * @cname('__pyx_memoryview__slice_assign_scalar')
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static void __pyx_memoryview__slice_assign_scalar(char *__pyx_v_data, Py_ssize_t *__pyx_v_shape, Py_ssize_t *__pyx_v_strides, int __pyx_v_ndim, size_t __pyx_v_itemsize, void *__pyx_v_item) {
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      /* "View.MemoryView":1374
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};

static struct PyGetSetDef __pyx_getsets_6pandas_5algos_Node[] = {
  {(char *)"value", __pyx_getprop_6pandas_5algos_4Node_value, __pyx_setprop_6pandas_5algos_4Node_value, 0, 0},
  {(char *)"next", __pyx_getprop_6pandas_5algos_4Node_next, __pyx_setprop_6pandas_5algos_4Node_next, 0, 0},
  {(char *)"width", __pyx_getprop_6pandas_5algos_4Node_width, __pyx_setprop_6pandas_5algos_4Node_width, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyTypeObject __pyx_type_6pandas_5algos_Node = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.algos.Node", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_5algos_Node), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_5algos_Node, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #else
  0, /*reserved*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_6pandas_5algos_Node, /*tp_traverse*/
  __pyx_tp_clear_6pandas_5algos_Node, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_5algos_Node, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_5algos_Node, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_5algos_4Node_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_5algos_Node, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_5algos_IndexableSkiplist __pyx_vtable_6pandas_5algos_IndexableSkiplist;

static PyObject *__pyx_tp_new_6pandas_5algos_IndexableSkiplist(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_5algos_IndexableSkiplist *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_obj_6pandas_5algos_IndexableSkiplist *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_5algos_IndexableSkiplist;
  p->head = ((struct __pyx_obj_6pandas_5algos_Node *)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_5algos_IndexableSkiplist(PyObject *o) {
  struct __pyx_obj_6pandas_5algos_IndexableSkiplist *p = (struct __pyx_obj_6pandas_5algos_IndexableSkiplist *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->head);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_5algos_IndexableSkiplist(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_5algos_IndexableSkiplist *p = (struct __pyx_obj_6pandas_5algos_IndexableSkiplist *)o;
  if (p->head) {
    e = (*v)(((PyObject*)p->head), a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_5algos_IndexableSkiplist(PyObject *o) {
  PyObject* tmp;
  struct __pyx_obj_6pandas_5algos_IndexableSkiplist *p = (struct __pyx_obj_6pandas_5algos_IndexableSkiplist *)o;
  tmp = ((PyObject*)p->head);
  p->head = ((struct __pyx_obj_6pandas_5algos_Node *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}
static PyObject *__pyx_sq_item_6pandas_5algos_IndexableSkiplist(PyObject *o, Py_ssize_t i) {
  PyObject *r;
  PyObject *x = PyInt_FromSsize_t(i); if(!x) return 0;
  r = Py_TYPE(o)->tp_as_mapping->mp_subscript(o, x);
  Py_DECREF(x);
  return r;
}

static PyMethodDef __pyx_methods_6pandas_5algos_IndexableSkiplist[] = {
  {"get", (PyCFunction)__pyx_pw_6pandas_5algos_17IndexableSkiplist_7get, METH_O, 0},
  {"insert", (PyCFunction)__pyx_pw_6pandas_5algos_17IndexableSkiplist_9insert, METH_O, 0},
  {"remove", (PyCFunction)__pyx_pw_6pandas_5algos_17IndexableSkiplist_11remove, METH_O, 0},
  {0, 0, 0, 0}
};

static PySequenceMethods __pyx_tp_as_sequence_IndexableSkiplist = {
  __pyx_pw_6pandas_5algos_17IndexableSkiplist_3__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  __pyx_sq_item_6pandas_5algos_IndexableSkiplist, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  0, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_IndexableSkiplist = {
  __pyx_pw_6pandas_5algos_17IndexableSkiplist_3__len__, /*mp_length*/
  __pyx_pw_6pandas_5algos_17IndexableSkiplist_5__getitem__, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyTypeObject __pyx_type_6pandas_5algos_IndexableSkiplist = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.algos.IndexableSkiplist", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_5algos_IndexableSkiplist), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_5algos_IndexableSkiplist, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #else
  0, /*reserved*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_IndexableSkiplist, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_IndexableSkiplist, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  "\n    Sorted collection supporting O(lg n) insertion, removal, and\n    lookup by rank.\n    ", /*tp_doc*/
  __pyx_tp_traverse_6pandas_5algos_IndexableSkiplist, /*tp_traverse*/
  __pyx_tp_clear_6pandas_5algos_IndexableSkiplist, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_5algos_IndexableSkiplist, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_5algos_17IndexableSkiplist_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_5algos_IndexableSkiplist, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static PyObject *__pyx_tp_new_array(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_array_obj *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_array_obj *)o);
  p->mode = ((PyObject*)Py_None); Py_INCREF(Py_None);
  p->_format = ((PyObject*)Py_None); Py_INCREF(Py_None);
  if (unlikely(__pyx_array___cinit__(o, a, k) < 0)) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_array(PyObject *o) {
  struct __pyx_array_obj *p = (struct __pyx_array_obj *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && (!PyType_IS_GC(Py_TYPE(o)) || !_PyGC_FINALIZED(o))) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_array___dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  Py_CLEAR(p->mode);
  Py_CLEAR(p->_format);
  (*Py_TYPE(o)->tp_free)(o);
}
static PyObject *__pyx_sq_item_array(PyObject *o, Py_ssize_t i) {
  PyObject *r;
  PyObject *x = PyInt_FromSsize_t(i); if(!x) return 0;
  r = Py_TYPE(o)->tp_as_mapping->mp_subscript(o, x);
  Py_DECREF(x);
  return r;
}

static int __pyx_mp_ass_subscript_array(PyObject *o, PyObject *i, PyObject *v) {
  if (v) {
    return __pyx_array___setitem__(o, i, v);
  }
  else {
    PyErr_Format(PyExc_NotImplementedError,
      "Subscript deletion not supported by %.200s", Py_TYPE(o)->tp_name);
    return -1;
  }
}

static PyObject *__pyx_tp_getattro_array(PyObject *o, PyObject *n) {
  PyObject *v = PyObject_GenericGetAttr(o, n);
  if (!v && PyErr_ExceptionMatches(PyExc_AttributeError)) {
    PyErr_Clear();
    v = __pyx_array___getattr__(o, n);
  }
  return v;
}

static PyObject *__pyx_getprop___pyx_array_memview(PyObject *o, CYTHON_UNUSED void *x) {
  return get_memview(o);
}

static PyMethodDef __pyx_methods_array[] = {
  {"__getattr__", (PyCFunction)__pyx_array___getattr__, METH_O|METH_COEXIST, 0},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_array[] = {
  {(char *)"memview", __pyx_getprop___pyx_array_memview, 0, 0, 0},
  {0, 0, 0, 0, 0}
};

static PySequenceMethods __pyx_tp_as_sequence_array = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  __pyx_sq_item_array, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  0, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_array = {
  0, /*mp_length*/
  __pyx_array___getitem__, /*mp_subscript*/
  __pyx_mp_ass_subscript_array, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_array = {
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getreadbuffer*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getwritebuffer*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getsegcount*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getcharbuffer*/
  #endif
  __pyx_array_getbuffer, /*bf_getbuffer*/
  0, /*bf_releasebuffer*/
};

static PyTypeObject __pyx_type___pyx_array = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.algos.array", /*tp_name*/
  sizeof(struct __pyx_array_obj), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_array, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #else
  0, /*reserved*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_array, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_array, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  __pyx_tp_getattro_array, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_array, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/
  0, /*tp_doc*/
  0, /*tp_traverse*/
  0, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_array, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_array, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_array, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static PyObject *__pyx_tp_new_Enum(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_MemviewEnum_obj *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_MemviewEnum_obj *)o);
  p->name = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_Enum(PyObject *o) {
  struct __pyx_MemviewEnum_obj *p = (struct __pyx_MemviewEnum_obj *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->name);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_Enum(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_MemviewEnum_obj *p = (struct __pyx_MemviewEnum_obj *)o;
  if (p->name) {
    e = (*v)(p->name, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_Enum(PyObject *o) {
  PyObject* tmp;
  struct __pyx_MemviewEnum_obj *p = (struct __pyx_MemviewEnum_obj *)o;
  tmp = ((PyObject*)p->name);
  p->name = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyMethodDef __pyx_methods_Enum[] = {
  {0, 0, 0, 0}
};

static PyTypeObject __pyx_type___pyx_MemviewEnum = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.algos.Enum", /*tp_name*/
  sizeof(struct __pyx_MemviewEnum_obj), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_Enum, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #else
  0, /*reserved*/
  #endif
  __pyx_MemviewEnum___repr__, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_Enum, /*tp_traverse*/
  __pyx_tp_clear_Enum, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_Enum, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_MemviewEnum___init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_Enum, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct_memoryview __pyx_vtable_memoryview;

static PyObject *__pyx_tp_new_memoryview(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_memoryview_obj *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_memoryview_obj *)o);
  p->__pyx_vtab = __pyx_vtabptr_memoryview;
  p->obj = Py_None; Py_INCREF(Py_None);
  p->_size = Py_None; Py_INCREF(Py_None);
  p->_array_interface = Py_None; Py_INCREF(Py_None);
  p->view.obj = NULL;
  if (unlikely(__pyx_memoryview___cinit__(o, a, k) < 0)) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_memoryview(PyObject *o) {
  struct __pyx_memoryview_obj *p = (struct __pyx_memoryview_obj *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_memoryview___dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  Py_CLEAR(p->obj);
  Py_CLEAR(p->_size);
  Py_CLEAR(p->_array_interface);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_memoryview(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_memoryview_obj *p = (struct __pyx_memoryview_obj *)o;
  if (p->obj) {
    e = (*v)(p->obj, a); if (e) return e;
  }
  if (p->_size) {
    e = (*v)(p->_size, a); if (e) return e;
  }
  if (p->_array_interface) {
    e = (*v)(p->_array_interface, a); if (e) return e;
  }
  if (p->view.obj) {
    e = (*v)(p->view.obj, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_memoryview(PyObject *o) {
  PyObject* tmp;
  struct __pyx_memoryview_obj *p = (struct __pyx_memoryview_obj *)o;
  tmp = ((PyObject*)p->obj);
  p->obj = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->_size);
  p->_size = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->_array_interface);
  p->_array_interface = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  Py_CLEAR(p->view.obj);
  return 0;
}
static PyObject *__pyx_sq_item_memoryview(PyObject *o, Py_ssize_t i) {
  PyObject *r;
  PyObject *x = PyInt_FromSsize_t(i); if(!x) return 0;
  r = Py_TYPE(o)->tp_as_mapping->mp_subscript(o, x);
  Py_DECREF(x);
  return r;
}

static int __pyx_mp_ass_subscript_memoryview(PyObject *o, PyObject *i, PyObject *v) {
  if (v) {
    return __pyx_memoryview___setitem__(o, i, v);
  }
  else {
    PyErr_Format(PyExc_NotImplementedError,
      "Subscript deletion not supported by %.200s", Py_TYPE(o)->tp_name);
    return -1;
  }
}

static PyObject *__pyx_getprop___pyx_memoryview_T(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_memoryview_transpose(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_base(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_memoryview__get__base(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_shape(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_memoryview_get_shape(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_strides(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_memoryview_get_strides(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_suboffsets(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_memoryview_get_suboffsets(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_ndim(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_memoryview_get_ndim(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_itemsize(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_memoryview_get_itemsize(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_nbytes(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_memoryview_get_nbytes(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_size(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_memoryview_get_size(o);
}

static PyMethodDef __pyx_methods_memoryview[] = {
  {"is_c_contig", (PyCFunction)__pyx_memoryview_is_c_contig, METH_NOARGS, 0},
  {"is_f_contig", (PyCFunction)__pyx_memoryview_is_f_contig, METH_NOARGS, 0},
  {"copy", (PyCFunction)__pyx_memoryview_copy, METH_NOARGS, 0},
  {"copy_fortran", (PyCFunction)__pyx_memoryview_copy_fortran, METH_NOARGS, 0},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_memoryview[] = {
  {(char *)"T", __pyx_getprop___pyx_memoryview_T, 0, 0, 0},
  {(char *)"base", __pyx_getprop___pyx_memoryview_base, 0, 0, 0},
  {(char *)"shape", __pyx_getprop___pyx_memoryview_shape, 0, 0, 0},
  {(char *)"strides", __pyx_getprop___pyx_memoryview_strides, 0, 0, 0},
  {(char *)"suboffsets", __pyx_getprop___pyx_memoryview_suboffsets, 0, 0, 0},
  {(char *)"ndim", __pyx_getprop___pyx_memoryview_ndim, 0, 0, 0},
  {(char *)"itemsize", __pyx_getprop___pyx_memoryview_itemsize, 0, 0, 0},
  {(char *)"nbytes", __pyx_getprop___pyx_memoryview_nbytes, 0, 0, 0},
  {(char *)"size", __pyx_getprop___pyx_memoryview_size, 0, 0, 0},
  {0, 0, 0, 0, 0}
};

static PySequenceMethods __pyx_tp_as_sequence_memoryview = {
  __pyx_memoryview___len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  __pyx_sq_item_memoryview, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  0, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_memoryview = {
  __pyx_memoryview___len__, /*mp_length*/
  __pyx_memoryview___getitem__, /*mp_subscript*/
  __pyx_mp_ass_subscript_memoryview, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_memoryview = {
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getreadbuffer*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getwritebuffer*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getsegcount*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getcharbuffer*/
  #endif
  __pyx_memoryview_getbuffer, /*bf_getbuffer*/
  0, /*bf_releasebuffer*/
};

static PyTypeObject __pyx_type___pyx_memoryview = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.algos.memoryview", /*tp_name*/
  sizeof(struct __pyx_memoryview_obj), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_memoryview, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #else
  0, /*reserved*/
  #endif
  __pyx_memoryview___repr__, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_memoryview, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_memoryview, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  __pyx_memoryview___str__, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_memoryview, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_memoryview, /*tp_traverse*/
  __pyx_tp_clear_memoryview, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_memoryview, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_memoryview, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_memoryview, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct__memoryviewslice __pyx_vtable__memoryviewslice;

static PyObject *__pyx_tp_new__memoryviewslice(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_memoryviewslice_obj *p;
  PyObject *o = __pyx_tp_new_memoryview(t, a, k);
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_memoryviewslice_obj *)o);
  p->__pyx_base.__pyx_vtab = (struct __pyx_vtabstruct_memoryview*)__pyx_vtabptr__memoryviewslice;
  p->from_object = Py_None; Py_INCREF(Py_None);
  p->from_slice.memview = NULL;
  return o;
}

static void __pyx_tp_dealloc__memoryviewslice(PyObject *o) {
  struct __pyx_memoryviewslice_obj *p = (struct __pyx_memoryviewslice_obj *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_memoryviewslice___dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  Py_CLEAR(p->from_object);
  PyObject_GC_Track(o);
  __pyx_tp_dealloc_memoryview(o);
}

static int __pyx_tp_traverse__memoryviewslice(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_memoryviewslice_obj *p = (struct __pyx_memoryviewslice_obj *)o;
  e = __pyx_tp_traverse_memoryview(o, v, a); if (e) return e;
  if (p->from_object) {
    e = (*v)(p->from_object, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear__memoryviewslice(PyObject *o) {
  PyObject* tmp;
  struct __pyx_memoryviewslice_obj *p = (struct __pyx_memoryviewslice_obj *)o;
  __pyx_tp_clear_memoryview(o);
  tmp = ((PyObject*)p->from_object);
  p->from_object = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  __PYX_XDEC_MEMVIEW(&p->from_slice, 1);
  return 0;
}

static PyObject *__pyx_getprop___pyx_memoryviewslice_base(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_memoryviewslice__get__base(o);
}

static PyMethodDef __pyx_methods__memoryviewslice[] = {
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets__memoryviewslice[] = {
  {(char *)"base", __pyx_getprop___pyx_memoryviewslice_base, 0, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyTypeObject __pyx_type___pyx_memoryviewslice = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.algos._memoryviewslice", /*tp_name*/
  sizeof(struct __pyx_memoryviewslice_obj), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc__memoryviewslice, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #else
  0, /*reserved*/
  #endif
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_memoryview___repr__, /*tp_repr*/
  #else
  0, /*tp_repr*/
  #endif
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_memoryview___str__, /*tp_str*/
  #else
  0, /*tp_str*/
  #endif
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  "Internal class for passing memoryview slices to Python", /*tp_doc*/
  __pyx_tp_traverse__memoryviewslice, /*tp_traverse*/
  __pyx_tp_clear__memoryviewslice, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods__memoryviewslice, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets__memoryviewslice, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new__memoryviewslice, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static PyMethodDef __pyx_methods[] = {
  {"ensure_platform_int", (PyCFunction)__pyx_pw_6pandas_5algos_89ensure_platform_int, METH_O, 0},
  {"ensure_object", (PyCFunction)__pyx_pw_6pandas_5algos_91ensure_object, METH_O, 0},
  {"ensure_float64", (PyCFunction)__pyx_pw_6pandas_5algos_93ensure_float64, METH_O, 0},
  {"ensure_float32", (PyCFunction)__pyx_pw_6pandas_5algos_95ensure_float32, METH_O, 0},
  {"ensure_int8", (PyCFunction)__pyx_pw_6pandas_5algos_97ensure_int8, METH_O, 0},
  {"ensure_int16", (PyCFunction)__pyx_pw_6pandas_5algos_99ensure_int16, METH_O, 0},
  {"ensure_int32", (PyCFunction)__pyx_pw_6pandas_5algos_101ensure_int32, METH_O, 0},
  {"ensure_int64", (PyCFunction)__pyx_pw_6pandas_5algos_103ensure_int64, METH_O, 0},
  {"map_indices_float64", (PyCFunction)__pyx_pw_6pandas_5algos_105map_indices_float64, METH_O, __pyx_doc_6pandas_5algos_104map_indices_float64},
  {"map_indices_float32", (PyCFunction)__pyx_pw_6pandas_5algos_107map_indices_float32, METH_O, __pyx_doc_6pandas_5algos_106map_indices_float32},
  {"map_indices_object", (PyCFunction)__pyx_pw_6pandas_5algos_109map_indices_object, METH_O, __pyx_doc_6pandas_5algos_108map_indices_object},
  {"map_indices_int32", (PyCFunction)__pyx_pw_6pandas_5algos_111map_indices_int32, METH_O, __pyx_doc_6pandas_5algos_110map_indices_int32},
  {"map_indices_int64", (PyCFunction)__pyx_pw_6pandas_5algos_113map_indices_int64, METH_O, __pyx_doc_6pandas_5algos_112map_indices_int64},
  {"map_indices_bool", (PyCFunction)__pyx_pw_6pandas_5algos_115map_indices_bool, METH_O, __pyx_doc_6pandas_5algos_114map_indices_bool},
  {0, 0, 0, 0}
};

#if PY_MAJOR_VERSION >= 3
static struct PyModuleDef __pyx_moduledef = {
  #if PY_VERSION_HEX < 0x03020000
    { PyObject_HEAD_INIT(NULL) NULL, 0, NULL },
  #else
    PyModuleDef_HEAD_INIT,
  #endif
    "algos",
    0, /* m_doc */
    -1, /* m_size */
    __pyx_methods /* m_methods */,
    NULL, /* m_reload */
    NULL, /* m_traverse */
    NULL, /* m_clear */
    NULL /* m_free */
};
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  /* "pandas/algos.pyx":768
 * @cython.boundscheck(False)
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  __Pyx_GOTREF(__pyx_tuple__32);
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  /* "pandas/algos.pyx":821
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 * 
 * cpdef numeric median(numeric[:] arr):             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__37);
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  __Pyx_GOTREF(__pyx_tuple__38);
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  __Pyx_GOTREF(__pyx_tuple__39);
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  __pyx_tuple__40 = PyTuple_Pack(1, __pyx_kp_s_Function_call_with_ambiguous_arg); if (unlikely(!__pyx_tuple__40)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 821; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":849
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 *     if len(arr) == 0:
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 *     m = arr[0]
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  /* "pandas/algos.pyx":1798
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  __pyx_tuple__42 = PyTuple_Pack(1, __pyx_int_0); if (unlikely(!__pyx_tuple__42)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1798; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":1858
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 *     if not input.flags.c_contiguous:
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 *     n = len(input)
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  __pyx_tuple__43 = PyTuple_Pack(1, __pyx_n_s_C); if (unlikely(!__pyx_tuple__43)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1858; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__43);
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  /* "pandas/algos.pyx":2312
 * 
 *     indexer, _counts = groupsort_indexer(labels, ngroups)
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 *     data = np.empty((K, N), dtype=np.float64)
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  __pyx_slice__44 = PySlice_New(__pyx_int_1, Py_None, Py_None); if (unlikely(!__pyx_slice__44)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2312; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_slice__44);
  __Pyx_GIVEREF(__pyx_slice__44);
  __pyx_slice__45 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__45)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2312; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_slice__45);
  __Pyx_GIVEREF(__pyx_slice__45);

  /* "pandas/src/join.pyx":201
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 *     return res
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  __Pyx_GOTREF(__pyx_tuple__46);
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  /* "pandas/src/join.pyx":237
 * 
 *     last_obs = np.empty(max_group, dtype=np.int64)
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 *     for i in range(n):
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  __pyx_tuple__47 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__47)) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 237; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__47);
  __Pyx_GIVEREF(__pyx_tuple__47);

  /* "pandas/src/generated.pyx":270
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 *     if limit is None:
 */
  __pyx_tuple__48 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__48)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 270; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__48);
  __Pyx_GIVEREF(__pyx_tuple__48);

  /* "pandas/src/generated.pyx":276
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 */
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  __Pyx_GOTREF(__pyx_tuple__49);
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  /* "pandas/src/generated.pyx":331
 *     nright = len(new)
 *     indexer = np.empty(nright, dtype=np.int64)
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 *     if limit is None:
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  __pyx_tuple__50 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__50)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 331; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__50);
  __Pyx_GIVEREF(__pyx_tuple__50);

  /* "pandas/src/generated.pyx":337
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
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 */
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  __Pyx_GOTREF(__pyx_tuple__51);
  __Pyx_GIVEREF(__pyx_tuple__51);

  /* "pandas/src/generated.pyx":392
 *     nright = len(new)
 *     indexer = np.empty(nright, dtype=np.int64)
 *     indexer.fill(-1)             # <<<<<<<<<<<<<<
 * 
 *     if limit is None:
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  __Pyx_GOTREF(__pyx_tuple__52);
  __Pyx_GIVEREF(__pyx_tuple__52);

  /* "pandas/src/generated.pyx":398
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
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 */
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  __Pyx_GOTREF(__pyx_tuple__53);
  __Pyx_GIVEREF(__pyx_tuple__53);

  /* "pandas/src/generated.pyx":453
 *     nright = len(new)
 *     indexer = np.empty(nright, dtype=np.int64)
 *     indexer.fill(-1)             # <<<<<<<<<<<<<<
 * 
 *     if limit is None:
 */
  __pyx_tuple__54 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__54)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 453; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__54);
  __Pyx_GIVEREF(__pyx_tuple__54);

  /* "pandas/src/generated.pyx":459
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
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 */
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  __Pyx_GOTREF(__pyx_tuple__55);
  __Pyx_GIVEREF(__pyx_tuple__55);

  /* "pandas/src/generated.pyx":514
 *     nright = len(new)
 *     indexer = np.empty(nright, dtype=np.int64)
 *     indexer.fill(-1)             # <<<<<<<<<<<<<<
 * 
 *     if limit is None:
 */
  __pyx_tuple__56 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__56)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 514; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__56);
  __Pyx_GIVEREF(__pyx_tuple__56);

  /* "pandas/src/generated.pyx":520
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
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  __Pyx_GOTREF(__pyx_tuple__57);
  __Pyx_GIVEREF(__pyx_tuple__57);

  /* "pandas/src/generated.pyx":575
 *     nright = len(new)
 *     indexer = np.empty(nright, dtype=np.int64)
 *     indexer.fill(-1)             # <<<<<<<<<<<<<<
 * 
 *     if limit is None:
 */
  __pyx_tuple__58 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__58)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 575; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__58);
  __Pyx_GIVEREF(__pyx_tuple__58);

  /* "pandas/src/generated.pyx":581
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
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 */
  __pyx_tuple__59 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__59)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 581; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__59);
  __Pyx_GIVEREF(__pyx_tuple__59);

  /* "pandas/src/generated.pyx":637
 *     nright = len(new)
 *     indexer = np.empty(nright, dtype=np.int64)
 *     indexer.fill(-1)             # <<<<<<<<<<<<<<
 * 
 *     if limit is None:
 */
  __pyx_tuple__60 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__60)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 637; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__60);
  __Pyx_GIVEREF(__pyx_tuple__60);

  /* "pandas/src/generated.pyx":643
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__61 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__61)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 643; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__61);
  __Pyx_GIVEREF(__pyx_tuple__61);

  /* "pandas/src/generated.pyx":699
 *     nright = len(new)
 *     indexer = np.empty(nright, dtype=np.int64)
 *     indexer.fill(-1)             # <<<<<<<<<<<<<<
 * 
 *     if limit is None:
 */
  __pyx_tuple__62 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__62)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 699; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__62);
  __Pyx_GIVEREF(__pyx_tuple__62);

  /* "pandas/src/generated.pyx":705
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
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 */
  __pyx_tuple__63 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__63)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 705; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__63);
  __Pyx_GIVEREF(__pyx_tuple__63);

  /* "pandas/src/generated.pyx":761
 *     nright = len(new)
 *     indexer = np.empty(nright, dtype=np.int64)
 *     indexer.fill(-1)             # <<<<<<<<<<<<<<
 * 
 *     if limit is None:
 */
  __pyx_tuple__64 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__64)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 761; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__64);
  __Pyx_GIVEREF(__pyx_tuple__64);

  /* "pandas/src/generated.pyx":767
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__65 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__65)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 767; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__65);
  __Pyx_GIVEREF(__pyx_tuple__65);

  /* "pandas/src/generated.pyx":823
 *     nright = len(new)
 *     indexer = np.empty(nright, dtype=np.int64)
 *     indexer.fill(-1)             # <<<<<<<<<<<<<<
 * 
 *     if limit is None:
 */
  __pyx_tuple__66 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__66)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 823; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__66);
  __Pyx_GIVEREF(__pyx_tuple__66);

  /* "pandas/src/generated.pyx":829
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__67 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__67)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 829; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__67);
  __Pyx_GIVEREF(__pyx_tuple__67);

  /* "pandas/src/generated.pyx":885
 *     nright = len(new)
 *     indexer = np.empty(nright, dtype=np.int64)
 *     indexer.fill(-1)             # <<<<<<<<<<<<<<
 * 
 *     if limit is None:
 */
  __pyx_tuple__68 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__68)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 885; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__68);
  __Pyx_GIVEREF(__pyx_tuple__68);

  /* "pandas/src/generated.pyx":891
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__69 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__69)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 891; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__69);
  __Pyx_GIVEREF(__pyx_tuple__69);

  /* "pandas/src/generated.pyx":947
 *     nright = len(new)
 *     indexer = np.empty(nright, dtype=np.int64)
 *     indexer.fill(-1)             # <<<<<<<<<<<<<<
 * 
 *     if limit is None:
 */
  __pyx_tuple__70 = PyTuple_Pack(1, __pyx_int_neg_1); if (unlikely(!__pyx_tuple__70)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 947; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__70);
  __Pyx_GIVEREF(__pyx_tuple__70);

  /* "pandas/src/generated.pyx":953
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
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 */
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  __Pyx_GOTREF(__pyx_tuple__71);
  __Pyx_GIVEREF(__pyx_tuple__71);

  /* "pandas/src/generated.pyx":1017
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__72 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__72)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1017; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__72);
  __Pyx_GIVEREF(__pyx_tuple__72);

  /* "pandas/src/generated.pyx":1050
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
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  __Pyx_GOTREF(__pyx_tuple__73);
  __Pyx_GIVEREF(__pyx_tuple__73);

  /* "pandas/src/generated.pyx":1083
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__74 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__74)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1083; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__74);
  __Pyx_GIVEREF(__pyx_tuple__74);

  /* "pandas/src/generated.pyx":1116
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
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  __Pyx_GOTREF(__pyx_tuple__75);
  __Pyx_GIVEREF(__pyx_tuple__75);

  /* "pandas/src/generated.pyx":1149
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
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  __Pyx_GOTREF(__pyx_tuple__76);
  __Pyx_GIVEREF(__pyx_tuple__76);

  /* "pandas/src/generated.pyx":1182
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__77 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__77)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1182; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__77);
  __Pyx_GIVEREF(__pyx_tuple__77);

  /* "pandas/src/generated.pyx":1216
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__78 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__78)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1216; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__78);
  __Pyx_GIVEREF(__pyx_tuple__78);

  /* "pandas/src/generated.pyx":1248
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__79 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__79)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1248; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__79);
  __Pyx_GIVEREF(__pyx_tuple__79);

  /* "pandas/src/generated.pyx":1280
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__80 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__80)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1280; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__80);
  __Pyx_GIVEREF(__pyx_tuple__80);

  /* "pandas/src/generated.pyx":1312
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__81 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__81)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1312; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__81);
  __Pyx_GIVEREF(__pyx_tuple__81);

  /* "pandas/src/generated.pyx":1344
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__82 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__82)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1344; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__82);
  __Pyx_GIVEREF(__pyx_tuple__82);

  /* "pandas/src/generated.pyx":1376
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__83 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__83)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1376; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__83);
  __Pyx_GIVEREF(__pyx_tuple__83);

  /* "pandas/src/generated.pyx":1409
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__84 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__84)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1409; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__84);
  __Pyx_GIVEREF(__pyx_tuple__84);

  /* "pandas/src/generated.pyx":1443
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__85 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__85)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1443; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__85);
  __Pyx_GIVEREF(__pyx_tuple__85);

  /* "pandas/src/generated.pyx":1477
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__86 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__86)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1477; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__86);
  __Pyx_GIVEREF(__pyx_tuple__86);

  /* "pandas/src/generated.pyx":1511
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__87 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__87)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1511; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__87);
  __Pyx_GIVEREF(__pyx_tuple__87);

  /* "pandas/src/generated.pyx":1545
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__88 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__88)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1545; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__88);
  __Pyx_GIVEREF(__pyx_tuple__88);

  /* "pandas/src/generated.pyx":1579
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__89 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__89)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1579; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__89);
  __Pyx_GIVEREF(__pyx_tuple__89);

  /* "pandas/src/generated.pyx":1614
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__90 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__90)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1614; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__90);
  __Pyx_GIVEREF(__pyx_tuple__90);

  /* "pandas/src/generated.pyx":1648
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__91 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__91)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1648; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__91);
  __Pyx_GIVEREF(__pyx_tuple__91);

  /* "pandas/src/generated.pyx":1682
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__92 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__92)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1682; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__92);
  __Pyx_GIVEREF(__pyx_tuple__92);

  /* "pandas/src/generated.pyx":1716
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__93 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__93)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1716; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__93);
  __Pyx_GIVEREF(__pyx_tuple__93);

  /* "pandas/src/generated.pyx":1750
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__94 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__94)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1750; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__94);
  __Pyx_GIVEREF(__pyx_tuple__94);

  /* "pandas/src/generated.pyx":1784
 *     else:
 *         if limit < 0:
 *             raise ValueError('Limit must be non-negative')             # <<<<<<<<<<<<<<
 *         lim = limit
 * 
 */
  __pyx_tuple__95 = PyTuple_Pack(1, __pyx_kp_s_Limit_must_be_non_negative); if (unlikely(!__pyx_tuple__95)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1784; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__95);
  __Pyx_GIVEREF(__pyx_tuple__95);

  /* "pandas/src/generated.pyx":1820
 *         if arr[0] != arr[0] or (timelike and arr[0] == iNaT):
 *             # single value is NaN
 *             return False, False, True             # <<<<<<<<<<<<<<
 *         else:
 *             return True, True, True
 */
  __pyx_tuple__96 = PyTuple_Pack(3, Py_False, Py_False, Py_True); if (unlikely(!__pyx_tuple__96)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1820; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__96);
  __Pyx_GIVEREF(__pyx_tuple__96);

  /* "pandas/src/generated.pyx":1822
 *             return False, False, True
 *         else:
 *             return True, True, True             # <<<<<<<<<<<<<<
 *     elif n < 2:
 *         return True, True, True
 */
  __pyx_tuple__97 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__97)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1822; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__97);
  __Pyx_GIVEREF(__pyx_tuple__97);

  /* "pandas/src/generated.pyx":1824
 *             return True, True, True
 *     elif n < 2:
 *         return True, True, True             # <<<<<<<<<<<<<<
 * 
 *     if timelike and arr[0] == iNaT:
 */
  __pyx_tuple__98 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__98)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1824; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__98);
  __Pyx_GIVEREF(__pyx_tuple__98);

  /* "pandas/src/generated.pyx":1827
 * 
 *     if timelike and arr[0] == iNaT:
 *         return False, False, None             # <<<<<<<<<<<<<<
 * 
 *     prev = arr[0]
 */
  __pyx_tuple__99 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__99)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1827; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__99);
  __Pyx_GIVEREF(__pyx_tuple__99);

  /* "pandas/src/generated.pyx":1833
 *         cur = arr[i]
 *         if timelike and cur == iNaT:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if cur < prev:
 *             is_monotonic_inc = 0
 */
  __pyx_tuple__100 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__100)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1833; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__100);
  __Pyx_GIVEREF(__pyx_tuple__100);

  /* "pandas/src/generated.pyx":1842
 *         else:
 *             # cur or prev is NaN
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None
 */
  __pyx_tuple__101 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__101)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1842; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__101);
  __Pyx_GIVEREF(__pyx_tuple__101);

  /* "pandas/src/generated.pyx":1844
 *             return False, False, None
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         prev = cur
 *     return is_monotonic_inc, is_monotonic_dec, is_unique
 */
  __pyx_tuple__102 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__102)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1844; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__102);
  __Pyx_GIVEREF(__pyx_tuple__102);

  /* "pandas/src/generated.pyx":1867
 *         if arr[0] != arr[0] or (timelike and arr[0] == iNaT):
 *             # single value is NaN
 *             return False, False, True             # <<<<<<<<<<<<<<
 *         else:
 *             return True, True, True
 */
  __pyx_tuple__103 = PyTuple_Pack(3, Py_False, Py_False, Py_True); if (unlikely(!__pyx_tuple__103)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1867; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__103);
  __Pyx_GIVEREF(__pyx_tuple__103);

  /* "pandas/src/generated.pyx":1869
 *             return False, False, True
 *         else:
 *             return True, True, True             # <<<<<<<<<<<<<<
 *     elif n < 2:
 *         return True, True, True
 */
  __pyx_tuple__104 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__104)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1869; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__104);
  __Pyx_GIVEREF(__pyx_tuple__104);

  /* "pandas/src/generated.pyx":1871
 *             return True, True, True
 *     elif n < 2:
 *         return True, True, True             # <<<<<<<<<<<<<<
 * 
 *     if timelike and arr[0] == iNaT:
 */
  __pyx_tuple__105 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__105)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1871; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__105);
  __Pyx_GIVEREF(__pyx_tuple__105);

  /* "pandas/src/generated.pyx":1874
 * 
 *     if timelike and arr[0] == iNaT:
 *         return False, False, None             # <<<<<<<<<<<<<<
 * 
 *     prev = arr[0]
 */
  __pyx_tuple__106 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__106)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1874; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__106);
  __Pyx_GIVEREF(__pyx_tuple__106);

  /* "pandas/src/generated.pyx":1880
 *         cur = arr[i]
 *         if timelike and cur == iNaT:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if cur < prev:
 *             is_monotonic_inc = 0
 */
  __pyx_tuple__107 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__107)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1880; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__107);
  __Pyx_GIVEREF(__pyx_tuple__107);

  /* "pandas/src/generated.pyx":1889
 *         else:
 *             # cur or prev is NaN
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None
 */
  __pyx_tuple__108 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__108)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1889; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__108);
  __Pyx_GIVEREF(__pyx_tuple__108);

  /* "pandas/src/generated.pyx":1891
 *             return False, False, None
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         prev = cur
 *     return is_monotonic_inc, is_monotonic_dec, is_unique
 */
  __pyx_tuple__109 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__109)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1891; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__109);
  __Pyx_GIVEREF(__pyx_tuple__109);

  /* "pandas/src/generated.pyx":1914
 *         if arr[0] != arr[0] or (timelike and arr[0] == iNaT):
 *             # single value is NaN
 *             return False, False, True             # <<<<<<<<<<<<<<
 *         else:
 *             return True, True, True
 */
  __pyx_tuple__110 = PyTuple_Pack(3, Py_False, Py_False, Py_True); if (unlikely(!__pyx_tuple__110)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1914; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__110);
  __Pyx_GIVEREF(__pyx_tuple__110);

  /* "pandas/src/generated.pyx":1916
 *             return False, False, True
 *         else:
 *             return True, True, True             # <<<<<<<<<<<<<<
 *     elif n < 2:
 *         return True, True, True
 */
  __pyx_tuple__111 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__111)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1916; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__111);
  __Pyx_GIVEREF(__pyx_tuple__111);

  /* "pandas/src/generated.pyx":1918
 *             return True, True, True
 *     elif n < 2:
 *         return True, True, True             # <<<<<<<<<<<<<<
 * 
 *     if timelike and arr[0] == iNaT:
 */
  __pyx_tuple__112 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__112)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1918; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__112);
  __Pyx_GIVEREF(__pyx_tuple__112);

  /* "pandas/src/generated.pyx":1921
 * 
 *     if timelike and arr[0] == iNaT:
 *         return False, False, None             # <<<<<<<<<<<<<<
 * 
 *     prev = arr[0]
 */
  __pyx_tuple__113 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__113)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1921; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__113);
  __Pyx_GIVEREF(__pyx_tuple__113);

  /* "pandas/src/generated.pyx":1927
 *         cur = arr[i]
 *         if timelike and cur == iNaT:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if cur < prev:
 *             is_monotonic_inc = 0
 */
  __pyx_tuple__114 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__114)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1927; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__114);
  __Pyx_GIVEREF(__pyx_tuple__114);

  /* "pandas/src/generated.pyx":1936
 *         else:
 *             # cur or prev is NaN
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None
 */
  __pyx_tuple__115 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__115)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1936; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__115);
  __Pyx_GIVEREF(__pyx_tuple__115);

  /* "pandas/src/generated.pyx":1938
 *             return False, False, None
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         prev = cur
 *     return is_monotonic_inc, is_monotonic_dec, is_unique
 */
  __pyx_tuple__116 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__116)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1938; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__116);
  __Pyx_GIVEREF(__pyx_tuple__116);

  /* "pandas/src/generated.pyx":1961
 *         if arr[0] != arr[0] or (timelike and arr[0] == iNaT):
 *             # single value is NaN
 *             return False, False, True             # <<<<<<<<<<<<<<
 *         else:
 *             return True, True, True
 */
  __pyx_tuple__117 = PyTuple_Pack(3, Py_False, Py_False, Py_True); if (unlikely(!__pyx_tuple__117)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1961; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__117);
  __Pyx_GIVEREF(__pyx_tuple__117);

  /* "pandas/src/generated.pyx":1963
 *             return False, False, True
 *         else:
 *             return True, True, True             # <<<<<<<<<<<<<<
 *     elif n < 2:
 *         return True, True, True
 */
  __pyx_tuple__118 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__118)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1963; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__118);
  __Pyx_GIVEREF(__pyx_tuple__118);

  /* "pandas/src/generated.pyx":1965
 *             return True, True, True
 *     elif n < 2:
 *         return True, True, True             # <<<<<<<<<<<<<<
 * 
 *     if timelike and arr[0] == iNaT:
 */
  __pyx_tuple__119 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__119)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1965; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__119);
  __Pyx_GIVEREF(__pyx_tuple__119);

  /* "pandas/src/generated.pyx":1968
 * 
 *     if timelike and arr[0] == iNaT:
 *         return False, False, None             # <<<<<<<<<<<<<<
 * 
 *     prev = arr[0]
 */
  __pyx_tuple__120 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__120)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1968; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__120);
  __Pyx_GIVEREF(__pyx_tuple__120);

  /* "pandas/src/generated.pyx":1974
 *         cur = arr[i]
 *         if timelike and cur == iNaT:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if cur < prev:
 *             is_monotonic_inc = 0
 */
  __pyx_tuple__121 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__121)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1974; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__121);
  __Pyx_GIVEREF(__pyx_tuple__121);

  /* "pandas/src/generated.pyx":1983
 *         else:
 *             # cur or prev is NaN
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None
 */
  __pyx_tuple__122 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__122)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1983; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__122);
  __Pyx_GIVEREF(__pyx_tuple__122);

  /* "pandas/src/generated.pyx":1985
 *             return False, False, None
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         prev = cur
 *     return is_monotonic_inc, is_monotonic_dec, is_unique
 */
  __pyx_tuple__123 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__123)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1985; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__123);
  __Pyx_GIVEREF(__pyx_tuple__123);

  /* "pandas/src/generated.pyx":2008
 *         if arr[0] != arr[0] or (timelike and arr[0] == iNaT):
 *             # single value is NaN
 *             return False, False, True             # <<<<<<<<<<<<<<
 *         else:
 *             return True, True, True
 */
  __pyx_tuple__124 = PyTuple_Pack(3, Py_False, Py_False, Py_True); if (unlikely(!__pyx_tuple__124)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2008; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__124);
  __Pyx_GIVEREF(__pyx_tuple__124);

  /* "pandas/src/generated.pyx":2010
 *             return False, False, True
 *         else:
 *             return True, True, True             # <<<<<<<<<<<<<<
 *     elif n < 2:
 *         return True, True, True
 */
  __pyx_tuple__125 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__125)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2010; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__125);
  __Pyx_GIVEREF(__pyx_tuple__125);

  /* "pandas/src/generated.pyx":2012
 *             return True, True, True
 *     elif n < 2:
 *         return True, True, True             # <<<<<<<<<<<<<<
 * 
 *     if timelike and arr[0] == iNaT:
 */
  __pyx_tuple__126 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__126)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2012; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__126);
  __Pyx_GIVEREF(__pyx_tuple__126);

  /* "pandas/src/generated.pyx":2015
 * 
 *     if timelike and arr[0] == iNaT:
 *         return False, False, None             # <<<<<<<<<<<<<<
 * 
 *     prev = arr[0]
 */
  __pyx_tuple__127 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__127)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2015; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__127);
  __Pyx_GIVEREF(__pyx_tuple__127);

  /* "pandas/src/generated.pyx":2021
 *         cur = arr[i]
 *         if timelike and cur == iNaT:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if cur < prev:
 *             is_monotonic_inc = 0
 */
  __pyx_tuple__128 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__128)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2021; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__128);
  __Pyx_GIVEREF(__pyx_tuple__128);

  /* "pandas/src/generated.pyx":2030
 *         else:
 *             # cur or prev is NaN
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None
 */
  __pyx_tuple__129 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__129)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2030; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__129);
  __Pyx_GIVEREF(__pyx_tuple__129);

  /* "pandas/src/generated.pyx":2032
 *             return False, False, None
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         prev = cur
 *     return is_monotonic_inc, is_monotonic_dec, is_unique
 */
  __pyx_tuple__130 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__130)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2032; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__130);
  __Pyx_GIVEREF(__pyx_tuple__130);

  /* "pandas/src/generated.pyx":2055
 *         if arr[0] != arr[0] or (timelike and arr[0] == iNaT):
 *             # single value is NaN
 *             return False, False, True             # <<<<<<<<<<<<<<
 *         else:
 *             return True, True, True
 */
  __pyx_tuple__131 = PyTuple_Pack(3, Py_False, Py_False, Py_True); if (unlikely(!__pyx_tuple__131)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2055; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__131);
  __Pyx_GIVEREF(__pyx_tuple__131);

  /* "pandas/src/generated.pyx":2057
 *             return False, False, True
 *         else:
 *             return True, True, True             # <<<<<<<<<<<<<<
 *     elif n < 2:
 *         return True, True, True
 */
  __pyx_tuple__132 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__132)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2057; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__132);
  __Pyx_GIVEREF(__pyx_tuple__132);

  /* "pandas/src/generated.pyx":2059
 *             return True, True, True
 *     elif n < 2:
 *         return True, True, True             # <<<<<<<<<<<<<<
 * 
 *     if timelike and arr[0] == iNaT:
 */
  __pyx_tuple__133 = PyTuple_Pack(3, Py_True, Py_True, Py_True); if (unlikely(!__pyx_tuple__133)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2059; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__133);
  __Pyx_GIVEREF(__pyx_tuple__133);

  /* "pandas/src/generated.pyx":2062
 * 
 *     if timelike and arr[0] == iNaT:
 *         return False, False, None             # <<<<<<<<<<<<<<
 * 
 *     prev = arr[0]
 */
  __pyx_tuple__134 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__134)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2062; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__134);
  __Pyx_GIVEREF(__pyx_tuple__134);

  /* "pandas/src/generated.pyx":2068
 *         cur = arr[i]
 *         if timelike and cur == iNaT:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if cur < prev:
 *             is_monotonic_inc = 0
 */
  __pyx_tuple__135 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__135)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2068; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__135);
  __Pyx_GIVEREF(__pyx_tuple__135);

  /* "pandas/src/generated.pyx":2077
 *         else:
 *             # cur or prev is NaN
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None
 */
  __pyx_tuple__136 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__136)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2077; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__136);
  __Pyx_GIVEREF(__pyx_tuple__136);

  /* "pandas/src/generated.pyx":2079
 *             return False, False, None
 *         if not is_monotonic_inc and not is_monotonic_dec:
 *             return False, False, None             # <<<<<<<<<<<<<<
 *         prev = cur
 *     return is_monotonic_inc, is_monotonic_dec, is_unique
 */
  __pyx_tuple__137 = PyTuple_Pack(3, Py_False, Py_False, Py_None); if (unlikely(!__pyx_tuple__137)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2079; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__137);
  __Pyx_GIVEREF(__pyx_tuple__137);

  /* "pandas/src/generated.pyx":2094
 * 
 *     if not length == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     for i in range(length):
 */
  __pyx_tuple__138 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__138)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2094; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__138);
  __Pyx_GIVEREF(__pyx_tuple__138);

  /* "pandas/src/generated.pyx":2122
 * 
 *     if not length == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     for i in range(length):
 */
  __pyx_tuple__139 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__139)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2122; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__139);
  __Pyx_GIVEREF(__pyx_tuple__139);

  /* "pandas/src/generated.pyx":2150
 * 
 *     if not length == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     for i in range(length):
 */
  __pyx_tuple__140 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__140)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2150; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__140);
  __Pyx_GIVEREF(__pyx_tuple__140);

  /* "pandas/src/generated.pyx":2178
 * 
 *     if not length == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     for i in range(length):
 */
  __pyx_tuple__141 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__141)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2178; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__141);
  __Pyx_GIVEREF(__pyx_tuple__141);

  /* "pandas/src/generated.pyx":2206
 * 
 *     if not length == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     for i in range(length):
 */
  __pyx_tuple__142 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__142)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2206; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__142);
  __Pyx_GIVEREF(__pyx_tuple__142);

  /* "pandas/src/generated.pyx":2234
 * 
 *     if not length == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     for i in range(length):
 */
  __pyx_tuple__143 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__143)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2234; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__143);
  __Pyx_GIVEREF(__pyx_tuple__143);

  /* "pandas/src/generated.pyx":4864
 * 
 *     if not len(values) == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     nobs = np.zeros((<object> out).shape, dtype=np.int64)
 */
  __pyx_tuple__220 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__220)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4864; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__220);
  __Pyx_GIVEREF(__pyx_tuple__220);

  /* "pandas/src/generated.pyx":4907
 * 
 *     if not len(values) == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     nobs = np.zeros((<object> out).shape, dtype=np.int64)
 */
  __pyx_tuple__221 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__221)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4907; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__221);
  __Pyx_GIVEREF(__pyx_tuple__221);

  /* "pandas/src/generated.pyx":5040
 * 
 *     if not len(values) == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     nobs = np.zeros((<object> out).shape, dtype=np.int64)
 */
  __pyx_tuple__222 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__222)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 5040; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__222);
  __Pyx_GIVEREF(__pyx_tuple__222);

  /* "pandas/src/generated.pyx":5084
 * 
 *     if not len(values) == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     nobs = np.zeros((<object> out).shape, dtype=np.int64)
 */
  __pyx_tuple__223 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__223)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 5084; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__223);
  __Pyx_GIVEREF(__pyx_tuple__223);

  /* "pandas/src/generated.pyx":5219
 * 
 *     if not len(values) == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     nobs = np.zeros_like(out)
 */
  __pyx_tuple__224 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__224)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 5219; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__224);
  __Pyx_GIVEREF(__pyx_tuple__224);

  /* "pandas/src/generated.pyx":5275
 * 
 *     if not len(values) == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     nobs = np.zeros_like(out)
 */
  __pyx_tuple__225 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__225)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 5275; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__225);
  __Pyx_GIVEREF(__pyx_tuple__225);

  /* "pandas/src/generated.pyx":5445
 * 
 *     if not len(values) == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     nobs = np.zeros_like(out)
 */
  __pyx_tuple__226 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__226)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 5445; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__226);
  __Pyx_GIVEREF(__pyx_tuple__226);

  /* "pandas/src/generated.pyx":5501
 * 
 *     if not len(values) == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     nobs = np.zeros_like(out)
 */
  __pyx_tuple__227 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__227)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 5501; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__227);
  __Pyx_GIVEREF(__pyx_tuple__227);

  /* "pandas/src/generated.pyx":5668
 * 
 *     if not len(values) == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     nobs = np.zeros_like(out)
 */
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 *     if not len(values) == len(labels):
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 *     nobs = np.zeros_like(out)
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  __pyx_tuple__229 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__229)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 5729; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/src/generated.pyx":5914
 * 
 *     if not len(values) == len(labels):
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 *     nobs = np.zeros_like(out)
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  __pyx_tuple__230 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__230)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 5914; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  __Pyx_GIVEREF(__pyx_tuple__230);

  /* "pandas/src/generated.pyx":5966
 * 
 *     if not len(values) == len(labels):
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 *     nobs = np.zeros_like(out)
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  __pyx_tuple__231 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__231)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 5966; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__231);
  __Pyx_GIVEREF(__pyx_tuple__231);

  /* "pandas/src/generated.pyx":6129
 * 
 *     if not len(values) == len(labels):
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 * 
 *     nobs = np.zeros_like(out)
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  __pyx_tuple__232 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__232)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6129; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__232);
  __Pyx_GIVEREF(__pyx_tuple__232);

  /* "pandas/src/generated.pyx":6189
 * 
 *     if not len(values) == len(labels):
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 * 
 *     nobs = np.zeros_like(out)
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  __pyx_tuple__233 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__233)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6189; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  __Pyx_GIVEREF(__pyx_tuple__233);

  /* "pandas/src/generated.pyx":6373
 * 
 *     if not len(values) == len(labels):
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 * 
 *     nobs = np.zeros_like(out)
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  __pyx_tuple__234 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__234)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6373; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  __Pyx_GIVEREF(__pyx_tuple__234);

  /* "pandas/src/generated.pyx":6433
 * 
 *     if not len(values) == len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
 * 
 *     nobs = np.zeros_like(out)
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  __pyx_tuple__235 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__235)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6433; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  __Pyx_GIVEREF(__pyx_tuple__235);

  /* "pandas/src/generated.pyx":6623
 * 
 *     if out.shape[1] != 4:
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 *     NA = np.nan
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  __Pyx_GIVEREF(__pyx_tuple__236);

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 * 
 *     if out.shape[1] != 4:
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  __Pyx_GIVEREF(__pyx_tuple__237);

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 * 
 *     if len(values) != len(labels):
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 *     for i in range(N):
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  __Pyx_GIVEREF(__pyx_tuple__238);

  /* "pandas/src/generated.pyx":6800
 * 
 *     if len(values) != len(labels):
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 * 
 *     if len(values) != len(labels):
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 *     for i in range(N):
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  __pyx_tuple__240 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__240)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6836; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  __Pyx_GIVEREF(__pyx_tuple__240);

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 * 
 *     if len(values) != len(labels):
 *        raise AssertionError("len(index) != len(labels)")             # <<<<<<<<<<<<<<
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 *     for i in range(N):
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  __pyx_tuple__241 = PyTuple_Pack(1, __pyx_kp_s_len_index_len_labels); if (unlikely(!__pyx_tuple__241)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6872; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__241);
  __Pyx_GIVEREF(__pyx_tuple__241);

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 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
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  __Pyx_GOTREF(__pyx_tuple__242);
  __Pyx_GIVEREF(__pyx_tuple__242);

  /* "numpy.pxd":221
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 *             info.buf = PyArray_DATA(self)
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  __pyx_tuple__243 = PyTuple_Pack(1, __pyx_kp_u_ndarray_is_not_Fortran_contiguou); if (unlikely(!__pyx_tuple__243)) {__pyx_filename = __pyx_f[5]; __pyx_lineno = 221; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  __Pyx_GIVEREF(__pyx_tuple__243);

  /* "numpy.pxd":259
 *                 if ((descr.byteorder == '>' and little_endian) or
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  __pyx_tuple__244 = PyTuple_Pack(1, __pyx_kp_u_Non_native_byte_order_not_suppor); if (unlikely(!__pyx_tuple__244)) {__pyx_filename = __pyx_f[5]; __pyx_lineno = 259; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__244);
  __Pyx_GIVEREF(__pyx_tuple__244);

  /* "numpy.pxd":803
 * 
 *         if (end - f) - (new_offset - offset[0]) < 15:
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 *         if ((child.byteorder == '>' and little_endian) or
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  __Pyx_GOTREF(__pyx_tuple__245);
  __Pyx_GIVEREF(__pyx_tuple__245);

  /* "numpy.pxd":807
 *         if ((child.byteorder == '>' and little_endian) or
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 *             raise ValueError(u"Non-native byte order not supported")             # <<<<<<<<<<<<<<
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 */
  __pyx_tuple__246 = PyTuple_Pack(1, __pyx_kp_u_Non_native_byte_order_not_suppor); if (unlikely(!__pyx_tuple__246)) {__pyx_filename = __pyx_f[5]; __pyx_lineno = 807; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__246);
  __Pyx_GIVEREF(__pyx_tuple__246);

  /* "numpy.pxd":827
 *             t = child.type_num
 *             if end - f < 5:
 *                 raise RuntimeError(u"Format string allocated too short.")             # <<<<<<<<<<<<<<
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 *             # Until ticket #99 is fixed, use integers to avoid warnings
 */
  __pyx_tuple__247 = PyTuple_Pack(1, __pyx_kp_u_Format_string_allocated_too_shor_2); if (unlikely(!__pyx_tuple__247)) {__pyx_filename = __pyx_f[5]; __pyx_lineno = 827; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__247);
  __Pyx_GIVEREF(__pyx_tuple__247);

  /* "util.pxd":41
 *         i += sz
 *     elif i >= sz or sz == 0:
 *         raise IndexError('index out of bounds')             # <<<<<<<<<<<<<<
 * 
 *     return get_value_1d(arr, i)
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  __pyx_tuple__248 = PyTuple_Pack(1, __pyx_kp_s_index_out_of_bounds); if (unlikely(!__pyx_tuple__248)) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 41; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__248);
  __Pyx_GIVEREF(__pyx_tuple__248);

  /* "util.pxd":58
 *         i += sz
 *     elif i >= sz:
 *         raise IndexError('index out of bounds')             # <<<<<<<<<<<<<<
 * 
 *     assign_value_1d(arr, i, value)
 */
  __pyx_tuple__249 = PyTuple_Pack(1, __pyx_kp_s_index_out_of_bounds); if (unlikely(!__pyx_tuple__249)) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 58; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__249);
  __Pyx_GIVEREF(__pyx_tuple__249);

  /* "View.MemoryView":127
 * 
 *         if not self.ndim:
 *             raise ValueError("Empty shape tuple for cython.array")             # <<<<<<<<<<<<<<
 * 
 *         if itemsize <= 0:
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  __pyx_tuple__250 = PyTuple_Pack(1, __pyx_kp_s_Empty_shape_tuple_for_cython_arr); if (unlikely(!__pyx_tuple__250)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 127; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__250);
  __Pyx_GIVEREF(__pyx_tuple__250);

  /* "View.MemoryView":130
 * 
 *         if itemsize <= 0:
 *             raise ValueError("itemsize <= 0 for cython.array")             # <<<<<<<<<<<<<<
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 *         if isinstance(format, unicode):
 */
  __pyx_tuple__251 = PyTuple_Pack(1, __pyx_kp_s_itemsize_0_for_cython_array); if (unlikely(!__pyx_tuple__251)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 130; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__251);
  __Pyx_GIVEREF(__pyx_tuple__251);

  /* "View.MemoryView":142
 * 
 *         if not self._shape:
 *             raise MemoryError("unable to allocate shape and strides.")             # <<<<<<<<<<<<<<
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 * 
 */
  __pyx_tuple__252 = PyTuple_Pack(1, __pyx_kp_s_unable_to_allocate_shape_and_str); if (unlikely(!__pyx_tuple__252)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 142; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__252);
  __Pyx_GIVEREF(__pyx_tuple__252);

  /* "View.MemoryView":170
 *             self.data = <char *>malloc(self.len)
 *             if not self.data:
 *                 raise MemoryError("unable to allocate array data.")             # <<<<<<<<<<<<<<
 * 
 *             if self.dtype_is_object:
 */
  __pyx_tuple__253 = PyTuple_Pack(1, __pyx_kp_s_unable_to_allocate_array_data); if (unlikely(!__pyx_tuple__253)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 170; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__253);
  __Pyx_GIVEREF(__pyx_tuple__253);

  /* "View.MemoryView":186
 *             bufmode = PyBUF_F_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         if not (flags & bufmode):
 *             raise ValueError("Can only create a buffer that is contiguous in memory.")             # <<<<<<<<<<<<<<
 *         info.buf = self.data
 *         info.len = self.len
 */
  __pyx_tuple__254 = PyTuple_Pack(1, __pyx_kp_s_Can_only_create_a_buffer_that_is); if (unlikely(!__pyx_tuple__254)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 186; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__254);
  __Pyx_GIVEREF(__pyx_tuple__254);

  /* "View.MemoryView":445
 *             result = struct.unpack(self.view.format, bytesitem)
 *         except struct.error:
 *             raise ValueError("Unable to convert item to object")             # <<<<<<<<<<<<<<
 *         else:
 *             if len(self.view.format) == 1:
 */
  __pyx_tuple__255 = PyTuple_Pack(1, __pyx_kp_s_Unable_to_convert_item_to_object); if (unlikely(!__pyx_tuple__255)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 445; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__255);
  __Pyx_GIVEREF(__pyx_tuple__255);

  /* "View.MemoryView":521
 *             if self.view.strides == NULL:
 * 
 *                 raise ValueError("Buffer view does not expose strides")             # <<<<<<<<<<<<<<
 * 
 *             return tuple([self.view.strides[i] for i in xrange(self.view.ndim)])
 */
  __pyx_tuple__256 = PyTuple_Pack(1, __pyx_kp_s_Buffer_view_does_not_expose_stri); if (unlikely(!__pyx_tuple__256)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 521; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__256);
  __Pyx_GIVEREF(__pyx_tuple__256);

  /* "View.MemoryView":638
 *         if item is Ellipsis:
 *             if not seen_ellipsis:
 *                 result.extend([slice(None)] * (ndim - len(tup) + 1))             # <<<<<<<<<<<<<<
 *                 seen_ellipsis = True
 *             else:
 */
  __pyx_slice__257 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__257)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 638; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_slice__257);
  __Pyx_GIVEREF(__pyx_slice__257);

  /* "View.MemoryView":641
 *                 seen_ellipsis = True
 *             else:
 *                 result.append(slice(None))             # <<<<<<<<<<<<<<
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 *         else:
 */
  __pyx_slice__258 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__258)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 641; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_slice__258);
  __Pyx_GIVEREF(__pyx_slice__258);

  /* "View.MemoryView":652
 *     nslices = ndim - len(result)
 *     if nslices:
 *         result.extend([slice(None)] * nslices)             # <<<<<<<<<<<<<<
 * 
 *     return have_slices or nslices, tuple(result)
 */
  __pyx_slice__259 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__259)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 652; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_slice__259);
  __Pyx_GIVEREF(__pyx_slice__259);

  /* "View.MemoryView":660
 *     for i in range(ndim):
 *         if suboffsets[i] >= 0:
 *             raise ValueError("Indirect dimensions not supported")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_tuple__260 = PyTuple_Pack(1, __pyx_kp_s_Indirect_dimensions_not_supporte); if (unlikely(!__pyx_tuple__260)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 660; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__260);
  __Pyx_GIVEREF(__pyx_tuple__260);

  /* "pandas/algos.pyx":151
 *         return abs_diff > allowed
 * 
 * def rank_1d_float64(object in_arr, ties_method='average', ascending=True,             # <<<<<<<<<<<<<<
 *                     na_option='keep', pct=False):
 *     """
 */
  __pyx_tuple__261 = PyTuple_Pack(22, __pyx_n_s_in_arr, __pyx_n_s_ties_method, __pyx_n_s_ascending, __pyx_n_s_na_option, __pyx_n_s_pct, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_n, __pyx_n_s_dups, __pyx_n_s_total_tie_count, __pyx_n_s_sorted_data, __pyx_n_s_ranks, __pyx_n_s_values, __pyx_n_s_argsorted, __pyx_n_s_val, __pyx_n_s_nan_value, __pyx_n_s_sum_ranks, __pyx_n_s_tiebreak, __pyx_n_s_keep_na, __pyx_n_s_count, __pyx_n_s_mask, __pyx_n_s_as); if (unlikely(!__pyx_tuple__261)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 151; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__261);
  __Pyx_GIVEREF(__pyx_tuple__261);
  __pyx_codeobj__262 = (PyObject*)__Pyx_PyCode_New(5, 0, 22, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__261, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_Users_jreback_pandas_pandas_alg, __pyx_n_s_rank_1d_float64, 151, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__262)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 151; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/algos.pyx":232
 * 
 * 
 * def rank_1d_int64(object in_arr, ties_method='average', ascending=True,             # <<<<<<<<<<<<<<
 *                   na_option='keep', pct=False):
 *     """
 */
  __pyx_tuple__263 = PyTuple_Pack(19, __pyx_n_s_in_arr, __pyx_n_s_ties_method, __pyx_n_s_ascending, __pyx_n_s_na_option, __pyx_n_s_pct, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_n, __pyx_n_s_dups, __pyx_n_s_total_tie_count, __pyx_n_s_sorted_data, __pyx_n_s_values, __pyx_n_s_ranks, __pyx_n_s_argsorted, __pyx_n_s_val, __pyx_n_s_sum_ranks, __pyx_n_s_tiebreak, __pyx_n_s_count, __pyx_n_s_as); if (unlikely(!__pyx_tuple__263)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 232; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":301
 * 
 * 
 * def rank_2d_float64(object in_arr, axis=0, ties_method='average',             # <<<<<<<<<<<<<<
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  /* "pandas/algos.pyx":393
 * 
 * 
 * def rank_2d_int64(object in_arr, axis=0, ties_method='average',             # <<<<<<<<<<<<<<
 *                     ascending=True, na_option='keep', pct=False):
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  /* "pandas/algos.pyx":470
 * 
 * 
 * def rank_1d_generic(object in_arr, bint retry=1, ties_method='average',             # <<<<<<<<<<<<<<
 *                     ascending=True, na_option='keep', pct=False):
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  /* "pandas/algos.pyx":588
 *     __cmp__ = _return_true
 * 
 * def rank_2d_generic(object in_arr, axis=0, ties_method='average',             # <<<<<<<<<<<<<<
 *                     ascending=True, na_option='keep', pct=False):
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  __pyx_tuple__271 = PyTuple_Pack(25, __pyx_n_s_in_arr, __pyx_n_s_axis, __pyx_n_s_ties_method, __pyx_n_s_ascending, __pyx_n_s_na_option, __pyx_n_s_pct, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_z, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_infs, __pyx_n_s_dups, __pyx_n_s_total_tie_count, __pyx_n_s_ranks, __pyx_n_s_values, __pyx_n_s_argsorted, __pyx_n_s_val, __pyx_n_s_nan_value, __pyx_n_s_sum_ranks, __pyx_n_s_tiebreak, __pyx_n_s_keep_na, __pyx_n_s_count, __pyx_n_s_mask, __pyx_n_s_as); if (unlikely(!__pyx_tuple__271)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 588; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":715
 * # -
 * 
 * def _check_minp(win, minp, N, floor=1):             # <<<<<<<<<<<<<<
 *     if minp > win:
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  /* "pandas/algos.pyx":768
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * cpdef numeric kth_smallest(numeric[:] a, Py_ssize_t k):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i, j, l, m, n = a.size
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  __pyx_tuple__275 = PyTuple_Pack(2, __pyx_n_s_a, __pyx_n_s_k); if (unlikely(!__pyx_tuple__275)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 768; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  __pyx_codeobj__276 = (PyObject*)__Pyx_PyCode_New(2, 0, 2, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__275, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_Users_jreback_pandas_pandas_alg, __pyx_n_s_pyx_fuse_0kth_smallest, 768, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__276)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 768; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/algos.pyx":821
 * 
 * 
 * cpdef numeric median(numeric[:] arr):             # <<<<<<<<<<<<<<
 *     '''
 *     A faster median
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  /* "pandas/algos.pyx":841
 * # -------------- Min, Max subsequence
 * 
 * def max_subseq(ndarray[double_t] arr):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i=0,s=0,e=0,T,n
 */
  __pyx_tuple__279 = PyTuple_Pack(8, __pyx_n_s_arr, __pyx_n_s_i, __pyx_n_s_s, __pyx_n_s_e, __pyx_n_s_T, __pyx_n_s_n, __pyx_n_s_m, __pyx_n_s_S); if (unlikely(!__pyx_tuple__279)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 841; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":869
 *     return (s, e, m)
 * 
 * def min_subseq(ndarray[double_t] arr):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t s, e
 */
  __pyx_tuple__281 = PyTuple_Pack(4, __pyx_n_s_arr, __pyx_n_s_s, __pyx_n_s_e, __pyx_n_s_m); if (unlikely(!__pyx_tuple__281)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 869; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  __pyx_codeobj__282 = (PyObject*)__Pyx_PyCode_New(1, 0, 4, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__281, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_Users_jreback_pandas_pandas_alg, __pyx_n_s_min_subseq, 869, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__282)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 869; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/algos.pyx":881
 * # Rolling sum
 * 
 * def roll_sum(ndarray[double_t] input, int win, int minp):             # <<<<<<<<<<<<<<
 *     cdef double val, prev, sum_x = 0
 *     cdef int nobs = 0, i
 */
  __pyx_tuple__283 = PyTuple_Pack(10, __pyx_n_s_input, __pyx_n_s_win, __pyx_n_s_minp, __pyx_n_s_val, __pyx_n_s_prev, __pyx_n_s_sum_x, __pyx_n_s_nobs, __pyx_n_s_i, __pyx_n_s_N, __pyx_n_s_output); if (unlikely(!__pyx_tuple__283)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 881; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":923
 * # Rolling mean
 * 
 * def roll_mean(ndarray[double_t] input,             # <<<<<<<<<<<<<<
 *                int win, int minp):
 *     cdef:
 */
  __pyx_tuple__285 = PyTuple_Pack(12, __pyx_n_s_input, __pyx_n_s_win, __pyx_n_s_minp, __pyx_n_s_val, __pyx_n_s_prev, __pyx_n_s_result, __pyx_n_s_sum_x, __pyx_n_s_nobs, __pyx_n_s_i, __pyx_n_s_neg_ct, __pyx_n_s_N, __pyx_n_s_output); if (unlikely(!__pyx_tuple__285)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 923; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__285);
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  __pyx_codeobj__286 = (PyObject*)__Pyx_PyCode_New(3, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__285, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_Users_jreback_pandas_pandas_alg, __pyx_n_s_roll_mean, 923, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__286)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 923; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/algos.pyx":980
 * # Exponentially weighted moving average
 * 
 * def ewma(ndarray[double_t] input, double_t com, int adjust, int ignore_na, int minp):             # <<<<<<<<<<<<<<
 *     '''
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 */
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  /* "pandas/algos.pyx":1041
 * # Exponentially weighted moving covariance
 * 
 * def ewmcov(ndarray[double_t] input_x, ndarray[double_t] input_y,             # <<<<<<<<<<<<<<
 *            double_t com, int adjust, int ignore_na, int minp, int bias):
 *     '''
 */
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  /* "pandas/algos.pyx":1138
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def nancorr(ndarray[float64_t, ndim=2] mat, cov=False, minp=None):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i, j, xi, yi, N, K
 */
  __pyx_tuple__291 = PyTuple_Pack(21, __pyx_n_s_mat, __pyx_n_s_cov, __pyx_n_s_minp, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_xi, __pyx_n_s_yi, __pyx_n_s_N, __pyx_n_s_K, __pyx_n_s_result, __pyx_n_s_mask, __pyx_n_s_nobs, __pyx_n_s_vx, __pyx_n_s_vy, __pyx_n_s_sumx, __pyx_n_s_sumy, __pyx_n_s_sumxx, __pyx_n_s_sumyy, __pyx_n_s_meanx, __pyx_n_s_meany, __pyx_n_s_divisor); if (unlikely(!__pyx_tuple__291)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1138; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  __pyx_codeobj__292 = (PyObject*)__Pyx_PyCode_New(3, 0, 21, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__291, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_Users_jreback_pandas_pandas_alg, __pyx_n_s_nancorr, 1138, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__292)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1138; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/algos.pyx":1197
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def nancorr_spearman(ndarray[float64_t, ndim=2] mat, Py_ssize_t minp=1):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i, j, xi, yi, N, K
 */
  __pyx_tuple__293 = PyTuple_Pack(20, __pyx_n_s_mat, __pyx_n_s_minp, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_xi, __pyx_n_s_yi, __pyx_n_s_N, __pyx_n_s_K, __pyx_n_s_result, __pyx_n_s_maskedx, __pyx_n_s_maskedy, __pyx_n_s_mask, __pyx_n_s_nobs, __pyx_n_s_vx, __pyx_n_s_vy, __pyx_n_s_sumx, __pyx_n_s_sumxx, __pyx_n_s_sumyy, __pyx_n_s_mean, __pyx_n_s_divisor); if (unlikely(!__pyx_tuple__293)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1197; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":1258
 * # Rolling variance
 * 
 * def roll_var(ndarray[double_t] input, int win, int minp, int ddof=1):             # <<<<<<<<<<<<<<
 *     """
 *     Numerically stable implementation using Welford's method.
 */
  __pyx_tuple__295 = PyTuple_Pack(13, __pyx_n_s_input, __pyx_n_s_win, __pyx_n_s_minp, __pyx_n_s_ddof, __pyx_n_s_val, __pyx_n_s_prev, __pyx_n_s_mean_x, __pyx_n_s_ssqdm_x, __pyx_n_s_nobs, __pyx_n_s_delta, __pyx_n_s_i, __pyx_n_s_N, __pyx_n_s_output); if (unlikely(!__pyx_tuple__295)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1258; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":1347
 * # Rolling skewness
 * 
 * def roll_skew(ndarray[double_t] input, int win, int minp):             # <<<<<<<<<<<<<<
 *     cdef double val, prev
 *     cdef double x = 0, xx = 0, xxx = 0
 */
  __pyx_tuple__297 = PyTuple_Pack(16, __pyx_n_s_input, __pyx_n_s_win, __pyx_n_s_minp, __pyx_n_s_val, __pyx_n_s_prev, __pyx_n_s_x, __pyx_n_s_xx, __pyx_n_s_xxx, __pyx_n_s_nobs, __pyx_n_s_i, __pyx_n_s_N, __pyx_n_s_output, __pyx_n_s_A, __pyx_n_s_B, __pyx_n_s_C, __pyx_n_s_R); if (unlikely(!__pyx_tuple__297)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1347; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__297);
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  /* "pandas/algos.pyx":1408
 * 
 * 
 * def roll_kurt(ndarray[double_t] input,             # <<<<<<<<<<<<<<
 *                int win, int minp):
 *     cdef double val, prev
 */
  __pyx_tuple__299 = PyTuple_Pack(19, __pyx_n_s_input, __pyx_n_s_win, __pyx_n_s_minp, __pyx_n_s_val, __pyx_n_s_prev, __pyx_n_s_x, __pyx_n_s_xx, __pyx_n_s_xxx, __pyx_n_s_xxxx, __pyx_n_s_nobs, __pyx_n_s_i, __pyx_n_s_N, __pyx_n_s_output, __pyx_n_s_A, __pyx_n_s_B, __pyx_n_s_C, __pyx_n_s_D, __pyx_n_s_R, __pyx_n_s_K); if (unlikely(!__pyx_tuple__299)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1408; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__299);
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  /* "pandas/algos.pyx":1528
 * from skiplist cimport *
 * 
 * def roll_median_c(ndarray[float64_t] arg, int win, int minp):             # <<<<<<<<<<<<<<
 *     cdef double val, res, prev
 *     cdef:
 */
  __pyx_tuple__301 = PyTuple_Pack(13, __pyx_n_s_arg, __pyx_n_s_win, __pyx_n_s_minp, __pyx_n_s_val, __pyx_n_s_res, __pyx_n_s_prev, __pyx_n_s_ret, __pyx_n_s_sl, __pyx_n_s_midpoint, __pyx_n_s_nobs, __pyx_n_s_i, __pyx_n_s_N, __pyx_n_s_output); if (unlikely(!__pyx_tuple__301)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1528; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__301);
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  __pyx_codeobj__302 = (PyObject*)__Pyx_PyCode_New(3, 0, 13, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__301, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_Users_jreback_pandas_pandas_alg, __pyx_n_s_roll_median_c, 1528, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__302)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1528; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/algos.pyx":1583
 *     return output
 * 
 * def roll_median_cython(ndarray input, int win, int minp):             # <<<<<<<<<<<<<<
 *     '''
 *     O(N log(window)) implementation using skip list
 */
  __pyx_tuple__303 = PyTuple_Pack(3, __pyx_n_s_input, __pyx_n_s_win, __pyx_n_s_minp); if (unlikely(!__pyx_tuple__303)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1583; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__303);
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  /* "pandas/algos.pyx":1619
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def roll_max2(ndarray[float64_t] a, int window, int minp):             # <<<<<<<<<<<<<<
 *     "Moving max of 1d array of dtype=float64 along axis=0 ignoring NaNs."
 *     cdef np.float64_t ai, aold
 */
  __pyx_tuple__305 = PyTuple_Pack(15, __pyx_n_s_a, __pyx_n_s_window, __pyx_n_s_minp, __pyx_n_s_ai, __pyx_n_s_aold, __pyx_n_s_count, __pyx_n_s_ring, __pyx_n_s_minpair, __pyx_n_s_end, __pyx_n_s_last, __pyx_n_s_i0, __pyx_n_s_dim, __pyx_n_s_n0, __pyx_n_s_dims, __pyx_n_s_y); if (unlikely(!__pyx_tuple__305)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1619; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__305);
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  __pyx_codeobj__306 = (PyObject*)__Pyx_PyCode_New(3, 0, 15, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__305, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_Users_jreback_pandas_pandas_alg, __pyx_n_s_roll_max2, 1619, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__306)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1619; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/algos.pyx":1697
 *     return y
 * 
 * def roll_max(ndarray input, int win, int minp):             # <<<<<<<<<<<<<<
 *     '''
 *     O(N log(window)) implementation using skip list
 */
  __pyx_tuple__307 = PyTuple_Pack(3, __pyx_n_s_input, __pyx_n_s_win, __pyx_n_s_minp); if (unlikely(!__pyx_tuple__307)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1697; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__307);
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  /* "pandas/algos.pyx":1710
 *         return NaN
 * 
 * def roll_min(ndarray input, int win, int minp):             # <<<<<<<<<<<<<<
 *     '''
 *     O(N log(window)) implementation using skip list
 */
  __pyx_tuple__309 = PyTuple_Pack(3, __pyx_n_s_input, __pyx_n_s_win, __pyx_n_s_minp); if (unlikely(!__pyx_tuple__309)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1710; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__309);
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  /* "pandas/algos.pyx":1718
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def roll_min2(np.ndarray[np.float64_t, ndim=1] a, int window, int minp):             # <<<<<<<<<<<<<<
 *     "Moving min of 1d array of dtype=float64 along axis=0 ignoring NaNs."
 *     cdef np.float64_t ai, aold
 */
  __pyx_tuple__311 = PyTuple_Pack(15, __pyx_n_s_a, __pyx_n_s_window, __pyx_n_s_minp, __pyx_n_s_ai, __pyx_n_s_aold, __pyx_n_s_count, __pyx_n_s_ring, __pyx_n_s_minpair, __pyx_n_s_end, __pyx_n_s_last, __pyx_n_s_i0, __pyx_n_s_dim, __pyx_n_s_n0, __pyx_n_s_dims, __pyx_n_s_y); if (unlikely(!__pyx_tuple__311)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1718; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":1802
 *         return NaN
 * 
 * def roll_quantile(ndarray[float64_t, cast=True] input, int win,             # <<<<<<<<<<<<<<
 *                   int minp, double quantile):
 *     '''
 */
  __pyx_tuple__313 = PyTuple_Pack(13, __pyx_n_s_input, __pyx_n_s_win, __pyx_n_s_minp, __pyx_n_s_quantile, __pyx_n_s_val, __pyx_n_s_prev, __pyx_n_s_midpoint, __pyx_n_s_skiplist, __pyx_n_s_nobs, __pyx_n_s_i, __pyx_n_s_N, __pyx_n_s_output, __pyx_n_s_idx); if (unlikely(!__pyx_tuple__313)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1802; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__313);
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  /* "pandas/algos.pyx":1849
 *     return output
 * 
 * def roll_generic(ndarray[float64_t, cast=True] input,             # <<<<<<<<<<<<<<
 *                  int win, int minp, int offset,
 *                  object func, object args, object kwargs):
 */
  __pyx_tuple__315 = PyTuple_Pack(14, __pyx_n_s_input, __pyx_n_s_win, __pyx_n_s_minp, __pyx_n_s_offset, __pyx_n_s_func, __pyx_n_s_args, __pyx_n_s_kwargs, __pyx_n_s_output, __pyx_n_s_counts, __pyx_n_s_bufarr, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_buf, __pyx_n_s_oldbuf); if (unlikely(!__pyx_tuple__315)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1849; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":1898
 * 
 * 
 * def roll_window(ndarray[float64_t, ndim=1, cast=True] input,             # <<<<<<<<<<<<<<
 *                 ndarray[float64_t, ndim=1, cast=True] weights,
 *                 int minp, bint avg=True):
 */
  __pyx_tuple__317 = PyTuple_Pack(17, __pyx_n_s_input, __pyx_n_s_weights, __pyx_n_s_minp, __pyx_n_s_avg, __pyx_n_s_output, __pyx_n_s_tot_wgt, __pyx_n_s_counts, __pyx_n_s_in_i, __pyx_n_s_win_i, __pyx_n_s_win_n, __pyx_n_s_win_k, __pyx_n_s_in_n, __pyx_n_s_in_k, __pyx_n_s_val_in, __pyx_n_s_val_win, __pyx_n_s_c, __pyx_n_s_w); if (unlikely(!__pyx_tuple__317)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1898; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":1969
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def is_lexsorted(list list_of_arrays):             # <<<<<<<<<<<<<<
 *     cdef:
 *         int i
 */
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  /* "pandas/algos.pyx":2002
 * 
 * @cython.boundscheck(False)
 * def groupby_indices(ndarray values):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i, n = len(values)
 */
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  /* "pandas/algos.pyx":2039
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_labels(ndarray[object] values):             # <<<<<<<<<<<<<<
 *     '''
 *     Compute label vector from input values and associated useful data
 */
  __pyx_tuple__323 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_labels, __pyx_n_s_counts, __pyx_n_s_ids, __pyx_n_s_reverse, __pyx_n_s_idx, __pyx_n_s_val, __pyx_n_s_count); if (unlikely(!__pyx_tuple__323)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2039; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 * @cython.boundscheck(False)
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  /* "pandas/algos.pyx":2156
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_nth_bin_object(ndarray[object, ndim=2] out,             # <<<<<<<<<<<<<<
 *                          ndarray[int64_t] counts,
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 * @cython.wraparound(False)
 * def group_last_object(ndarray[object, ndim=2] out,             # <<<<<<<<<<<<<<
 *                       ndarray[int64_t] counts,
 *                       ndarray[object, ndim=2] values,
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  __Pyx_GOTREF(__pyx_tuple__331);
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  /* "pandas/algos.pyx":2246
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_last_bin_object(ndarray[object, ndim=2] out,             # <<<<<<<<<<<<<<
 *                           ndarray[int64_t] counts,
 *                           ndarray[object, ndim=2] values,
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  __pyx_tuple__333 = PyTuple_Pack(14, __pyx_n_s_out, __pyx_n_s_counts, __pyx_n_s_values, __pyx_n_s_bins, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_N, __pyx_n_s_K, __pyx_n_s_ngroups, __pyx_n_s_b, __pyx_n_s_val, __pyx_n_s_count, __pyx_n_s_resx, __pyx_n_s_nobs); if (unlikely(!__pyx_tuple__333)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 2246; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "pandas/algos.pyx":2296
 * # median
 * 
 * def group_median(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                  ndarray[int64_t] counts,
 *                  ndarray[float64_t, ndim=2] values,
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  /* "pandas/src/join.pyx":1
 * def inner_join(ndarray[int64_t] left, ndarray[int64_t] right,             # <<<<<<<<<<<<<<
 *                Py_ssize_t max_groups):
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 * 
 * def left_outer_join(ndarray[int64_t] left, ndarray[int64_t] right,             # <<<<<<<<<<<<<<
 *                     Py_ssize_t max_groups, sort=True):
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 * 
 * 
 * def full_outer_join(ndarray[int64_t] left, ndarray[int64_t] right,             # <<<<<<<<<<<<<<
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 * 
 * 
 * def _get_result_indexer(sorter, indexer):             # <<<<<<<<<<<<<<
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 * 
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  /* "pandas/src/join.pyx":227
 * 
 * 
 * def ffill_by_group(ndarray[int64_t] indexer, ndarray[int64_t] group_ids,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":41
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 * cdef int PLATFORM_INT = (<ndarray> np.arange(0, dtype=np.int_)).descr.type_num             # <<<<<<<<<<<<<<
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 * cpdef ensure_platform_int(object arr):
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 * def pad_float64(ndarray[float64_t] old, ndarray[float64_t] new,             # <<<<<<<<<<<<<<
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 * def pad_float32(ndarray[float32_t] old, ndarray[float32_t] new,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":382
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_object(ndarray[object] old, ndarray[object] new,             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
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 * def pad_bool(ndarray[uint8_t] old, ndarray[uint8_t] new,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__361);
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 * @cython.boundscheck(False)
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 * def backfill_float64(ndarray[float64_t] old, ndarray[float64_t] new,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__363);
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 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_float32(ndarray[float32_t] old, ndarray[float32_t] new,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__365);
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 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_object(ndarray[object] old, ndarray[object] new,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__367);
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 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_int32(ndarray[int32_t] old, ndarray[int32_t] new,             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_int64(ndarray[int64_t] old, ndarray[int64_t] new,             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_bool(ndarray[uint8_t] old, ndarray[uint8_t] new,             # <<<<<<<<<<<<<<
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 *     cdef Py_ssize_t i, j, nleft, nright
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  /* "pandas/src/generated.pyx":1000
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_inplace_float64(ndarray[float64_t] values,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":1033
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_inplace_float32(ndarray[float32_t] values,             # <<<<<<<<<<<<<<
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  __Pyx_GIVEREF(__pyx_tuple__377);
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  /* "pandas/src/generated.pyx":1066
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_inplace_object(ndarray[object] values,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__379);
  __Pyx_GIVEREF(__pyx_tuple__379);
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  /* "pandas/src/generated.pyx":1099
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_inplace_int32(ndarray[int32_t] values,             # <<<<<<<<<<<<<<
 *                          ndarray[uint8_t, cast=True] mask,
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 */
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  __Pyx_GOTREF(__pyx_tuple__381);
  __Pyx_GIVEREF(__pyx_tuple__381);
  __pyx_codeobj__382 = (PyObject*)__Pyx_PyCode_New(3, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__381, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_pad_inplace_int32, 1099, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__382)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1099; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":1132
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_inplace_int64(ndarray[int64_t] values,             # <<<<<<<<<<<<<<
 *                          ndarray[uint8_t, cast=True] mask,
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 */
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  __Pyx_GOTREF(__pyx_tuple__383);
  __Pyx_GIVEREF(__pyx_tuple__383);
  __pyx_codeobj__384 = (PyObject*)__Pyx_PyCode_New(3, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__383, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_pad_inplace_int64, 1132, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__384)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1132; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":1165
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_inplace_bool(ndarray[uint8_t] values,             # <<<<<<<<<<<<<<
 *                          ndarray[uint8_t, cast=True] mask,
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 */
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  /* "pandas/src/generated.pyx":1199
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_inplace_float64(ndarray[float64_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[uint8_t, cast=True] mask,
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  /* "pandas/src/generated.pyx":1231
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_inplace_float32(ndarray[float32_t] values,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":1263
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_inplace_object(ndarray[object] values,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":1295
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_inplace_int32(ndarray[int32_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[uint8_t, cast=True] mask,
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  __Pyx_GOTREF(__pyx_tuple__393);
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  /* "pandas/src/generated.pyx":1327
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_inplace_int64(ndarray[int64_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[uint8_t, cast=True] mask,
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  __pyx_tuple__395 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_mask, __pyx_n_s_limit, __pyx_n_s_i, __pyx_n_s_N, __pyx_n_s_val, __pyx_n_s_lim, __pyx_n_s_fill_count); if (unlikely(!__pyx_tuple__395)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1327; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__395);
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  /* "pandas/src/generated.pyx":1359
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_inplace_bool(ndarray[uint8_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[uint8_t, cast=True] mask,
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 */
  __pyx_tuple__397 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_mask, __pyx_n_s_limit, __pyx_n_s_i, __pyx_n_s_N, __pyx_n_s_val, __pyx_n_s_lim, __pyx_n_s_fill_count); if (unlikely(!__pyx_tuple__397)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1359; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__397);
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  /* "pandas/src/generated.pyx":1392
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_2d_inplace_float64(ndarray[float64_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                             ndarray[uint8_t, ndim=2] mask,
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 */
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  __Pyx_GOTREF(__pyx_tuple__399);
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  /* "pandas/src/generated.pyx":1426
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_2d_inplace_float32(ndarray[float32_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                             ndarray[uint8_t, ndim=2] mask,
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 */
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  __Pyx_GOTREF(__pyx_tuple__401);
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  /* "pandas/src/generated.pyx":1460
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_2d_inplace_object(ndarray[object, ndim=2] values,             # <<<<<<<<<<<<<<
 *                             ndarray[uint8_t, ndim=2] mask,
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 */
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  __Pyx_GOTREF(__pyx_tuple__403);
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  /* "pandas/src/generated.pyx":1494
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_2d_inplace_int32(ndarray[int32_t, ndim=2] values,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__405);
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  /* "pandas/src/generated.pyx":1528
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_2d_inplace_int64(ndarray[int64_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                             ndarray[uint8_t, ndim=2] mask,
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 */
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  /* "pandas/src/generated.pyx":1562
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def pad_2d_inplace_bool(ndarray[uint8_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                             ndarray[uint8_t, ndim=2] mask,
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 */
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  __Pyx_GOTREF(__pyx_tuple__409);
  __Pyx_GIVEREF(__pyx_tuple__409);
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  /* "pandas/src/generated.pyx":1597
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_2d_inplace_float64(ndarray[float64_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                  ndarray[uint8_t, ndim=2] mask,
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 */
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  __Pyx_GIVEREF(__pyx_tuple__411);
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  /* "pandas/src/generated.pyx":1631
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_2d_inplace_float32(ndarray[float32_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                  ndarray[uint8_t, ndim=2] mask,
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 */
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  __Pyx_GOTREF(__pyx_tuple__413);
  __Pyx_GIVEREF(__pyx_tuple__413);
  __pyx_codeobj__414 = (PyObject*)__Pyx_PyCode_New(3, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__413, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_backfill_2d_inplace_float32, 1631, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__414)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1631; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":1665
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_2d_inplace_object(ndarray[object, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                  ndarray[uint8_t, ndim=2] mask,
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 */
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  __Pyx_GOTREF(__pyx_tuple__415);
  __Pyx_GIVEREF(__pyx_tuple__415);
  __pyx_codeobj__416 = (PyObject*)__Pyx_PyCode_New(3, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__415, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_backfill_2d_inplace_object, 1665, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__416)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 1665; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":1699
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def backfill_2d_inplace_int32(ndarray[int32_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                  ndarray[uint8_t, ndim=2] mask,
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 */
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  /* "pandas/src/generated.pyx":1733
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 */
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  __Pyx_GOTREF(__pyx_tuple__419);
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  /* "pandas/src/generated.pyx":1767
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 * @cython.wraparound(False)
 * def backfill_2d_inplace_bool(ndarray[uint8_t, ndim=2] values,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":1802
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
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  __Pyx_GOTREF(__pyx_tuple__423);
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  /* "pandas/src/generated.pyx":1849
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def is_monotonic_float32(ndarray[float32_t] arr, bint timelike):             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__425);
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  /* "pandas/src/generated.pyx":1896
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def is_monotonic_object(ndarray[object] arr, bint timelike):             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__427);
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  /* "pandas/src/generated.pyx":1943
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def is_monotonic_int32(ndarray[int32_t] arr, bint timelike):             # <<<<<<<<<<<<<<
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 */
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  __Pyx_GOTREF(__pyx_tuple__429);
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  /* "pandas/src/generated.pyx":1990
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def is_monotonic_int64(ndarray[int64_t] arr, bint timelike):             # <<<<<<<<<<<<<<
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 *     Returns
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  __Pyx_GOTREF(__pyx_tuple__431);
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  /* "pandas/src/generated.pyx":2037
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def is_monotonic_bool(ndarray[uint8_t] arr, bint timelike):             # <<<<<<<<<<<<<<
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 *     Returns
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  /* "pandas/src/generated.pyx":2085
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def groupby_float64(ndarray[float64_t] index, ndarray labels):             # <<<<<<<<<<<<<<
 *     cdef dict result = {}
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  __Pyx_GOTREF(__pyx_tuple__435);
  __Pyx_GIVEREF(__pyx_tuple__435);
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  /* "pandas/src/generated.pyx":2113
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def groupby_float32(ndarray[float32_t] index, ndarray labels):             # <<<<<<<<<<<<<<
 *     cdef dict result = {}
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  __Pyx_GOTREF(__pyx_tuple__437);
  __Pyx_GIVEREF(__pyx_tuple__437);
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  /* "pandas/src/generated.pyx":2141
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def groupby_object(ndarray[object] index, ndarray labels):             # <<<<<<<<<<<<<<
 *     cdef dict result = {}
 *     cdef Py_ssize_t i, length
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  __pyx_tuple__439 = PyTuple_Pack(8, __pyx_n_s_index, __pyx_n_s_labels, __pyx_n_s_result, __pyx_n_s_i, __pyx_n_s_length, __pyx_n_s_members, __pyx_n_s_idx, __pyx_n_s_key); if (unlikely(!__pyx_tuple__439)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2141; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__439);
  __Pyx_GIVEREF(__pyx_tuple__439);
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  /* "pandas/src/generated.pyx":2169
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def groupby_int32(ndarray[int32_t] index, ndarray labels):             # <<<<<<<<<<<<<<
 *     cdef dict result = {}
 *     cdef Py_ssize_t i, length
 */
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  __Pyx_GOTREF(__pyx_tuple__441);
  __Pyx_GIVEREF(__pyx_tuple__441);
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  /* "pandas/src/generated.pyx":2197
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def groupby_int64(ndarray[int64_t] index, ndarray labels):             # <<<<<<<<<<<<<<
 *     cdef dict result = {}
 *     cdef Py_ssize_t i, length
 */
  __pyx_tuple__443 = PyTuple_Pack(8, __pyx_n_s_index, __pyx_n_s_labels, __pyx_n_s_result, __pyx_n_s_i, __pyx_n_s_length, __pyx_n_s_members, __pyx_n_s_idx, __pyx_n_s_key); if (unlikely(!__pyx_tuple__443)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2197; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__443);
  __Pyx_GIVEREF(__pyx_tuple__443);
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  /* "pandas/src/generated.pyx":2225
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def groupby_bool(ndarray[uint8_t] index, ndarray labels):             # <<<<<<<<<<<<<<
 *     cdef dict result = {}
 *     cdef Py_ssize_t i, length
 */
  __pyx_tuple__445 = PyTuple_Pack(8, __pyx_n_s_index, __pyx_n_s_labels, __pyx_n_s_result, __pyx_n_s_i, __pyx_n_s_length, __pyx_n_s_members, __pyx_n_s_idx, __pyx_n_s_key); if (unlikely(!__pyx_tuple__445)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2225; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__445);
  __Pyx_GIVEREF(__pyx_tuple__445);
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  /* "pandas/src/generated.pyx":2254
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def arrmap_float64(ndarray[float64_t] index, object func):             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t length = index.shape[0]
 *     cdef Py_ssize_t i = 0
 */
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  __Pyx_GOTREF(__pyx_tuple__447);
  __Pyx_GIVEREF(__pyx_tuple__447);
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  /* "pandas/src/generated.pyx":2269
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def arrmap_float32(ndarray[float32_t] index, object func):             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t length = index.shape[0]
 *     cdef Py_ssize_t i = 0
 */
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  /* "pandas/src/generated.pyx":2284
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def arrmap_object(ndarray[object] index, object func):             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t length = index.shape[0]
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  __Pyx_GOTREF(__pyx_tuple__451);
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  /* "pandas/src/generated.pyx":2299
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def arrmap_int32(ndarray[int32_t] index, object func):             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t length = index.shape[0]
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  __pyx_tuple__453 = PyTuple_Pack(6, __pyx_n_s_index, __pyx_n_s_func, __pyx_n_s_length, __pyx_n_s_i, __pyx_n_s_result, __pyx_n_s_maybe_convert_objects); if (unlikely(!__pyx_tuple__453)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2299; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__453);
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  __pyx_codeobj__454 = (PyObject*)__Pyx_PyCode_New(2, 0, 6, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__453, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_arrmap_int32, 2299, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__454)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2299; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2314
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def arrmap_int64(ndarray[int64_t] index, object func):             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t length = index.shape[0]
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  __pyx_tuple__455 = PyTuple_Pack(6, __pyx_n_s_index, __pyx_n_s_func, __pyx_n_s_length, __pyx_n_s_i, __pyx_n_s_result, __pyx_n_s_maybe_convert_objects); if (unlikely(!__pyx_tuple__455)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2314; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__455);
  __Pyx_GIVEREF(__pyx_tuple__455);
  __pyx_codeobj__456 = (PyObject*)__Pyx_PyCode_New(2, 0, 6, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__455, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_arrmap_int64, 2314, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__456)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2314; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2329
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def arrmap_bool(ndarray[uint8_t] index, object func):             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t length = index.shape[0]
 *     cdef Py_ssize_t i = 0
 */
  __pyx_tuple__457 = PyTuple_Pack(6, __pyx_n_s_index, __pyx_n_s_func, __pyx_n_s_length, __pyx_n_s_i, __pyx_n_s_result, __pyx_n_s_maybe_convert_objects); if (unlikely(!__pyx_tuple__457)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2329; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__457);
  __Pyx_GIVEREF(__pyx_tuple__457);
  __pyx_codeobj__458 = (PyObject*)__Pyx_PyCode_New(2, 0, 6, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__457, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_arrmap_bool, 2329, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__458)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2329; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2344
 * 
 * @cython.wraparound(False)
 * def take_1d_bool_bool(ndarray[uint8_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[uint8_t] out,
 */
  __pyx_tuple__459 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__459)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2344; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__459);
  __Pyx_GIVEREF(__pyx_tuple__459);
  __pyx_codeobj__460 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__459, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_bool_bool, 2344, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__460)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2344; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2363
 * 
 * @cython.wraparound(False)
 * def take_1d_bool_object(ndarray[uint8_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[object] out,
 */
  __pyx_tuple__461 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__461)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2363; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__461);
  __Pyx_GIVEREF(__pyx_tuple__461);
  __pyx_codeobj__462 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__461, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_bool_object, 2363, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__462)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2363; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2382
 * 
 * @cython.wraparound(False)
 * def take_1d_int8_int8(ndarray[int8_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[int8_t] out,
 */
  __pyx_tuple__463 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__463)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2382; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__463);
  __Pyx_GIVEREF(__pyx_tuple__463);
  __pyx_codeobj__464 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__463, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int8_int8, 2382, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__464)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2382; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2401
 * 
 * @cython.wraparound(False)
 * def take_1d_int8_int32(ndarray[int8_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[int32_t] out,
 */
  __pyx_tuple__465 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__465)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2401; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__465);
  __Pyx_GIVEREF(__pyx_tuple__465);
  __pyx_codeobj__466 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__465, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int8_int32, 2401, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__466)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2401; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2420
 * 
 * @cython.wraparound(False)
 * def take_1d_int8_int64(ndarray[int8_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[int64_t] out,
 */
  __pyx_tuple__467 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__467)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2420; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__467);
  __Pyx_GIVEREF(__pyx_tuple__467);
  __pyx_codeobj__468 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__467, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int8_int64, 2420, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__468)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2420; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2439
 * 
 * @cython.wraparound(False)
 * def take_1d_int8_float64(ndarray[int8_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[float64_t] out,
 */
  __pyx_tuple__469 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__469)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2439; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__469);
  __Pyx_GIVEREF(__pyx_tuple__469);
  __pyx_codeobj__470 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__469, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int8_float64, 2439, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__470)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2439; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2458
 * 
 * @cython.wraparound(False)
 * def take_1d_int16_int16(ndarray[int16_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[int16_t] out,
 */
  __pyx_tuple__471 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__471)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2458; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__471);
  __Pyx_GIVEREF(__pyx_tuple__471);
  __pyx_codeobj__472 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__471, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int16_int16, 2458, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__472)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2458; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2477
 * 
 * @cython.wraparound(False)
 * def take_1d_int16_int32(ndarray[int16_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[int32_t] out,
 */
  __pyx_tuple__473 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__473)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2477; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__473);
  __Pyx_GIVEREF(__pyx_tuple__473);
  __pyx_codeobj__474 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__473, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int16_int32, 2477, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__474)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2477; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2496
 * 
 * @cython.wraparound(False)
 * def take_1d_int16_int64(ndarray[int16_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[int64_t] out,
 */
  __pyx_tuple__475 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__475)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2496; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__475);
  __Pyx_GIVEREF(__pyx_tuple__475);
  __pyx_codeobj__476 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__475, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int16_int64, 2496, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__476)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2496; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2515
 * 
 * @cython.wraparound(False)
 * def take_1d_int16_float64(ndarray[int16_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[float64_t] out,
 */
  __pyx_tuple__477 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__477)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2515; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__477);
  __Pyx_GIVEREF(__pyx_tuple__477);
  __pyx_codeobj__478 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__477, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int16_float64, 2515, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__478)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2515; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2534
 * 
 * @cython.wraparound(False)
 * def take_1d_int32_int32(ndarray[int32_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[int32_t] out,
 */
  __pyx_tuple__479 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__479)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2534; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__479);
  __Pyx_GIVEREF(__pyx_tuple__479);
  __pyx_codeobj__480 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__479, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int32_int32, 2534, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__480)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2534; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2553
 * 
 * @cython.wraparound(False)
 * def take_1d_int32_int64(ndarray[int32_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[int64_t] out,
 */
  __pyx_tuple__481 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__481)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2553; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__481);
  __Pyx_GIVEREF(__pyx_tuple__481);
  __pyx_codeobj__482 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__481, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int32_int64, 2553, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__482)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2553; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2572
 * 
 * @cython.wraparound(False)
 * def take_1d_int32_float64(ndarray[int32_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[float64_t] out,
 */
  __pyx_tuple__483 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__483)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2572; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__483);
  __Pyx_GIVEREF(__pyx_tuple__483);
  __pyx_codeobj__484 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__483, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int32_float64, 2572, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__484)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2572; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2591
 * 
 * @cython.wraparound(False)
 * def take_1d_int64_int64(ndarray[int64_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[int64_t] out,
 */
  __pyx_tuple__485 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__485)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2591; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__485);
  __Pyx_GIVEREF(__pyx_tuple__485);
  __pyx_codeobj__486 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__485, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int64_int64, 2591, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__486)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2591; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2610
 * 
 * @cython.wraparound(False)
 * def take_1d_int64_float64(ndarray[int64_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[float64_t] out,
 */
  __pyx_tuple__487 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__487)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2610; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__487);
  __Pyx_GIVEREF(__pyx_tuple__487);
  __pyx_codeobj__488 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__487, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_int64_float64, 2610, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__488)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2610; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2629
 * 
 * @cython.wraparound(False)
 * def take_1d_float32_float32(ndarray[float32_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[float32_t] out,
 */
  __pyx_tuple__489 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__489)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2629; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__489);
  __Pyx_GIVEREF(__pyx_tuple__489);
  __pyx_codeobj__490 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__489, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_float32_float32, 2629, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__490)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2629; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2648
 * 
 * @cython.wraparound(False)
 * def take_1d_float32_float64(ndarray[float32_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[float64_t] out,
 */
  __pyx_tuple__491 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__491)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2648; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__491);
  __Pyx_GIVEREF(__pyx_tuple__491);
  __pyx_codeobj__492 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__491, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_float32_float64, 2648, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__492)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2648; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2667
 * 
 * @cython.wraparound(False)
 * def take_1d_float64_float64(ndarray[float64_t] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[float64_t] out,
 */
  __pyx_tuple__493 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__493)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2667; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__493);
  __Pyx_GIVEREF(__pyx_tuple__493);
  __pyx_codeobj__494 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__493, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_float64_float64, 2667, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__494)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2667; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2686
 * 
 * @cython.wraparound(False)
 * def take_1d_object_object(ndarray[object] values,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] indexer,
 *                               ndarray[object] out,
 */
  __pyx_tuple__495 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__495)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2686; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__495);
  __Pyx_GIVEREF(__pyx_tuple__495);
  __pyx_codeobj__496 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__495, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_1d_object_object, 2686, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__496)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2686; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2707
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_bool_bool(uint8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     uint8_t[:, :] out,
 */
  __pyx_tuple__497 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv, __pyx_n_s_v, __pyx_n_s_o); if (unlikely(!__pyx_tuple__497)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2707; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__497);
  __Pyx_GIVEREF(__pyx_tuple__497);
  __pyx_codeobj__498 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__497, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_bool_bool, 2707, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__498)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2707; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2752
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_bool_object(uint8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     object[:, :] out,
 */
  __pyx_tuple__499 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__499)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2752; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__499);
  __Pyx_GIVEREF(__pyx_tuple__499);
  __pyx_codeobj__500 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__499, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_bool_object, 2752, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__500)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2752; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2797
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int8_int8(int8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int8_t[:, :] out,
 */
  __pyx_tuple__501 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv, __pyx_n_s_v, __pyx_n_s_o); if (unlikely(!__pyx_tuple__501)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2797; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__501);
  __Pyx_GIVEREF(__pyx_tuple__501);
  __pyx_codeobj__502 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__501, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_int8_int8, 2797, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__502)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2797; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2842
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int8_int32(int8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int32_t[:, :] out,
 */
  __pyx_tuple__503 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__503)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2842; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__503);
  __Pyx_GIVEREF(__pyx_tuple__503);
  __pyx_codeobj__504 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__503, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_int8_int32, 2842, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__504)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2842; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2887
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int8_int64(int8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int64_t[:, :] out,
 */
  __pyx_tuple__505 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__505)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2887; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__505);
  __Pyx_GIVEREF(__pyx_tuple__505);
  __pyx_codeobj__506 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__505, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_int8_int64, 2887, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__506)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2887; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2932
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int8_float64(int8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float64_t[:, :] out,
 */
  __pyx_tuple__507 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__507)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2932; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__507);
  __Pyx_GIVEREF(__pyx_tuple__507);
  __pyx_codeobj__508 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__507, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_int8_float64, 2932, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__508)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2932; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":2977
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int16_int16(int16_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int16_t[:, :] out,
 */
  __pyx_tuple__509 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv, __pyx_n_s_v, __pyx_n_s_o); if (unlikely(!__pyx_tuple__509)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2977; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__509);
  __Pyx_GIVEREF(__pyx_tuple__509);
  __pyx_codeobj__510 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__509, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_int16_int16, 2977, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__510)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 2977; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3022
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int16_int32(int16_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int32_t[:, :] out,
 */
  __pyx_tuple__511 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__511)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3022; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__511);
  __Pyx_GIVEREF(__pyx_tuple__511);
  __pyx_codeobj__512 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__511, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_int16_int32, 3022, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__512)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3022; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3067
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int16_int64(int16_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int64_t[:, :] out,
 */
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  __Pyx_GOTREF(__pyx_tuple__513);
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  /* "pandas/src/generated.pyx":3112
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int16_float64(int16_t[:, :] values,             # <<<<<<<<<<<<<<
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 */
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  __Pyx_GOTREF(__pyx_tuple__515);
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  /* "pandas/src/generated.pyx":3157
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int32_int32(int32_t[:, :] values,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__517);
  __Pyx_GIVEREF(__pyx_tuple__517);
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  /* "pandas/src/generated.pyx":3202
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int32_int64(int32_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
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 */
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  __Pyx_GOTREF(__pyx_tuple__519);
  __Pyx_GIVEREF(__pyx_tuple__519);
  __pyx_codeobj__520 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__519, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_int32_int64, 3202, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__520)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3202; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3247
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int32_float64(int32_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
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 */
  __pyx_tuple__521 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__521)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3247; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__521);
  __Pyx_GIVEREF(__pyx_tuple__521);
  __pyx_codeobj__522 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__521, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_int32_float64, 3247, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__522)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3247; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3292
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int64_int64(int64_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int64_t[:, :] out,
 */
  __pyx_tuple__523 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv, __pyx_n_s_v, __pyx_n_s_o); if (unlikely(!__pyx_tuple__523)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3292; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__523);
  __Pyx_GIVEREF(__pyx_tuple__523);
  __pyx_codeobj__524 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__523, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_int64_int64, 3292, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__524)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3292; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3337
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_int64_float64(int64_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float64_t[:, :] out,
 */
  __pyx_tuple__525 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__525)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3337; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__525);
  __Pyx_GIVEREF(__pyx_tuple__525);
  __pyx_codeobj__526 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__525, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_int64_float64, 3337, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__526)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3337; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3382
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_float32_float32(float32_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float32_t[:, :] out,
 */
  __pyx_tuple__527 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv, __pyx_n_s_v, __pyx_n_s_o); if (unlikely(!__pyx_tuple__527)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3382; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__527);
  __Pyx_GIVEREF(__pyx_tuple__527);
  __pyx_codeobj__528 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__527, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_float32_float32, 3382, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__528)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3382; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3427
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_float32_float64(float32_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float64_t[:, :] out,
 */
  __pyx_tuple__529 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__529)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3427; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__529);
  __Pyx_GIVEREF(__pyx_tuple__529);
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  /* "pandas/src/generated.pyx":3472
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_float64_float64(float64_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float64_t[:, :] out,
 */
  __pyx_tuple__531 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv, __pyx_n_s_v, __pyx_n_s_o); if (unlikely(!__pyx_tuple__531)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3472; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__531);
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  __pyx_codeobj__532 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__531, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_float64_float64, 3472, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__532)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3472; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3517
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis0_object_object(object[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     object[:, :] out,
 */
  __pyx_tuple__533 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__533)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3517; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__533);
  __Pyx_GIVEREF(__pyx_tuple__533);
  __pyx_codeobj__534 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__533, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis0_object_object, 3517, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__534)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3517; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3563
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_bool_bool(uint8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     uint8_t[:, :] out,
 */
  __pyx_tuple__535 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__535)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3563; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__535);
  __Pyx_GIVEREF(__pyx_tuple__535);
  __pyx_codeobj__536 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__535, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_bool_bool, 3563, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__536)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3563; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3589
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_bool_object(uint8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     object[:, :] out,
 */
  __pyx_tuple__537 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__537)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3589; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__537);
  __Pyx_GIVEREF(__pyx_tuple__537);
  __pyx_codeobj__538 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__537, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_bool_object, 3589, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__538)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3589; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3615
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int8_int8(int8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int8_t[:, :] out,
 */
  __pyx_tuple__539 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__539)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3615; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__539);
  __Pyx_GIVEREF(__pyx_tuple__539);
  __pyx_codeobj__540 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__539, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_int8_int8, 3615, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__540)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3615; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3641
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int8_int32(int8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int32_t[:, :] out,
 */
  __pyx_tuple__541 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__541)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3641; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__541);
  __Pyx_GIVEREF(__pyx_tuple__541);
  __pyx_codeobj__542 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__541, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_int8_int32, 3641, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__542)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3641; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3667
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int8_int64(int8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int64_t[:, :] out,
 */
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  __Pyx_GOTREF(__pyx_tuple__543);
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  /* "pandas/src/generated.pyx":3693
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int8_float64(int8_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float64_t[:, :] out,
 */
  __pyx_tuple__545 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__545)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3693; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__545);
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  /* "pandas/src/generated.pyx":3719
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int16_int16(int16_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int16_t[:, :] out,
 */
  __pyx_tuple__547 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__547)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3719; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__547);
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  /* "pandas/src/generated.pyx":3745
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int16_int32(int16_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int32_t[:, :] out,
 */
  __pyx_tuple__549 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__549)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3745; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__549);
  __Pyx_GIVEREF(__pyx_tuple__549);
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  /* "pandas/src/generated.pyx":3771
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int16_int64(int16_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int64_t[:, :] out,
 */
  __pyx_tuple__551 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__551)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3771; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__551);
  __Pyx_GIVEREF(__pyx_tuple__551);
  __pyx_codeobj__552 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__551, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_int16_int64, 3771, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__552)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3771; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3797
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int16_float64(int16_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float64_t[:, :] out,
 */
  __pyx_tuple__553 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__553)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3797; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__553);
  __Pyx_GIVEREF(__pyx_tuple__553);
  __pyx_codeobj__554 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__553, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_int16_float64, 3797, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__554)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3797; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3823
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int32_int32(int32_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int32_t[:, :] out,
 */
  __pyx_tuple__555 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__555)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3823; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__555);
  __Pyx_GIVEREF(__pyx_tuple__555);
  __pyx_codeobj__556 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__555, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_int32_int32, 3823, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__556)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3823; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3849
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int32_int64(int32_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int64_t[:, :] out,
 */
  __pyx_tuple__557 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__557)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3849; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__557);
  __Pyx_GIVEREF(__pyx_tuple__557);
  __pyx_codeobj__558 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__557, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_int32_int64, 3849, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__558)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3849; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3875
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int32_float64(int32_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float64_t[:, :] out,
 */
  __pyx_tuple__559 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__559)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3875; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__559);
  __Pyx_GIVEREF(__pyx_tuple__559);
  __pyx_codeobj__560 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__559, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_int32_float64, 3875, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__560)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3875; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3901
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int64_int64(int64_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     int64_t[:, :] out,
 */
  __pyx_tuple__561 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__561)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3901; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__561);
  __Pyx_GIVEREF(__pyx_tuple__561);
  __pyx_codeobj__562 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__561, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_int64_int64, 3901, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__562)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3901; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3927
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_int64_float64(int64_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float64_t[:, :] out,
 */
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  __Pyx_GOTREF(__pyx_tuple__563);
  __Pyx_GIVEREF(__pyx_tuple__563);
  __pyx_codeobj__564 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__563, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_int64_float64, 3927, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__564)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3927; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3953
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_float32_float32(float32_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float32_t[:, :] out,
 */
  __pyx_tuple__565 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__565)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3953; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__565);
  __Pyx_GIVEREF(__pyx_tuple__565);
  __pyx_codeobj__566 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__565, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_float32_float32, 3953, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__566)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3953; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":3979
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_float32_float64(float32_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float64_t[:, :] out,
 */
  __pyx_tuple__567 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__567)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3979; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__567);
  __Pyx_GIVEREF(__pyx_tuple__567);
  __pyx_codeobj__568 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__567, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_float32_float64, 3979, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__568)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 3979; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4005
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_float64_float64(float64_t[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     float64_t[:, :] out,
 */
  __pyx_tuple__569 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__569)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4005; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__569);
  __Pyx_GIVEREF(__pyx_tuple__569);
  __pyx_codeobj__570 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__569, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_float64_float64, 4005, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__570)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4005; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4031
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_axis1_object_object(object[:, :] values,             # <<<<<<<<<<<<<<
 *                                     ndarray[int64_t] indexer,
 *                                     object[:, :] out,
 */
  __pyx_tuple__571 = PyTuple_Pack(10, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__571)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4031; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__571);
  __Pyx_GIVEREF(__pyx_tuple__571);
  __pyx_codeobj__572 = (PyObject*)__Pyx_PyCode_New(4, 0, 10, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__571, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_axis1_object_object, 4031, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__572)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4031; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4058
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_bool_bool(ndarray[uint8_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[uint8_t, ndim=2] out,
 */
  __pyx_tuple__573 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__573)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4058; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__573);
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  __pyx_codeobj__574 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__573, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_bool_bool, 4058, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__574)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4058; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4086
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_bool_object(ndarray[uint8_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[object, ndim=2] out,
 */
  __pyx_tuple__575 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__575)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4086; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__575);
  __Pyx_GIVEREF(__pyx_tuple__575);
  __pyx_codeobj__576 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__575, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_bool_object, 4086, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__576)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4086; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4114
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int8_int8(ndarray[int8_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[int8_t, ndim=2] out,
 */
  __pyx_tuple__577 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__577)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4114; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__577);
  __Pyx_GIVEREF(__pyx_tuple__577);
  __pyx_codeobj__578 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__577, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int8_int8, 4114, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__578)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4114; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4142
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int8_int32(ndarray[int8_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[int32_t, ndim=2] out,
 */
  __pyx_tuple__579 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__579)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4142; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__579);
  __Pyx_GIVEREF(__pyx_tuple__579);
  __pyx_codeobj__580 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__579, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int8_int32, 4142, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__580)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4142; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4170
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int8_int64(ndarray[int8_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[int64_t, ndim=2] out,
 */
  __pyx_tuple__581 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__581)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4170; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__581);
  __Pyx_GIVEREF(__pyx_tuple__581);
  __pyx_codeobj__582 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__581, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int8_int64, 4170, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__582)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4170; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4198
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int8_float64(ndarray[int8_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[float64_t, ndim=2] out,
 */
  __pyx_tuple__583 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__583)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4198; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__583);
  __Pyx_GIVEREF(__pyx_tuple__583);
  __pyx_codeobj__584 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__583, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int8_float64, 4198, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__584)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4198; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4226
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int16_int16(ndarray[int16_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[int16_t, ndim=2] out,
 */
  __pyx_tuple__585 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__585)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4226; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__585);
  __Pyx_GIVEREF(__pyx_tuple__585);
  __pyx_codeobj__586 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__585, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int16_int16, 4226, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__586)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4226; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4254
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int16_int32(ndarray[int16_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[int32_t, ndim=2] out,
 */
  __pyx_tuple__587 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__587)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4254; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__587);
  __Pyx_GIVEREF(__pyx_tuple__587);
  __pyx_codeobj__588 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__587, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int16_int32, 4254, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__588)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4254; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4282
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int16_int64(ndarray[int16_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[int64_t, ndim=2] out,
 */
  __pyx_tuple__589 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__589)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4282; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__589);
  __Pyx_GIVEREF(__pyx_tuple__589);
  __pyx_codeobj__590 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__589, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int16_int64, 4282, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__590)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4282; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4310
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int16_float64(ndarray[int16_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[float64_t, ndim=2] out,
 */
  __pyx_tuple__591 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__591)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4310; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__591);
  __Pyx_GIVEREF(__pyx_tuple__591);
  __pyx_codeobj__592 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__591, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int16_float64, 4310, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__592)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4310; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4338
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int32_int32(ndarray[int32_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[int32_t, ndim=2] out,
 */
  __pyx_tuple__593 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__593)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4338; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__593);
  __Pyx_GIVEREF(__pyx_tuple__593);
  __pyx_codeobj__594 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__593, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int32_int32, 4338, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__594)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4338; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4366
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int32_int64(ndarray[int32_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[int64_t, ndim=2] out,
 */
  __pyx_tuple__595 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__595)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4366; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__595);
  __Pyx_GIVEREF(__pyx_tuple__595);
  __pyx_codeobj__596 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__595, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int32_int64, 4366, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__596)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4366; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4394
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int32_float64(ndarray[int32_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[float64_t, ndim=2] out,
 */
  __pyx_tuple__597 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__597)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4394; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__597);
  __Pyx_GIVEREF(__pyx_tuple__597);
  __pyx_codeobj__598 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__597, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int32_float64, 4394, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__598)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4394; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4422
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int64_int64(ndarray[int64_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[int64_t, ndim=2] out,
 */
  __pyx_tuple__599 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__599)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4422; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__599);
  __Pyx_GIVEREF(__pyx_tuple__599);
  __pyx_codeobj__600 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__599, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int64_int64, 4422, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__600)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4422; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4450
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_int64_float64(ndarray[int64_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
 *                                     ndarray[float64_t, ndim=2] out,
 */
  __pyx_tuple__601 = PyTuple_Pack(12, __pyx_n_s_values, __pyx_n_s_indexer, __pyx_n_s_out, __pyx_n_s_fill_value, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_n, __pyx_n_s_idx, __pyx_n_s_idx0, __pyx_n_s_idx1, __pyx_n_s_fv); if (unlikely(!__pyx_tuple__601)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4450; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__601);
  __Pyx_GIVEREF(__pyx_tuple__601);
  __pyx_codeobj__602 = (PyObject*)__Pyx_PyCode_New(4, 0, 12, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__601, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_take_2d_multi_int64_float64, 4450, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__602)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4450; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4478
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_float32_float32(ndarray[float32_t, ndim=2] values,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":4506
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_float32_float64(ndarray[float32_t, ndim=2] values,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__605);
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  /* "pandas/src/generated.pyx":4534
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_float64_float64(ndarray[float64_t, ndim=2] values,             # <<<<<<<<<<<<<<
 *                                     indexer,
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  __Pyx_GOTREF(__pyx_tuple__607);
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 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def take_2d_multi_object_object(ndarray[object, ndim=2] values,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__609);
  __Pyx_GIVEREF(__pyx_tuple__609);
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  /* "pandas/src/generated.pyx":4591
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def diff_2d_float64(ndarray[float64_t, ndim=2] arr,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__611);
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  /* "pandas/src/generated.pyx":4634
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def diff_2d_float32(ndarray[float32_t, ndim=2] arr,             # <<<<<<<<<<<<<<
 *                      ndarray[float32_t, ndim=2] out,
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  __Pyx_GOTREF(__pyx_tuple__613);
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  /* "pandas/src/generated.pyx":4677
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def diff_2d_int8(ndarray[int8_t, ndim=2] arr,             # <<<<<<<<<<<<<<
 *                      ndarray[float32_t, ndim=2] out,
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  __Pyx_GOTREF(__pyx_tuple__615);
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  /* "pandas/src/generated.pyx":4720
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def diff_2d_int16(ndarray[int16_t, ndim=2] arr,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":4763
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def diff_2d_int32(ndarray[int32_t, ndim=2] arr,             # <<<<<<<<<<<<<<
 *                      ndarray[float64_t, ndim=2] out,
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  /* "pandas/src/generated.pyx":4806
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def diff_2d_int64(ndarray[int64_t, ndim=2] arr,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":4850
 * @cython.wraparound(False)
 * @cython.wraparound(False)
 * def group_last_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
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 */
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  /* "pandas/src/generated.pyx":4893
 * @cython.wraparound(False)
 * @cython.wraparound(False)
 * def group_last_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                ndarray[int64_t] counts,
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 */
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  __Pyx_GOTREF(__pyx_tuple__625);
  __Pyx_GIVEREF(__pyx_tuple__625);
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  /* "pandas/src/generated.pyx":4937
 * @cython.wraparound(False)
 * @cython.wraparound(False)
 * def group_last_bin_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                    ndarray[int64_t] counts,
 *                    ndarray[float64_t, ndim=2] values,
 */
  __pyx_tuple__627 = PyTuple_Pack(14, __pyx_n_s_out, __pyx_n_s_counts, __pyx_n_s_values, __pyx_n_s_bins, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_N, __pyx_n_s_K, __pyx_n_s_ngroups, __pyx_n_s_b, __pyx_n_s_val, __pyx_n_s_count, __pyx_n_s_resx, __pyx_n_s_nobs); if (unlikely(!__pyx_tuple__627)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4937; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__627);
  __Pyx_GIVEREF(__pyx_tuple__627);
  __pyx_codeobj__628 = (PyObject*)__Pyx_PyCode_New(4, 0, 14, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__627, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_last_bin_float64, 4937, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__628)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4937; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":4981
 * @cython.wraparound(False)
 * @cython.wraparound(False)
 * def group_last_bin_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                    ndarray[int64_t] counts,
 *                    ndarray[float32_t, ndim=2] values,
 */
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  __Pyx_GIVEREF(__pyx_tuple__629);
  __pyx_codeobj__630 = (PyObject*)__Pyx_PyCode_New(4, 0, 14, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__629, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_last_bin_float32, 4981, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__630)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4981; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":5026
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_nth_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *               ndarray[int64_t] counts,
 *               ndarray[float64_t, ndim=2] values,
 */
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 * @cython.boundscheck(False)
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 * @cython.boundscheck(False)
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 * def group_nth_bin_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
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 * def group_nth_bin_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
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 * def group_add_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_add_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *               ndarray[int64_t] counts,
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  __Pyx_GOTREF(__pyx_tuple__641);
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  /* "pandas/src/generated.pyx":5319
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_add_bin_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__643);
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  /* "pandas/src/generated.pyx":5375
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_add_bin_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_prod_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                ndarray[int64_t] counts,
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  __Pyx_GOTREF(__pyx_tuple__647);
  __Pyx_GIVEREF(__pyx_tuple__647);
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  /* "pandas/src/generated.pyx":5488
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_prod_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                ndarray[int64_t] counts,
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  __Pyx_GIVEREF(__pyx_tuple__649);
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  /* "pandas/src/generated.pyx":5545
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_prod_bin_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                   ndarray[int64_t] counts,
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  __Pyx_GOTREF(__pyx_tuple__651);
  __Pyx_GIVEREF(__pyx_tuple__651);
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  /* "pandas/src/generated.pyx":5601
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_prod_bin_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
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  __Pyx_GOTREF(__pyx_tuple__653);
  __Pyx_GIVEREF(__pyx_tuple__653);
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  /* "pandas/src/generated.pyx":5658
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_var_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *               ndarray[int64_t] counts,
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  __Pyx_GOTREF(__pyx_tuple__655);
  __Pyx_GIVEREF(__pyx_tuple__655);
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  /* "pandas/src/generated.pyx":5719
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_var_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *               ndarray[int64_t] counts,
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  __pyx_tuple__657 = PyTuple_Pack(14, __pyx_n_s_out, __pyx_n_s_counts, __pyx_n_s_values, __pyx_n_s_labels, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_N, __pyx_n_s_K, __pyx_n_s_lab, __pyx_n_s_val, __pyx_n_s_ct, __pyx_n_s_nobs, __pyx_n_s_sumx, __pyx_n_s_sumxx); if (unlikely(!__pyx_tuple__657)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 5719; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__657);
  __Pyx_GIVEREF(__pyx_tuple__657);
  __pyx_codeobj__658 = (PyObject*)__Pyx_PyCode_New(4, 0, 14, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__657, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_var_float32, 5719, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__658)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 5719; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":5781
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_var_bin_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                   ndarray[int64_t] counts,
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  /* "pandas/src/generated.pyx":5842
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_var_bin_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":5904
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_mean_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                ndarray[int64_t] counts,
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 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_mean_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                ndarray[int64_t] counts,
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  __Pyx_GOTREF(__pyx_tuple__665);
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  /* "pandas/src/generated.pyx":6008
 * 
 * 
 * def group_mean_bin_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                    ndarray[int64_t] counts,
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  __Pyx_GOTREF(__pyx_tuple__667);
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  /* "pandas/src/generated.pyx":6061
 *                 out[i, j] = sumx[i, j] / count
 * 
 * def group_mean_bin_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                    ndarray[int64_t] counts,
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  __Pyx_GOTREF(__pyx_tuple__669);
  __Pyx_GIVEREF(__pyx_tuple__669);
  __pyx_codeobj__670 = (PyObject*)__Pyx_PyCode_New(4, 0, 14, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__669, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_mean_bin_float32, 6061, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__670)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6061; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":6116
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_min_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *               ndarray[int64_t] counts,
 *               ndarray[float64_t, ndim=2] values,
 */
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  __Pyx_GOTREF(__pyx_tuple__671);
  __Pyx_GIVEREF(__pyx_tuple__671);
  __pyx_codeobj__672 = (PyObject*)__Pyx_PyCode_New(4, 0, 13, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__671, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_min_float64, 6116, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__672)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6116; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":6176
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_min_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *               ndarray[int64_t] counts,
 *               ndarray[float32_t, ndim=2] values,
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  __Pyx_GOTREF(__pyx_tuple__673);
  __Pyx_GIVEREF(__pyx_tuple__673);
  __pyx_codeobj__674 = (PyObject*)__Pyx_PyCode_New(4, 0, 13, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__673, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_min_float32, 6176, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__674)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6176; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":6237
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_min_bin_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                    ndarray[int64_t] counts,
 *                    ndarray[float64_t, ndim=2] values,
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  __Pyx_GOTREF(__pyx_tuple__675);
  __Pyx_GIVEREF(__pyx_tuple__675);
  __pyx_codeobj__676 = (PyObject*)__Pyx_PyCode_New(4, 0, 14, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__675, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_min_bin_float64, 6237, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__676)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6237; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":6298
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_min_bin_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                    ndarray[int64_t] counts,
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  __Pyx_GOTREF(__pyx_tuple__677);
  __Pyx_GIVEREF(__pyx_tuple__677);
  __pyx_codeobj__678 = (PyObject*)__Pyx_PyCode_New(4, 0, 14, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__677, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_min_bin_float32, 6298, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__678)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6298; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":6360
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_max_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *               ndarray[int64_t] counts,
 *               ndarray[float64_t, ndim=2] values,
 */
  __pyx_tuple__679 = PyTuple_Pack(13, __pyx_n_s_out, __pyx_n_s_counts, __pyx_n_s_values, __pyx_n_s_labels, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_N, __pyx_n_s_K, __pyx_n_s_lab, __pyx_n_s_val, __pyx_n_s_count, __pyx_n_s_maxx, __pyx_n_s_nobs); if (unlikely(!__pyx_tuple__679)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6360; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__679);
  __Pyx_GIVEREF(__pyx_tuple__679);
  __pyx_codeobj__680 = (PyObject*)__Pyx_PyCode_New(4, 0, 13, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__679, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_max_float64, 6360, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__680)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6360; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":6420
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_max_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *               ndarray[int64_t] counts,
 *               ndarray[float32_t, ndim=2] values,
 */
  __pyx_tuple__681 = PyTuple_Pack(13, __pyx_n_s_out, __pyx_n_s_counts, __pyx_n_s_values, __pyx_n_s_labels, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_N, __pyx_n_s_K, __pyx_n_s_lab, __pyx_n_s_val, __pyx_n_s_count, __pyx_n_s_maxx, __pyx_n_s_nobs); if (unlikely(!__pyx_tuple__681)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6420; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__681);
  __Pyx_GIVEREF(__pyx_tuple__681);
  __pyx_codeobj__682 = (PyObject*)__Pyx_PyCode_New(4, 0, 13, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__681, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_max_float32, 6420, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__682)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6420; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":6481
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_max_bin_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                   ndarray[int64_t] counts,
 *                   ndarray[float64_t, ndim=2] values,
 */
  __pyx_tuple__683 = PyTuple_Pack(14, __pyx_n_s_out, __pyx_n_s_counts, __pyx_n_s_values, __pyx_n_s_bins, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_N, __pyx_n_s_K, __pyx_n_s_ngroups, __pyx_n_s_b, __pyx_n_s_val, __pyx_n_s_count, __pyx_n_s_maxx, __pyx_n_s_nobs); if (unlikely(!__pyx_tuple__683)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6481; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__683);
  __Pyx_GIVEREF(__pyx_tuple__683);
  __pyx_codeobj__684 = (PyObject*)__Pyx_PyCode_New(4, 0, 14, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__683, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_max_bin_float64, 6481, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__684)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6481; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":6541
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_max_bin_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                   ndarray[int64_t] counts,
 *                   ndarray[float32_t, ndim=2] values,
 */
  __pyx_tuple__685 = PyTuple_Pack(14, __pyx_n_s_out, __pyx_n_s_counts, __pyx_n_s_values, __pyx_n_s_bins, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_N, __pyx_n_s_K, __pyx_n_s_ngroups, __pyx_n_s_b, __pyx_n_s_val, __pyx_n_s_count, __pyx_n_s_maxx, __pyx_n_s_nobs); if (unlikely(!__pyx_tuple__685)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6541; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_GOTREF(__pyx_tuple__685);
  __Pyx_GIVEREF(__pyx_tuple__685);
  __pyx_codeobj__686 = (PyObject*)__Pyx_PyCode_New(4, 0, 14, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__685, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_generated_pyx, __pyx_n_s_group_max_bin_float32, 6541, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__686)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6541; __pyx_clineno = __LINE__; goto __pyx_L1_error;}

  /* "pandas/src/generated.pyx":6602
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def group_ohlc_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                   ndarray[int64_t] counts,
 *                   ndarray[float64_t, ndim=2] values,
 */
  __pyx_tuple__687 = PyTuple_Pack(18, __pyx_n_s_out, __pyx_n_s_counts, __pyx_n_s_values, __pyx_n_s_bins, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_N, __pyx_n_s_K, __pyx_n_s_ngroups, __pyx_n_s_b, __pyx_n_s_val, __pyx_n_s_count, __pyx_n_s_vopen, __pyx_n_s_vhigh, __pyx_n_s_vlow, __pyx_n_s_vclose, __pyx_n_s_NA, __pyx_n_s_got_first); if (unlikely(!__pyx_tuple__687)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 6602; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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 * @cython.boundscheck(False)
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 * def group_count_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
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 * def group_count_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
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 * def group_count_object(ndarray[object, ndim=2] out,             # <<<<<<<<<<<<<<
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 * @cython.wraparound(False)
 * def group_count_int64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_count_bin_float64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_count_bin_float32(ndarray[float32_t, ndim=2] out,             # <<<<<<<<<<<<<<
 *                              ndarray[int64_t] counts,
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 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_count_bin_object(ndarray[object, ndim=2] out,             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def group_count_bin_int64(ndarray[float64_t, ndim=2] out,             # <<<<<<<<<<<<<<
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 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def left_join_indexer_unique_float64(ndarray[float64_t] left,             # <<<<<<<<<<<<<<
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 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def left_join_indexer_unique_float32(ndarray[float32_t] left,             # <<<<<<<<<<<<<<
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 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def left_join_indexer_unique_object(ndarray[object] left,             # <<<<<<<<<<<<<<
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 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def left_join_indexer_unique_int32(ndarray[int32_t] left,             # <<<<<<<<<<<<<<
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 */
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  /* "pandas/src/generated.pyx":7211
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def left_join_indexer_unique_int64(ndarray[int64_t] left,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":7256
 * 
 * 
 * def left_join_indexer_float64(ndarray[float64_t] left,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":7358
 * 
 * 
 * def left_join_indexer_float32(ndarray[float32_t] left,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":7460
 * 
 * 
 * def left_join_indexer_object(ndarray[object] left,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":7562
 * 
 * 
 * def left_join_indexer_int32(ndarray[int32_t] left,             # <<<<<<<<<<<<<<
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 * 
 * def left_join_indexer_int64(ndarray[int64_t] left,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":7897
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 * @cython.wraparound(False)
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 * def outer_join_indexer_object(ndarray[object] left,             # <<<<<<<<<<<<<<
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 * @cython.wraparound(False)
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 * @cython.wraparound(False)
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 * def outer_join_indexer_int64(ndarray[int64_t] left,             # <<<<<<<<<<<<<<
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 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def inner_join_indexer_float64(ndarray[float64_t] left,             # <<<<<<<<<<<<<<
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 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def inner_join_indexer_float32(ndarray[float32_t] left,             # <<<<<<<<<<<<<<
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  /* "pandas/src/generated.pyx":8600
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def inner_join_indexer_object(ndarray[object] left,             # <<<<<<<<<<<<<<
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 */
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  /* "pandas/src/generated.pyx":8693
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def inner_join_indexer_int32(ndarray[int32_t] left,             # <<<<<<<<<<<<<<
 *                               ndarray[int32_t] right):
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  /* "pandas/src/generated.pyx":8786
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def inner_join_indexer_int64(ndarray[int64_t] left,             # <<<<<<<<<<<<<<
 *                               ndarray[int64_t] right):
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  __pyx_tuple__745 = PyTuple_Pack(13, __pyx_n_s_left, __pyx_n_s_right, __pyx_n_s_i, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_nright, __pyx_n_s_nleft, __pyx_n_s_count, __pyx_n_s_lval, __pyx_n_s_rval, __pyx_n_s_lindexer, __pyx_n_s_rindexer, __pyx_n_s_result); if (unlikely(!__pyx_tuple__745)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 8786; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  /* "View.MemoryView":276
 *         return self.name
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 * cdef generic = Enum("<strided and direct or indirect>")             # <<<<<<<<<<<<<<
 * cdef strided = Enum("<strided and direct>") # default
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 */
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  /* "View.MemoryView":277
 * 
 * cdef generic = Enum("<strided and direct or indirect>")
 * cdef strided = Enum("<strided and direct>") # default             # <<<<<<<<<<<<<<
 * cdef indirect = Enum("<strided and indirect>")
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    if (unlikely(!call))
        return PyObject_Call(func, arg, kw);
    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
        return NULL;
    result = (*call)(func, arg, kw);
    Py_LeaveRecursiveCall();
    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
        PyErr_SetString(
            PyExc_SystemError,
            "NULL result without error in PyObject_Call");
    }
    return result;
}
#endif

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

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

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

static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
    if (unlikely(!type)) {
        PyErr_SetString(PyExc_SystemError, "Missing type object");
        return 0;
    }
    if (likely(PyObject_TypeCheck(obj, type)))
        return 1;
    PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s",
                 Py_TYPE(obj)->tp_name, type->tp_name);
    return 0;
}

static CYTHON_INLINE int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v) {
    int r;
    if (!j) return -1;
    r = PyObject_SetItem(o, j, v);
    Py_DECREF(j);
    return r;
}
static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v,
                                               int is_list, int wraparound, int boundscheck) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (is_list || PyList_CheckExact(o)) {
        Py_ssize_t n = (!wraparound) ? i : ((likely(i >= 0)) ? i : i + PyList_GET_SIZE(o));
        if ((!boundscheck) || likely((n >= 0) & (n < PyList_GET_SIZE(o)))) {
            PyObject* old = PyList_GET_ITEM(o, n);
            Py_INCREF(v);
            PyList_SET_ITEM(o, n, v);
            Py_DECREF(old);
            return 1;
        }
    } else {
        PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
        if (likely(m && m->sq_ass_item)) {
            if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
                Py_ssize_t l = m->sq_length(o);
                if (likely(l >= 0)) {
                    i += l;
                } else {
                    if (PyErr_ExceptionMatches(PyExc_OverflowError))
                        PyErr_Clear();
                    else
                        return -1;
                }
            }
            return m->sq_ass_item(o, i, v);
        }
    }
#else
#if CYTHON_COMPILING_IN_PYPY
    if (is_list || (PySequence_Check(o) && !PyDict_Check(o))) {
#else
    if (is_list || PySequence_Check(o)) {
#endif
        return PySequence_SetItem(o, i, v);
    }
#endif
    return __Pyx_SetItemInt_Generic(o, PyInt_FromSsize_t(i), v);
}

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

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

static CYTHON_INLINE int __Pyx_IsLittleEndian(void) {
  unsigned int n = 1;
  return *(unsigned char*)(&n) != 0;
}
static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
                              __Pyx_BufFmt_StackElem* stack,
                              __Pyx_TypeInfo* type) {
  stack[0].field = &ctx->root;
  stack[0].parent_offset = 0;
  ctx->root.type = type;
  ctx->root.name = "buffer dtype";
  ctx->root.offset = 0;
  ctx->head = stack;
  ctx->head->field = &ctx->root;
  ctx->fmt_offset = 0;
  ctx->head->parent_offset = 0;
  ctx->new_packmode = '@';
  ctx->enc_packmode = '@';
  ctx->new_count = 1;
  ctx->enc_count = 0;
  ctx->enc_type = 0;
  ctx->is_complex = 0;
  ctx->is_valid_array = 0;
  ctx->struct_alignment = 0;
  while (type->typegroup == 'S') {
    ++ctx->head;
    ctx->head->field = type->fields;
    ctx->head->parent_offset = 0;
    type = type->fields->type;
  }
}
static int __Pyx_BufFmt_ParseNumber(const char** ts) {
    int count;
    const char* t = *ts;
    if (*t < '0' || *t > '9') {
      return -1;
    } else {
        count = *t++ - '0';
        while (*t >= '0' && *t < '9') {
            count *= 10;
            count += *t++ - '0';
        }
    }
    *ts = t;
    return count;
}
static int __Pyx_BufFmt_ExpectNumber(const char **ts) {
    int number = __Pyx_BufFmt_ParseNumber(ts);
    if (number == -1)
        PyErr_Format(PyExc_ValueError,\
                     "Does not understand character buffer dtype format string ('%c')", **ts);
    return number;
}
static void __Pyx_BufFmt_RaiseUnexpectedChar(char ch) {
  PyErr_Format(PyExc_ValueError,
               "Unexpected format string character: '%c'", ch);
}
static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
  switch (ch) {
    case 'c': return "'char'";
    case 'b': return "'signed char'";
    case 'B': return "'unsigned char'";
    case 'h': return "'short'";
    case 'H': return "'unsigned short'";
    case 'i': return "'int'";
    case 'I': return "'unsigned int'";
    case 'l': return "'long'";
    case 'L': return "'unsigned long'";
    case 'q': return "'long long'";
    case 'Q': return "'unsigned long long'";
    case 'f': return (is_complex ? "'complex float'" : "'float'");
    case 'd': return (is_complex ? "'complex double'" : "'double'");
    case 'g': return (is_complex ? "'complex long double'" : "'long double'");
    case 'T': return "a struct";
    case 'O': return "Python object";
    case 'P': return "a pointer";
    case 's': case 'p': return "a string";
    case 0: return "end";
    default: return "unparseable format string";
  }
}
static size_t __Pyx_BufFmt_TypeCharToStandardSize(char ch, int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return 2;
    case 'i': case 'I': case 'l': case 'L': return 4;
    case 'q': case 'Q': return 8;
    case 'f': return (is_complex ? 8 : 4);
    case 'd': return (is_complex ? 16 : 8);
    case 'g': {
      PyErr_SetString(PyExc_ValueError, "Python does not define a standard format string size for long double ('g')..");
      return 0;
    }
    case 'O': case 'P': return sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
static size_t __Pyx_BufFmt_TypeCharToNativeSize(char ch, int is_complex) {
  switch (ch) {
    case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(short);
    case 'i': case 'I': return sizeof(int);
    case 'l': case 'L': return sizeof(long);
    #ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(PY_LONG_LONG);
    #endif
    case 'f': return sizeof(float) * (is_complex ? 2 : 1);
    case 'd': return sizeof(double) * (is_complex ? 2 : 1);
    case 'g': return sizeof(long double) * (is_complex ? 2 : 1);
    case 'O': case 'P': return sizeof(void*);
    default: {
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
  }
}
typedef struct { char c; short x; } __Pyx_st_short;
typedef struct { char c; int x; } __Pyx_st_int;
typedef struct { char c; long x; } __Pyx_st_long;
typedef struct { char c; float x; } __Pyx_st_float;
typedef struct { char c; double x; } __Pyx_st_double;
typedef struct { char c; long double x; } __Pyx_st_longdouble;
typedef struct { char c; void *x; } __Pyx_st_void_p;
#ifdef HAVE_LONG_LONG
typedef struct { char c; PY_LONG_LONG x; } __Pyx_st_longlong;
#endif
static size_t __Pyx_BufFmt_TypeCharToAlignment(char ch, CYTHON_UNUSED int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(__Pyx_st_short) - sizeof(short);
    case 'i': case 'I': return sizeof(__Pyx_st_int) - sizeof(int);
    case 'l': case 'L': return sizeof(__Pyx_st_long) - sizeof(long);
#ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(__Pyx_st_longlong) - sizeof(PY_LONG_LONG);
#endif
    case 'f': return sizeof(__Pyx_st_float) - sizeof(float);
    case 'd': return sizeof(__Pyx_st_double) - sizeof(double);
    case 'g': return sizeof(__Pyx_st_longdouble) - sizeof(long double);
    case 'P': case 'O': return sizeof(__Pyx_st_void_p) - sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
/* These are for computing the padding at the end of the struct to align
   on the first member of the struct. This will probably the same as above,
   but we don't have any guarantees.
 */
typedef struct { short x; char c; } __Pyx_pad_short;
typedef struct { int x; char c; } __Pyx_pad_int;
typedef struct { long x; char c; } __Pyx_pad_long;
typedef struct { float x; char c; } __Pyx_pad_float;
typedef struct { double x; char c; } __Pyx_pad_double;
typedef struct { long double x; char c; } __Pyx_pad_longdouble;
typedef struct { void *x; char c; } __Pyx_pad_void_p;
#ifdef HAVE_LONG_LONG
typedef struct { PY_LONG_LONG x; char c; } __Pyx_pad_longlong;
#endif
static size_t __Pyx_BufFmt_TypeCharToPadding(char ch, CYTHON_UNUSED int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(__Pyx_pad_short) - sizeof(short);
    case 'i': case 'I': return sizeof(__Pyx_pad_int) - sizeof(int);
    case 'l': case 'L': return sizeof(__Pyx_pad_long) - sizeof(long);
#ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(__Pyx_pad_longlong) - sizeof(PY_LONG_LONG);
#endif
    case 'f': return sizeof(__Pyx_pad_float) - sizeof(float);
    case 'd': return sizeof(__Pyx_pad_double) - sizeof(double);
    case 'g': return sizeof(__Pyx_pad_longdouble) - sizeof(long double);
    case 'P': case 'O': return sizeof(__Pyx_pad_void_p) - sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
static char __Pyx_BufFmt_TypeCharToGroup(char ch, int is_complex) {
  switch (ch) {
    case 'c':
        return 'H';
    case 'b': case 'h': case 'i':
    case 'l': case 'q': case 's': case 'p':
        return 'I';
    case 'B': case 'H': case 'I': case 'L': case 'Q':
        return 'U';
    case 'f': case 'd': case 'g':
        return (is_complex ? 'C' : 'R');
    case 'O':
        return 'O';
    case 'P':
        return 'P';
    default: {
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
  }
}
static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
  if (ctx->head == NULL || ctx->head->field == &ctx->root) {
    const char* expected;
    const char* quote;
    if (ctx->head == NULL) {
      expected = "end";
      quote = "";
    } else {
      expected = ctx->head->field->type->name;
      quote = "'";
    }
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected %s%s%s but got %s",
                 quote, expected, quote,
                 __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex));
  } else {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_StructField* parent = (ctx->head - 1)->field;
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected '%s' but got %s in '%s.%s'",
                 field->type->name, __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex),
                 parent->type->name, field->name);
  }
}
static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
  char group;
  size_t size, offset, arraysize = 1;
  if (ctx->enc_type == 0) return 0;
  if (ctx->head->field->type->arraysize[0]) {
    int i, ndim = 0;
    if (ctx->enc_type == 's' || ctx->enc_type == 'p') {
        ctx->is_valid_array = ctx->head->field->type->ndim == 1;
        ndim = 1;
        if (ctx->enc_count != ctx->head->field->type->arraysize[0]) {
            PyErr_Format(PyExc_ValueError,
                         "Expected a dimension of size %zu, got %zu",
                         ctx->head->field->type->arraysize[0], ctx->enc_count);
            return -1;
        }
    }
    if (!ctx->is_valid_array) {
      PyErr_Format(PyExc_ValueError, "Expected %d dimensions, got %d",
                   ctx->head->field->type->ndim, ndim);
      return -1;
    }
    for (i = 0; i < ctx->head->field->type->ndim; i++) {
      arraysize *= ctx->head->field->type->arraysize[i];
    }
    ctx->is_valid_array = 0;
    ctx->enc_count = 1;
  }
  group = __Pyx_BufFmt_TypeCharToGroup(ctx->enc_type, ctx->is_complex);
  do {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_TypeInfo* type = field->type;
    if (ctx->enc_packmode == '@' || ctx->enc_packmode == '^') {
      size = __Pyx_BufFmt_TypeCharToNativeSize(ctx->enc_type, ctx->is_complex);
    } else {
      size = __Pyx_BufFmt_TypeCharToStandardSize(ctx->enc_type, ctx->is_complex);
    }
    if (ctx->enc_packmode == '@') {
      size_t align_at = __Pyx_BufFmt_TypeCharToAlignment(ctx->enc_type, ctx->is_complex);
      size_t align_mod_offset;
      if (align_at == 0) return -1;
      align_mod_offset = ctx->fmt_offset % align_at;
      if (align_mod_offset > 0) ctx->fmt_offset += align_at - align_mod_offset;
      if (ctx->struct_alignment == 0)
          ctx->struct_alignment = __Pyx_BufFmt_TypeCharToPadding(ctx->enc_type,
                                                                 ctx->is_complex);
    }
    if (type->size != size || type->typegroup != group) {
      if (type->typegroup == 'C' && type->fields != NULL) {
        size_t parent_offset = ctx->head->parent_offset + field->offset;
        ++ctx->head;
        ctx->head->field = type->fields;
        ctx->head->parent_offset = parent_offset;
        continue;
      }
      if ((type->typegroup == 'H' || group == 'H') && type->size == size) {
      } else {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return -1;
      }
    }
    offset = ctx->head->parent_offset + field->offset;
    if (ctx->fmt_offset != offset) {
      PyErr_Format(PyExc_ValueError,
                   "Buffer dtype mismatch; next field is at offset %" CYTHON_FORMAT_SSIZE_T "d but %" CYTHON_FORMAT_SSIZE_T "d expected",
                   (Py_ssize_t)ctx->fmt_offset, (Py_ssize_t)offset);
      return -1;
    }
    ctx->fmt_offset += size;
    if (arraysize)
      ctx->fmt_offset += (arraysize - 1) * size;
    --ctx->enc_count;
    while (1) {
      if (field == &ctx->root) {
        ctx->head = NULL;
        if (ctx->enc_count != 0) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return -1;
        }
        break;
      }
      ctx->head->field = ++field;
      if (field->type == NULL) {
        --ctx->head;
        field = ctx->head->field;
        continue;
      } else if (field->type->typegroup == 'S') {
        size_t parent_offset = ctx->head->parent_offset + field->offset;
        if (field->type->fields->type == NULL) continue;
        field = field->type->fields;
        ++ctx->head;
        ctx->head->field = field;
        ctx->head->parent_offset = parent_offset;
        break;
      } else {
        break;
      }
    }
  } while (ctx->enc_count);
  ctx->enc_type = 0;
  ctx->is_complex = 0;
  return 0;
}
static CYTHON_INLINE PyObject *
__pyx_buffmt_parse_array(__Pyx_BufFmt_Context* ctx, const char** tsp)
{
    const char *ts = *tsp;
    int i = 0, number;
    int ndim = ctx->head->field->type->ndim;
;
    ++ts;
    if (ctx->new_count != 1) {
        PyErr_SetString(PyExc_ValueError,
                        "Cannot handle repeated arrays in format string");
        return NULL;
    }
    if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
    while (*ts && *ts != ')') {
        switch (*ts) {
            case ' ': case '\f': case '\r': case '\n': case '\t': case '\v':  continue;
            default:  break;
        }
        number = __Pyx_BufFmt_ExpectNumber(&ts);
        if (number == -1) return NULL;
        if (i < ndim && (size_t) number != ctx->head->field->type->arraysize[i])
            return PyErr_Format(PyExc_ValueError,
                        "Expected a dimension of size %zu, got %d",
                        ctx->head->field->type->arraysize[i], number);
        if (*ts != ',' && *ts != ')')
            return PyErr_Format(PyExc_ValueError,
                                "Expected a comma in format string, got '%c'", *ts);
        if (*ts == ',') ts++;
        i++;
    }
    if (i != ndim)
        return PyErr_Format(PyExc_ValueError, "Expected %d dimension(s), got %d",
                            ctx->head->field->type->ndim, i);
    if (!*ts) {
        PyErr_SetString(PyExc_ValueError,
                        "Unexpected end of format string, expected ')'");
        return NULL;
    }
    ctx->is_valid_array = 1;
    ctx->new_count = 1;
    *tsp = ++ts;
    return Py_None;
}
static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts) {
  int got_Z = 0;
  while (1) {
    switch(*ts) {
      case 0:
        if (ctx->enc_type != 0 && ctx->head == NULL) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return NULL;
        }
        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
        if (ctx->head != NULL) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return NULL;
        }
        return ts;
      case ' ':
      case '\r':
      case '\n':
        ++ts;
        break;
      case '<':
        if (!__Pyx_IsLittleEndian()) {
          PyErr_SetString(PyExc_ValueError, "Little-endian buffer not supported on big-endian compiler");
          return NULL;
        }
        ctx->new_packmode = '=';
        ++ts;
        break;
      case '>':
      case '!':
        if (__Pyx_IsLittleEndian()) {
          PyErr_SetString(PyExc_ValueError, "Big-endian buffer not supported on little-endian compiler");
          return NULL;
        }
        ctx->new_packmode = '=';
        ++ts;
        break;
      case '=':
      case '@':
      case '^':
        ctx->new_packmode = *ts++;
        break;
      case 'T':
        {
          const char* ts_after_sub;
          size_t i, struct_count = ctx->new_count;
          size_t struct_alignment = ctx->struct_alignment;
          ctx->new_count = 1;
          ++ts;
          if (*ts != '{') {
            PyErr_SetString(PyExc_ValueError, "Buffer acquisition: Expected '{' after 'T'");
            return NULL;
          }
          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
          ctx->enc_type = 0;
          ctx->enc_count = 0;
          ctx->struct_alignment = 0;
          ++ts;
          ts_after_sub = ts;
          for (i = 0; i != struct_count; ++i) {
            ts_after_sub = __Pyx_BufFmt_CheckString(ctx, ts);
            if (!ts_after_sub) return NULL;
          }
          ts = ts_after_sub;
          if (struct_alignment) ctx->struct_alignment = struct_alignment;
        }
        break;
      case '}':
        {
          size_t alignment = ctx->struct_alignment;
          ++ts;
          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
          ctx->enc_type = 0;
          if (alignment && ctx->fmt_offset % alignment) {
            ctx->fmt_offset += alignment - (ctx->fmt_offset % alignment);
          }
        }
        return ts;
      case 'x':
        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
        ctx->fmt_offset += ctx->new_count;
        ctx->new_count = 1;
        ctx->enc_count = 0;
        ctx->enc_type = 0;
        ctx->enc_packmode = ctx->new_packmode;
        ++ts;
        break;
      case 'Z':
        got_Z = 1;
        ++ts;
        if (*ts != 'f' && *ts != 'd' && *ts != 'g') {
          __Pyx_BufFmt_RaiseUnexpectedChar('Z');
          return NULL;
        }
      case 'c': case 'b': case 'B': case 'h': case 'H': case 'i': case 'I':
      case 'l': case 'L': case 'q': case 'Q':
      case 'f': case 'd': case 'g':
      case 'O': case 'p':
        if (ctx->enc_type == *ts && got_Z == ctx->is_complex &&
            ctx->enc_packmode == ctx->new_packmode) {
          ctx->enc_count += ctx->new_count;
          ctx->new_count = 1;
          got_Z = 0;
          ++ts;
          break;
        }
      case 's':
        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
        ctx->enc_count = ctx->new_count;
        ctx->enc_packmode = ctx->new_packmode;
        ctx->enc_type = *ts;
        ctx->is_complex = got_Z;
        ++ts;
        ctx->new_count = 1;
        got_Z = 0;
        break;
      case ':':
        ++ts;
        while(*ts != ':') ++ts;
        ++ts;
        break;
      case '(':
        if (!__pyx_buffmt_parse_array(ctx, &ts)) return NULL;
        break;
      default:
        {
          int number = __Pyx_BufFmt_ExpectNumber(&ts);
          if (number == -1) return NULL;
          ctx->new_count = (size_t)number;
        }
    }
  }
}
static CYTHON_INLINE void __Pyx_ZeroBuffer(Py_buffer* buf) {
  buf->buf = NULL;
  buf->obj = NULL;
  buf->strides = __Pyx_zeros;
  buf->shape = __Pyx_zeros;
  buf->suboffsets = __Pyx_minusones;
}
static CYTHON_INLINE int __Pyx_GetBufferAndValidate(
        Py_buffer* buf, PyObject* obj,  __Pyx_TypeInfo* dtype, int flags,
        int nd, int cast, __Pyx_BufFmt_StackElem* stack)
{
  if (obj == Py_None || obj == NULL) {
    __Pyx_ZeroBuffer(buf);
    return 0;
  }
  buf->buf = NULL;
  if (__Pyx_GetBuffer(obj, buf, flags) == -1) goto fail;
  if (buf->ndim != nd) {
    PyErr_Format(PyExc_ValueError,
                 "Buffer has wrong number of dimensions (expected %d, got %d)",
                 nd, buf->ndim);
    goto fail;
  }
  if (!cast) {
    __Pyx_BufFmt_Context ctx;
    __Pyx_BufFmt_Init(&ctx, stack, dtype);
    if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail;
  }
  if ((unsigned)buf->itemsize != dtype->size) {
    PyErr_Format(PyExc_ValueError,
      "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "d byte%s) does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "d byte%s)",
      buf->itemsize, (buf->itemsize > 1) ? "s" : "",
      dtype->name, (Py_ssize_t)dtype->size, (dtype->size > 1) ? "s" : "");
    goto fail;
  }
  if (buf->suboffsets == NULL) buf->suboffsets = __Pyx_minusones;
  return 0;
fail:;
  __Pyx_ZeroBuffer(buf);
  return -1;
}
static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
  if (info->buf == NULL) return;
  if (info->suboffsets == __Pyx_minusones) info->suboffsets = NULL;
  __Pyx_ReleaseBuffer(info);
}

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

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

static CYTHON_INLINE int __Pyx_IterFinish(void) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyThreadState *tstate = PyThreadState_GET();
    PyObject* exc_type = tstate->curexc_type;
    if (unlikely(exc_type)) {
        if (likely(exc_type == PyExc_StopIteration) || PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration)) {
            PyObject *exc_value, *exc_tb;
            exc_value = tstate->curexc_value;
            exc_tb = tstate->curexc_traceback;
            tstate->curexc_type = 0;
            tstate->curexc_value = 0;
            tstate->curexc_traceback = 0;
            Py_DECREF(exc_type);
            Py_XDECREF(exc_value);
            Py_XDECREF(exc_tb);
            return 0;
        } else {
            return -1;
        }
    }
    return 0;
#else
    if (unlikely(PyErr_Occurred())) {
        if (likely(PyErr_ExceptionMatches(PyExc_StopIteration))) {
            PyErr_Clear();
            return 0;
        } else {
            return -1;
        }
    }
    return 0;
#endif
}

static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected) {
    if (unlikely(retval)) {
        Py_DECREF(retval);
        __Pyx_RaiseTooManyValuesError(expected);
        return -1;
    } else {
        return __Pyx_IterFinish();
    }
    return 0;
}

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

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

static CYTHON_INLINE void __Pyx_ExceptionSave(PyObject **type, PyObject **value, PyObject **tb) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyThreadState *tstate = PyThreadState_GET();
    *type = tstate->exc_type;
    *value = tstate->exc_value;
    *tb = tstate->exc_traceback;
    Py_XINCREF(*type);
    Py_XINCREF(*value);
    Py_XINCREF(*tb);
#else
    PyErr_GetExcInfo(type, value, tb);
#endif
}
static void __Pyx_ExceptionReset(PyObject *type, PyObject *value, PyObject *tb) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    PyThreadState *tstate = PyThreadState_GET();
    tmp_type = tstate->exc_type;
    tmp_value = tstate->exc_value;
    tmp_tb = tstate->exc_traceback;
    tstate->exc_type = type;
    tstate->exc_value = value;
    tstate->exc_traceback = tb;
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
#else
    PyErr_SetExcInfo(type, value, tb);
#endif
}

static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb) {
    PyObject *local_type, *local_value, *local_tb;
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    PyThreadState *tstate = PyThreadState_GET();
    local_type = tstate->curexc_type;
    local_value = tstate->curexc_value;
    local_tb = tstate->curexc_traceback;
    tstate->curexc_type = 0;
    tstate->curexc_value = 0;
    tstate->curexc_traceback = 0;
#else
    PyErr_Fetch(&local_type, &local_value, &local_tb);
#endif
    PyErr_NormalizeException(&local_type, &local_value, &local_tb);
#if CYTHON_COMPILING_IN_CPYTHON
    if (unlikely(tstate->curexc_type))
#else
    if (unlikely(PyErr_Occurred()))
#endif
        goto bad;
    #if PY_MAJOR_VERSION >= 3
    if (local_tb) {
        if (unlikely(PyException_SetTraceback(local_value, local_tb) < 0))
            goto bad;
    }
    #endif
    Py_XINCREF(local_tb);
    Py_XINCREF(local_type);
    Py_XINCREF(local_value);
    *type = local_type;
    *value = local_value;
    *tb = local_tb;
#if CYTHON_COMPILING_IN_CPYTHON
    tmp_type = tstate->exc_type;
    tmp_value = tstate->exc_value;
    tmp_tb = tstate->exc_traceback;
    tstate->exc_type = local_type;
    tstate->exc_value = local_value;
    tstate->exc_traceback = local_tb;
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
#else
    PyErr_SetExcInfo(local_type, local_value, local_tb);
#endif
    return 0;
bad:
    *type = 0;
    *value = 0;
    *tb = 0;
    Py_XDECREF(local_type);
    Py_XDECREF(local_value);
    Py_XDECREF(local_tb);
    return -1;
}

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

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

static void __Pyx_UnpackTupleError(PyObject *t, Py_ssize_t index) {
    if (t == Py_None) {
      __Pyx_RaiseNoneNotIterableError();
    } else if (PyTuple_GET_SIZE(t) < index) {
      __Pyx_RaiseNeedMoreValuesError(PyTuple_GET_SIZE(t));
    } else {
      __Pyx_RaiseTooManyValuesError(index);
    }
}

static CYTHON_INLINE int __Pyx_unpack_tuple2(PyObject* tuple, PyObject** pvalue1, PyObject** pvalue2,
                                             int is_tuple, int has_known_size, int decref_tuple) {
    Py_ssize_t index;
    PyObject *value1 = NULL, *value2 = NULL, *iter = NULL;
    if (!is_tuple && unlikely(!PyTuple_Check(tuple))) {
        iternextfunc iternext;
        iter = PyObject_GetIter(tuple);
        if (unlikely(!iter)) goto bad;
        if (decref_tuple) { Py_DECREF(tuple); tuple = NULL; }
        iternext = Py_TYPE(iter)->tp_iternext;
        value1 = iternext(iter); if (unlikely(!value1)) { index = 0; goto unpacking_failed; }
        value2 = iternext(iter); if (unlikely(!value2)) { index = 1; goto unpacking_failed; }
        if (!has_known_size && unlikely(__Pyx_IternextUnpackEndCheck(iternext(iter), 2))) goto bad;
        Py_DECREF(iter);
    } else {
        if (!has_known_size && unlikely(PyTuple_GET_SIZE(tuple) != 2)) {
            __Pyx_UnpackTupleError(tuple, 2);
            goto bad;
        }
#if CYTHON_COMPILING_IN_PYPY
        value1 = PySequence_ITEM(tuple, 0);
        if (unlikely(!value1)) goto bad;
        value2 = PySequence_ITEM(tuple, 1);
        if (unlikely(!value2)) goto bad;
#else
        value1 = PyTuple_GET_ITEM(tuple, 0);
        value2 = PyTuple_GET_ITEM(tuple, 1);
        Py_INCREF(value1);
        Py_INCREF(value2);
#endif
        if (decref_tuple) { Py_DECREF(tuple); }
    }
    *pvalue1 = value1;
    *pvalue2 = value2;
    return 0;
unpacking_failed:
    if (!has_known_size && __Pyx_IterFinish() == 0)
        __Pyx_RaiseNeedMoreValuesError(index);
bad:
    Py_XDECREF(iter);
    Py_XDECREF(value1);
    Py_XDECREF(value2);
    if (decref_tuple) { Py_XDECREF(tuple); }
    return -1;
}

static CYTHON_INLINE PyObject* __Pyx_dict_iterator(PyObject* iterable, int is_dict, PyObject* method_name,
                                                   Py_ssize_t* p_orig_length, int* p_source_is_dict) {
    is_dict = is_dict || likely(PyDict_CheckExact(iterable));
    *p_source_is_dict = is_dict;
#if !CYTHON_COMPILING_IN_PYPY
    if (is_dict) {
        *p_orig_length = PyDict_Size(iterable);
        Py_INCREF(iterable);
        return iterable;
    }
#endif
    *p_orig_length = 0;
    if (method_name) {
        PyObject* iter;
        iterable = __Pyx_PyObject_CallMethod0(iterable, method_name);
        if (!iterable)
            return NULL;
#if !CYTHON_COMPILING_IN_PYPY
        if (PyTuple_CheckExact(iterable) || PyList_CheckExact(iterable))
            return iterable;
#endif
        iter = PyObject_GetIter(iterable);
        Py_DECREF(iterable);
        return iter;
    }
    return PyObject_GetIter(iterable);
}
static CYTHON_INLINE int __Pyx_dict_iter_next(PyObject* iter_obj, Py_ssize_t orig_length, Py_ssize_t* ppos,
                                              PyObject** pkey, PyObject** pvalue, PyObject** pitem, int source_is_dict) {
    PyObject* next_item;
#if !CYTHON_COMPILING_IN_PYPY
    if (source_is_dict) {
        PyObject *key, *value;
        if (unlikely(orig_length != PyDict_Size(iter_obj))) {
            PyErr_SetString(PyExc_RuntimeError, "dictionary changed size during iteration");
            return -1;
        }
        if (unlikely(!PyDict_Next(iter_obj, ppos, &key, &value))) {
            return 0;
        }
        if (pitem) {
            PyObject* tuple = PyTuple_New(2);
            if (unlikely(!tuple)) {
                return -1;
            }
            Py_INCREF(key);
            Py_INCREF(value);
            PyTuple_SET_ITEM(tuple, 0, key);
            PyTuple_SET_ITEM(tuple, 1, value);
            *pitem = tuple;
        } else {
            if (pkey) {
                Py_INCREF(key);
                *pkey = key;
            }
            if (pvalue) {
                Py_INCREF(value);
                *pvalue = value;
            }
        }
        return 1;
    } else if (PyTuple_CheckExact(iter_obj)) {
        Py_ssize_t pos = *ppos;
        if (unlikely(pos >= PyTuple_GET_SIZE(iter_obj))) return 0;
        *ppos = pos + 1;
        next_item = PyTuple_GET_ITEM(iter_obj, pos);
        Py_INCREF(next_item);
    } else if (PyList_CheckExact(iter_obj)) {
        Py_ssize_t pos = *ppos;
        if (unlikely(pos >= PyList_GET_SIZE(iter_obj))) return 0;
        *ppos = pos + 1;
        next_item = PyList_GET_ITEM(iter_obj, pos);
        Py_INCREF(next_item);
    } else
#endif
    {
        next_item = PyIter_Next(iter_obj);
        if (unlikely(!next_item)) {
            return __Pyx_IterFinish();
        }
    }
    if (pitem) {
        *pitem = next_item;
    } else if (pkey && pvalue) {
        if (__Pyx_unpack_tuple2(next_item, pkey, pvalue, source_is_dict, source_is_dict, 1))
            return -1;
    } else if (pkey) {
        *pkey = next_item;
    } else {
        *pvalue = next_item;
    }
    return 1;
}

static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname) {
    PyErr_Format(PyExc_UnboundLocalError, "local variable '%s' referenced before assignment", varname);
}

static int
__Pyx_init_memviewslice(struct __pyx_memoryview_obj *memview,
                        int ndim,
                        __Pyx_memviewslice *memviewslice,
                        int memview_is_new_reference)
{
    __Pyx_RefNannyDeclarations
    int i, retval=-1;
    Py_buffer *buf = &memview->view;
    __Pyx_RefNannySetupContext("init_memviewslice", 0);
    if (!buf) {
        PyErr_SetString(PyExc_ValueError,
            "buf is NULL.");
        goto fail;
    } else if (memviewslice->memview || memviewslice->data) {
        PyErr_SetString(PyExc_ValueError,
            "memviewslice is already initialized!");
        goto fail;
    }
    if (buf->strides) {
        for (i = 0; i < ndim; i++) {
            memviewslice->strides[i] = buf->strides[i];
        }
    } else {
        Py_ssize_t stride = buf->itemsize;
        for (i = ndim - 1; i >= 0; i--) {
            memviewslice->strides[i] = stride;
            stride *= buf->shape[i];
        }
    }
    for (i = 0; i < ndim; i++) {
        memviewslice->shape[i]   = buf->shape[i];
        if (buf->suboffsets) {
            memviewslice->suboffsets[i] = buf->suboffsets[i];
        } else {
            memviewslice->suboffsets[i] = -1;
        }
    }
    memviewslice->memview = memview;
    memviewslice->data = (char *)buf->buf;
    if (__pyx_add_acquisition_count(memview) == 0 && !memview_is_new_reference) {
        Py_INCREF(memview);
    }
    retval = 0;
    goto no_fail;
fail:
    memviewslice->memview = 0;
    memviewslice->data = 0;
    retval = -1;
no_fail:
    __Pyx_RefNannyFinishContext();
    return retval;
}
static CYTHON_INLINE void __pyx_fatalerror(const char *fmt, ...) {
    va_list vargs;
    char msg[200];
    va_start(vargs, fmt);
#ifdef HAVE_STDARG_PROTOTYPES
    va_start(vargs, fmt);
#else
    va_start(vargs);
#endif
    vsnprintf(msg, 200, fmt, vargs);
    Py_FatalError(msg);
    va_end(vargs);
}
static CYTHON_INLINE int
__pyx_add_acquisition_count_locked(__pyx_atomic_int *acquisition_count,
                                   PyThread_type_lock lock)
{
    int result;
    PyThread_acquire_lock(lock, 1);
    result = (*acquisition_count)++;
    PyThread_release_lock(lock);
    return result;
}
static CYTHON_INLINE int
__pyx_sub_acquisition_count_locked(__pyx_atomic_int *acquisition_count,
                                   PyThread_type_lock lock)
{
    int result;
    PyThread_acquire_lock(lock, 1);
    result = (*acquisition_count)--;
    PyThread_release_lock(lock);
    return result;
}
static CYTHON_INLINE void
__Pyx_INC_MEMVIEW(__Pyx_memviewslice *memslice, int have_gil, int lineno)
{
    int first_time;
    struct __pyx_memoryview_obj *memview = memslice->memview;
    if (!memview || (PyObject *) memview == Py_None)
        return;
    if (__pyx_get_slice_count(memview) < 0)
        __pyx_fatalerror("Acquisition count is %d (line %d)",
                         __pyx_get_slice_count(memview), lineno);
    first_time = __pyx_add_acquisition_count(memview) == 0;
    if (first_time) {
        if (have_gil) {
            Py_INCREF((PyObject *) memview);
        } else {
            PyGILState_STATE _gilstate = PyGILState_Ensure();
            Py_INCREF((PyObject *) memview);
            PyGILState_Release(_gilstate);
        }
    }
}
static CYTHON_INLINE void __Pyx_XDEC_MEMVIEW(__Pyx_memviewslice *memslice,
                                             int have_gil, int lineno) {
    int last_time;
    struct __pyx_memoryview_obj *memview = memslice->memview;
    if (!memview ) {
        return;
    } else if ((PyObject *) memview == Py_None) {
        memslice->memview = NULL;
        return;
    }
    if (__pyx_get_slice_count(memview) <= 0)
        __pyx_fatalerror("Acquisition count is %d (line %d)",
                         __pyx_get_slice_count(memview), lineno);
    last_time = __pyx_sub_acquisition_count(memview) == 1;
    memslice->data = NULL;
    if (last_time) {
        if (have_gil) {
            Py_CLEAR(memslice->memview);
        } else {
            PyGILState_STATE _gilstate = PyGILState_Ensure();
            Py_CLEAR(memslice->memview);
            PyGILState_Release(_gilstate);
        }
    } else {
        memslice->memview = NULL;
    }
}

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

static CYTHON_INLINE Py_ssize_t __Pyx_div_Py_ssize_t(Py_ssize_t a, Py_ssize_t b) {
    Py_ssize_t q = a / b;
    Py_ssize_t r = a - q*b;
    q -= ((r != 0) & ((r ^ b) < 0));
    return q;
}

static CYTHON_INLINE long __Pyx_div_long(long a, long b) {
    long q = a / b;
    long r = a - q*b;
    q -= ((r != 0) & ((r ^ b) < 0));
    return q;
}

static CYTHON_INLINE __pyx_t_5numpy_int64_t __Pyx_div___pyx_t_5numpy_int64_t(__pyx_t_5numpy_int64_t a, __pyx_t_5numpy_int64_t b) {
    __pyx_t_5numpy_int64_t q = a / b;
    __pyx_t_5numpy_int64_t r = a - q*b;
    q -= ((r != 0) & ((r ^ b) < 0));
    return q;
}

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

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

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

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

static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *o, PyObject *n) {
#if CYTHON_COMPILING_IN_CPYTHON
#if PY_MAJOR_VERSION >= 3
    if (likely(PyUnicode_Check(n)))
#else
    if (likely(PyString_Check(n)))
#endif
        return __Pyx_PyObject_GetAttrStr(o, n);
#endif
    return PyObject_GetAttr(o, n);
}

static CYTHON_INLINE PyObject *__Pyx_GetAttr3(PyObject *o, PyObject *n, PyObject *d) {
    PyObject *r = __Pyx_GetAttr(o, n);
    if (unlikely(!r)) {
        if (!PyErr_ExceptionMatches(PyExc_AttributeError))
            goto bad;
        PyErr_Clear();
        r = d;
        Py_INCREF(d);
    }
    return r;
bad:
    return NULL;
}

static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals) {
#if CYTHON_COMPILING_IN_PYPY
    return PyObject_RichCompareBool(s1, s2, equals);
#else
    if (s1 == s2) {
        return (equals == Py_EQ);
    } else if (PyBytes_CheckExact(s1) & PyBytes_CheckExact(s2)) {
        const char *ps1, *ps2;
        Py_ssize_t length = PyBytes_GET_SIZE(s1);
        if (length != PyBytes_GET_SIZE(s2))
            return (equals == Py_NE);
        ps1 = PyBytes_AS_STRING(s1);
        ps2 = PyBytes_AS_STRING(s2);
        if (ps1[0] != ps2[0]) {
            return (equals == Py_NE);
        } else if (length == 1) {
            return (equals == Py_EQ);
        } else {
            int result = memcmp(ps1, ps2, (size_t)length);
            return (equals == Py_EQ) ? (result == 0) : (result != 0);
        }
    } else if ((s1 == Py_None) & PyBytes_CheckExact(s2)) {
        return (equals == Py_NE);
    } else if ((s2 == Py_None) & PyBytes_CheckExact(s1)) {
        return (equals == Py_NE);
    } else {
        int result;
        PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
        if (!py_result)
            return -1;
        result = __Pyx_PyObject_IsTrue(py_result);
        Py_DECREF(py_result);
        return result;
    }
#endif
}

static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals) {
#if CYTHON_COMPILING_IN_PYPY
    return PyObject_RichCompareBool(s1, s2, equals);
#else
#if PY_MAJOR_VERSION < 3
    PyObject* owned_ref = NULL;
#endif
    int s1_is_unicode, s2_is_unicode;
    if (s1 == s2) {
        goto return_eq;
    }
    s1_is_unicode = PyUnicode_CheckExact(s1);
    s2_is_unicode = PyUnicode_CheckExact(s2);
#if PY_MAJOR_VERSION < 3
    if ((s1_is_unicode & (!s2_is_unicode)) && PyString_CheckExact(s2)) {
        owned_ref = PyUnicode_FromObject(s2);
        if (unlikely(!owned_ref))
            return -1;
        s2 = owned_ref;
        s2_is_unicode = 1;
    } else if ((s2_is_unicode & (!s1_is_unicode)) && PyString_CheckExact(s1)) {
        owned_ref = PyUnicode_FromObject(s1);
        if (unlikely(!owned_ref))
            return -1;
        s1 = owned_ref;
        s1_is_unicode = 1;
    } else if (((!s2_is_unicode) & (!s1_is_unicode))) {
        return __Pyx_PyBytes_Equals(s1, s2, equals);
    }
#endif
    if (s1_is_unicode & s2_is_unicode) {
        Py_ssize_t length;
        int kind;
        void *data1, *data2;
        if (unlikely(__Pyx_PyUnicode_READY(s1) < 0) || unlikely(__Pyx_PyUnicode_READY(s2) < 0))
            return -1;
        length = __Pyx_PyUnicode_GET_LENGTH(s1);
        if (length != __Pyx_PyUnicode_GET_LENGTH(s2)) {
            goto return_ne;
        }
        kind = __Pyx_PyUnicode_KIND(s1);
        if (kind != __Pyx_PyUnicode_KIND(s2)) {
            goto return_ne;
        }
        data1 = __Pyx_PyUnicode_DATA(s1);
        data2 = __Pyx_PyUnicode_DATA(s2);
        if (__Pyx_PyUnicode_READ(kind, data1, 0) != __Pyx_PyUnicode_READ(kind, data2, 0)) {
            goto return_ne;
        } else if (length == 1) {
            goto return_eq;
        } else {
            int result = memcmp(data1, data2, (size_t)(length * kind));
            #if PY_MAJOR_VERSION < 3
            Py_XDECREF(owned_ref);
            #endif
            return (equals == Py_EQ) ? (result == 0) : (result != 0);
        }
    } else if ((s1 == Py_None) & s2_is_unicode) {
        goto return_ne;
    } else if ((s2 == Py_None) & s1_is_unicode) {
        goto return_ne;
    } else {
        int result;
        PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
        if (!py_result)
            return -1;
        result = __Pyx_PyObject_IsTrue(py_result);
        Py_DECREF(py_result);
        return result;
    }
return_eq:
    #if PY_MAJOR_VERSION < 3
    Py_XDECREF(owned_ref);
    #endif
    return (equals == Py_EQ);
return_ne:
    #if PY_MAJOR_VERSION < 3
    Py_XDECREF(owned_ref);
    #endif
    return (equals == Py_NE);
#endif
}

static CYTHON_INLINE PyObject* __Pyx_decode_c_string(
         const char* cstring, Py_ssize_t start, Py_ssize_t stop,
         const char* encoding, const char* errors,
         PyObject* (*decode_func)(const char *s, Py_ssize_t size, const char *errors)) {
    Py_ssize_t length;
    if (unlikely((start < 0) | (stop < 0))) {
        length = strlen(cstring);
        if (start < 0) {
            start += length;
            if (start < 0)
                start = 0;
        }
        if (stop < 0)
            stop += length;
    }
    length = stop - start;
    if (unlikely(length <= 0))
        return PyUnicode_FromUnicode(NULL, 0);
    cstring += start;
    if (decode_func) {
        return decode_func(cstring, length, errors);
    } else {
        return PyUnicode_Decode(cstring, length, encoding, errors);
    }
}

static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb) {
    PyObject *tmp_type, *tmp_value, *tmp_tb;
#if CYTHON_COMPILING_IN_CPYTHON
    PyThreadState *tstate = PyThreadState_GET();
    tmp_type = tstate->exc_type;
    tmp_value = tstate->exc_value;
    tmp_tb = tstate->exc_traceback;
    tstate->exc_type = *type;
    tstate->exc_value = *value;
    tstate->exc_traceback = *tb;
#else
    PyErr_GetExcInfo(&tmp_type, &tmp_value, &tmp_tb);
    PyErr_SetExcInfo(*type, *value, *tb);
#endif
    *type = tmp_type;
    *value = tmp_value;
    *tb = tmp_tb;
}

static int __Pyx_SetVtable(PyObject *dict, void *vtable) {
#if PY_VERSION_HEX >= 0x02070000
    PyObject *ob = PyCapsule_New(vtable, 0, 0);
#else
    PyObject *ob = PyCObject_FromVoidPtr(vtable, 0);
#endif
    if (!ob)
        goto bad;
    if (PyDict_SetItem(dict, __pyx_n_s_pyx_vtable, ob) < 0)
        goto bad;
    Py_DECREF(ob);
    return 0;
bad:
    Py_XDECREF(ob);
    return -1;
}

static PyTypeObject* __Pyx_FetchCommonType(PyTypeObject* type) {
    PyObject* fake_module;
    PyTypeObject* cached_type = NULL;
    fake_module = PyImport_AddModule((char*) "_cython_" CYTHON_ABI);
    if (!fake_module) return NULL;
    Py_INCREF(fake_module);
    cached_type = (PyTypeObject*) PyObject_GetAttrString(fake_module, type->tp_name);
    if (cached_type) {
        if (!PyType_Check((PyObject*)cached_type)) {
            PyErr_Format(PyExc_TypeError,
                "Shared Cython type %.200s is not a type object",
                type->tp_name);
            goto bad;
        }
        if (cached_type->tp_basicsize != type->tp_basicsize) {
            PyErr_Format(PyExc_TypeError,
                "Shared Cython type %.200s has the wrong size, try recompiling",
                type->tp_name);
            goto bad;
        }
    } else {
        if (!PyErr_ExceptionMatches(PyExc_AttributeError)) goto bad;
        PyErr_Clear();
        if (PyType_Ready(type) < 0) goto bad;
        if (PyObject_SetAttrString(fake_module, type->tp_name, (PyObject*) type) < 0)
            goto bad;
        Py_INCREF(type);
        cached_type = type;
    }
done:
    Py_DECREF(fake_module);
    return cached_type;
bad:
    Py_XDECREF(cached_type);
    cached_type = NULL;
    goto done;
}

static PyObject *
__Pyx_CyFunction_get_doc(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *closure)
{
    if (unlikely(op->func_doc == NULL)) {
        if (op->func.m_ml->ml_doc) {
#if PY_MAJOR_VERSION >= 3
            op->func_doc = PyUnicode_FromString(op->func.m_ml->ml_doc);
#else
            op->func_doc = PyString_FromString(op->func.m_ml->ml_doc);
#endif
            if (unlikely(op->func_doc == NULL))
                return NULL;
        } else {
            Py_INCREF(Py_None);
            return Py_None;
        }
    }
    Py_INCREF(op->func_doc);
    return op->func_doc;
}
static int
__Pyx_CyFunction_set_doc(__pyx_CyFunctionObject *op, PyObject *value)
{
    PyObject *tmp = op->func_doc;
    if (value == NULL) {
        value = Py_None;
    }
    Py_INCREF(value);
    op->func_doc = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_name(__pyx_CyFunctionObject *op)
{
    if (unlikely(op->func_name == NULL)) {
#if PY_MAJOR_VERSION >= 3
        op->func_name = PyUnicode_InternFromString(op->func.m_ml->ml_name);
#else
        op->func_name = PyString_InternFromString(op->func.m_ml->ml_name);
#endif
        if (unlikely(op->func_name == NULL))
            return NULL;
    }
    Py_INCREF(op->func_name);
    return op->func_name;
}
static int
__Pyx_CyFunction_set_name(__pyx_CyFunctionObject *op, PyObject *value)
{
    PyObject *tmp;
#if PY_MAJOR_VERSION >= 3
    if (unlikely(value == NULL || !PyUnicode_Check(value))) {
#else
    if (unlikely(value == NULL || !PyString_Check(value))) {
#endif
        PyErr_SetString(PyExc_TypeError,
                        "__name__ must be set to a string object");
        return -1;
    }
    tmp = op->func_name;
    Py_INCREF(value);
    op->func_name = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_qualname(__pyx_CyFunctionObject *op)
{
    Py_INCREF(op->func_qualname);
    return op->func_qualname;
}
static int
__Pyx_CyFunction_set_qualname(__pyx_CyFunctionObject *op, PyObject *value)
{
    PyObject *tmp;
#if PY_MAJOR_VERSION >= 3
    if (unlikely(value == NULL || !PyUnicode_Check(value))) {
#else
    if (unlikely(value == NULL || !PyString_Check(value))) {
#endif
        PyErr_SetString(PyExc_TypeError,
                        "__qualname__ must be set to a string object");
        return -1;
    }
    tmp = op->func_qualname;
    Py_INCREF(value);
    op->func_qualname = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_self(__pyx_CyFunctionObject *m, CYTHON_UNUSED void *closure)
{
    PyObject *self;
    self = m->func_closure;
    if (self == NULL)
        self = Py_None;
    Py_INCREF(self);
    return self;
}
static PyObject *
__Pyx_CyFunction_get_dict(__pyx_CyFunctionObject *op)
{
    if (unlikely(op->func_dict == NULL)) {
        op->func_dict = PyDict_New();
        if (unlikely(op->func_dict == NULL))
            return NULL;
    }
    Py_INCREF(op->func_dict);
    return op->func_dict;
}
static int
__Pyx_CyFunction_set_dict(__pyx_CyFunctionObject *op, PyObject *value)
{
    PyObject *tmp;
    if (unlikely(value == NULL)) {
        PyErr_SetString(PyExc_TypeError,
               "function's dictionary may not be deleted");
        return -1;
    }
    if (unlikely(!PyDict_Check(value))) {
        PyErr_SetString(PyExc_TypeError,
               "setting function's dictionary to a non-dict");
        return -1;
    }
    tmp = op->func_dict;
    Py_INCREF(value);
    op->func_dict = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_globals(__pyx_CyFunctionObject *op)
{
    Py_INCREF(op->func_globals);
    return op->func_globals;
}
static PyObject *
__Pyx_CyFunction_get_closure(CYTHON_UNUSED __pyx_CyFunctionObject *op)
{
    Py_INCREF(Py_None);
    return Py_None;
}
static PyObject *
__Pyx_CyFunction_get_code(__pyx_CyFunctionObject *op)
{
    PyObject* result = (op->func_code) ? op->func_code : Py_None;
    Py_INCREF(result);
    return result;
}
static int
__Pyx_CyFunction_init_defaults(__pyx_CyFunctionObject *op) {
    PyObject *res = op->defaults_getter((PyObject *) op);
    if (unlikely(!res))
        return -1;
    op->defaults_tuple = PyTuple_GET_ITEM(res, 0);
    Py_INCREF(op->defaults_tuple);
    op->defaults_kwdict = PyTuple_GET_ITEM(res, 1);
    Py_INCREF(op->defaults_kwdict);
    Py_DECREF(res);
    return 0;
}
static int
__Pyx_CyFunction_set_defaults(__pyx_CyFunctionObject *op, PyObject* value) {
    PyObject* tmp;
    if (!value) {
        value = Py_None;
    } else if (value != Py_None && !PyTuple_Check(value)) {
        PyErr_SetString(PyExc_TypeError,
                        "__defaults__ must be set to a tuple object");
        return -1;
    }
    Py_INCREF(value);
    tmp = op->defaults_tuple;
    op->defaults_tuple = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_defaults(__pyx_CyFunctionObject *op) {
    PyObject* result = op->defaults_tuple;
    if (unlikely(!result)) {
        if (op->defaults_getter) {
            if (__Pyx_CyFunction_init_defaults(op) < 0) return NULL;
            result = op->defaults_tuple;
        } else {
            result = Py_None;
        }
    }
    Py_INCREF(result);
    return result;
}
static int
__Pyx_CyFunction_set_kwdefaults(__pyx_CyFunctionObject *op, PyObject* value) {
    PyObject* tmp;
    if (!value) {
        value = Py_None;
    } else if (value != Py_None && !PyDict_Check(value)) {
        PyErr_SetString(PyExc_TypeError,
                        "__kwdefaults__ must be set to a dict object");
        return -1;
    }
    Py_INCREF(value);
    tmp = op->defaults_kwdict;
    op->defaults_kwdict = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_kwdefaults(__pyx_CyFunctionObject *op) {
    PyObject* result = op->defaults_kwdict;
    if (unlikely(!result)) {
        if (op->defaults_getter) {
            if (__Pyx_CyFunction_init_defaults(op) < 0) return NULL;
            result = op->defaults_kwdict;
        } else {
            result = Py_None;
        }
    }
    Py_INCREF(result);
    return result;
}
static int
__Pyx_CyFunction_set_annotations(__pyx_CyFunctionObject *op, PyObject* value) {
    PyObject* tmp;
    if (!value || value == Py_None) {
        value = NULL;
    } else if (!PyDict_Check(value)) {
        PyErr_SetString(PyExc_TypeError,
                        "__annotations__ must be set to a dict object");
        return -1;
    }
    Py_XINCREF(value);
    tmp = op->func_annotations;
    op->func_annotations = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_annotations(__pyx_CyFunctionObject *op) {
    PyObject* result = op->func_annotations;
    if (unlikely(!result)) {
        result = PyDict_New();
        if (unlikely(!result)) return NULL;
        op->func_annotations = result;
    }
    Py_INCREF(result);
    return result;
}
static PyGetSetDef __pyx_CyFunction_getsets[] = {
    {(char *) "func_doc", (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
    {(char *) "__doc__",  (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
    {(char *) "func_name", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
    {(char *) "__name__", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
    {(char *) "__qualname__", (getter)__Pyx_CyFunction_get_qualname, (setter)__Pyx_CyFunction_set_qualname, 0, 0},
    {(char *) "__self__", (getter)__Pyx_CyFunction_get_self, 0, 0, 0},
    {(char *) "func_dict", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
    {(char *) "__dict__", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
    {(char *) "func_globals", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
    {(char *) "__globals__", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
    {(char *) "func_closure", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
    {(char *) "__closure__", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
    {(char *) "func_code", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
    {(char *) "__code__", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
    {(char *) "func_defaults", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
    {(char *) "__defaults__", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
    {(char *) "__kwdefaults__", (getter)__Pyx_CyFunction_get_kwdefaults, (setter)__Pyx_CyFunction_set_kwdefaults, 0, 0},
    {(char *) "__annotations__", (getter)__Pyx_CyFunction_get_annotations, (setter)__Pyx_CyFunction_set_annotations, 0, 0},
    {0, 0, 0, 0, 0}
};
#ifndef PY_WRITE_RESTRICTED
#define PY_WRITE_RESTRICTED WRITE_RESTRICTED
#endif
static PyMemberDef __pyx_CyFunction_members[] = {
    {(char *) "__module__", T_OBJECT, offsetof(__pyx_CyFunctionObject, func.m_module), PY_WRITE_RESTRICTED, 0},
    {0, 0, 0,  0, 0}
};
static PyObject *
__Pyx_CyFunction_reduce(__pyx_CyFunctionObject *m, CYTHON_UNUSED PyObject *args)
{
#if PY_MAJOR_VERSION >= 3
    return PyUnicode_FromString(m->func.m_ml->ml_name);
#else
    return PyString_FromString(m->func.m_ml->ml_name);
#endif
}
static PyMethodDef __pyx_CyFunction_methods[] = {
    {"__reduce__", (PyCFunction)__Pyx_CyFunction_reduce, METH_VARARGS, 0},
    {0, 0, 0, 0}
};
#if PY_VERSION_HEX < 0x030500A0
#define __Pyx_CyFunction_weakreflist(cyfunc) ((cyfunc)->func_weakreflist)
#else
#define __Pyx_CyFunction_weakreflist(cyfunc) ((cyfunc)->func.m_weakreflist)
#endif
static PyObject *__Pyx_CyFunction_New(PyTypeObject *type, PyMethodDef *ml, int flags, PyObject* qualname,
                                      PyObject *closure, PyObject *module, PyObject* globals, PyObject* code) {
    __pyx_CyFunctionObject *op = PyObject_GC_New(__pyx_CyFunctionObject, type);
    if (op == NULL)
        return NULL;
    op->flags = flags;
    __Pyx_CyFunction_weakreflist(op) = NULL;
    op->func.m_ml = ml;
    op->func.m_self = (PyObject *) op;
    Py_XINCREF(closure);
    op->func_closure = closure;
    Py_XINCREF(module);
    op->func.m_module = module;
    op->func_dict = NULL;
    op->func_name = NULL;
    Py_INCREF(qualname);
    op->func_qualname = qualname;
    op->func_doc = NULL;
    op->func_classobj = NULL;
    op->func_globals = globals;
    Py_INCREF(op->func_globals);
    Py_XINCREF(code);
    op->func_code = code;
    op->defaults_pyobjects = 0;
    op->defaults = NULL;
    op->defaults_tuple = NULL;
    op->defaults_kwdict = NULL;
    op->defaults_getter = NULL;
    op->func_annotations = NULL;
    PyObject_GC_Track(op);
    return (PyObject *) op;
}
static int
__Pyx_CyFunction_clear(__pyx_CyFunctionObject *m)
{
    Py_CLEAR(m->func_closure);
    Py_CLEAR(m->func.m_module);
    Py_CLEAR(m->func_dict);
    Py_CLEAR(m->func_name);
    Py_CLEAR(m->func_qualname);
    Py_CLEAR(m->func_doc);
    Py_CLEAR(m->func_globals);
    Py_CLEAR(m->func_code);
    Py_CLEAR(m->func_classobj);
    Py_CLEAR(m->defaults_tuple);
    Py_CLEAR(m->defaults_kwdict);
    Py_CLEAR(m->func_annotations);
    if (m->defaults) {
        PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
        int i;
        for (i = 0; i < m->defaults_pyobjects; i++)
            Py_XDECREF(pydefaults[i]);
        PyMem_Free(m->defaults);
        m->defaults = NULL;
    }
    return 0;
}
static void __Pyx_CyFunction_dealloc(__pyx_CyFunctionObject *m)
{
    PyObject_GC_UnTrack(m);
    if (__Pyx_CyFunction_weakreflist(m) != NULL)
        PyObject_ClearWeakRefs((PyObject *) m);
    __Pyx_CyFunction_clear(m);
    PyObject_GC_Del(m);
}
static int __Pyx_CyFunction_traverse(__pyx_CyFunctionObject *m, visitproc visit, void *arg)
{
    Py_VISIT(m->func_closure);
    Py_VISIT(m->func.m_module);
    Py_VISIT(m->func_dict);
    Py_VISIT(m->func_name);
    Py_VISIT(m->func_qualname);
    Py_VISIT(m->func_doc);
    Py_VISIT(m->func_globals);
    Py_VISIT(m->func_code);
    Py_VISIT(m->func_classobj);
    Py_VISIT(m->defaults_tuple);
    Py_VISIT(m->defaults_kwdict);
    if (m->defaults) {
        PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
        int i;
        for (i = 0; i < m->defaults_pyobjects; i++)
            Py_VISIT(pydefaults[i]);
    }
    return 0;
}
static PyObject *__Pyx_CyFunction_descr_get(PyObject *func, PyObject *obj, PyObject *type)
{
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    if (m->flags & __Pyx_CYFUNCTION_STATICMETHOD) {
        Py_INCREF(func);
        return func;
    }
    if (m->flags & __Pyx_CYFUNCTION_CLASSMETHOD) {
        if (type == NULL)
            type = (PyObject *)(Py_TYPE(obj));
        return PyMethod_New(func,
                            type, (PyObject *)(Py_TYPE(type)));
    }
    if (obj == Py_None)
        obj = NULL;
    return PyMethod_New(func, obj, type);
}
static PyObject*
__Pyx_CyFunction_repr(__pyx_CyFunctionObject *op)
{
#if PY_MAJOR_VERSION >= 3
    return PyUnicode_FromFormat("<cyfunction %U at %p>",
                                op->func_qualname, (void *)op);
#else
    return PyString_FromFormat("<cyfunction %s at %p>",
                               PyString_AsString(op->func_qualname), (void *)op);
#endif
}
#if CYTHON_COMPILING_IN_PYPY
static PyObject * __Pyx_CyFunction_Call(PyObject *func, PyObject *arg, PyObject *kw) {
    PyCFunctionObject* f = (PyCFunctionObject*)func;
    PyCFunction meth = PyCFunction_GET_FUNCTION(func);
    PyObject *self = PyCFunction_GET_SELF(func);
    Py_ssize_t size;
    switch (PyCFunction_GET_FLAGS(func) & ~(METH_CLASS | METH_STATIC | METH_COEXIST)) {
    case METH_VARARGS:
        if (likely(kw == NULL) || PyDict_Size(kw) == 0)
            return (*meth)(self, arg);
        break;
    case METH_VARARGS | METH_KEYWORDS:
        return (*(PyCFunctionWithKeywords)meth)(self, arg, kw);
    case METH_NOARGS:
        if (likely(kw == NULL) || PyDict_Size(kw) == 0) {
            size = PyTuple_GET_SIZE(arg);
            if (size == 0)
                return (*meth)(self, NULL);
            PyErr_Format(PyExc_TypeError,
                "%.200s() takes no arguments (%zd given)",
                f->m_ml->ml_name, size);
            return NULL;
        }
        break;
    case METH_O:
        if (likely(kw == NULL) || PyDict_Size(kw) == 0) {
            size = PyTuple_GET_SIZE(arg);
            if (size == 1)
                return (*meth)(self, PyTuple_GET_ITEM(arg, 0));
            PyErr_Format(PyExc_TypeError,
                "%.200s() takes exactly one argument (%zd given)",
                f->m_ml->ml_name, size);
            return NULL;
        }
        break;
    default:
        PyErr_SetString(PyExc_SystemError, "Bad call flags in "
                        "__Pyx_CyFunction_Call. METH_OLDARGS is no "
                        "longer supported!");
        return NULL;
    }
    PyErr_Format(PyExc_TypeError, "%.200s() takes no keyword arguments",
                 f->m_ml->ml_name);
    return NULL;
}
#else
static PyObject * __Pyx_CyFunction_Call(PyObject *func, PyObject *arg, PyObject *kw) {
	return PyCFunction_Call(func, arg, kw);
}
#endif
static PyTypeObject __pyx_CyFunctionType_type = {
    PyVarObject_HEAD_INIT(0, 0)
    "cython_function_or_method",
    sizeof(__pyx_CyFunctionObject),
    0,
    (destructor) __Pyx_CyFunction_dealloc,
    0,
    0,
    0,
#if PY_MAJOR_VERSION < 3
    0,
#else
    0,
#endif
    (reprfunc) __Pyx_CyFunction_repr,
    0,
    0,
    0,
    0,
    __Pyx_CyFunction_Call,
    0,
    0,
    0,
    0,
    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC,
    0,
    (traverseproc) __Pyx_CyFunction_traverse,
    (inquiry) __Pyx_CyFunction_clear,
    0,
#if PY_VERSION_HEX < 0x030500A0
    offsetof(__pyx_CyFunctionObject, func_weakreflist),
#else
    offsetof(PyCFunctionObject, m_weakreflist),
#endif
    0,
    0,
    __pyx_CyFunction_methods,
    __pyx_CyFunction_members,
    __pyx_CyFunction_getsets,
    0,
    0,
    __Pyx_CyFunction_descr_get,
    0,
    offsetof(__pyx_CyFunctionObject, func_dict),
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
#if PY_VERSION_HEX >= 0x030400a1
    0,
#endif
};
static int __Pyx_CyFunction_init(void) {
#if !CYTHON_COMPILING_IN_PYPY
    __pyx_CyFunctionType_type.tp_call = PyCFunction_Call;
#endif
    __pyx_CyFunctionType = __Pyx_FetchCommonType(&__pyx_CyFunctionType_type);
    if (__pyx_CyFunctionType == NULL) {
        return -1;
    }
    return 0;
}
static CYTHON_INLINE void *__Pyx_CyFunction_InitDefaults(PyObject *func, size_t size, int pyobjects) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->defaults = PyMem_Malloc(size);
    if (!m->defaults)
        return PyErr_NoMemory();
    memset(m->defaults, 0, size);
    m->defaults_pyobjects = pyobjects;
    return m->defaults;
}
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *func, PyObject *tuple) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->defaults_tuple = tuple;
    Py_INCREF(tuple);
}
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsKwDict(PyObject *func, PyObject *dict) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->defaults_kwdict = dict;
    Py_INCREF(dict);
}
static CYTHON_INLINE void __Pyx_CyFunction_SetAnnotationsDict(PyObject *func, PyObject *dict) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->func_annotations = dict;
    Py_INCREF(dict);
}

static PyObject *__Pyx_CalculateMetaclass(PyTypeObject *metaclass, PyObject *bases) {
    Py_ssize_t i, nbases = PyTuple_GET_SIZE(bases);
    for (i=0; i < nbases; i++) {
        PyTypeObject *tmptype;
        PyObject *tmp = PyTuple_GET_ITEM(bases, i);
        tmptype = Py_TYPE(tmp);
#if PY_MAJOR_VERSION < 3
        if (tmptype == &PyClass_Type)
            continue;
#endif
        if (!metaclass) {
            metaclass = tmptype;
            continue;
        }
        if (PyType_IsSubtype(metaclass, tmptype))
            continue;
        if (PyType_IsSubtype(tmptype, metaclass)) {
            metaclass = tmptype;
            continue;
        }
        PyErr_SetString(PyExc_TypeError,
                        "metaclass conflict: "
                        "the metaclass of a derived class "
                        "must be a (non-strict) subclass "
                        "of the metaclasses of all its bases");
        return NULL;
    }
    if (!metaclass) {
#if PY_MAJOR_VERSION < 3
        metaclass = &PyClass_Type;
#else
        metaclass = &PyType_Type;
#endif
    }
    Py_INCREF((PyObject*) metaclass);
    return (PyObject*) metaclass;
}

static PyObject *__Pyx_Py3MetaclassPrepare(PyObject *metaclass, PyObject *bases, PyObject *name,
                                           PyObject *qualname, PyObject *mkw, PyObject *modname, PyObject *doc) {
    PyObject *ns;
    if (metaclass) {
        PyObject *prep = __Pyx_PyObject_GetAttrStr(metaclass, __pyx_n_s_prepare);
        if (prep) {
            PyObject *pargs = PyTuple_Pack(2, name, bases);
            if (unlikely(!pargs)) {
                Py_DECREF(prep);
                return NULL;
            }
            ns = PyObject_Call(prep, pargs, mkw);
            Py_DECREF(prep);
            Py_DECREF(pargs);
        } else {
            if (unlikely(!PyErr_ExceptionMatches(PyExc_AttributeError)))
                return NULL;
            PyErr_Clear();
            ns = PyDict_New();
        }
    } else {
        ns = PyDict_New();
    }
    if (unlikely(!ns))
        return NULL;
    if (unlikely(PyObject_SetItem(ns, __pyx_n_s_module, modname) < 0)) goto bad;
    if (unlikely(PyObject_SetItem(ns, __pyx_n_s_qualname, qualname) < 0)) goto bad;
    if (unlikely(doc && PyObject_SetItem(ns, __pyx_n_s_doc, doc) < 0)) goto bad;
    return ns;
bad:
    Py_DECREF(ns);
    return NULL;
}
static PyObject *__Pyx_Py3ClassCreate(PyObject *metaclass, PyObject *name, PyObject *bases,
                                      PyObject *dict, PyObject *mkw,
                                      int calculate_metaclass, int allow_py2_metaclass) {
    PyObject *result, *margs;
    PyObject *owned_metaclass = NULL;
    if (allow_py2_metaclass) {
        owned_metaclass = PyObject_GetItem(dict, __pyx_n_s_metaclass);
        if (owned_metaclass) {
            metaclass = owned_metaclass;
        } else if (likely(PyErr_ExceptionMatches(PyExc_KeyError))) {
            PyErr_Clear();
        } else {
            return NULL;
        }
    }
    if (calculate_metaclass && (!metaclass || PyType_Check(metaclass))) {
        metaclass = __Pyx_CalculateMetaclass((PyTypeObject*) metaclass, bases);
        Py_XDECREF(owned_metaclass);
        if (unlikely(!metaclass))
            return NULL;
        owned_metaclass = metaclass;
    }
    margs = PyTuple_Pack(3, name, bases, dict);
    if (unlikely(!margs)) {
        result = NULL;
    } else {
        result = PyObject_Call(metaclass, margs, mkw);
        Py_DECREF(margs);
    }
    Py_XDECREF(owned_metaclass);
    return result;
}

static PyObject *
__pyx_FusedFunction_New(PyTypeObject *type, PyMethodDef *ml, int flags,
                        PyObject *qualname, PyObject *self,
                        PyObject *module, PyObject *globals,
                        PyObject *code)
{
    __pyx_FusedFunctionObject *fusedfunc =
        (__pyx_FusedFunctionObject *) __Pyx_CyFunction_New(type, ml, flags, qualname,
                                                           self, module, globals, code);
    if (!fusedfunc)
        return NULL;
    fusedfunc->__signatures__ = NULL;
    fusedfunc->type = NULL;
    fusedfunc->self = NULL;
    return (PyObject *) fusedfunc;
}
static void __pyx_FusedFunction_dealloc(__pyx_FusedFunctionObject *self) {
    __pyx_FusedFunction_clear(self);
    __pyx_FusedFunctionType->tp_free((PyObject *) self);
}
static int
__pyx_FusedFunction_traverse(__pyx_FusedFunctionObject *self,
                             visitproc visit,
                             void *arg)
{
    Py_VISIT(self->self);
    Py_VISIT(self->type);
    Py_VISIT(self->__signatures__);
    return __Pyx_CyFunction_traverse((__pyx_CyFunctionObject *) self, visit, arg);
}
static int
__pyx_FusedFunction_clear(__pyx_FusedFunctionObject *self)
{
    Py_CLEAR(self->self);
    Py_CLEAR(self->type);
    Py_CLEAR(self->__signatures__);
    return __Pyx_CyFunction_clear((__pyx_CyFunctionObject *) self);
}
static PyObject *
__pyx_FusedFunction_descr_get(PyObject *self, PyObject *obj, PyObject *type)
{
    __pyx_FusedFunctionObject *func, *meth;
    func = (__pyx_FusedFunctionObject *) self;
    if (func->self || func->func.flags & __Pyx_CYFUNCTION_STATICMETHOD) {
        Py_INCREF(self);
        return self;
    }
    if (obj == Py_None)
        obj = NULL;
    meth = (__pyx_FusedFunctionObject *) __pyx_FusedFunction_NewEx(
                    ((PyCFunctionObject *) func)->m_ml,
                    ((__pyx_CyFunctionObject *) func)->flags,
                    ((__pyx_CyFunctionObject *) func)->func_qualname,
                    ((__pyx_CyFunctionObject *) func)->func_closure,
                    ((PyCFunctionObject *) func)->m_module,
                    ((__pyx_CyFunctionObject *) func)->func_globals,
                    ((__pyx_CyFunctionObject *) func)->func_code);
    if (!meth)
        return NULL;
    Py_XINCREF(func->func.func_classobj);
    meth->func.func_classobj = func->func.func_classobj;
    Py_XINCREF(func->__signatures__);
    meth->__signatures__ = func->__signatures__;
    Py_XINCREF(type);
    meth->type = type;
    Py_XINCREF(func->func.defaults_tuple);
    meth->func.defaults_tuple = func->func.defaults_tuple;
    if (func->func.flags & __Pyx_CYFUNCTION_CLASSMETHOD)
        obj = type;
    Py_XINCREF(obj);
    meth->self = obj;
    return (PyObject *) meth;
}
static PyObject *
_obj_to_str(PyObject *obj)
{
    if (PyType_Check(obj))
        return PyObject_GetAttr(obj, __pyx_n_s_name_2);
    else
        return PyObject_Str(obj);
}
static PyObject *
__pyx_FusedFunction_getitem(__pyx_FusedFunctionObject *self, PyObject *idx)
{
    PyObject *signature = NULL;
    PyObject *unbound_result_func;
    PyObject *result_func = NULL;
    if (self->__signatures__ == NULL) {
        PyErr_SetString(PyExc_TypeError, "Function is not fused");
        return NULL;
    }
    if (PyTuple_Check(idx)) {
        PyObject *list = PyList_New(0);
        Py_ssize_t n = PyTuple_GET_SIZE(idx);
        PyObject *string = NULL;
        PyObject *sep = NULL;
        int i;
        if (!list)
            return NULL;
        for (i = 0; i < n; i++) {
            PyObject *item = PyTuple_GET_ITEM(idx, i);
            string = _obj_to_str(item);
            if (!string || PyList_Append(list, string) < 0)
                goto __pyx_err;
            Py_DECREF(string);
        }
        sep = PyUnicode_FromString("|");
        if (sep)
            signature = PyUnicode_Join(sep, list);
__pyx_err:
;
        Py_DECREF(list);
        Py_XDECREF(sep);
    } else {
        signature = _obj_to_str(idx);
    }
    if (!signature)
        return NULL;
    unbound_result_func = PyObject_GetItem(self->__signatures__, signature);
    if (unbound_result_func) {
        if (self->self || self->type) {
            __pyx_FusedFunctionObject *unbound = (__pyx_FusedFunctionObject *) unbound_result_func;
            Py_CLEAR(unbound->func.func_classobj);
            Py_XINCREF(self->func.func_classobj);
            unbound->func.func_classobj = self->func.func_classobj;
            result_func = __pyx_FusedFunction_descr_get(unbound_result_func,
                                                        self->self, self->type);
        } else {
            result_func = unbound_result_func;
            Py_INCREF(result_func);
        }
    }
    Py_DECREF(signature);
    Py_XDECREF(unbound_result_func);
    return result_func;
}
static PyObject *
__pyx_FusedFunction_callfunction(PyObject *func, PyObject *args, PyObject *kw)
{
     __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *) func;
    PyObject *result;
    int static_specialized = (cyfunc->flags & __Pyx_CYFUNCTION_STATICMETHOD &&
                              !((__pyx_FusedFunctionObject *) func)->__signatures__);
    if (cyfunc->flags & __Pyx_CYFUNCTION_CCLASS && !static_specialized) {
        Py_ssize_t argc;
        PyObject *new_args;
        PyObject *self;
        PyObject *m_self;
        argc = PyTuple_GET_SIZE(args);
        new_args = PyTuple_GetSlice(args, 1, argc);
        if (!new_args)
            return NULL;
        self = PyTuple_GetItem(args, 0);
        if (!self)
            return NULL;
        m_self = cyfunc->func.m_self;
        cyfunc->func.m_self = self;
        result = __Pyx_CyFunction_Call(func, new_args, kw);
        cyfunc->func.m_self = m_self;
        Py_DECREF(new_args);
    } else {
        result = __Pyx_CyFunction_Call(func, args, kw);
    }
    return result;
}
static PyObject *
__pyx_FusedFunction_call(PyObject *func, PyObject *args, PyObject *kw)
{
    __pyx_FusedFunctionObject *binding_func = (__pyx_FusedFunctionObject *) func;
    Py_ssize_t argc = PyTuple_GET_SIZE(args);
    PyObject *new_args = NULL;
    __pyx_FusedFunctionObject *new_func = NULL;
    PyObject *result = NULL;
    PyObject *self = NULL;
    int is_staticmethod = binding_func->func.flags & __Pyx_CYFUNCTION_STATICMETHOD;
    int is_classmethod = binding_func->func.flags & __Pyx_CYFUNCTION_CLASSMETHOD;
    if (binding_func->self) {
        Py_ssize_t i;
        new_args = PyTuple_New(argc + 1);
        if (!new_args)
            return NULL;
        self = binding_func->self;
        Py_INCREF(self);
        PyTuple_SET_ITEM(new_args, 0, self);
        for (i = 0; i < argc; i++) {
            PyObject *item = PyTuple_GET_ITEM(args, i);
            Py_INCREF(item);
            PyTuple_SET_ITEM(new_args, i + 1, item);
        }
        args = new_args;
    } else if (binding_func->type) {
        if (argc < 1) {
            PyErr_SetString(PyExc_TypeError, "Need at least one argument, 0 given.");
            return NULL;
        }
        self = PyTuple_GET_ITEM(args, 0);
    }
    if (self && !is_classmethod && !is_staticmethod &&
            !PyObject_IsInstance(self, binding_func->type)) {
        PyErr_Format(PyExc_TypeError,
                     "First argument should be of type %.200s, got %.200s.",
                     ((PyTypeObject *) binding_func->type)->tp_name,
                     self->ob_type->tp_name);
        goto __pyx_err;
    }
    if (binding_func->__signatures__) {
        PyObject *tup = PyTuple_Pack(4, binding_func->__signatures__, args,
                                        kw == NULL ? Py_None : kw,
                                        binding_func->func.defaults_tuple);
        if (!tup)
            goto __pyx_err;
        new_func = (__pyx_FusedFunctionObject *) __pyx_FusedFunction_callfunction(func, tup, NULL);
        Py_DECREF(tup);
        if (!new_func)
            goto __pyx_err;
        Py_XINCREF(binding_func->func.func_classobj);
        Py_CLEAR(new_func->func.func_classobj);
        new_func->func.func_classobj = binding_func->func.func_classobj;
        func = (PyObject *) new_func;
    }
    result = __pyx_FusedFunction_callfunction(func, args, kw);
__pyx_err:
    Py_XDECREF(new_args);
    Py_XDECREF((PyObject *) new_func);
    return result;
}
static PyMemberDef __pyx_FusedFunction_members[] = {
    {(char *) "__signatures__",
     T_OBJECT,
     offsetof(__pyx_FusedFunctionObject, __signatures__),
     READONLY,
     0},
    {0, 0, 0, 0, 0},
};
static PyMappingMethods __pyx_FusedFunction_mapping_methods = {
    0,
    (binaryfunc) __pyx_FusedFunction_getitem,
    0,
};
static PyTypeObject __pyx_FusedFunctionType_type = {
    PyVarObject_HEAD_INIT(0, 0)
    "fused_cython_function",
    sizeof(__pyx_FusedFunctionObject),
    0,
    (destructor) __pyx_FusedFunction_dealloc,
    0,
    0,
    0,
#if PY_MAJOR_VERSION < 3
    0,
#else
    0,
#endif
    0,
    0,
    0,
    &__pyx_FusedFunction_mapping_methods,
    0,
    (ternaryfunc) __pyx_FusedFunction_call,
    0,
    0,
    0,
    0,
    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC | Py_TPFLAGS_BASETYPE,
    0,
    (traverseproc) __pyx_FusedFunction_traverse,
    (inquiry) __pyx_FusedFunction_clear,
    0,
    0,
    0,
    0,
    0,
    __pyx_FusedFunction_members,
    __pyx_CyFunction_getsets,
    &__pyx_CyFunctionType_type,
    0,
    __pyx_FusedFunction_descr_get,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
#if PY_VERSION_HEX >= 0x030400a1
    0,
#endif
};
static int __pyx_FusedFunction_init(void) {
    __pyx_FusedFunctionType = __Pyx_FetchCommonType(&__pyx_FusedFunctionType_type);
    if (__pyx_FusedFunctionType == NULL) {
        return -1;
    }
    return 0;
}

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

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

static int
__pyx_typeinfo_cmp(__Pyx_TypeInfo *a, __Pyx_TypeInfo *b)
{
    int i;
    if (!a || !b)
        return 0;
    if (a == b)
        return 1;
    if (a->size != b->size || a->typegroup != b->typegroup ||
            a->is_unsigned != b->is_unsigned || a->ndim != b->ndim) {
        if (a->typegroup == 'H' || b->typegroup == 'H') {
            return a->size == b->size;
        } else {
            return 0;
        }
    }
    if (a->ndim) {
        for (i = 0; i < a->ndim; i++)
            if (a->arraysize[i] != b->arraysize[i])
                return 0;
    }
    if (a->typegroup == 'S') {
        if (a->flags != b->flags)
            return 0;
        if (a->fields || b->fields) {
            if (!(a->fields && b->fields))
                return 0;
            for (i = 0; a->fields[i].type && b->fields[i].type; i++) {
                __Pyx_StructField *field_a = a->fields + i;
                __Pyx_StructField *field_b = b->fields + i;
                if (field_a->offset != field_b->offset ||
                    !__pyx_typeinfo_cmp(field_a->type, field_b->type))
                    return 0;
            }
            return !a->fields[i].type && !b->fields[i].type;
        }
    }
    return 1;
}

static int
__pyx_check_strides(Py_buffer *buf, int dim, int ndim, int spec)
{
    if (buf->shape[dim] <= 1)
        return 1;
    if (buf->strides) {
        if (spec & __Pyx_MEMVIEW_CONTIG) {
            if (spec & (__Pyx_MEMVIEW_PTR|__Pyx_MEMVIEW_FULL)) {
                if (buf->strides[dim] != sizeof(void *)) {
                    PyErr_Format(PyExc_ValueError,
                                 "Buffer is not indirectly contiguous "
                                 "in dimension %d.", dim);
                    goto fail;
                }
            } else if (buf->strides[dim] != buf->itemsize) {
                PyErr_SetString(PyExc_ValueError,
                                "Buffer and memoryview are not contiguous "
                                "in the same dimension.");
                goto fail;
            }
        }
        if (spec & __Pyx_MEMVIEW_FOLLOW) {
            Py_ssize_t stride = buf->strides[dim];
            if (stride < 0)
                stride = -stride;
            if (stride < buf->itemsize) {
                PyErr_SetString(PyExc_ValueError,
                                "Buffer and memoryview are not contiguous "
                                "in the same dimension.");
                goto fail;
            }
        }
    } else {
        if (spec & __Pyx_MEMVIEW_CONTIG && dim != ndim - 1) {
            PyErr_Format(PyExc_ValueError,
                         "C-contiguous buffer is not contiguous in "
                         "dimension %d", dim);
            goto fail;
        } else if (spec & (__Pyx_MEMVIEW_PTR)) {
            PyErr_Format(PyExc_ValueError,
                         "C-contiguous buffer is not indirect in "
                         "dimension %d", dim);
            goto fail;
        } else if (buf->suboffsets) {
            PyErr_SetString(PyExc_ValueError,
                            "Buffer exposes suboffsets but no strides");
            goto fail;
        }
    }
    return 1;
fail:
    return 0;
}
static int
__pyx_check_suboffsets(Py_buffer *buf, int dim, CYTHON_UNUSED int ndim, int spec)
{
    if (spec & __Pyx_MEMVIEW_DIRECT) {
        if (buf->suboffsets && buf->suboffsets[dim] >= 0) {
            PyErr_Format(PyExc_ValueError,
                         "Buffer not compatible with direct access "
                         "in dimension %d.", dim);
            goto fail;
        }
    }
    if (spec & __Pyx_MEMVIEW_PTR) {
        if (!buf->suboffsets || (buf->suboffsets && buf->suboffsets[dim] < 0)) {
            PyErr_Format(PyExc_ValueError,
                         "Buffer is not indirectly accessible "
                         "in dimension %d.", dim);
            goto fail;
        }
    }
    return 1;
fail:
    return 0;
}
static int
__pyx_verify_contig(Py_buffer *buf, int ndim, int c_or_f_flag)
{
    int i;
    if (c_or_f_flag & __Pyx_IS_F_CONTIG) {
        Py_ssize_t stride = 1;
        for (i = 0; i < ndim; i++) {
            if (stride * buf->itemsize != buf->strides[i] &&
                    buf->shape[i] > 1)
            {
                PyErr_SetString(PyExc_ValueError,
                    "Buffer not fortran contiguous.");
                goto fail;
            }
            stride = stride * buf->shape[i];
        }
    } else if (c_or_f_flag & __Pyx_IS_C_CONTIG) {
        Py_ssize_t stride = 1;
        for (i = ndim - 1; i >- 1; i--) {
            if (stride * buf->itemsize != buf->strides[i] &&
                    buf->shape[i] > 1) {
                PyErr_SetString(PyExc_ValueError,
                    "Buffer not C contiguous.");
                goto fail;
            }
            stride = stride * buf->shape[i];
        }
    }
    return 1;
fail:
    return 0;
}
static int __Pyx_ValidateAndInit_memviewslice(
                int *axes_specs,
                int c_or_f_flag,
                int buf_flags,
                int ndim,
                __Pyx_TypeInfo *dtype,
                __Pyx_BufFmt_StackElem stack[],
                __Pyx_memviewslice *memviewslice,
                PyObject *original_obj)
{
    struct __pyx_memoryview_obj *memview, *new_memview;
    __Pyx_RefNannyDeclarations
    Py_buffer *buf;
    int i, spec = 0, retval = -1;
    __Pyx_BufFmt_Context ctx;
    int from_memoryview = __pyx_memoryview_check(original_obj);
    __Pyx_RefNannySetupContext("ValidateAndInit_memviewslice", 0);
    if (from_memoryview && __pyx_typeinfo_cmp(dtype, ((struct __pyx_memoryview_obj *)
                                                            original_obj)->typeinfo)) {
        memview = (struct __pyx_memoryview_obj *) original_obj;
        new_memview = NULL;
    } else {
        memview = (struct __pyx_memoryview_obj *) __pyx_memoryview_new(
                                            original_obj, buf_flags, 0, dtype);
        new_memview = memview;
        if (unlikely(!memview))
            goto fail;
    }
    buf = &memview->view;
    if (buf->ndim != ndim) {
        PyErr_Format(PyExc_ValueError,
                "Buffer has wrong number of dimensions (expected %d, got %d)",
                ndim, buf->ndim);
        goto fail;
    }
    if (new_memview) {
        __Pyx_BufFmt_Init(&ctx, stack, dtype);
        if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail;
    }
    if ((unsigned) buf->itemsize != dtype->size) {
        PyErr_Format(PyExc_ValueError,
                     "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "u byte%s) "
                     "does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "u byte%s)",
                     buf->itemsize,
                     (buf->itemsize > 1) ? "s" : "",
                     dtype->name,
                     dtype->size,
                     (dtype->size > 1) ? "s" : "");
        goto fail;
    }
    for (i = 0; i < ndim; i++) {
        spec = axes_specs[i];
        if (!__pyx_check_strides(buf, i, ndim, spec))
            goto fail;
        if (!__pyx_check_suboffsets(buf, i, ndim, spec))
            goto fail;
    }
    if (buf->strides && !__pyx_verify_contig(buf, ndim, c_or_f_flag))
        goto fail;
    if (unlikely(__Pyx_init_memviewslice(memview, ndim, memviewslice,
                                         new_memview != NULL) == -1)) {
        goto fail;
    }
    retval = 0;
    goto no_fail;
fail:
    Py_XDECREF(new_memview);
    retval = -1;
no_fail:
    __Pyx_RefNannyFinishContext();
    return retval;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int8_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_int8_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int16_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_int16_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int32_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_uint8_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint8_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_uint16_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint16_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_uint32_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint32_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_uint64_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint64_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float32_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_float32_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

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

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


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

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

static CYTHON_INLINE npy_int8 __Pyx_PyInt_As_npy_int8(PyObject *x) {
    const npy_int8 neg_one = (npy_int8) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(npy_int8) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(npy_int8, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (npy_int8) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_int8, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(npy_int8) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(npy_int8, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(npy_int8) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(npy_int8, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_int8,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(npy_int8, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(npy_int8) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(npy_int8, long, PyLong_AsLong(x))
            } else if (sizeof(npy_int8) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(npy_int8, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            npy_int8 val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (npy_int8) -1;
        }
    } else {
        npy_int8 val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (npy_int8) -1;
        val = __Pyx_PyInt_As_npy_int8(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to npy_int8");
    return (npy_int8) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to npy_int8");
    return (npy_int8) -1;
}

static CYTHON_INLINE npy_int16 __Pyx_PyInt_As_npy_int16(PyObject *x) {
    const npy_int16 neg_one = (npy_int16) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(npy_int16) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(npy_int16, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (npy_int16) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_int16, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(npy_int16) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(npy_int16, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(npy_int16) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(npy_int16, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_int16,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(npy_int16, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(npy_int16) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(npy_int16, long, PyLong_AsLong(x))
            } else if (sizeof(npy_int16) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(npy_int16, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            npy_int16 val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (npy_int16) -1;
        }
    } else {
        npy_int16 val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (npy_int16) -1;
        val = __Pyx_PyInt_As_npy_int16(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to npy_int16");
    return (npy_int16) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to npy_int16");
    return (npy_int16) -1;
}

static CYTHON_INLINE npy_int32 __Pyx_PyInt_As_npy_int32(PyObject *x) {
    const npy_int32 neg_one = (npy_int32) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(npy_int32) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(npy_int32, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (npy_int32) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_int32, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(npy_int32) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(npy_int32, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(npy_int32) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(npy_int32, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_int32,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(npy_int32, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(npy_int32) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(npy_int32, long, PyLong_AsLong(x))
            } else if (sizeof(npy_int32) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(npy_int32, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            npy_int32 val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (npy_int32) -1;
        }
    } else {
        npy_int32 val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (npy_int32) -1;
        val = __Pyx_PyInt_As_npy_int32(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to npy_int32");
    return (npy_int32) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to npy_int32");
    return (npy_int32) -1;
}

static CYTHON_INLINE npy_int64 __Pyx_PyInt_As_npy_int64(PyObject *x) {
    const npy_int64 neg_one = (npy_int64) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(npy_int64) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(npy_int64, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (npy_int64) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_int64, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(npy_int64) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(npy_int64, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(npy_int64) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(npy_int64, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_int64,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(npy_int64, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(npy_int64) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(npy_int64, long, PyLong_AsLong(x))
            } else if (sizeof(npy_int64) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(npy_int64, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            npy_int64 val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (npy_int64) -1;
        }
    } else {
        npy_int64 val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (npy_int64) -1;
        val = __Pyx_PyInt_As_npy_int64(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to npy_int64");
    return (npy_int64) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to npy_int64");
    return (npy_int64) -1;
}

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

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

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_uint8_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 2,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint8_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_object(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 2,
                                                 &__Pyx_TypeInfo_object, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_int8_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 2,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_int8_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_int32_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 2,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_int32_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_int64_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 2,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_float64_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 2,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_int16_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 2,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_int16_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_dsds_nn___pyx_t_5numpy_float32_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED), (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 2,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_float32_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

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

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

static CYTHON_INLINE int __Pyx_BytesContains(PyObject* bytes, char character) {
    const Py_ssize_t length = PyBytes_GET_SIZE(bytes);
    char* char_start = PyBytes_AS_STRING(bytes);
    char* pos;
    for (pos=char_start; pos < char_start+length; pos++) {
        if (character == pos[0]) return 1;
    }
    return 0;
}

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_int8(npy_int8 value) {
    const npy_int8 neg_one = (npy_int8) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(npy_int8) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_int8) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(npy_int8) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(npy_int8) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_int8) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(npy_int8),
                                     little, !is_unsigned);
    }
}

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_int8_t(const char *itemp) {
    return (PyObject *) __Pyx_PyInt_From_npy_int8(*(__pyx_t_5numpy_int8_t *) itemp);
}
static int __pyx_memview_set_nn___pyx_t_5numpy_int8_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_int8_t value = __Pyx_PyInt_As_npy_int8(obj);
    if ((value == (npy_int8)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_int8_t *) itemp = value;
    return 1;
}

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_int16(npy_int16 value) {
    const npy_int16 neg_one = (npy_int16) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(npy_int16) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_int16) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(npy_int16) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(npy_int16) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_int16) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(npy_int16),
                                     little, !is_unsigned);
    }
}

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_int16_t(const char *itemp) {
    return (PyObject *) __Pyx_PyInt_From_npy_int16(*(__pyx_t_5numpy_int16_t *) itemp);
}
static int __pyx_memview_set_nn___pyx_t_5numpy_int16_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_int16_t value = __Pyx_PyInt_As_npy_int16(obj);
    if ((value == (npy_int16)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_int16_t *) itemp = value;
    return 1;
}

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_int32(npy_int32 value) {
    const npy_int32 neg_one = (npy_int32) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(npy_int32) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_int32) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(npy_int32) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(npy_int32) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_int32) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(npy_int32),
                                     little, !is_unsigned);
    }
}

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_int32_t(const char *itemp) {
    return (PyObject *) __Pyx_PyInt_From_npy_int32(*(__pyx_t_5numpy_int32_t *) itemp);
}
static int __pyx_memview_set_nn___pyx_t_5numpy_int32_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_int32_t value = __Pyx_PyInt_As_npy_int32(obj);
    if ((value == (npy_int32)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_int32_t *) itemp = value;
    return 1;
}

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_int64(npy_int64 value) {
    const npy_int64 neg_one = (npy_int64) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(npy_int64) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_int64) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(npy_int64) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(npy_int64) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_int64) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(npy_int64),
                                     little, !is_unsigned);
    }
}

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_int64_t(const char *itemp) {
    return (PyObject *) __Pyx_PyInt_From_npy_int64(*(__pyx_t_5numpy_int64_t *) itemp);
}
static int __pyx_memview_set_nn___pyx_t_5numpy_int64_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_int64_t value = __Pyx_PyInt_As_npy_int64(obj);
    if ((value == (npy_int64)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_int64_t *) itemp = value;
    return 1;
}

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_uint8(npy_uint8 value) {
    const npy_uint8 neg_one = (npy_uint8) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(npy_uint8) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_uint8) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(npy_uint8) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(npy_uint8) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_uint8) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(npy_uint8),
                                     little, !is_unsigned);
    }
}

static CYTHON_INLINE npy_uint8 __Pyx_PyInt_As_npy_uint8(PyObject *x) {
    const npy_uint8 neg_one = (npy_uint8) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(npy_uint8) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(npy_uint8, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (npy_uint8) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_uint8, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(npy_uint8) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint8, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(npy_uint8) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint8, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_uint8,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(npy_uint8, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(npy_uint8) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint8, long, PyLong_AsLong(x))
            } else if (sizeof(npy_uint8) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint8, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            npy_uint8 val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (npy_uint8) -1;
        }
    } else {
        npy_uint8 val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (npy_uint8) -1;
        val = __Pyx_PyInt_As_npy_uint8(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to npy_uint8");
    return (npy_uint8) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to npy_uint8");
    return (npy_uint8) -1;
}

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_uint8_t(const char *itemp) {
    return (PyObject *) __Pyx_PyInt_From_npy_uint8(*(__pyx_t_5numpy_uint8_t *) itemp);
}
static int __pyx_memview_set_nn___pyx_t_5numpy_uint8_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_uint8_t value = __Pyx_PyInt_As_npy_uint8(obj);
    if ((value == (npy_uint8)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_uint8_t *) itemp = value;
    return 1;
}

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_uint16(npy_uint16 value) {
    const npy_uint16 neg_one = (npy_uint16) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(npy_uint16) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_uint16) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(npy_uint16) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(npy_uint16) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_uint16) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(npy_uint16),
                                     little, !is_unsigned);
    }
}

static CYTHON_INLINE npy_uint16 __Pyx_PyInt_As_npy_uint16(PyObject *x) {
    const npy_uint16 neg_one = (npy_uint16) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(npy_uint16) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(npy_uint16, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (npy_uint16) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_uint16, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(npy_uint16) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint16, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(npy_uint16) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint16, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_uint16,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(npy_uint16, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(npy_uint16) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint16, long, PyLong_AsLong(x))
            } else if (sizeof(npy_uint16) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint16, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            npy_uint16 val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (npy_uint16) -1;
        }
    } else {
        npy_uint16 val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (npy_uint16) -1;
        val = __Pyx_PyInt_As_npy_uint16(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to npy_uint16");
    return (npy_uint16) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to npy_uint16");
    return (npy_uint16) -1;
}

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_uint16_t(const char *itemp) {
    return (PyObject *) __Pyx_PyInt_From_npy_uint16(*(__pyx_t_5numpy_uint16_t *) itemp);
}
static int __pyx_memview_set_nn___pyx_t_5numpy_uint16_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_uint16_t value = __Pyx_PyInt_As_npy_uint16(obj);
    if ((value == (npy_uint16)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_uint16_t *) itemp = value;
    return 1;
}

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_uint32(npy_uint32 value) {
    const npy_uint32 neg_one = (npy_uint32) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(npy_uint32) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_uint32) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(npy_uint32) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(npy_uint32) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_uint32) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(npy_uint32),
                                     little, !is_unsigned);
    }
}

static CYTHON_INLINE npy_uint32 __Pyx_PyInt_As_npy_uint32(PyObject *x) {
    const npy_uint32 neg_one = (npy_uint32) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(npy_uint32) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(npy_uint32, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (npy_uint32) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_uint32, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(npy_uint32) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint32, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(npy_uint32) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint32, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_uint32,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(npy_uint32, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(npy_uint32) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint32, long, PyLong_AsLong(x))
            } else if (sizeof(npy_uint32) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint32, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            npy_uint32 val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (npy_uint32) -1;
        }
    } else {
        npy_uint32 val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (npy_uint32) -1;
        val = __Pyx_PyInt_As_npy_uint32(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to npy_uint32");
    return (npy_uint32) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to npy_uint32");
    return (npy_uint32) -1;
}

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_uint32_t(const char *itemp) {
    return (PyObject *) __Pyx_PyInt_From_npy_uint32(*(__pyx_t_5numpy_uint32_t *) itemp);
}
static int __pyx_memview_set_nn___pyx_t_5numpy_uint32_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_uint32_t value = __Pyx_PyInt_As_npy_uint32(obj);
    if ((value == (npy_uint32)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_uint32_t *) itemp = value;
    return 1;
}

static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_uint64(npy_uint64 value) {
    const npy_uint64 neg_one = (npy_uint64) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(npy_uint64) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_uint64) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(npy_uint64) <= sizeof(unsigned long long)) {
            return PyLong_FromUnsignedLongLong((unsigned long long) value);
        }
    } else {
        if (sizeof(npy_uint64) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_uint64) <= sizeof(long long)) {
            return PyLong_FromLongLong((long long) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(npy_uint64),
                                     little, !is_unsigned);
    }
}

static CYTHON_INLINE npy_uint64 __Pyx_PyInt_As_npy_uint64(PyObject *x) {
    const npy_uint64 neg_one = (npy_uint64) -1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(npy_uint64) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(npy_uint64, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (npy_uint64) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_uint64, digit, ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
            if (sizeof(npy_uint64) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint64, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(npy_uint64) <= sizeof(unsigned long long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint64, unsigned long long, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
 #if CYTHON_USE_PYLONG_INTERNALS
            switch (Py_SIZE(x)) {
                case  0: return 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_uint64,  digit, +(((PyLongObject*)x)->ob_digit[0]));
                case -1: __PYX_VERIFY_RETURN_INT(npy_uint64, sdigit, -(sdigit) ((PyLongObject*)x)->ob_digit[0]);
            }
 #endif
#endif
            if (sizeof(npy_uint64) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint64, long, PyLong_AsLong(x))
            } else if (sizeof(npy_uint64) <= sizeof(long long)) {
                __PYX_VERIFY_RETURN_INT(npy_uint64, long long, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            npy_uint64 val;
            PyObject *v = __Pyx_PyNumber_Int(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (npy_uint64) -1;
        }
    } else {
        npy_uint64 val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (npy_uint64) -1;
        val = __Pyx_PyInt_As_npy_uint64(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to npy_uint64");
    return (npy_uint64) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to npy_uint64");
    return (npy_uint64) -1;
}

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_uint64_t(const char *itemp) {
    return (PyObject *) __Pyx_PyInt_From_npy_uint64(*(__pyx_t_5numpy_uint64_t *) itemp);
}
static int __pyx_memview_set_nn___pyx_t_5numpy_uint64_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_uint64_t value = __Pyx_PyInt_As_npy_uint64(obj);
    if ((value == (npy_uint64)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_uint64_t *) itemp = value;
    return 1;
}

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_float32_t(const char *itemp) {
    return (PyObject *) PyFloat_FromDouble(*(__pyx_t_5numpy_float32_t *) itemp);
}
static int __pyx_memview_set_nn___pyx_t_5numpy_float32_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_float32_t value = __pyx_PyFloat_AsFloat(obj);
    if ((value == (npy_float32)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_float32_t *) itemp = value;
    return 1;
}

static PyObject *__pyx_memview_get_nn___pyx_t_5numpy_float64_t(const char *itemp) {
    return (PyObject *) PyFloat_FromDouble(*(__pyx_t_5numpy_float64_t *) itemp);
}
static int __pyx_memview_set_nn___pyx_t_5numpy_float64_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_float64_t value = __pyx_PyFloat_AsDouble(obj);
    if ((value == (npy_float64)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_float64_t *) itemp = value;
    return 1;
}

static __Pyx_memviewslice
__pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs,
                                 const char *mode, int ndim,
                                 size_t sizeof_dtype, int contig_flag,
                                 int dtype_is_object)
{
    __Pyx_RefNannyDeclarations
    int i;
    __Pyx_memviewslice new_mvs = { 0, 0, { 0 }, { 0 }, { 0 } };
    struct __pyx_memoryview_obj *from_memview = from_mvs->memview;
    Py_buffer *buf = &from_memview->view;
    PyObject *shape_tuple = NULL;
    PyObject *temp_int = NULL;
    struct __pyx_array_obj *array_obj = NULL;
    struct __pyx_memoryview_obj *memview_obj = NULL;
    __Pyx_RefNannySetupContext("__pyx_memoryview_copy_new_contig", 0);
    for (i = 0; i < ndim; i++) {
        if (from_mvs->suboffsets[i] >= 0) {
            PyErr_Format(PyExc_ValueError, "Cannot copy memoryview slice with "
                                           "indirect dimensions (axis %d)", i);
            goto fail;
        }
    }
    shape_tuple = PyTuple_New(ndim);
    if (unlikely(!shape_tuple)) {
        goto fail;
    }
    __Pyx_GOTREF(shape_tuple);
    for(i = 0; i < ndim; i++) {
        temp_int = PyInt_FromSsize_t(from_mvs->shape[i]);
        if(unlikely(!temp_int)) {
            goto fail;
        } else {
            PyTuple_SET_ITEM(shape_tuple, i, temp_int);
            temp_int = NULL;
        }
    }
    array_obj = __pyx_array_new(shape_tuple, sizeof_dtype, buf->format, (char *) mode, NULL);
    if (unlikely(!array_obj)) {
        goto fail;
    }
    __Pyx_GOTREF(array_obj);
    memview_obj = (struct __pyx_memoryview_obj *) __pyx_memoryview_new(
                                    (PyObject *) array_obj, contig_flag,
                                    dtype_is_object,
                                    from_mvs->memview->typeinfo);
    if (unlikely(!memview_obj))
        goto fail;
    if (unlikely(__Pyx_init_memviewslice(memview_obj, ndim, &new_mvs, 1) < 0))
        goto fail;
    if (unlikely(__pyx_memoryview_copy_contents(*from_mvs, new_mvs, ndim, ndim,
                                                dtype_is_object) < 0))
        goto fail;
    goto no_fail;
fail:
    __Pyx_XDECREF(new_mvs.memview);
    new_mvs.memview = NULL;
    new_mvs.data = NULL;
no_fail:
    __Pyx_XDECREF(shape_tuple);
    __Pyx_XDECREF(temp_int);
    __Pyx_XDECREF(array_obj);
    __Pyx_RefNannyFinishContext();
    return new_mvs;
}

static PyObject *__pyx_memview_get_object(const char *itemp) {
    PyObject *result = *(PyObject **) itemp;
    Py_INCREF(result);
    return result;
}
static int __pyx_memview_set_object(const char *itemp, PyObject *obj) {
    Py_INCREF(obj);
    Py_DECREF(*(PyObject **) itemp);
    *(PyObject **) itemp = obj;
    return 1;
}

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

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

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

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

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

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

static int
__pyx_memviewslice_is_contig(const __Pyx_memviewslice *mvs,
                             char order, int ndim)
{
    int i, index, step, start;
    Py_ssize_t itemsize = mvs->memview->view.itemsize;
    if (order == 'F') {
        step = 1;
        start = 0;
    } else {
        step = -1;
        start = ndim - 1;
    }
    for (i = 0; i < ndim; i++) {
        index = start + step * i;
        if (mvs->suboffsets[index] >= 0 || mvs->strides[index] != itemsize)
            return 0;
        itemsize *= mvs->shape[index];
    }
    return 1;
}

static void
__pyx_get_array_memory_extents(__Pyx_memviewslice *slice,
                               void **out_start, void **out_end,
                               int ndim, size_t itemsize)
{
    char *start, *end;
    int i;
    start = end = slice->data;
    for (i = 0; i < ndim; i++) {
        Py_ssize_t stride = slice->strides[i];
        Py_ssize_t extent = slice->shape[i];
        if (extent == 0) {
            *out_start = *out_end = start;
            return;
        } else {
            if (stride > 0)
                end += stride * (extent - 1);
            else
                start += stride * (extent - 1);
        }
    }
    *out_start = start;
    *out_end = end + itemsize;
}
static int
__pyx_slices_overlap(__Pyx_memviewslice *slice1,
                     __Pyx_memviewslice *slice2,
                     int ndim, size_t itemsize)
{
    void *start1, *end1, *start2, *end2;
    __pyx_get_array_memory_extents(slice1, &start1, &end1, ndim, itemsize);
    __pyx_get_array_memory_extents(slice2, &start2, &end2, ndim, itemsize);
    return (start1 < end2) && (start2 < end1);
}

static CYTHON_INLINE PyObject *
__pyx_capsule_create(void *p, CYTHON_UNUSED const char *sig)
{
    PyObject *cobj;
#if PY_VERSION_HEX >= 0x02070000
    cobj = PyCapsule_New(p, sig, NULL);
#else
    cobj = PyCObject_FromVoidPtr(p, NULL);
#endif
    return cobj;
}

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

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

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

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

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

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


#endif /* Py_PYTHON_H */
