/* Generated by Cython 0.17.2 on Tue May  6 07:59:31 2014 */

#define PY_SSIZE_T_CLEAN
#include "Python.h"
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#ifndef Py_HUGE_VAL
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#define CYTHON_COMPILING_IN_PYPY 0
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  #define PyBytes_FromStringAndSize    PyString_FromStringAndSize
  #define PyBytes_FromFormat           PyString_FromFormat
  #define PyBytes_DecodeEscape         PyString_DecodeEscape
  #define PyBytes_AsString             PyString_AsString
  #define PyBytes_AsStringAndSize      PyString_AsStringAndSize
  #define PyBytes_Size                 PyString_Size
  #define PyBytes_AS_STRING            PyString_AS_STRING
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#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
#if PY_MAJOR_VERSION >= 3
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  #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
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#if PY_MAJOR_VERSION >= 3
  #define PyBoolObject                 PyLongObject
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#if PY_VERSION_HEX < 0x03020000
  typedef long Py_hash_t;
  #define __Pyx_PyInt_FromHash_t PyInt_FromLong
  #define __Pyx_PyInt_AsHash_t   PyInt_AsLong
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  #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
  #define __Pyx_PyInt_AsHash_t   PyInt_AsSsize_t
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#if (PY_MAJOR_VERSION < 3) || (PY_VERSION_HEX >= 0x03010300)
  #define __Pyx_PySequence_GetSlice(obj, a, b) PySequence_GetSlice(obj, a, b)
  #define __Pyx_PySequence_SetSlice(obj, a, b, value) PySequence_SetSlice(obj, a, b, value)
  #define __Pyx_PySequence_DelSlice(obj, a, b) PySequence_DelSlice(obj, a, b)
#else
  #define __Pyx_PySequence_GetSlice(obj, a, b) (unlikely(!(obj)) ? \
        (PyErr_SetString(PyExc_SystemError, "null argument to internal routine"), (PyObject*)0) : \
        (likely((obj)->ob_type->tp_as_mapping) ? (PySequence_GetSlice(obj, a, b)) : \
            (PyErr_Format(PyExc_TypeError, "'%.200s' object is unsliceable", (obj)->ob_type->tp_name), (PyObject*)0)))
  #define __Pyx_PySequence_SetSlice(obj, a, b, value) (unlikely(!(obj)) ? \
        (PyErr_SetString(PyExc_SystemError, "null argument to internal routine"), -1) : \
        (likely((obj)->ob_type->tp_as_mapping) ? (PySequence_SetSlice(obj, a, b, value)) : \
            (PyErr_Format(PyExc_TypeError, "'%.200s' object doesn't support slice assignment", (obj)->ob_type->tp_name), -1)))
  #define __Pyx_PySequence_DelSlice(obj, a, b) (unlikely(!(obj)) ? \
        (PyErr_SetString(PyExc_SystemError, "null argument to internal routine"), -1) : \
        (likely((obj)->ob_type->tp_as_mapping) ? (PySequence_DelSlice(obj, a, b)) : \
            (PyErr_Format(PyExc_TypeError, "'%.200s' object doesn't support slice deletion", (obj)->ob_type->tp_name), -1)))
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#if PY_MAJOR_VERSION >= 3
  #define PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : PyInstanceMethod_New(func))
#endif
#if PY_VERSION_HEX < 0x02050000
  #define __Pyx_GetAttrString(o,n)   PyObject_GetAttrString((o),((char *)(n)))
  #define __Pyx_SetAttrString(o,n,a) PyObject_SetAttrString((o),((char *)(n)),(a))
  #define __Pyx_DelAttrString(o,n)   PyObject_DelAttrString((o),((char *)(n)))
#else
  #define __Pyx_GetAttrString(o,n)   PyObject_GetAttrString((o),(n))
  #define __Pyx_SetAttrString(o,n,a) PyObject_SetAttrString((o),(n),(a))
  #define __Pyx_DelAttrString(o,n)   PyObject_DelAttrString((o),(n))
#endif
#if PY_VERSION_HEX < 0x02050000
  #define __Pyx_NAMESTR(n) ((char *)(n))
  #define __Pyx_DOCSTR(n)  ((char *)(n))
#else
  #define __Pyx_NAMESTR(n) (n)
  #define __Pyx_DOCSTR(n)  (n)
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#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__lib
#define __PYX_HAVE_API__pandas__lib
#include "stdio.h"
#include "stdlib.h"
#include "numpy/arrayobject.h"
#include "numpy/ufuncobject.h"
#include "pythread.h"
#include "headers/stdint.h"
#include "datetime.h"
#include "datetime_helper.h"
#include "numpy/ndarrayobject.h"
#include "numpy_helper.h"
#include "numpy/npy_common.h"
#include "datetime/np_datetime.h"
#include "datetime/np_datetime_strings.h"
#include "math.h"
#include "parse_helper.h"
#include "string.h"
#include "pystate.h"
#ifdef _OPENMP
#include <omp.h>
#endif /* _OPENMP */

#ifdef PYREX_WITHOUT_ASSERTIONS
#define CYTHON_WITHOUT_ASSERTIONS
#endif


/* inline attribute */
#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

/* unused attribute */
#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 long n; const char* encoding; const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry; /*proto*/


/* Type Conversion Predeclarations */

#define __Pyx_PyBytes_FromUString(s) PyBytes_FromString((char*)s)
#define __Pyx_PyBytes_AsUString(s)   ((unsigned char*) PyBytes_AsString(s))

#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);
static CYTHON_INLINE size_t __Pyx_PyInt_AsSize_t(PyObject*);

#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))

#ifdef __GNUC__
  /* Test for GCC > 2.95 */
  #if __GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95))
    #define likely(x)   __builtin_expect(!!(x), 1)
    #define unlikely(x) __builtin_expect(!!(x), 0)
  #else /* __GNUC__ > 2 ... */
    #define likely(x)   (x)
    #define unlikely(x) (x)
  #endif /* __GNUC__ > 2 ... */
#else /* __GNUC__ */
  #define likely(x)   (x)
  #define unlikely(x) (x)
#endif /* __GNUC__ */
    
static PyObject *__pyx_m;
static PyObject *__pyx_b;
static PyObject *__pyx_empty_tuple;
static PyObject *__pyx_empty_bytes;
static int __pyx_lineno;
static int __pyx_clineno = 0;
static const char * __pyx_cfilenm= __FILE__;
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[] = {
  "lib.pyx",
  "reduce.pyx",
  "inference.pyx",
  "properties.pyx",
  "datetime.pxd",
  "numpy.pxd",
  "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; /* for error messages only */
  struct __Pyx_StructField_* fields;
  size_t size;     /* sizeof(type) */
  size_t arraysize[8]; /* length of array in each dimension */
  int ndim;
  char typegroup; /* _R_eal, _C_omplex, Signed _I_nt, _U_nsigned int, _S_truct, _P_ointer, _O_bject, c_H_ar */
  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
/* todo: Portland pgcc, maybe OS X's OSAtomicIncrement32,
   libatomic + autotools-like distutils support? Such a pain... */
#if CYTHON_ATOMICS && __GNUC__ >= 4 && (__GNUC_MINOR__ > 1 || \
                    (__GNUC_MINOR__ == 1 && __GNUC_PATHLEVEL >= 2))
    #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/lib.pyx":53
 * cdef int64_t NPY_NAT = util.get_nat()
 * 
 * ctypedef unsigned char UChar             # <<<<<<<<<<<<<<
 * 
 * cimport util
 */
typedef unsigned char __pyx_t_6pandas_3lib_UChar;
#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

#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


/*--- Type declarations ---*/
struct __pyx_obj_6pandas_3lib_BlockSlider;
struct __pyx_obj_6pandas_3lib_SeriesBinGrouper;
struct __pyx_obj_6pandas_3lib_cache_readonly;
struct __pyx_memoryview_obj;
struct __pyx_obj_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time;
struct __pyx_obj_6pandas_3lib_AxisProperty;
struct __pyx_obj_6pandas_3lib_BlockPlacement;
struct __pyx_obj_6pandas_3lib_SeriesGrouper;
struct __pyx_obj_6pandas_3lib___pyx_scope_struct_1_genexpr;
struct __pyx_array_obj;
struct __pyx_obj_6pandas_3lib__PandasNull;
struct __pyx_MemviewEnum_obj;
struct __pyx_obj_6pandas_3lib_Reducer;
struct __pyx_obj_6pandas_3lib_Slider;
struct __pyx_memoryviewslice_obj;
struct __pyx_obj_6pandas_3lib___pyx_scope_struct__get_blkno_indexers;
struct __pyx_obj_6pandas_3lib___pyx_scope_struct_2_try_parse_dates;

/* "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_opt_args_6pandas_3lib_slice_get_indices_ex;
struct __pyx_opt_args_6pandas_3lib_slice_len;

/* "pandas/lib.pyx":1427
 * 
 * 
 * cpdef slice_get_indices_ex(slice slc, Py_ssize_t objlen=PY_SSIZE_T_MAX):             # <<<<<<<<<<<<<<
 *     """
 *     Get (start, stop, step, length) tuple for a slice.
 */
struct __pyx_opt_args_6pandas_3lib_slice_get_indices_ex {
  int __pyx_n;
  Py_ssize_t objlen;
};

/* "pandas/lib.pyx":1446
 * 
 * 
 * cpdef Py_ssize_t slice_len(slice slc, Py_ssize_t objlen=PY_SSIZE_T_MAX) except -1:             # <<<<<<<<<<<<<<
 *     """
 *     Get length of a bounded slice.
 */
struct __pyx_opt_args_6pandas_3lib_slice_len {
  int __pyx_n;
  Py_ssize_t objlen;
};

/* "pandas/src/reduce.pyx":529
 *     return results, mutated
 * 
 * cdef class BlockSlider:             # <<<<<<<<<<<<<<
 *     '''
 *     Only capable of sliding on axis=0
 */
struct __pyx_obj_6pandas_3lib_BlockSlider {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pandas_3lib_BlockSlider *__pyx_vtab;
  PyObject *frame;
  PyObject *dummy;
  int nblocks;
  struct __pyx_obj_6pandas_3lib_Slider *idx_slider;
  PyObject *blocks;
  char **base_ptrs;
};


/* "pandas/src/reduce.pyx":157
 * 
 * 
 * cdef class SeriesBinGrouper:             # <<<<<<<<<<<<<<
 *     '''
 *     Performs grouping operation according to bin edges, rather than labels
 */
struct __pyx_obj_6pandas_3lib_SeriesBinGrouper {
  PyObject_HEAD
  Py_ssize_t nresults;
  Py_ssize_t ngroups;
  int passed_dummy;
  PyObject *arr;
  PyObject *index;
  PyObject *dummy_arr;
  PyObject *dummy_index;
  PyObject *values;
  PyObject *f;
  PyObject *bins;
  PyObject *typ;
  PyObject *name;
};


/* "pandas/src/properties.pyx":4
 * 
 * 
 * cdef class cache_readonly(object):             # <<<<<<<<<<<<<<
 * 
 *     cdef readonly:
 */
struct __pyx_obj_6pandas_3lib_cache_readonly {
  PyObject_HEAD
  PyObject *func;
  PyObject *name;
  PyObject *allow_setting;
};


/* "View.MemoryView":308
 * 
 * @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;
};


/* "pandas/src/inference.pyx":703
 *     return result
 * 
 * def try_parse_date_and_time(ndarray[object] dates, ndarray[object] times,             # <<<<<<<<<<<<<<
 *                             date_parser=None, time_parser=None,
 *                             dayfirst=False,default=None):
 */
struct __pyx_obj_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time {
  PyObject_HEAD
  PyObject *__pyx_v_date;
  PyObject *__pyx_v_dayfirst;
  PyObject *__pyx_v_default;
  PyObject *__pyx_v_parse;
  PyObject *__pyx_v_time;
};


/* "pandas/src/properties.pyx":53
 *         PyDict_SetItem(cache, self.name, value)
 * 
 * cdef class AxisProperty(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t axis
 */
struct __pyx_obj_6pandas_3lib_AxisProperty {
  PyObject_HEAD
  Py_ssize_t axis;
};


/* "pandas/lib.pyx":1503
 * 
 * 
 * cdef class BlockPlacement:             # <<<<<<<<<<<<<<
 *     # __slots__ = '_as_slice', '_as_array', '_len'
 *     cdef slice _as_slice
 */
struct __pyx_obj_6pandas_3lib_BlockPlacement {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pandas_3lib_BlockPlacement *__pyx_vtab;
  PyObject *_as_slice;
  PyObject *_as_array;
  int _has_slice;
  int _has_array;
  int _is_known_slice_like;
};


/* "pandas/src/reduce.pyx":285
 * 
 * 
 * cdef class SeriesGrouper:             # <<<<<<<<<<<<<<
 *     '''
 *     Performs generic grouping operation while avoiding ndarray construction
 */
struct __pyx_obj_6pandas_3lib_SeriesGrouper {
  PyObject_HEAD
  Py_ssize_t nresults;
  Py_ssize_t ngroups;
  int passed_dummy;
  PyObject *arr;
  PyObject *index;
  PyObject *dummy_arr;
  PyObject *dummy_index;
  PyObject *f;
  PyObject *labels;
  PyObject *values;
  PyObject *typ;
  PyObject *name;
};


/* "pandas/lib.pyx":1329
 *                     yield blkno, slice(slices[0][0], slices[0][1])
 *                 else:
 *                     tot_len = sum(stop - start for start, stop in slices)             # <<<<<<<<<<<<<<
 *                     result = np.empty(tot_len, dtype=np.int64)
 *                     res_view = result
 */
struct __pyx_obj_6pandas_3lib___pyx_scope_struct_1_genexpr {
  PyObject_HEAD
  struct __pyx_obj_6pandas_3lib___pyx_scope_struct__get_blkno_indexers *__pyx_outer_scope;
  PyObject *__pyx_v_start;
  PyObject *__pyx_v_stop;
  PyObject *__pyx_t_0;
  Py_ssize_t __pyx_t_1;
  PyObject *(*__pyx_t_2)(PyObject *);
};


/* "View.MemoryView":96
 * 
 * @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;
};


/* "pandas/lib.pyx":1103
 *     return counts
 * 
 * cdef class _PandasNull:             # <<<<<<<<<<<<<<
 * 
 *     def __richcmp__(_PandasNull self, object other, int op):
 */
struct __pyx_obj_6pandas_3lib__PandasNull {
  PyObject_HEAD
};


/* "View.MemoryView":275
 * 
 * @cname('__pyx_MemviewEnum')
 * cdef class Enum(object):             # <<<<<<<<<<<<<<
 *     cdef object name
 *     def __init__(self, name):
 */
struct __pyx_MemviewEnum_obj {
  PyObject_HEAD
  PyObject *name;
};


/* "pandas/src/reduce.pyx":9
 * is_numpy_prior_1_6_2 = LooseVersion(np.__version__) < '1.6.2'
 * 
 * cdef class Reducer:             # <<<<<<<<<<<<<<
 *     '''
 *     Performs generic reduction operation on a C or Fortran-contiguous ndarray
 */
struct __pyx_obj_6pandas_3lib_Reducer {
  PyObject_HEAD
  Py_ssize_t increment;
  Py_ssize_t chunksize;
  Py_ssize_t nresults;
  PyObject *arr;
  PyObject *dummy;
  PyObject *f;
  PyObject *labels;
  PyObject *typ;
  PyObject *index;
};


/* "pandas/src/reduce.pyx":426
 *     return res
 * 
 * cdef class Slider:             # <<<<<<<<<<<<<<
 *     '''
 *     Only handles contiguous data for now
 */
struct __pyx_obj_6pandas_3lib_Slider {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pandas_3lib_Slider *__pyx_vtab;
  PyArrayObject *values;
  PyArrayObject *buf;
  Py_ssize_t stride;
  Py_ssize_t orig_len;
  Py_ssize_t orig_stride;
  char *orig_data;
};


/* "View.MemoryView":927
 * 
 * @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/lib.pyx":1262
 * @cython.boundscheck(False)
 * @cython.wraparound(False)
 * def get_blkno_indexers(int64_t[:] blknos, bint group=True):             # <<<<<<<<<<<<<<
 *     """
 *     Enumerate contiguous runs of integers in ndarray.
 */
struct __pyx_obj_6pandas_3lib___pyx_scope_struct__get_blkno_indexers {
  PyObject_HEAD
  PyObject *__pyx_v_blkno;
  __Pyx_memviewslice __pyx_v_blknos;
  __pyx_t_5numpy_int64_t __pyx_v_cur_blkno;
  Py_ssize_t __pyx_v_diff;
  PyObject *__pyx_v_genexpr;
  int __pyx_v_group;
  PyObject *__pyx_v_group_dict;
  PyObject *__pyx_v_group_order;
  PyObject *__pyx_v_group_slices;
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  __Pyx_memviewslice __pyx_v_res_view;
  PyObject *__pyx_v_result;
  PyObject *__pyx_v_slices;
  Py_ssize_t __pyx_v_start;
  Py_ssize_t __pyx_v_stop;
  PyObject *__pyx_v_tot_len;
  Py_ssize_t __pyx_t_0;
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  PyObject *__pyx_t_4;
  Py_ssize_t __pyx_t_5;
  Py_ssize_t __pyx_t_6;
  Py_ssize_t __pyx_t_7;
};


/* "pandas/src/inference.pyx":655
 *     return maybe_convert_objects(x, try_float=1)
 * 
 * def try_parse_dates(ndarray[object] values, parser=None,             # <<<<<<<<<<<<<<
 *                     dayfirst=False,default=None):
 *     cdef:
 */
struct __pyx_obj_6pandas_3lib___pyx_scope_struct_2_try_parse_dates {
  PyObject_HEAD
  PyObject *__pyx_v_dayfirst;
  PyObject *__pyx_v_default;
  PyObject *__pyx_v_parse;
};



/* "pandas/lib.pyx":1503
 * 
 * 
 * cdef class BlockPlacement:             # <<<<<<<<<<<<<<
 *     # __slots__ = '_as_slice', '_as_array', '_len'
 *     cdef slice _as_slice
 */

struct __pyx_vtabstruct_6pandas_3lib_BlockPlacement {
  PyObject *(*iadd)(struct __pyx_obj_6pandas_3lib_BlockPlacement *, PyObject *);
  struct __pyx_obj_6pandas_3lib_BlockPlacement *(*copy)(struct __pyx_obj_6pandas_3lib_BlockPlacement *);
  PyObject *(*_ensure_has_slice)(struct __pyx_obj_6pandas_3lib_BlockPlacement *);
};
static struct __pyx_vtabstruct_6pandas_3lib_BlockPlacement *__pyx_vtabptr_6pandas_3lib_BlockPlacement;


/* "View.MemoryView":308
 * 
 * @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":927
 * 
 * @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;


/* "pandas/src/reduce.pyx":529
 *     return results, mutated
 * 
 * cdef class BlockSlider:             # <<<<<<<<<<<<<<
 *     '''
 *     Only capable of sliding on axis=0
 */

struct __pyx_vtabstruct_6pandas_3lib_BlockSlider {
  PyObject *(*move)(struct __pyx_obj_6pandas_3lib_BlockSlider *, int, int, int __pyx_skip_dispatch);
  PyObject *(*reset)(struct __pyx_obj_6pandas_3lib_BlockSlider *);
};
static struct __pyx_vtabstruct_6pandas_3lib_BlockSlider *__pyx_vtabptr_6pandas_3lib_BlockSlider;



/* "pandas/src/reduce.pyx":426
 *     return res
 * 
 * cdef class Slider:             # <<<<<<<<<<<<<<
 *     '''
 *     Only handles contiguous data for now
 */

struct __pyx_vtabstruct_6pandas_3lib_Slider {
  PyObject *(*advance)(struct __pyx_obj_6pandas_3lib_Slider *, Py_ssize_t, int __pyx_skip_dispatch);
  PyObject *(*move)(struct __pyx_obj_6pandas_3lib_Slider *, int, int);
  PyObject *(*set_length)(struct __pyx_obj_6pandas_3lib_Slider *, Py_ssize_t, int __pyx_skip_dispatch);
  PyObject *(*reset)(struct __pyx_obj_6pandas_3lib_Slider *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6pandas_3lib_Slider *__pyx_vtabptr_6pandas_3lib_Slider;
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  #define __Pyx_XGOTREF(r)  do { if((r) != NULL) {__Pyx_GOTREF(r); }} while(0)
  #define __Pyx_XGIVEREF(r) do { if((r) != NULL) {__Pyx_GIVEREF(r);}} while(0)
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  #define __Pyx_RefNannyDeclarations
  #define __Pyx_RefNannySetupContext(name, acquire_gil)
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  #define __Pyx_INCREF(r) Py_INCREF(r)
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  #define __Pyx_GOTREF(r)
  #define __Pyx_GIVEREF(r)
  #define __Pyx_XINCREF(r) Py_XINCREF(r)
  #define __Pyx_XDECREF(r) Py_XDECREF(r)
  #define __Pyx_XGOTREF(r)
  #define __Pyx_XGIVEREF(r)
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#define __Pyx_CLEAR(r)    do { PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);} while(0)
#define __Pyx_XCLEAR(r)   do { if((r) != NULL) {PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);}} while(0)

static PyObject *__Pyx_GetName(PyObject *dict, PyObject *name); /*proto*/

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

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;
}
#define __Pyx_GetItemInt_List(o, i, size, to_py_func) (((size) <= sizeof(Py_ssize_t)) ? \
                                                    __Pyx_GetItemInt_List_Fast(o, i) : \
                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i)))
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (likely((0 <= i) & (i < PyList_GET_SIZE(o)))) {
        PyObject *r = PyList_GET_ITEM(o, i);
        Py_INCREF(r);
        return r;
    }
    else if ((-PyList_GET_SIZE(o) <= i) & (i < 0)) {
        PyObject *r = PyList_GET_ITEM(o, PyList_GET_SIZE(o) + i);
        Py_INCREF(r);
        return r;
    }
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
#else
    return PySequence_GetItem(o, i);
#endif
}
#define __Pyx_GetItemInt_Tuple(o, i, size, to_py_func) (((size) <= sizeof(Py_ssize_t)) ? \
                                                    __Pyx_GetItemInt_Tuple_Fast(o, i) : \
                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i)))
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (likely((0 <= i) & (i < PyTuple_GET_SIZE(o)))) {
        PyObject *r = PyTuple_GET_ITEM(o, i);
        Py_INCREF(r);
        return r;
    }
    else if ((-PyTuple_GET_SIZE(o) <= i) & (i < 0)) {
        PyObject *r = PyTuple_GET_ITEM(o, PyTuple_GET_SIZE(o) + i);
        Py_INCREF(r);
        return r;
    }
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
#else
    return PySequence_GetItem(o, i);
#endif
}
#define __Pyx_GetItemInt(o, i, size, to_py_func) (((size) <= sizeof(Py_ssize_t)) ? \
                                                    __Pyx_GetItemInt_Fast(o, i) : \
                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i)))
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (PyList_CheckExact(o)) {
        Py_ssize_t n = (likely(i >= 0)) ? i : i + PyList_GET_SIZE(o);
        if (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 = (likely(i >= 0)) ? i : i + PyTuple_GET_SIZE(o);
        if (likely((n >= 0) & (n < PyTuple_GET_SIZE(o)))) {
            PyObject *r = PyTuple_GET_ITEM(o, n);
            Py_INCREF(r);
            return r;
        }
    } else {  /* inlined PySequence_GetItem() */
        PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
        if (likely(m && m->sq_item)) {
            if (unlikely(i < 0) && likely(m->sq_length)) {
                Py_ssize_t l = m->sq_length(o);
                if (unlikely(l < 0)) return NULL;
                i += l;
            }
            return m->sq_item(o, i);
        }
    }
#else
    if (PySequence_Check(o)) {
        return PySequence_GetItem(o, i);
    }
#endif
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
}

static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed,
    const char *name, int exact); /*proto*/

static void __Pyx_RaiseArgtupleInvalid(const char* func_name, int exact,
    Py_ssize_t num_min, Py_ssize_t num_max, Py_ssize_t num_found); /*proto*/

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

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

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

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 void __Pyx_RaiseBufferFallbackError(void); /*proto*/

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

static CYTHON_INLINE int __Pyx_PySequence_Contains(PyObject* item, PyObject* seq, int eq) {
    int result = PySequence_Contains(seq, item);
    return unlikely(result < 0) ? result : (result == (eq == Py_EQ));
}

#define __Pyx_BufPtrStrided1d(type, buf, i0, s0) (type)((char*)buf + i0 * s0)
static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb); /*proto*/
static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb); /*proto*/

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

#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_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 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 void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);

static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);

static CYTHON_INLINE int __Pyx_IterFinish(void); /*proto*/

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

#define __Pyx_BufPtrStrided2d(type, buf, i0, s0, i1, s1) (type)((char*)buf + i0 * s0 + i1 * s1)
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())
            PyErr_SetObject(PyExc_KeyError, key);
        return NULL;
    }
    Py_INCREF(value);
    return value;
}
#else
    #define __Pyx_PyDict_GetItem(d, key) PyObject_GetItem(d, key)
#endif

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

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

#define __Pyx_SetItemInt(o, i, v, size, to_py_func) (((size) <= sizeof(Py_ssize_t)) ? \
                                                    __Pyx_SetItemInt_Fast(o, i, v) : \
                                                    __Pyx_SetItemInt_Generic(o, to_py_func(i), v))
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) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (PyList_CheckExact(o)) {
        Py_ssize_t n = (likely(i >= 0)) ? i : i + PyList_GET_SIZE(o);
        if (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 {  /* inlined PySequence_SetItem() */
        PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
        if (likely(m && m->sq_ass_item)) {
            if (unlikely(i < 0) && likely(m->sq_length)) {
                Py_ssize_t l = m->sq_length(o);
                if (unlikely(l < 0)) return -1;
                i += l;
            }
            return m->sq_ass_item(o, i, v);
        }
    }
#else
#if CYTHON_COMPILING_IN_PYPY
    if (PySequence_Check(o) && !PyDict_Check(o)) {
#else
    if (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 int __Pyx_PyList_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_PyList_Append(L,x) PyList_Append(L,x)
#endif

static CYTHON_INLINE int __Pyx_mod_int(int, int); /* proto */

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

static CYTHON_INLINE void __Pyx_RaiseClosureNameError(const char *varname);

static CYTHON_INLINE PyObject* __Pyx_PyObject_Append(PyObject* L, PyObject* x) {
    if (likely(PyList_CheckExact(L))) {
        if (unlikely(PyList_Append(L, x) < 0)) return NULL;
        Py_INCREF(Py_None);
        return Py_None; /* this is just to have an accurate signature */
    } else {
        PyObject *r, *m;
        m = __Pyx_GetAttrString(L, "append");
        if (!m) return NULL;
        r = PyObject_CallFunctionObjArgs(m, x, NULL);
        Py_DECREF(m);
        return r;
    }
}

static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname);

#define __Pyx_PyDict_Clear(d) (PyDict_Clear(d), 0)

static double __Pyx__PyObject_AsDouble(PyObject* obj); /* proto */
#if CYTHON_COMPILING_IN_PYPY
#define __Pyx_PyObject_AsDouble(obj) \
(likely(PyFloat_CheckExact(obj)) ? PyFloat_AS_DOUBLE(obj) : \
 likely(PyInt_CheckExact(obj)) ? \
 PyFloat_AsDouble(obj) : __Pyx__PyObject_AsDouble(obj))
#else
#define __Pyx_PyObject_AsDouble(obj) \
((likely(PyFloat_CheckExact(obj))) ? \
 PyFloat_AS_DOUBLE(obj) : __Pyx__PyObject_AsDouble(obj))
#endif

#if PY_VERSION_HEX < 0x02050000
#ifndef PyAnySet_CheckExact
#define PyAnySet_CheckExact(ob) \
    ((ob)->ob_type == &PySet_Type || \
     (ob)->ob_type == &PyFrozenSet_Type)
#define PySet_New(iterable) \
    PyObject_CallFunctionObjArgs((PyObject *)&PySet_Type, (iterable), NULL)
#define Pyx_PyFrozenSet_New(iterable) \
    PyObject_CallFunctionObjArgs((PyObject *)&PyFrozenSet_Type, (iterable), NULL)
#define PySet_Size(anyset) \
    PyObject_Size((anyset))
#define PySet_Contains(anyset, key) \
    PySequence_Contains((anyset), (key))
#define PySet_Pop(set) \
    PyObject_CallMethod(set, (char *)"pop", NULL)
static CYTHON_INLINE int PySet_Clear(PyObject *set) {
    PyObject *ret = PyObject_CallMethod(set, (char *)"clear", NULL);
    if (!ret) return -1;
    Py_DECREF(ret); return 0;
}
static CYTHON_INLINE int PySet_Discard(PyObject *set, PyObject *key) {
    PyObject *ret = PyObject_CallMethod(set, (char *)"discard", (char *)"O", key);
    if (!ret) return -1;
    Py_DECREF(ret); return 0;
}
static CYTHON_INLINE int PySet_Add(PyObject *set, PyObject *key) {
    PyObject *ret = PyObject_CallMethod(set, (char *)"add", (char *)"O", key);
    if (!ret) return -1;
    Py_DECREF(ret); return 0;
}
#endif /* PyAnySet_CheckExact (<= Py2.4) */
#endif /* < Py2.5  */

static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);

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

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

static int __pyx_array_getbuffer(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
  static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals); /*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));

#include <string.h>

static 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*/
  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*/
  #ifndef __PYX_FORCE_INIT_THREADS
  #define __PYX_FORCE_INIT_THREADS 0
#endif

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

static PyObject *__pyx_memoryviewslice__get__base(PyObject *__pyx_v_self); /*proto*/
  static CYTHON_INLINE void __Pyx_ExceptionSave(PyObject **type, PyObject **value, PyObject **tb); /*proto*/
static void __Pyx_ExceptionReset(PyObject *type, PyObject *value, PyObject *tb); /*proto*/

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

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


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

static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, long level); /*proto*/

static CYTHON_INLINE void __Pyx_RaiseImportError(PyObject *name);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(PyObject *);

static CYTHON_INLINE npy_int64 __Pyx_PyInt_from_py_npy_int64(PyObject *);

static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(PyObject *);

static PyObject *__Pyx_FindPy2Metaclass(PyObject *bases); /*proto*/

static PyObject *__Pyx_CreateClass(PyObject *bases, PyObject *dict, PyObject *name,
                                   PyObject *modname); /*proto*/

static CYTHON_INLINE PyObject *__Pyx_PyInt_to_py_npy_int64(npy_int64);

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

static CYTHON_INLINE npy_uint8 __Pyx_PyInt_from_py_npy_uint8(PyObject *);

static CYTHON_INLINE PyObject *__Pyx_PyInt_to_py_Py_intptr_t(Py_intptr_t);

#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(__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_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);
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#endif

static __pyx_t_double_complex __Pyx_PyComplex_As___pyx_t_double_complex(PyObject*);

#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 {
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    int flags;
    PyObject *func_dict;
    PyObject *func_weakreflist;
    PyObject *func_name;
    PyObject *func_doc;
    PyObject *func_code;
    PyObject *func_closure;
    PyObject *func_classobj; /* No-args super() class cell */
    void *defaults;
    int defaults_pyobjects;
    PyObject *defaults_tuple; /* Const defaults tuple */
    PyObject *(*defaults_getter)(PyObject *);
} __pyx_CyFunctionObject;
static PyTypeObject *__pyx_CyFunctionType = 0;
#define __Pyx_CyFunction_NewEx(ml, flags, self, module, code) \
    __Pyx_CyFunction_New(__pyx_CyFunctionType, ml, flags, self, module, code)
static PyObject *__Pyx_CyFunction_New(PyTypeObject *,
                                      PyMethodDef *ml, int flags,
                                      PyObject *self, PyObject *module,
                                      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 int __Pyx_CyFunction_init(void);

static CYTHON_INLINE npy_int32 __Pyx_PyInt_from_py_npy_int32(PyObject *);

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))
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  #else
    #define __Pyx_c_is_zerof(z) ((z)==0)
    #define __Pyx_c_conjf(z)    (conjf(z))
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        #define __Pyx_c_absf(z)     (cabsf(z))
        #define __Pyx_c_powf(a, b)  (cpowf(a, b))
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    static CYTHON_INLINE int __Pyx_c_eqf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sumf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_difff(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prodf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quotf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_negf(__pyx_t_float_complex);
    static CYTHON_INLINE int __Pyx_c_is_zerof(__pyx_t_float_complex);
    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);
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static int __pyx_memviewslice_is_contig(const __Pyx_memviewslice *mvs,
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static int __pyx_slices_overlap(__Pyx_memviewslice *slice1,
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                                int ndim, size_t itemsize);

static __Pyx_memviewslice
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                                 const char *mode, int ndim,
                                 size_t sizeof_dtype, int contig_flag,
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static CYTHON_INLINE PyObject *__pyx_capsule_create(void *p, const char *sig);

static CYTHON_INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject *);

static CYTHON_INLINE unsigned short __Pyx_PyInt_AsUnsignedShort(PyObject *);

static CYTHON_INLINE unsigned int __Pyx_PyInt_AsUnsignedInt(PyObject *);

static CYTHON_INLINE char __Pyx_PyInt_AsChar(PyObject *);

static CYTHON_INLINE short __Pyx_PyInt_AsShort(PyObject *);

static CYTHON_INLINE int __Pyx_PyInt_AsInt(PyObject *);

static CYTHON_INLINE signed char __Pyx_PyInt_AsSignedChar(PyObject *);

static CYTHON_INLINE signed short __Pyx_PyInt_AsSignedShort(PyObject *);

static CYTHON_INLINE signed int __Pyx_PyInt_AsSignedInt(PyObject *);

static CYTHON_INLINE int __Pyx_PyInt_AsLongDouble(PyObject *);

static CYTHON_INLINE unsigned long __Pyx_PyInt_AsUnsignedLong(PyObject *);

static CYTHON_INLINE unsigned PY_LONG_LONG __Pyx_PyInt_AsUnsignedLongLong(PyObject *);

static CYTHON_INLINE long __Pyx_PyInt_AsLong(PyObject *);

static CYTHON_INLINE PY_LONG_LONG __Pyx_PyInt_AsLongLong(PyObject *);

static CYTHON_INLINE signed long __Pyx_PyInt_AsSignedLong(PyObject *);

static CYTHON_INLINE signed PY_LONG_LONG __Pyx_PyInt_AsSignedLongLong(PyObject *);

static void __Pyx_WriteUnraisable(const char *name, int clineno,
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static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb); /*proto*/

#define __Pyx_Generator_USED
#include <structmember.h>
#include <frameobject.h>
typedef PyObject *(*__pyx_generator_body_t)(PyObject *, PyObject *);
typedef struct {
    PyObject_HEAD
    __pyx_generator_body_t body;
    PyObject *closure;
    PyObject *exc_type;
    PyObject *exc_value;
    PyObject *exc_traceback;
    PyObject *gi_weakreflist;
    PyObject *classobj;
    PyObject *yieldfrom;
    int resume_label;
    char is_running;  // using T_BOOL for property below requires char value
} __pyx_GeneratorObject;
static __pyx_GeneratorObject *__Pyx_Generator_New(__pyx_generator_body_t body,
                                                  PyObject *closure);
static int __pyx_Generator_init(void);
static int __Pyx_Generator_clear(PyObject* self);
#if 1 || PY_VERSION_HEX < 0x030300B0
static int __Pyx_PyGen_FetchStopIterationValue(PyObject **pvalue);
#else
#define __Pyx_PyGen_FetchStopIterationValue(pvalue) PyGen_FetchStopIterationValue(pvalue)
#endif

static int __Pyx_check_binary_version(void);

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

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

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

static int __Pyx_ImportFunction(PyObject *module, const char *funcname, void (**f)(void), const char *sig); /*proto*/

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

static void __Pyx_AddTraceback(const char *funcname, int c_line,
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static int __Pyx_InitStrings(__Pyx_StringTabEntry *t); /*proto*/


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

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

/* 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' */

/* 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 '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 *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_8datetime__dts_to_pydatetime(pandas_datetimestruct *); /*proto*/

/* Module declarations from 'pandas.tslib' */
static PyObject *(*__pyx_f_6pandas_5tslib_convert_to_tsobject)(PyObject *, PyObject *, PyObject *); /*proto*/
static PyObject *(*__pyx_f_6pandas_5tslib_convert_to_timedelta64)(PyObject *, PyObject *, PyObject *); /*proto*/

/* Module declarations from 'util' */
static CYTHON_INLINE PyObject *__pyx_f_4util_get_value_at(PyArrayObject *, PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_4util_set_value_at(PyArrayObject *, PyObject *, 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__checknull_old(PyObject *); /*proto*/
static CYTHON_INLINE int __pyx_f_4util__checknan(PyObject *); /*proto*/

/* Module declarations from 'pandas.lib' */
static PyTypeObject *__pyx_ptype_6pandas_3lib__PandasNull = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_BlockPlacement = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_Reducer = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_SeriesBinGrouper = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_SeriesGrouper = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_Slider = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_BlockSlider = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_cache_readonly = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_AxisProperty = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib___pyx_scope_struct__get_blkno_indexers = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib___pyx_scope_struct_1_genexpr = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib___pyx_scope_struct_2_try_parse_dates = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time = 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 double __pyx_v_6pandas_3lib_NaN;
static double __pyx_v_6pandas_3lib_nan;
static double __pyx_v_6pandas_3lib_NAN;
static __pyx_t_5numpy_int64_t __pyx_v_6pandas_3lib_NPY_NAT;
static int __pyx_v_6pandas_3lib__EPOCH_ORD;
static double __pyx_v_6pandas_3lib_INF;
static double __pyx_v_6pandas_3lib_NEGINF;
static double __pyx_v_6pandas_3lib_fINT64_MAX;
static double __pyx_v_6pandas_3lib_fINT64_MIN;
static PyObject *generic = 0;
static PyObject *strided = 0;
static PyObject *indirect = 0;
static PyObject *contiguous = 0;
static PyObject *indirect_contiguous = 0;
static PyObject *__pyx_f_6pandas_3lib_map_indices_list(PyObject *, int __pyx_skip_dispatch); /*proto*/
static CYTHON_INLINE __pyx_t_5numpy_int64_t __pyx_f_6pandas_3lib_gmtime(PyObject *); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_to_datetime(__pyx_t_5numpy_int64_t, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_to_timestamp(PyObject *, int __pyx_skip_dispatch); /*proto*/
static CYTHON_INLINE __pyx_t_5numpy_int64_t __pyx_f_6pandas_3lib_get_timedelta64_value(PyObject *); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_checknull(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_checknull_old(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyArrayObject *__pyx_f_6pandas_3lib_astype_str(PyArrayObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_indexer_as_slice(__Pyx_memviewslice, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_slice_canonize(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_slice_get_indices_ex(PyObject *, int __pyx_skip_dispatch, struct __pyx_opt_args_6pandas_3lib_slice_get_indices_ex *__pyx_optional_args); /*proto*/
static Py_ssize_t __pyx_f_6pandas_3lib_slice_len(PyObject *, int __pyx_skip_dispatch, struct __pyx_opt_args_6pandas_3lib_slice_len *__pyx_optional_args); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib__extract_result(PyObject *); /*proto*/
static CYTHON_INLINE int __pyx_f_6pandas_3lib_is_null_datetimelike(PyObject *); /*proto*/
static CYTHON_INLINE int __pyx_f_6pandas_3lib_is_datetime(PyObject *); /*proto*/
static CYTHON_INLINE int __pyx_f_6pandas_3lib_is_date(PyObject *); /*proto*/
static CYTHON_INLINE int __pyx_f_6pandas_3lib_is_time(PyObject *); /*proto*/
static CYTHON_INLINE int __pyx_f_6pandas_3lib_is_timedelta(PyObject *); /*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 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, int); /*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_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_object = { "Python object", NULL, sizeof(PyObject *), { 0 }, 0, 'O', 0, 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_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_float64_t = { "float64_t", NULL, sizeof(__pyx_t_5numpy_float64_t), { 0 }, 0, 'R', 0, 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo___pyx_t_double_complex = { "double complex", NULL, sizeof(__pyx_t_double_complex), { 0 }, 0, 'C', 0, 0 };
#define __Pyx_MODULE_NAME "pandas.lib"
int __pyx_module_is_main_pandas__lib = 0;

/* Implementation of 'pandas.lib' */
static PyObject *__pyx_builtin_property;
static PyObject *__pyx_builtin_Exception;
static PyObject *__pyx_builtin_AttributeError;
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_object;
static PyObject *__pyx_builtin_ValueError;
static PyObject *__pyx_builtin_TypeError;
static PyObject *__pyx_builtin_sum;
static PyObject *__pyx_builtin_enumerate;
static PyObject *__pyx_builtin_OverflowError;
static PyObject *__pyx_builtin_ImportError;
static PyObject *__pyx_builtin_RuntimeError;
static PyObject *__pyx_builtin_IndexError;
static PyObject *__pyx_builtin_MemoryError;
static PyObject *__pyx_builtin_Ellipsis;
static PyObject *__pyx_builtin_xrange;
static PyObject *__pyx_builtin_id;
static PyObject *__pyx_pf_6pandas_3lib_values_from_object(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_o); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_2map_indices_list(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_index); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_4ismember_nans(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_arr, PyObject *__pyx_v_values, int __pyx_v_hasnans); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_6ismember(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_8to_datetime(CYTHON_UNUSED PyObject *__pyx_self, __pyx_t_5numpy_int64_t __pyx_v_timestamp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10to_timestamp(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_dt); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_12array_to_timestamp(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14time64_to_datetime(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16checknull(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_18checknull_old(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_20isscalar(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_22isnullobj(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_24isnullobj_old(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_26isnullobj2d(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_28isnullobj_old(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_30isnullobj2d_old(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_32list_to_object_array(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_obj); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_34fast_unique(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_36fast_unique_multiple(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_arrays); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_38fast_unique_multiple_list(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_lists); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_40fast_unique_multiple_list_gen(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_gen); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_42dicts_to_array(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_dicts, PyObject *__pyx_v_columns); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_44fast_zip(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_ndarrays); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_46get_reverse_indexer(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_indexer, Py_ssize_t __pyx_v_length); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_48has_infs_f4(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_50has_infs_f8(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_52convert_timestamps(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_54maybe_indices_to_slice(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_indices); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_56maybe_booleans_to_slice(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_mask); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_58scalar_compare(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_val, PyObject *__pyx_v_op); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_60vec_compare(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right, PyObject *__pyx_v_op); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_62scalar_binop(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_val, PyObject *__pyx_v_op); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_64vec_binop(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right, PyObject *__pyx_v_op); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_66astype_intsafe(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_new_dtype); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_68astype_str(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_70clean_index_list(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_obj); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_72max_len_string_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_74string_array_replace_from_nan_rep(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_nan_rep, PyObject *__pyx_v_replace); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_76write_csv_rows(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_data_index, int __pyx_v_nlevels, PyObject *__pyx_v_cols, PyObject *__pyx_v_writer); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_78arrmap(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyObject *__pyx_v_func); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_80is_lexsorted(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_list_of_arrays); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_82generate_bins_dt64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_binner, PyObject *__pyx_v_closed); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_84row_bool_subset(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_86row_bool_subset_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_88group_count(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, Py_ssize_t __pyx_v_size); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_90lookup_values(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_mapping); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_92count_level_1d(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_mask, PyArrayObject *__pyx_v_labels, Py_ssize_t __pyx_v_max_bin); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_94count_level_2d(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_mask, PyArrayObject *__pyx_v_labels, Py_ssize_t __pyx_v_max_bin); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11_PandasNull___richcmp__(CYTHON_UNUSED struct __pyx_obj_6pandas_3lib__PandasNull *__pyx_v_self, PyObject *__pyx_v_other, int __pyx_v_op); /* proto */
static Py_hash_t __pyx_pf_6pandas_3lib_11_PandasNull_2__hash__(CYTHON_UNUSED struct __pyx_obj_6pandas_3lib__PandasNull *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_96fast_zip_fillna(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_ndarrays, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_98duplicated(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_take_last); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_100generate_slices(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_labels, Py_ssize_t __pyx_v_ngroups); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_102indices_fast(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_index, PyArrayObject *__pyx_v_labels, PyObject *__pyx_v_keys, PyObject *__pyx_v_sorted_labels); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_18get_blkno_indexers_genexpr(PyObject *__pyx_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_104get_blkno_indexers(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_blknos, int __pyx_v_group); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_107indexer_as_slice(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_vals); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_109slice_canonize(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_s); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_111slice_get_indices_ex(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_slc, Py_ssize_t __pyx_v_objlen); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_113slice_len(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_slc, Py_ssize_t __pyx_v_objlen); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_115slice_getitem(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_slc, PyObject *__pyx_v_ind); /* proto */
static int __pyx_pf_6pandas_3lib_14BlockPlacement___init__(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_2__unicode__(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self); /* proto */
static Py_ssize_t __pyx_pf_6pandas_3lib_14BlockPlacement_4__len__(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_6__iter__(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_8as_slice(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_10indexer(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_12isin(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self, PyObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_14as_array(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_16is_slice_like(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_18__getitem__(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self, PyObject *__pyx_v_loc); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_20delete(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self, PyObject *__pyx_v_loc); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_22append(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self, PyObject *__pyx_v_others); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_24add(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self, PyObject *__pyx_v_other); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14BlockPlacement_26sub(struct __pyx_obj_6pandas_3lib_BlockPlacement *__pyx_v_self, PyObject *__pyx_v_other); /* proto */
static int __pyx_pf_6pandas_3lib_7Reducer___init__(struct __pyx_obj_6pandas_3lib_Reducer *__pyx_v_self, PyObject *__pyx_v_arr, PyObject *__pyx_v_f, PyObject *__pyx_v_axis, PyObject *__pyx_v_dummy, PyObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_7Reducer_2_check_dummy(struct __pyx_obj_6pandas_3lib_Reducer *__pyx_v_self, PyObject *__pyx_v_dummy); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_7Reducer_4get_result(struct __pyx_obj_6pandas_3lib_Reducer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_7Reducer_6_get_result_array(struct __pyx_obj_6pandas_3lib_Reducer *__pyx_v_self, PyObject *__pyx_v_res); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper___init__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_series, PyObject *__pyx_v_f, PyObject *__pyx_v_bins, PyObject *__pyx_v_dummy); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_2_check_dummy(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_dummy); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_4get_result(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_6_get_result_array(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_res); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_3arr___get__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_3arr_2__set__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_3arr_4__del__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_5index___get__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_5index_2__set__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_5index_4__del__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_9dummy_arr___get__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_9dummy_arr_2__set__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_9dummy_arr_4__del__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_11dummy_index___get__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_11dummy_index_2__set__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_11dummy_index_4__del__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_6values___get__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_6values_2__set__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_6values_4__del__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_1f___get__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_1f_2__set__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_1f_4__del__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_4bins___get__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_4bins_2__set__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_4bins_4__del__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_3typ___get__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_3typ_2__set__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_3typ_4__del__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16SeriesBinGrouper_4name___get__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_4name_2__set__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_4name_4__del__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper___init__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_series, PyObject *__pyx_v_f, PyObject *__pyx_v_labels, Py_ssize_t __pyx_v_ngroups, PyObject *__pyx_v_dummy); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_2_check_dummy(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_dummy); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_4get_result(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_6_get_result_array(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_res); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_3arr___get__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_3arr_2__set__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_3arr_4__del__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_5index___get__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_5index_2__set__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_5index_4__del__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_9dummy_arr___get__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_9dummy_arr_2__set__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_9dummy_arr_4__del__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_11dummy_index___get__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_11dummy_index_2__set__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_11dummy_index_4__del__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_1f___get__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_1f_2__set__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_1f_4__del__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_6labels___get__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_6labels_2__set__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_6labels_4__del__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_6values___get__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_6values_2__set__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_6values_4__del__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_3typ___get__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_3typ_2__set__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_3typ_4__del__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13SeriesGrouper_4name___get__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_4name_2__set__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_4name_4__del__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_6Slider___init__(struct __pyx_obj_6pandas_3lib_Slider *__pyx_v_self, PyObject *__pyx_v_values, PyObject *__pyx_v_buf); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_6Slider_2advance(struct __pyx_obj_6pandas_3lib_Slider *__pyx_v_self, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_6Slider_4set_length(struct __pyx_obj_6pandas_3lib_Slider *__pyx_v_self, Py_ssize_t __pyx_v_length); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_6Slider_6reset(struct __pyx_obj_6pandas_3lib_Slider *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_117apply_frame_axis0(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_frame, PyObject *__pyx_v_f, PyObject *__pyx_v_names, PyArrayObject *__pyx_v_starts, PyArrayObject *__pyx_v_ends); /* proto */
static int __pyx_pf_6pandas_3lib_11BlockSlider___init__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self, PyObject *__pyx_v_frame); /* proto */
static void __pyx_pf_6pandas_3lib_11BlockSlider_2__dealloc__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11BlockSlider_4move(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self, int __pyx_v_start, int __pyx_v_end); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11BlockSlider_5frame___get__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_11BlockSlider_5frame_2__set__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_11BlockSlider_5frame_4__del__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11BlockSlider_5dummy___get__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_11BlockSlider_5dummy_2__set__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_11BlockSlider_5dummy_4__del__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11BlockSlider_7nblocks___get__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_11BlockSlider_7nblocks_2__set__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11BlockSlider_10idx_slider___get__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_11BlockSlider_10idx_slider_2__set__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_11BlockSlider_10idx_slider_4__del__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11BlockSlider_6blocks___get__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_11BlockSlider_6blocks_2__set__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_11BlockSlider_6blocks_4__del__(struct __pyx_obj_6pandas_3lib_BlockSlider *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_119reduce(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_arr, PyObject *__pyx_v_f, PyObject *__pyx_v_axis, PyObject *__pyx_v_dummy, PyObject *__pyx_v_labels); /* proto */
static int __pyx_pf_6pandas_3lib_14cache_readonly___init__(struct __pyx_obj_6pandas_3lib_cache_readonly *__pyx_v_self, PyObject *__pyx_v_func, PyObject *__pyx_v_allow_setting); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14cache_readonly_2__call__(struct __pyx_obj_6pandas_3lib_cache_readonly *__pyx_v_self, PyObject *__pyx_v_func, CYTHON_UNUSED PyObject *__pyx_v_doc); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14cache_readonly_4__get__(struct __pyx_obj_6pandas_3lib_cache_readonly *__pyx_v_self, PyObject *__pyx_v_obj, CYTHON_UNUSED PyObject *__pyx_v_typ); /* proto */
static int __pyx_pf_6pandas_3lib_14cache_readonly_6__set__(struct __pyx_obj_6pandas_3lib_cache_readonly *__pyx_v_self, PyObject *__pyx_v_obj, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14cache_readonly_4func___get__(struct __pyx_obj_6pandas_3lib_cache_readonly *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14cache_readonly_4name___get__(struct __pyx_obj_6pandas_3lib_cache_readonly *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14cache_readonly_13allow_setting___get__(struct __pyx_obj_6pandas_3lib_cache_readonly *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_12AxisProperty___init__(struct __pyx_obj_6pandas_3lib_AxisProperty *__pyx_v_self, PyObject *__pyx_v_axis); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_12AxisProperty_2__get__(struct __pyx_obj_6pandas_3lib_AxisProperty *__pyx_v_self, PyObject *__pyx_v_obj, CYTHON_UNUSED PyObject *__pyx_v_type); /* proto */
static int __pyx_pf_6pandas_3lib_12AxisProperty_4__set__(struct __pyx_obj_6pandas_3lib_AxisProperty *__pyx_v_self, PyObject *__pyx_v_obj, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_121is_float(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_obj); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_123is_integer(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_obj); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_125is_bool(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_obj); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_127is_complex(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_obj); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_129infer_dtype(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v__values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_131infer_dtype_list(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_133is_bool_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_135is_integer(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_o); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_137is_integer_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_139is_integer_float_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_141is_float_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_143is_string_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_145is_unicode_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_147is_datetime_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_149is_datetime64_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_151is_timedelta_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_153is_timedelta64_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_155is_timedelta_or_timedelta64_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_157is_date_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_159is_time_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_161is_period(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_o); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_163is_period_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_165maybe_convert_numeric(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_na_values, PyObject *__pyx_v_convert_empty, PyObject *__pyx_v_coerce_numeric); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_167maybe_convert_objects(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_objects, int __pyx_v_try_float, int __pyx_v_safe, int __pyx_v_convert_datetime, int __pyx_v_convert_timedelta); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_169convert_sql_column(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15try_parse_dates_parse_date(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_s); /* proto */
static PyObject *__pyx_lambda_funcdef_lambda1(PyObject *__pyx_self, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_171try_parse_dates(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_parser, PyObject *__pyx_v_dayfirst, PyObject *__pyx_v_default); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_23try_parse_date_and_time_parse_date(PyObject *__pyx_self, PyObject *__pyx_v_s); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_23try_parse_date_and_time_2parse_time(PyObject *__pyx_self, PyObject *__pyx_v_s); /* proto */
static PyObject *__pyx_lambda_funcdef_lambda2(PyObject *__pyx_self, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_lambda_funcdef_lambda3(PyObject *__pyx_self, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_173try_parse_date_and_time(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_dates, PyArrayObject *__pyx_v_times, PyObject *__pyx_v_date_parser, PyObject *__pyx_v_time_parser, PyObject *__pyx_v_dayfirst, PyObject *__pyx_v_default); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_175try_parse_year_month_day(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_years, PyArrayObject *__pyx_v_months, PyArrayObject *__pyx_v_days); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_177try_parse_datetime_components(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_years, PyArrayObject *__pyx_v_months, PyArrayObject *__pyx_v_days, PyArrayObject *__pyx_v_hours, PyArrayObject *__pyx_v_minutes, PyArrayObject *__pyx_v_seconds); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_179sanitize_objects(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_na_values, PyObject *__pyx_v_convert_empty); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_181maybe_convert_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_true_values, PyObject *__pyx_v_false_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_183map_infer_mask(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_f, PyArrayObject *__pyx_v_mask, int __pyx_v_convert); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_185map_infer(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_f, int __pyx_v_convert); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_187to_object_array(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_rows); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_189tuples_to_object_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_tuples); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_191to_object_array_tuples(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_rows); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_193fast_multiget(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_mapping, PyArrayObject *__pyx_v_keys, PyObject *__pyx_v_default); /* 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 char __pyx_k_2[] = "all arrays must be same length";
static char __pyx_k_6[] = "Unrecognized operator";
static char __pyx_k_8[] = "Arrays were different lengths: %d vs %d";
static char __pyx_k_10[] = "M8[ns]";
static char __pyx_k_11[] = "m8[ns]";
static char __pyx_k_12[] = "maybe_convert_objects";
static char __pyx_k_13[] = "Invalid length for values or for binner";
static char __pyx_k_15[] = "Values falls before first bin";
static char __pyx_k_17[] = "Values falls after last bin";
static char __pyx_k_22[] = "vals must be ndarray";
static char __pyx_k_24[] = "slice step cannot be zero";
static char __pyx_k_26[] = "unbounded slice";
static char __pyx_k_31[] = "slc should be a slice";
static char __pyx_k_34[] = "slc must be slice";
static char __pyx_k_37[] = "%s(%r)";
static char __pyx_k_38[] = "Not slice-like";
static char __pyx_k_40[] = "pandas.core.index";
static char __pyx_k_41[] = "iadd causes length change";
static char __pyx_k_46[] = "Dummy array must be same dtype";
static char __pyx_k_48[] = "Dummy array must be length %d";
static char __pyx_k_49[] = "function does not reduce";
static char __pyx_k_59[] = "_has_complex_internals";
static char __pyx_k_60[] = "Cannot modify frame index internals";
static char __pyx_k_62[] = "Function unsafe for fast apply";
static char __pyx_k_64[] = "Let this error raise above us";
static char __pyx_k_66[] = "Cannot use shortcut";
static char __pyx_k_69[] = "cannot set values for [%s]";
static char __pyx_k_70[] = "list_to_object_array";
static char __pyx_k_72[] = "is_timedelta_or_timedelta64_array";
static char __pyx_k_73[] = "is_integer_float_array";
static char __pyx_k_74[] = "mixed-integer-float";
static char __pyx_k_75[] = "mixed-integer";
static char __pyx_k_78[] = "pandas.tseries.period";
static char __pyx_k_81[] = "Empty string encountered";
static char __pyx_k_83[] = ".";
static char __pyx_k_85[] = "%m/%d/%Y";
static char __pyx_k_86[] = "dateutil.parser";
static char __pyx_k_87[] = "pandas.lib";
static char __pyx_k_90[] = "pandas/src/inference.pyx";
static char __pyx_k_91[] = "";
static char __pyx_k_93[] = "%H:%M:%S";
static char __pyx_k_94[] = "Length of dates and times must be equal";
static char __pyx_k__B[] = "B";
static char __pyx_k__C[] = "C";
static char __pyx_k__F[] = "F";
static char __pyx_k__H[] = "H";
static char __pyx_k__I[] = "I";
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__W[] = "W";
static char __pyx_k__b[] = "b";
static char __pyx_k__c[] = "c";
static char __pyx_k__d[] = "d";
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__t[] = "t";
static char __pyx_k__v[] = "v";
static char __pyx_k__x[] = "x";
static char __pyx_k__y[] = "y";
static char __pyx_k_100[] = "Length of years/months/days must all be equal";
static char __pyx_k_102[] = "Length of all datetime components must be equal";
static char __pyx_k_107[] = "Unable to parse %s";
static char __pyx_k_108[] = "ndarray is not C contiguous";
static char __pyx_k_110[] = "ndarray is not Fortran contiguous";
static char __pyx_k_112[] = "Non-native byte order not supported";
static char __pyx_k_114[] = "unknown dtype code in numpy.pxd (%d)";
static char __pyx_k_115[] = "Format string allocated too short, see comment in numpy.pxd";
static char __pyx_k_118[] = "Format string allocated too short.";
static char __pyx_k_120[] = "index out of bounds";
static char __pyx_k_123[] = "Empty shape tuple for cython.array";
static char __pyx_k_125[] = "itemsize <= 0 for cython.array";
static char __pyx_k_128[] = "unable to allocate shape or strides.";
static char __pyx_k_130[] = "Invalid shape in axis %d: %d.";
static char __pyx_k_131[] = "Invalid mode, expected 'c' or 'fortran', got %s";
static char __pyx_k_133[] = "unable to allocate array data.";
static char __pyx_k_135[] = "Can only create a buffer that is contiguous in memory.";
static char __pyx_k_137[] = "Unable to convert item to object";
static char __pyx_k_139[] = "Buffer view does not expose strides";
static char __pyx_k_141[] = "<MemoryView of %r at 0x%x>";
static char __pyx_k_142[] = "<MemoryView of %r object>";
static char __pyx_k_145[] = "Cannot index with type '%s'";
static char __pyx_k_147[] = "Indirect dimensions not supported";
static char __pyx_k_149[] = "Index out of bounds (axis %d)";
static char __pyx_k_150[] = "Step may not be zero (axis %d)";
static char __pyx_k_151[] = "All dimensions preceding dimension %d must be indexed and not sliced";
static char __pyx_k_152[] = "Out of bounds on buffer access (axis %d)";
static char __pyx_k_153[] = "Cannot transpose memoryview with indirect dimensions";
static char __pyx_k_154[] = "got differing extents in dimension %d (got %d and %d)";
static char __pyx_k_155[] = "Dimension %d is not direct";
static char __pyx_k_158[] = "/mnt/home/jreback/pandas/pandas/lib.pyx";
static char __pyx_k_185[] = "fast_unique_multiple";
static char __pyx_k_188[] = "fast_unique_multiple_list";
static char __pyx_k_191[] = "fast_unique_multiple_list_gen";
static char __pyx_k_206[] = "maybe_indices_to_slice";
static char __pyx_k_209[] = "maybe_booleans_to_slice";
static char __pyx_k_224[] = "max_len_string_array";
static char __pyx_k_227[] = "string_array_replace_from_nan_rep";
static char __pyx_k_240[] = "row_bool_subset_object";
static char __pyx_k_261[] = "distutils.version";
static char __pyx_k_262[] = "1.6.2";
static char __pyx_k_263[] = "is_numpy_prior_1_6_2";
static char __pyx_k_266[] = "pandas/src/reduce.pyx";
static char __pyx_k_303[] = "is_timedelta64_array";
static char __pyx_k_316[] = "maybe_convert_numeric";
static char __pyx_k_325[] = "try_parse_date_and_time";
static char __pyx_k_328[] = "try_parse_year_month_day";
static char __pyx_k_331[] = "try_parse_datetime_components";
static char __pyx_k_344[] = "tuples_to_object_array";
static char __pyx_k_347[] = "to_object_array_tuples";
static char __pyx_k_350[] = "getbuffer(obj, view, flags)";
static char __pyx_k_351[] = "<strided and direct or indirect>";
static char __pyx_k_353[] = "<strided and direct>";
static char __pyx_k_355[] = "<strided and indirect>";
static char __pyx_k_357[] = "<contiguous and direct>";
static char __pyx_k_359[] = "<contiguous and indirect>";
static char __pyx_k__Zd[] = "Zd";
static char __pyx_k__Zf[] = "Zf";
static char __pyx_k__Zg[] = "Zg";
static char __pyx_k__bc[] = "bc";
static char __pyx_k__eq[] = "eq";
static char __pyx_k__f8[] = "f8";
static char __pyx_k__ge[] = "ge";
static char __pyx_k__gt[] = "gt";
static char __pyx_k__i8[] = "i8";
static char __pyx_k__id[] = "id";
static char __pyx_k__it[] = "it";
static char __pyx_k__le[] = "le";
static char __pyx_k__lt[] = "lt";
static char __pyx_k__ne[] = "ne";
static char __pyx_k__np[] = "np";
static char __pyx_k__ns[] = "ns";
static char __pyx_k__op[] = "op";
static char __pyx_k__vc[] = "vc";
static char __pyx_k__NaN[] = "NaN";
static char __pyx_k__NaT[] = "NaT";
static char __pyx_k__add[] = "add";
static char __pyx_k__any[] = "any";
static char __pyx_k__arr[] = "arr";
static char __pyx_k__buf[] = "buf";
static char __pyx_k__c16[] = "c16";
static char __pyx_k__col[] = "col";
static char __pyx_k__cur[] = "cur";
static char __pyx_k__day[] = "day";
static char __pyx_k__doc[] = "doc";
static char __pyx_k__end[] = "end";
static char __pyx_k__gen[] = "gen";
static char __pyx_k__gin[] = "gin";
static char __pyx_k__idx[] = "idx";
static char __pyx_k__ind[] = "ind";
static char __pyx_k__inf[] = "inf";
static char __pyx_k__lab[] = "lab";
static char __pyx_k__nan[] = "nan";
static char __pyx_k__now[] = "now";
static char __pyx_k__obj[] = "obj";
static char __pyx_k__out[] = "out";
static char __pyx_k__pos[] = "pos";
static char __pyx_k__pre[] = "pre";
static char __pyx_k__row[] = "row";
static char __pyx_k__slc[] = "slc";
static char __pyx_k__sum[] = "sum";
static char __pyx_k__tmp[] = "tmp";
static char __pyx_k__tup[] = "tup";
static char __pyx_k__val[] = "val";
static char __pyx_k__TRUE[] = "TRUE";
static char __pyx_k__True[] = "True";
static char __pyx_k__args[] = "args";
static char __pyx_k__axes[] = "axes";
static char __pyx_k__axis[] = "axis";
static char __pyx_k__base[] = "base";
static char __pyx_k__bins[] = "bins";
static char __pyx_k__cols[] = "cols";
static char __pyx_k__copy[] = "copy";
static char __pyx_k__data[] = "data";
static char __pyx_k__date[] = "date";
static char __pyx_k__days[] = "days";
static char __pyx_k__diff[] = "diff";
static char __pyx_k__ends[] = "ends";
static char __pyx_k__fill[] = "fill";
static char __pyx_k__flag[] = "flag";
static char __pyx_k__fnan[] = "fnan";
static char __pyx_k__func[] = "func";
static char __pyx_k__fval[] = "fval";
static char __pyx_k__hour[] = "hour";
static char __pyx_k__iNaT[] = "iNaT";
static char __pyx_k__int8[] = "int8";
static char __pyx_k__ints[] = "ints";
static char __pyx_k__isin[] = "isin";
static char __pyx_k__item[] = "item";
static char __pyx_k__keys[] = "keys";
static char __pyx_k__left[] = "left";
static char __pyx_k__mask[] = "mask";
static char __pyx_k__memo[] = "memo";
static char __pyx_k__mode[] = "mode";
static char __pyx_k__move[] = "move";
static char __pyx_k__name[] = "name";
static char __pyx_k__ndim[] = "ndim";
static char __pyx_k__onan[] = "onan";
static char __pyx_k__pack[] = "pack";
static char __pyx_k__rows[] = "rows";
static char __pyx_k__safe[] = "safe";
static char __pyx_k__secs[] = "secs";
static char __pyx_k__seen[] = "seen";
static char __pyx_k__size[] = "size";
static char __pyx_k__step[] = "step";
static char __pyx_k__stop[] = "stop";
static char __pyx_k__stub[] = "stub";
static char __pyx_k__time[] = "time";
static char __pyx_k__true[] = "true";
static char __pyx_k__type[] = "type";
static char __pyx_k__vecs[] = "vecs";
static char __pyx_k__view[] = "view";
static char __pyx_k__year[] = "year";
static char __pyx_k__ASCII[] = "ASCII";
static char __pyx_k__FALSE[] = "FALSE";
static char __pyx_k__False[] = "False";
static char __pyx_k___data[] = "_data";
static char __pyx_k__arobj[] = "arobj";
static char __pyx_k__blkno[] = "blkno";
static char __pyx_k__bool_[] = "bool_";
static char __pyx_k__bools[] = "bools";
static char __pyx_k__cache[] = "cache";
static char __pyx_k__chunk[] = "chunk";
static char __pyx_k__dates[] = "dates";
static char __pyx_k__dicts[] = "dicts";
static char __pyx_k__dtype[] = "dtype";
static char __pyx_k__dummy[] = "dummy";
static char __pyx_k__empty[] = "empty";
static char __pyx_k__error[] = "error";
static char __pyx_k__false[] = "false";
static char __pyx_k__flags[] = "flags";
static char __pyx_k__frame[] = "frame";
static char __pyx_k__group[] = "group";
static char __pyx_k__hours[] = "hours";
static char __pyx_k__index[] = "index";
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__l_bin[] = "l_bin";
static char __pyx_k__lists[] = "lists";
static char __pyx_k__mixed[] = "mixed";
static char __pyx_k__month[] = "month";
static char __pyx_k__names[] = "names";
static char __pyx_k__ncols[] = "ncols";
static char __pyx_k__numpy[] = "numpy";
static char __pyx_k__parse[] = "parse";
static char __pyx_k__piece[] = "piece";
static char __pyx_k__r_bin[] = "r_bin";
static char __pyx_k__range[] = "range";
static char __pyx_k__ravel[] = "ravel";
static char __pyx_k__reset[] = "reset";
static char __pyx_k__right[] = "right";
static char __pyx_k__s_len[] = "s_len";
static char __pyx_k__shape[] = "shape";
static char __pyx_k__slobj[] = "slobj";
static char __pyx_k__start[] = "start";
static char __pyx_k__table[] = "table";
static char __pyx_k__times[] = "times";
static char __pyx_k__tslib[] = "tslib";
static char __pyx_k__uint8[] = "uint8";
static char __pyx_k__value[] = "value";
static char __pyx_k__years[] = "years";
static char __pyx_k__zeros[] = "zeros";
static char __pyx_k__Period[] = "Period";
static char __pyx_k___block[] = "_block";
static char __pyx_k___cache[] = "_cache";
static char __pyx_k___index[] = "_index";
static char __pyx_k__arange[] = "arange";
static char __pyx_k__arrays[] = "arrays";
static char __pyx_k__arrmap[] = "arrmap";
static char __pyx_k__astype[] = "astype";
static char __pyx_k__binner[] = "binner";
static char __pyx_k__blknos[] = "blknos";
static char __pyx_k__blocks[] = "blocks";
static char __pyx_k__closed[] = "closed";
static char __pyx_k__counts[] = "counts";
static char __pyx_k__decode[] = "decode";
static char __pyx_k__delete[] = "delete";
static char __pyx_k__encode[] = "encode";
static char __pyx_k__extend[] = "extend";
static char __pyx_k__floats[] = "floats";
static char __pyx_k__format[] = "format";
static char __pyx_k__labels[] = "labels";
static char __pyx_k__lenbin[] = "lenbin";
static char __pyx_k__length[] = "length";
static char __pyx_k__lenidx[] = "lenidx";
static char __pyx_k__micros[] = "micros";
static char __pyx_k__minute[] = "minute";
static char __pyx_k__months[] = "months";
static char __pyx_k__neginf[] = "neginf";
static char __pyx_k__objbuf[] = "objbuf";
static char __pyx_k__object[] = "object";
static char __pyx_k__objlen[] = "objlen";
static char __pyx_k__output[] = "output";
static char __pyx_k__pandas[] = "pandas";
static char __pyx_k__parser[] = "parser";
static char __pyx_k__period[] = "period";
static char __pyx_k__pydate[] = "pydate";
static char __pyx_k__reduce[] = "reduce";
static char __pyx_k__result[] = "result";
static char __pyx_k__s_step[] = "s_step";
static char __pyx_k__s_stop[] = "s_stop";
static char __pyx_k__second[] = "second";
static char __pyx_k__series[] = "series";
static char __pyx_k__slices[] = "slices";
static char __pyx_k__slider[] = "slider";
static char __pyx_k__starts[] = "starts";
static char __pyx_k__status[] = "status";
static char __pyx_k__string[] = "string";
static char __pyx_k__struct[] = "struct";
static char __pyx_k__tuples[] = "tuples";
static char __pyx_k__uint16[] = "uint16";
static char __pyx_k__uint32[] = "uint32";
static char __pyx_k__uint64[] = "uint64";
static char __pyx_k__unpack[] = "unpack";
static char __pyx_k__values[] = "values";
static char __pyx_k__writer[] = "writer";
static char __pyx_k__xrange[] = "xrange";
static char __pyx_k____len__[] = "__len__";
static char __pyx_k___engine[] = "_engine";
static char __pyx_k___values[] = "_values";
static char __pyx_k__advance[] = "advance";
static char __pyx_k__boolean[] = "boolean";
static char __pyx_k__columns[] = "columns";
static char __pyx_k__complex[] = "complex";
static char __pyx_k__convert[] = "convert";
static char __pyx_k__default[] = "default";
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__genexpr[] = "genexpr";
static char __pyx_k__hasnans[] = "hasnans";
static char __pyx_k__ind_len[] = "ind_len";
static char __pyx_k__indexer[] = "indexer";
static char __pyx_k__indices[] = "indices";
static char __pyx_k__integer[] = "integer";
static char __pyx_k__is_bool[] = "is_bool";
static char __pyx_k__mapping[] = "mapping";
static char __pyx_k__max_bin[] = "max_bin";
static char __pyx_k__memview[] = "memview";
static char __pyx_k__minutes[] = "minutes";
static char __pyx_k__mutated[] = "mutated";
static char __pyx_k__nan_rep[] = "nan_rep";
static char __pyx_k__ngroups[] = "ngroups";
static char __pyx_k__nlevels[] = "nlevels";
static char __pyx_k__object_[] = "object_";
static char __pyx_k__objects[] = "objects";
static char __pyx_k__putmask[] = "putmask";
static char __pyx_k__reducer[] = "reducer";
static char __pyx_k__replace[] = "replace";
static char __pyx_k__require[] = "require";
static char __pyx_k__results[] = "results";
static char __pyx_k__s_start[] = "s_start";
static char __pyx_k__seconds[] = "seconds";
static char __pyx_k__started[] = "started";
static char __pyx_k__strides[] = "strides";
static char __pyx_k__string_[] = "string_";
static char __pyx_k__tot_len[] = "tot_len";
static char __pyx_k__unicode[] = "unicode";
static char __pyx_k__uniques[] = "uniques";
static char __pyx_k__Ellipsis[] = "Ellipsis";
static char __pyx_k____main__[] = "__main__";
static char __pyx_k____name__[] = "__name__";
static char __pyx_k____test__[] = "__test__";
static char __pyx_k__as_array[] = "as_array";
static char __pyx_k__as_slice[] = "as_slice";
static char __pyx_k__datetime[] = "datetime";
static char __pyx_k__dayfirst[] = "dayfirst";
static char __pyx_k__fast_zip[] = "fast_zip";
static char __pyx_k__finished[] = "finished";
static char __pyx_k__float128[] = "float128";
static char __pyx_k__floating[] = "floating";
static char __pyx_k__ind_step[] = "ind_step";
static char __pyx_k__ind_stop[] = "ind_stop";
static char __pyx_k__is_float[] = "is_float";
static char __pyx_k__ismember[] = "ismember";
static char __pyx_k__isscalar[] = "isscalar";
static char __pyx_k__itemsize[] = "itemsize";
static char __pyx_k__na_count[] = "na_count";
static char __pyx_k__ndarrays[] = "ndarrays";
static char __pyx_k__operator[] = "operator";
static char __pyx_k__property[] = "property";
static char __pyx_k__res_view[] = "res_view";
static char __pyx_k__seen_int[] = "seen_int";
static char __pyx_k__strptime[] = "strptime";
static char __pyx_k__unicode_[] = "unicode_";
static char __pyx_k__val_kind[] = "val_kind";
static char __pyx_k__Exception[] = "Exception";
static char __pyx_k__Timestamp[] = "Timestamp";
static char __pyx_k__TypeError[] = "TypeError";
static char __pyx_k___TYPE_MAP[] = "_TYPE_MAP";
static char __pyx_k____class__[] = "__class__";
static char __pyx_k___set_axis[] = "_set_axis";
static char __pyx_k__complexes[] = "complexes";
static char __pyx_k__converted[] = "converted";
static char __pyx_k__cur_blkno[] = "cur_blkno";
static char __pyx_k__datetimes[] = "datetimes";
static char __pyx_k__enumerate[] = "enumerate";
static char __pyx_k__ind_start[] = "ind_start";
static char __pyx_k__is_period[] = "is_period";
static char __pyx_k__isnullobj[] = "isnullobj";
static char __pyx_k__map_infer[] = "map_infer";
static char __pyx_k__na_values[] = "na_values";
static char __pyx_k__new_dtype[] = "new_dtype";
static char __pyx_k__seen_bool[] = "seen_bool";
static char __pyx_k__seen_null[] = "seen_null";
static char __pyx_k__take_last[] = "take_last";
static char __pyx_k__timedelta[] = "timedelta";
static char __pyx_k__toordinal[] = "toordinal";
static char __pyx_k__true_vals[] = "true_vals";
static char __pyx_k__try_float[] = "try_float";
static char __pyx_k__vec_binop[] = "vec_binop";
static char __pyx_k__writerows[] = "writerows";
static char __pyx_k__IndexError[] = "IndexError";
static char __pyx_k__Int64Index[] = "Int64Index";
static char __pyx_k__ValueError[] = "ValueError";
static char __pyx_k__all_arrays[] = "all_arrays";
static char __pyx_k__complex128[] = "complex128";
static char __pyx_k__complex256[] = "complex256";
static char __pyx_k__contiguous[] = "contiguous";
static char __pyx_k__data_index[] = "data_index";
static char __pyx_k__datetime64[] = "datetime64";
static char __pyx_k__duplicated[] = "duplicated";
static char __pyx_k__false_vals[] = "false_vals";
static char __pyx_k__fill_value[] = "fill_value";
static char __pyx_k__float_secs[] = "float_secs";
static char __pyx_k__get_result[] = "get_result";
static char __pyx_k__get_values[] = "get_values";
static char __pyx_k__group_dict[] = "group_dict";
static char __pyx_k__group_size[] = "group_size";
static char __pyx_k__idatetimes[] = "idatetimes";
static char __pyx_k__is_complex[] = "is_complex";
static char __pyx_k__is_integer[] = "is_integer";
static char __pyx_k__item_cache[] = "item_cache";
static char __pyx_k__parse_date[] = "parse_date";
static char __pyx_k__parse_time[] = "parse_time";
static char __pyx_k__pydatetime[] = "pydatetime";
static char __pyx_k__seen_float[] = "seen_float";
static char __pyx_k__set_length[] = "set_length";
static char __pyx_k__timedeltas[] = "timedeltas";
static char __pyx_k__ImportError[] = "ImportError";
static char __pyx_k__MemoryError[] = "MemoryError";
static char __pyx_k____setattr__[] = "__setattr__";
static char __pyx_k____version__[] = "__version__";
static char __pyx_k___item_cache[] = "_item_cache";
static char __pyx_k__concatenate[] = "concatenate";
static char __pyx_k__date_parser[] = "date_parser";
static char __pyx_k__fast_unique[] = "fast_unique";
static char __pyx_k__group_count[] = "group_count";
static char __pyx_k__group_order[] = "group_order";
static char __pyx_k__has_infs_f4[] = "has_infs_f4";
static char __pyx_k__has_infs_f8[] = "has_infs_f8";
static char __pyx_k__infer_dtype[] = "infer_dtype";
static char __pyx_k__is_datelike[] = "is_datelike";
static char __pyx_k__isnullobj2d[] = "isnullobj2d";
static char __pyx_k__itimedeltas[] = "itimedeltas";
static char __pyx_k__microsecond[] = "microsecond";
static char __pyx_k__pandas_null[] = "pandas_null";
static char __pyx_k__rev_indexer[] = "rev_indexer";
static char __pyx_k__seen_object[] = "seen_object";
static char __pyx_k__time_parser[] = "time_parser";
static char __pyx_k__timedelta64[] = "timedelta64";
static char __pyx_k__true_values[] = "true_values";
static char __pyx_k__vec_compare[] = "vec_compare";
static char __pyx_k__InvalidApply[] = "InvalidApply";
static char __pyx_k__LooseVersion[] = "LooseVersion";
static char __pyx_k__RuntimeError[] = "RuntimeError";
static char __pyx_k___check_dummy[] = "_check_dummy";
static char __pyx_k__c_contiguous[] = "c_contiguous";
static char __pyx_k__f_contiguous[] = "f_contiguous";
static char __pyx_k__false_values[] = "false_values";
static char __pyx_k__group_slices[] = "group_slices";
static char __pyx_k__indices_fast[] = "indices_fast";
static char __pyx_k__is_lexsorted[] = "is_lexsorted";
static char __pyx_k__requirements[] = "requirements";
static char __pyx_k__right_closed[] = "right_closed";
static char __pyx_k__scalar_binop[] = "scalar_binop";
static char __pyx_k__seen_complex[] = "seen_complex";
static char __pyx_k__seen_numeric[] = "seen_numeric";
static char __pyx_k__shape_before[] = "shape_before";
static char __pyx_k__OverflowError[] = "OverflowError";
static char __pyx_k__allow_setting[] = "allow_setting";
static char __pyx_k__clear_mapping[] = "clear_mapping";
static char __pyx_k__convert_empty[] = "convert_empty";
static char __pyx_k__fast_multiget[] = "fast_multiget";
static char __pyx_k__fromtimestamp[] = "fromtimestamp";
static char __pyx_k__is_bool_array[] = "is_bool_array";
static char __pyx_k__is_date_array[] = "is_date_array";
static char __pyx_k__is_slice_like[] = "is_slice_like";
static char __pyx_k__is_time_array[] = "is_time_array";
static char __pyx_k__ismember_nans[] = "ismember_nans";
static char __pyx_k__isnullobj_old[] = "isnullobj_old";
static char __pyx_k__lookup_values[] = "lookup_values";
static char __pyx_k__seen_datetime[] = "seen_datetime";
static char __pyx_k__slice_getitem[] = "slice_getitem";
static char __pyx_k__sorted_labels[] = "sorted_labels";
static char __pyx_k__AttributeError[] = "AttributeError";
static char __pyx_k__astype_intsafe[] = "astype_intsafe";
static char __pyx_k__coerce_numeric[] = "coerce_numeric";
static char __pyx_k__count_level_1d[] = "count_level_1d";
static char __pyx_k__count_level_2d[] = "count_level_2d";
static char __pyx_k__dicts_to_array[] = "dicts_to_array";
static char __pyx_k__is_float_array[] = "is_float_array";
static char __pyx_k__list_of_arrays[] = "list_of_arrays";
static char __pyx_k__map_infer_mask[] = "map_infer_mask";
static char __pyx_k__scalar_compare[] = "scalar_compare";
static char __pyx_k__seen_timedelta[] = "seen_timedelta";
static char __pyx_k__write_csv_rows[] = "write_csv_rows";
static char __pyx_k____pyx_getbuffer[] = "__pyx_getbuffer";
static char __pyx_k__allocate_buffer[] = "allocate_buffer";
static char __pyx_k__dtype_is_object[] = "dtype_is_object";
static char __pyx_k__fast_zip_fillna[] = "fast_zip_fillna";
static char __pyx_k__generate_slices[] = "generate_slices";
static char __pyx_k__is_period_array[] = "is_period_array";
static char __pyx_k__is_string_array[] = "is_string_array";
static char __pyx_k__isnullobj2d_old[] = "isnullobj2d_old";
static char __pyx_k__row_bool_subset[] = "row_bool_subset";
static char __pyx_k__to_object_array[] = "to_object_array";
static char __pyx_k__try_parse_dates[] = "try_parse_dates";
static char __pyx_k__clean_index_list[] = "clean_index_list";
static char __pyx_k__convert_datetime[] = "convert_datetime";
static char __pyx_k__infer_dtype_list[] = "infer_dtype_list";
static char __pyx_k__is_integer_array[] = "is_integer_array";
static char __pyx_k__is_unicode_array[] = "is_unicode_array";
static char __pyx_k__repr_timedelta64[] = "repr_timedelta64";
static char __pyx_k__sanitize_objects[] = "sanitize_objects";
static char __pyx_k__utcfromtimestamp[] = "utcfromtimestamp";
static char __pyx_k___get_result_array[] = "_get_result_array";
static char __pyx_k__apply_frame_axis0[] = "apply_frame_axis0";
static char __pyx_k__convert_timedelta[] = "convert_timedelta";
static char __pyx_k__is_datetime_array[] = "is_datetime_array";
static char __pyx_k__array_to_timestamp[] = "array_to_timestamp";
static char __pyx_k__convert_sql_column[] = "convert_sql_column";
static char __pyx_k__convert_timestamps[] = "convert_timestamps";
static char __pyx_k__generate_bins_dt64[] = "generate_bins_dt64";
static char __pyx_k__get_blkno_indexers[] = "get_blkno_indexers";
static char __pyx_k__is_timedelta_array[] = "is_timedelta_array";
static char __pyx_k__maybe_convert_bool[] = "maybe_convert_bool";
static char __pyx_k__time64_to_datetime[] = "time64_to_datetime";
static char __pyx_k__values_from_object[] = "values_from_object";
static char __pyx_k__get_reverse_indexer[] = "get_reverse_indexer";
static char __pyx_k__is_datetime64_array[] = "is_datetime64_array";
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static PyObject *__pyx_n_s__is_integer_array;
static PyObject *__pyx_n_s__is_lexsorted;
static PyObject *__pyx_n_s__is_period;
static PyObject *__pyx_n_s__is_period_array;
static PyObject *__pyx_n_s__is_slice_like;
static PyObject *__pyx_n_s__is_string_array;
static PyObject *__pyx_n_s__is_time_array;
static PyObject *__pyx_n_s__is_timedelta_array;
static PyObject *__pyx_n_s__is_unicode_array;
static PyObject *__pyx_n_s__isin;
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static PyObject *__pyx_n_s__ismember_nans;
static PyObject *__pyx_n_s__isnan;
static PyObject *__pyx_n_s__isnullobj;
static PyObject *__pyx_n_s__isnullobj2d;
static PyObject *__pyx_n_s__isnullobj2d_old;
static PyObject *__pyx_n_s__isnullobj_old;
static PyObject *__pyx_n_s__isscalar;
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static PyObject *__pyx_n_s__item;
static PyObject *__pyx_n_s__item_cache;
static PyObject *__pyx_n_s__itemsize;
static PyObject *__pyx_n_s__itimedeltas;
static PyObject *__pyx_n_s__j;
static PyObject *__pyx_n_s__k;
static PyObject *__pyx_n_s__keys;
static PyObject *__pyx_n_s__l;
static PyObject *__pyx_n_s__l_bin;
static PyObject *__pyx_n_s__lab;
static PyObject *__pyx_n_s__labels;
static PyObject *__pyx_n_s__le;
static PyObject *__pyx_n_s__left;
static PyObject *__pyx_n_s__lenbin;
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static PyObject *__pyx_n_s__lenidx;
static PyObject *__pyx_n_s__list_of_arrays;
static PyObject *__pyx_n_s__lists;
static PyObject *__pyx_n_s__lookup_values;
static PyObject *__pyx_n_s__lt;
static PyObject *__pyx_n_s__m;
static PyObject *__pyx_n_s__map_infer;
static PyObject *__pyx_n_s__map_infer_mask;
static PyObject *__pyx_n_s__mapping;
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static PyObject *__pyx_n_s__maybe_convert_bool;
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static PyObject *__pyx_n_s__memview;
static PyObject *__pyx_n_s__micros;
static PyObject *__pyx_n_s__microsecond;
static PyObject *__pyx_n_s__minute;
static PyObject *__pyx_n_s__minutes;
static PyObject *__pyx_n_s__mixed;
static PyObject *__pyx_n_s__mode;
static PyObject *__pyx_n_s__month;
static PyObject *__pyx_n_s__months;
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static PyObject *__pyx_n_s__na_values;
static PyObject *__pyx_n_s__name;
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static PyObject *__pyx_n_s__nan;
static PyObject *__pyx_n_s__nan_rep;
static PyObject *__pyx_n_s__ncols;
static PyObject *__pyx_n_s__ndarrays;
static PyObject *__pyx_n_s__ndim;
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static PyObject *__pyx_n_s__neginf;
static PyObject *__pyx_n_s__new_dtype;
static PyObject *__pyx_n_s__ngroups;
static PyObject *__pyx_n_s__nlevels;
static PyObject *__pyx_n_s__now;
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static PyObject *__pyx_n_s__ns;
static PyObject *__pyx_n_s__numpy;
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static PyObject *__pyx_n_s__obj;
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static PyObject *__pyx_n_s__object;
static PyObject *__pyx_n_s__object_;
static PyObject *__pyx_n_s__objects;
static PyObject *__pyx_n_s__objlen;
static PyObject *__pyx_n_s__onan;
static PyObject *__pyx_n_s__op;
static PyObject *__pyx_n_s__operator;
static PyObject *__pyx_n_s__out;
static PyObject *__pyx_n_s__output;
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static PyObject *__pyx_n_s__parse;
static PyObject *__pyx_n_s__parse_date;
static PyObject *__pyx_n_s__parse_time;
static PyObject *__pyx_n_s__parser;
static PyObject *__pyx_n_s__period;
static PyObject *__pyx_n_s__piece;
static PyObject *__pyx_n_s__pos;
static PyObject *__pyx_n_s__pre;
static PyObject *__pyx_n_s__property;
static PyObject *__pyx_n_s__putmask;
static PyObject *__pyx_n_s__pydate;
static PyObject *__pyx_n_s__pydatetime;
static PyObject *__pyx_n_s__r_bin;
static PyObject *__pyx_n_s__range;
static PyObject *__pyx_n_s__ravel;
static PyObject *__pyx_n_s__reduce;
static PyObject *__pyx_n_s__reducer;
static PyObject *__pyx_n_s__replace;
static PyObject *__pyx_n_s__repr_timedelta64;
static PyObject *__pyx_n_s__require;
static PyObject *__pyx_n_s__requirements;
static PyObject *__pyx_n_s__res_view;
static PyObject *__pyx_n_s__reset;
static PyObject *__pyx_n_s__result;
static PyObject *__pyx_n_s__results;
static PyObject *__pyx_n_s__rev_indexer;
static PyObject *__pyx_n_s__right;
static PyObject *__pyx_n_s__right_closed;
static PyObject *__pyx_n_s__row;
static PyObject *__pyx_n_s__row_bool_subset;
static PyObject *__pyx_n_s__rows;
static PyObject *__pyx_n_s__s;
static PyObject *__pyx_n_s__s_len;
static PyObject *__pyx_n_s__s_start;
static PyObject *__pyx_n_s__s_step;
static PyObject *__pyx_n_s__s_stop;
static PyObject *__pyx_n_s__safe;
static PyObject *__pyx_n_s__sanitize_objects;
static PyObject *__pyx_n_s__scalar_binop;
static PyObject *__pyx_n_s__scalar_compare;
static PyObject *__pyx_n_s__second;
static PyObject *__pyx_n_s__seconds;
static PyObject *__pyx_n_s__secs;
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static PyObject *__pyx_n_s__seen_bool;
static PyObject *__pyx_n_s__seen_complex;
static PyObject *__pyx_n_s__seen_datetime;
static PyObject *__pyx_n_s__seen_float;
static PyObject *__pyx_n_s__seen_int;
static PyObject *__pyx_n_s__seen_null;
static PyObject *__pyx_n_s__seen_numeric;
static PyObject *__pyx_n_s__seen_object;
static PyObject *__pyx_n_s__seen_timedelta;
static PyObject *__pyx_n_s__series;
static PyObject *__pyx_n_s__set_length;
static PyObject *__pyx_n_s__shape;
static PyObject *__pyx_n_s__shape_before;
static PyObject *__pyx_n_s__size;
static PyObject *__pyx_n_s__slc;
static PyObject *__pyx_n_s__slice_getitem;
static PyObject *__pyx_n_s__slices;
static PyObject *__pyx_n_s__slider;
static PyObject *__pyx_n_s__slobj;
static PyObject *__pyx_n_s__sorted_labels;
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static PyObject *__pyx_n_s__started;
static PyObject *__pyx_n_s__starts;
static PyObject *__pyx_n_s__status;
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static PyObject *__pyx_n_s__stop;
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static PyObject *__pyx_n_s__string;
static PyObject *__pyx_n_s__string_;
static PyObject *__pyx_n_s__strptime;
static PyObject *__pyx_n_s__struct;
static PyObject *__pyx_n_s__stub;
static PyObject *__pyx_n_s__sum;
static PyObject *__pyx_n_s__t;
static PyObject *__pyx_n_s__table;
static PyObject *__pyx_n_s__take_last;
static PyObject *__pyx_n_s__time;
static PyObject *__pyx_n_s__time64_to_datetime;
static PyObject *__pyx_n_s__time_parser;
static PyObject *__pyx_n_s__timedelta;
static PyObject *__pyx_n_s__timedelta64;
static PyObject *__pyx_n_s__timedeltas;
static PyObject *__pyx_n_s__times;
static PyObject *__pyx_n_s__tmp;
static PyObject *__pyx_n_s__to_object_array;
static PyObject *__pyx_n_s__toordinal;
static PyObject *__pyx_n_s__tot_len;
static PyObject *__pyx_n_s__true;
static PyObject *__pyx_n_s__true_vals;
static PyObject *__pyx_n_s__true_values;
static PyObject *__pyx_n_s__try_float;
static PyObject *__pyx_n_s__try_parse_dates;
static PyObject *__pyx_n_s__tslib;
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static PyObject *__pyx_n_s__uint32;
static PyObject *__pyx_n_s__uint64;
static PyObject *__pyx_n_s__uint8;
static PyObject *__pyx_n_s__unicode;
static PyObject *__pyx_n_s__unicode_;
static PyObject *__pyx_n_s__uniques;
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static PyObject *__pyx_n_s__val_kind;
static PyObject *__pyx_n_s__value;
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static PyObject *__pyx_n_s__vc;
static PyObject *__pyx_n_s__vec_binop;
static PyObject *__pyx_n_s__vec_compare;
static PyObject *__pyx_n_s__vecs;
static PyObject *__pyx_n_s__view;
static PyObject *__pyx_n_s__write_csv_rows;
static PyObject *__pyx_n_s__writer;
static PyObject *__pyx_n_s__writerows;
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static PyObject *__pyx_n_s__y;
static PyObject *__pyx_n_s__year;
static PyObject *__pyx_n_s__years;
static PyObject *__pyx_n_s__zeros;
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static PyObject *__pyx_int_neg_1;
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static PyObject *__pyx_k_21;
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static Py_ssize_t __pyx_k_33;
static PyObject *__pyx_k_68;
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static PyObject *__pyx_k_tuple_5;
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static PyObject *__pyx_k_tuple_9;
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static PyObject *__pyx_k_tuple_23;
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static PyObject *__pyx_k_tuple_198;
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static PyObject *__pyx_k_tuple_204;
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static PyObject *__pyx_k_tuple_212;
static PyObject *__pyx_k_tuple_214;
static PyObject *__pyx_k_tuple_216;
static PyObject *__pyx_k_tuple_218;
static PyObject *__pyx_k_tuple_220;
static PyObject *__pyx_k_tuple_222;
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static PyObject *__pyx_k_tuple_228;
static PyObject *__pyx_k_tuple_230;
static PyObject *__pyx_k_tuple_232;
static PyObject *__pyx_k_tuple_234;
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static PyObject *__pyx_k_tuple_238;
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static PyObject *__pyx_k_tuple_243;
static PyObject *__pyx_k_tuple_245;
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static PyObject *__pyx_k_tuple_251;
static PyObject *__pyx_k_tuple_253;
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static PyObject *__pyx_k_tuple_275;
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static PyObject *__pyx_k_tuple_279;
static PyObject *__pyx_k_tuple_281;
static PyObject *__pyx_k_tuple_283;
static PyObject *__pyx_k_tuple_285;
static PyObject *__pyx_k_tuple_287;
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static PyObject *__pyx_k_tuple_295;
static PyObject *__pyx_k_tuple_297;
static PyObject *__pyx_k_tuple_299;
static PyObject *__pyx_k_tuple_301;
static PyObject *__pyx_k_tuple_304;
static PyObject *__pyx_k_tuple_306;
static PyObject *__pyx_k_tuple_308;
static PyObject *__pyx_k_tuple_310;
static PyObject *__pyx_k_tuple_312;
static PyObject *__pyx_k_tuple_314;
static PyObject *__pyx_k_tuple_317;
static PyObject *__pyx_k_tuple_319;
static PyObject *__pyx_k_tuple_321;
static PyObject *__pyx_k_tuple_323;
static PyObject *__pyx_k_tuple_326;
static PyObject *__pyx_k_tuple_329;
static PyObject *__pyx_k_tuple_332;
static PyObject *__pyx_k_tuple_334;
static PyObject *__pyx_k_tuple_336;
static PyObject *__pyx_k_tuple_338;
static PyObject *__pyx_k_tuple_340;
static PyObject *__pyx_k_tuple_342;
static PyObject *__pyx_k_tuple_345;
static PyObject *__pyx_k_tuple_348;
static PyObject *__pyx_k_tuple_352;
static PyObject *__pyx_k_tuple_354;
static PyObject *__pyx_k_tuple_356;
static PyObject *__pyx_k_tuple_358;
static PyObject *__pyx_k_tuple_360;
static PyObject *__pyx_k_codeobj_89;
static PyObject *__pyx_k_codeobj_97;
static PyObject *__pyx_k_codeobj_99;
static PyObject *__pyx_k_codeobj_157;
static PyObject *__pyx_k_codeobj_160;
static PyObject *__pyx_k_codeobj_162;
static PyObject *__pyx_k_codeobj_164;
static PyObject *__pyx_k_codeobj_166;
static PyObject *__pyx_k_codeobj_168;
static PyObject *__pyx_k_codeobj_170;
static PyObject *__pyx_k_codeobj_172;
static PyObject *__pyx_k_codeobj_174;
static PyObject *__pyx_k_codeobj_176;
static PyObject *__pyx_k_codeobj_178;
static PyObject *__pyx_k_codeobj_180;
static PyObject *__pyx_k_codeobj_182;
static PyObject *__pyx_k_codeobj_184;
static PyObject *__pyx_k_codeobj_187;
static PyObject *__pyx_k_codeobj_190;
static PyObject *__pyx_k_codeobj_193;
static PyObject *__pyx_k_codeobj_195;
static PyObject *__pyx_k_codeobj_197;
static PyObject *__pyx_k_codeobj_199;
static PyObject *__pyx_k_codeobj_201;
static PyObject *__pyx_k_codeobj_203;
static PyObject *__pyx_k_codeobj_205;
static PyObject *__pyx_k_codeobj_208;
static PyObject *__pyx_k_codeobj_211;
static PyObject *__pyx_k_codeobj_213;
static PyObject *__pyx_k_codeobj_215;
static PyObject *__pyx_k_codeobj_217;
static PyObject *__pyx_k_codeobj_219;
static PyObject *__pyx_k_codeobj_221;
static PyObject *__pyx_k_codeobj_223;
static PyObject *__pyx_k_codeobj_226;
static PyObject *__pyx_k_codeobj_229;
static PyObject *__pyx_k_codeobj_231;
static PyObject *__pyx_k_codeobj_233;
static PyObject *__pyx_k_codeobj_235;
static PyObject *__pyx_k_codeobj_237;
static PyObject *__pyx_k_codeobj_239;
static PyObject *__pyx_k_codeobj_242;
static PyObject *__pyx_k_codeobj_244;
static PyObject *__pyx_k_codeobj_246;
static PyObject *__pyx_k_codeobj_248;
static PyObject *__pyx_k_codeobj_250;
static PyObject *__pyx_k_codeobj_252;
static PyObject *__pyx_k_codeobj_254;
static PyObject *__pyx_k_codeobj_256;
static PyObject *__pyx_k_codeobj_258;
static PyObject *__pyx_k_codeobj_260;
static PyObject *__pyx_k_codeobj_265;
static PyObject *__pyx_k_codeobj_268;
static PyObject *__pyx_k_codeobj_270;
static PyObject *__pyx_k_codeobj_272;
static PyObject *__pyx_k_codeobj_274;
static PyObject *__pyx_k_codeobj_276;
static PyObject *__pyx_k_codeobj_278;
static PyObject *__pyx_k_codeobj_280;
static PyObject *__pyx_k_codeobj_282;
static PyObject *__pyx_k_codeobj_284;
static PyObject *__pyx_k_codeobj_286;
static PyObject *__pyx_k_codeobj_288;
static PyObject *__pyx_k_codeobj_290;
static PyObject *__pyx_k_codeobj_292;
static PyObject *__pyx_k_codeobj_294;
static PyObject *__pyx_k_codeobj_296;
static PyObject *__pyx_k_codeobj_298;
static PyObject *__pyx_k_codeobj_300;
static PyObject *__pyx_k_codeobj_302;
static PyObject *__pyx_k_codeobj_305;
static PyObject *__pyx_k_codeobj_307;
static PyObject *__pyx_k_codeobj_309;
static PyObject *__pyx_k_codeobj_311;
static PyObject *__pyx_k_codeobj_313;
static PyObject *__pyx_k_codeobj_315;
static PyObject *__pyx_k_codeobj_318;
static PyObject *__pyx_k_codeobj_320;
static PyObject *__pyx_k_codeobj_322;
static PyObject *__pyx_k_codeobj_324;
static PyObject *__pyx_k_codeobj_327;
static PyObject *__pyx_k_codeobj_330;
static PyObject *__pyx_k_codeobj_333;
static PyObject *__pyx_k_codeobj_335;
static PyObject *__pyx_k_codeobj_337;
static PyObject *__pyx_k_codeobj_339;
static PyObject *__pyx_k_codeobj_341;
static PyObject *__pyx_k_codeobj_343;
static PyObject *__pyx_k_codeobj_346;
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      /* "View.MemoryView":720
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      /* "View.MemoryView":722
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 * 
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 * 
 */
    __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_dst, __pyx_v_new_ndim, NULL, NULL, __pyx_v_memview->dtype_is_object); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 744; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __Pyx_GOTREF(__pyx_t_1);
    if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_memoryview_type))))) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 744; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    __pyx_r = ((struct __pyx_memoryview_obj *)__pyx_t_1);
    __pyx_t_1 = 0;
    goto __pyx_L0;
  }
  __pyx_L7:;

  __pyx_r = ((struct __pyx_memoryview_obj *)Py_None); __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_11);
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  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_memviewsliceobj);
  __Pyx_XDECREF(__pyx_v_index);
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}

/* "View.MemoryView":769
 * 
 * @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_t_4;
  Py_ssize_t __pyx_t_5;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;

  /* "View.MemoryView":789
 *     cdef bint negative_step
 * 
 *     if not is_slice:             # <<<<<<<<<<<<<<
 * 
 *         if start < 0:
 */
  __pyx_t_1 = (!__pyx_v_is_slice);
  if (__pyx_t_1) {

    /* "View.MemoryView":791
 *     if not is_slice:
 * 
 *         if start < 0:             # <<<<<<<<<<<<<<
 *             start += shape
 *         if not 0 <= start < shape:
 */
    __pyx_t_1 = (__pyx_v_start < 0);
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      /* "View.MemoryView":792
 * 
 *         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":793
 *         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);
    if (__pyx_t_1) {
      __pyx_t_1 = (__pyx_v_start < __pyx_v_shape);
    }
    __pyx_t_2 = (!__pyx_t_1);
    if (__pyx_t_2) {

      /* "View.MemoryView":794
 *             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_149, __pyx_v_dim); if (unlikely(__pyx_t_3 == -1)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 794; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      goto __pyx_L5;
    }
    __pyx_L5:;
    goto __pyx_L3;
  }
  /*else*/ {

    /* "View.MemoryView":797
 *     else:
 * 
 *         negative_step = have_step != 0 and step < 0             # <<<<<<<<<<<<<<
 * 
 *         if have_step and step == 0:
 */
    __pyx_t_2 = (__pyx_v_have_step != 0);
    if (__pyx_t_2) {
      __pyx_t_1 = (__pyx_v_step < 0);
      __pyx_t_4 = __pyx_t_1;
    } else {
      __pyx_t_4 = __pyx_t_2;
    }
    __pyx_v_negative_step = __pyx_t_4;

    /* "View.MemoryView":799
 *         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)
 * 
 */
    if (__pyx_v_have_step) {
      __pyx_t_4 = (__pyx_v_step == 0);
      __pyx_t_2 = __pyx_t_4;
    } else {
      __pyx_t_2 = __pyx_v_have_step;
    }
    if (__pyx_t_2) {

      /* "View.MemoryView":800
 * 
 *         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_150, __pyx_v_dim); if (unlikely(__pyx_t_3 == -1)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 800; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      goto __pyx_L6;
    }
    __pyx_L6:;

    /* "View.MemoryView":803
 * 
 * 
 *         if have_start:             # <<<<<<<<<<<<<<
 *             if start < 0:
 *                 start += shape
 */
    if (__pyx_v_have_start) {

      /* "View.MemoryView":804
 * 
 *         if have_start:
 *             if start < 0:             # <<<<<<<<<<<<<<
 *                 start += shape
 *                 if start < 0:
 */
      __pyx_t_2 = (__pyx_v_start < 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":805
 *         if have_start:
 *             if start < 0:
 *                 start += shape             # <<<<<<<<<<<<<<
 *                 if start < 0:
 *                     start = 0
 */
        __pyx_v_start = (__pyx_v_start + __pyx_v_shape);

        /* "View.MemoryView":806
 *             if start < 0:
 *                 start += shape
 *                 if start < 0:             # <<<<<<<<<<<<<<
 *                     start = 0
 *             elif start >= shape:
 */
        __pyx_t_2 = (__pyx_v_start < 0);
        if (__pyx_t_2) {

          /* "View.MemoryView":807
 *                 start += shape
 *                 if start < 0:
 *                     start = 0             # <<<<<<<<<<<<<<
 *             elif start >= shape:
 *                 if negative_step:
 */
          __pyx_v_start = 0;
          goto __pyx_L9;
        }
        __pyx_L9:;
        goto __pyx_L8;
      }

      /* "View.MemoryView":808
 *                 if start < 0:
 *                     start = 0
 *             elif start >= shape:             # <<<<<<<<<<<<<<
 *                 if negative_step:
 *                     start = shape - 1
 */
      __pyx_t_2 = (__pyx_v_start >= __pyx_v_shape);
      if (__pyx_t_2) {

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

          /* "View.MemoryView":810
 *             elif start >= shape:
 *                 if negative_step:
 *                     start = shape - 1             # <<<<<<<<<<<<<<
 *                 else:
 *                     start = shape
 */
          __pyx_v_start = (__pyx_v_shape - 1);
          goto __pyx_L10;
        }
        /*else*/ {

          /* "View.MemoryView":812
 *                     start = shape - 1
 *                 else:
 *                     start = shape             # <<<<<<<<<<<<<<
 *         else:
 *             if negative_step:
 */
          __pyx_v_start = __pyx_v_shape;
        }
        __pyx_L10:;
        goto __pyx_L8;
      }
      __pyx_L8:;
      goto __pyx_L7;
    }
    /*else*/ {

      /* "View.MemoryView":814
 *                     start = shape
 *         else:
 *             if negative_step:             # <<<<<<<<<<<<<<
 *                 start = shape - 1
 *             else:
 */
      if (__pyx_v_negative_step) {

        /* "View.MemoryView":815
 *         else:
 *             if negative_step:
 *                 start = shape - 1             # <<<<<<<<<<<<<<
 *             else:
 *                 start = 0
 */
        __pyx_v_start = (__pyx_v_shape - 1);
        goto __pyx_L11;
      }
      /*else*/ {

        /* "View.MemoryView":817
 *                 start = shape - 1
 *             else:
 *                 start = 0             # <<<<<<<<<<<<<<
 * 
 *         if have_stop:
 */
        __pyx_v_start = 0;
      }
      __pyx_L11:;
    }
    __pyx_L7:;

    /* "View.MemoryView":819
 *                 start = 0
 * 
 *         if have_stop:             # <<<<<<<<<<<<<<
 *             if stop < 0:
 *                 stop += shape
 */
    if (__pyx_v_have_stop) {

      /* "View.MemoryView":820
 * 
 *         if have_stop:
 *             if stop < 0:             # <<<<<<<<<<<<<<
 *                 stop += shape
 *                 if stop < 0:
 */
      __pyx_t_2 = (__pyx_v_stop < 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":821
 *         if have_stop:
 *             if stop < 0:
 *                 stop += shape             # <<<<<<<<<<<<<<
 *                 if stop < 0:
 *                     stop = 0
 */
        __pyx_v_stop = (__pyx_v_stop + __pyx_v_shape);

        /* "View.MemoryView":822
 *             if stop < 0:
 *                 stop += shape
 *                 if stop < 0:             # <<<<<<<<<<<<<<
 *                     stop = 0
 *             elif stop > shape:
 */
        __pyx_t_2 = (__pyx_v_stop < 0);
        if (__pyx_t_2) {

          /* "View.MemoryView":823
 *                 stop += shape
 *                 if stop < 0:
 *                     stop = 0             # <<<<<<<<<<<<<<
 *             elif stop > shape:
 *                 stop = shape
 */
          __pyx_v_stop = 0;
          goto __pyx_L14;
        }
        __pyx_L14:;
        goto __pyx_L13;
      }

      /* "View.MemoryView":824
 *                 if stop < 0:
 *                     stop = 0
 *             elif stop > shape:             # <<<<<<<<<<<<<<
 *                 stop = shape
 *         else:
 */
      __pyx_t_2 = (__pyx_v_stop > __pyx_v_shape);
      if (__pyx_t_2) {

        /* "View.MemoryView":825
 *                     stop = 0
 *             elif stop > shape:
 *                 stop = shape             # <<<<<<<<<<<<<<
 *         else:
 *             if negative_step:
 */
        __pyx_v_stop = __pyx_v_shape;
        goto __pyx_L13;
      }
      __pyx_L13:;
      goto __pyx_L12;
    }
    /*else*/ {

      /* "View.MemoryView":827
 *                 stop = shape
 *         else:
 *             if negative_step:             # <<<<<<<<<<<<<<
 *                 stop = -1
 *             else:
 */
      if (__pyx_v_negative_step) {

        /* "View.MemoryView":828
 *         else:
 *             if negative_step:
 *                 stop = -1             # <<<<<<<<<<<<<<
 *             else:
 *                 stop = shape
 */
        __pyx_v_stop = -1;
        goto __pyx_L15;
      }
      /*else*/ {

        /* "View.MemoryView":830
 *                 stop = -1
 *             else:
 *                 stop = shape             # <<<<<<<<<<<<<<
 * 
 *         if not have_step:
 */
        __pyx_v_stop = __pyx_v_shape;
      }
      __pyx_L15:;
    }
    __pyx_L12:;

    /* "View.MemoryView":832
 *                 stop = shape
 * 
 *         if not have_step:             # <<<<<<<<<<<<<<
 *             step = 1
 * 
 */
    __pyx_t_2 = (!__pyx_v_have_step);
    if (__pyx_t_2) {

      /* "View.MemoryView":833
 * 
 *         if not have_step:
 *             step = 1             # <<<<<<<<<<<<<<
 * 
 * 
 */
      __pyx_v_step = 1;
      goto __pyx_L16;
    }
    __pyx_L16:;

    /* "View.MemoryView":837
 * 
 *         with cython.cdivision(True):
 *             new_shape = (stop - start) // step             # <<<<<<<<<<<<<<
 * 
 *             if (stop - start) % step:
 */
    __pyx_v_new_shape = ((__pyx_v_stop - __pyx_v_start) / __pyx_v_step);

    /* "View.MemoryView":839
 *             new_shape = (stop - start) // step
 * 
 *             if (stop - start) % step:             # <<<<<<<<<<<<<<
 *                 new_shape += 1
 * 
 */
    __pyx_t_5 = ((__pyx_v_stop - __pyx_v_start) % __pyx_v_step);
    if (__pyx_t_5) {

      /* "View.MemoryView":840
 * 
 *             if (stop - start) % step:
 *                 new_shape += 1             # <<<<<<<<<<<<<<
 * 
 *         if new_shape < 0:
 */
      __pyx_v_new_shape = (__pyx_v_new_shape + 1);
      goto __pyx_L17;
    }
    __pyx_L17:;

    /* "View.MemoryView":842
 *                 new_shape += 1
 * 
 *         if new_shape < 0:             # <<<<<<<<<<<<<<
 *             new_shape = 0
 * 
 */
    __pyx_t_2 = (__pyx_v_new_shape < 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":843
 * 
 *         if new_shape < 0:
 *             new_shape = 0             # <<<<<<<<<<<<<<
 * 
 * 
 */
      __pyx_v_new_shape = 0;
      goto __pyx_L18;
    }
    __pyx_L18:;

    /* "View.MemoryView":846
 * 
 * 
 *         dst.strides[new_ndim] = stride * step             # <<<<<<<<<<<<<<
 *         dst.shape[new_ndim] = new_shape
 *         dst.suboffsets[new_ndim] = suboffset
 */
    (__pyx_v_dst->strides[__pyx_v_new_ndim]) = (__pyx_v_stride * __pyx_v_step);

    /* "View.MemoryView":847
 * 
 *         dst.strides[new_ndim] = stride * step
 *         dst.shape[new_ndim] = new_shape             # <<<<<<<<<<<<<<
 *         dst.suboffsets[new_ndim] = suboffset
 * 
 */
    (__pyx_v_dst->shape[__pyx_v_new_ndim]) = __pyx_v_new_shape;

    /* "View.MemoryView":848
 *         dst.strides[new_ndim] = stride * step
 *         dst.shape[new_ndim] = new_shape
 *         dst.suboffsets[new_ndim] = suboffset             # <<<<<<<<<<<<<<
 * 
 * 
 */
    (__pyx_v_dst->suboffsets[__pyx_v_new_ndim]) = __pyx_v_suboffset;
  }
  __pyx_L3:;

  /* "View.MemoryView":851
 * 
 * 
 *     if suboffset_dim[0] < 0:             # <<<<<<<<<<<<<<
 *         dst.data += start * stride
 *     else:
 */
  __pyx_t_2 = ((__pyx_v_suboffset_dim[0]) < 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":852
 * 
 *     if suboffset_dim[0] < 0:
 *         dst.data += start * stride             # <<<<<<<<<<<<<<
 *     else:
 *         dst.suboffsets[suboffset_dim[0]] += start * stride
 */
    __pyx_v_dst->data = (__pyx_v_dst->data + (__pyx_v_start * __pyx_v_stride));
    goto __pyx_L19;
  }
  /*else*/ {

    /* "View.MemoryView":854
 *         dst.data += start * stride
 *     else:
 *         dst.suboffsets[suboffset_dim[0]] += start * stride             # <<<<<<<<<<<<<<
 * 
 *     if suboffset >= 0:
 */
    __pyx_t_3 = (__pyx_v_suboffset_dim[0]);
    (__pyx_v_dst->suboffsets[__pyx_t_3]) = ((__pyx_v_dst->suboffsets[__pyx_t_3]) + (__pyx_v_start * __pyx_v_stride));
  }
  __pyx_L19:;

  /* "View.MemoryView":856
 *         dst.suboffsets[suboffset_dim[0]] += start * stride
 * 
 *     if suboffset >= 0:             # <<<<<<<<<<<<<<
 *         if not is_slice:
 *             if new_ndim == 0:
 */
  __pyx_t_2 = (__pyx_v_suboffset >= 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":857
 * 
 *     if suboffset >= 0:
 *         if not is_slice:             # <<<<<<<<<<<<<<
 *             if new_ndim == 0:
 *                 dst.data = (<char **> dst.data)[0] + suboffset
 */
    __pyx_t_2 = (!__pyx_v_is_slice);
    if (__pyx_t_2) {

      /* "View.MemoryView":858
 *     if suboffset >= 0:
 *         if not is_slice:
 *             if new_ndim == 0:             # <<<<<<<<<<<<<<
 *                 dst.data = (<char **> dst.data)[0] + suboffset
 *             else:
 */
      __pyx_t_2 = (__pyx_v_new_ndim == 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":859
 *         if not is_slice:
 *             if new_ndim == 0:
 *                 dst.data = (<char **> dst.data)[0] + suboffset             # <<<<<<<<<<<<<<
 *             else:
 *                 _err_dim(IndexError, "All dimensions preceding dimension %d "
 */
        __pyx_v_dst->data = ((((char **)__pyx_v_dst->data)[0]) + __pyx_v_suboffset);
        goto __pyx_L22;
      }
      /*else*/ {

        /* "View.MemoryView":862
 *             else:
 *                 _err_dim(IndexError, "All dimensions preceding dimension %d "
 *                                      "must be indexed and not sliced", dim)             # <<<<<<<<<<<<<<
 *         else:
 *             suboffset_dim[0] = new_ndim
 */
        __pyx_t_3 = __pyx_memoryview_err_dim(__pyx_builtin_IndexError, __pyx_k_151, __pyx_v_dim); if (unlikely(__pyx_t_3 == -1)) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 861; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
      }
      __pyx_L22:;
      goto __pyx_L21;
    }
    /*else*/ {

      /* "View.MemoryView":864
 *                                      "must be indexed and not sliced", dim)
 *         else:
 *             suboffset_dim[0] = new_ndim             # <<<<<<<<<<<<<<
 * 
 *     return 0
 */
      (__pyx_v_suboffset_dim[0]) = __pyx_v_new_ndim;
    }
    __pyx_L21:;
    goto __pyx_L20;
  }
  __pyx_L20:;

  /* "View.MemoryView":866
 *             suboffset_dim[0] = new_ndim
 * 
 *     return 0             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_r = 0;
  goto __pyx_L0;

  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
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    PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
    #endif
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    #ifdef WITH_THREAD
    PyGILState_Release(__pyx_gilstate_save);
    #endif
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  __pyx_r = -1;
  __pyx_L0:;
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}

/* "View.MemoryView":872
 * 
 * @cname('__pyx_pybuffer_index')
 * cdef char *pybuffer_index(Py_buffer *view, char *bufp, Py_ssize_t index,             # <<<<<<<<<<<<<<
 *                           int dim) except NULL:
 *     cdef Py_ssize_t shape, stride, suboffset = -1
 */

static char *__pyx_pybuffer_index(Py_buffer *__pyx_v_view, char *__pyx_v_bufp, Py_ssize_t __pyx_v_index, int __pyx_v_dim) {
  Py_ssize_t __pyx_v_shape;
  Py_ssize_t __pyx_v_stride;
  Py_ssize_t __pyx_v_suboffset;
  Py_ssize_t __pyx_v_itemsize;
  char *__pyx_v_resultp;
  char *__pyx_r;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  int __pyx_lineno = 0;
  const char *__pyx_filename = NULL;
  int __pyx_clineno = 0;
  __Pyx_RefNannySetupContext("pybuffer_index", 0);

  /* "View.MemoryView":874
 * cdef char *pybuffer_index(Py_buffer *view, char *bufp, Py_ssize_t index,
 *                           int dim) except NULL:
 *     cdef Py_ssize_t shape, stride, suboffset = -1             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t itemsize = view.itemsize
 *     cdef char *resultp
 */
  __pyx_v_suboffset = -1;

  /* "View.MemoryView":875
 *                           int dim) except NULL:
 *     cdef Py_ssize_t shape, stride, suboffset = -1
 *     cdef Py_ssize_t itemsize = view.itemsize             # <<<<<<<<<<<<<<
 *     cdef char *resultp
 * 
 */
  __pyx_t_1 = __pyx_v_view->itemsize;
  __pyx_v_itemsize = __pyx_t_1;

  /* "View.MemoryView":878
 *     cdef char *resultp
 * 
 *     if view.ndim == 0:             # <<<<<<<<<<<<<<
 *         shape = view.len / itemsize
 *         stride = itemsize
 */
  __pyx_t_2 = (__pyx_v_view->ndim == 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":879
 * 
 *     if view.ndim == 0:
 *         shape = view.len / itemsize             # <<<<<<<<<<<<<<
 *         stride = itemsize
 *     else:
 */
    if (unlikely(__pyx_v_itemsize == 0)) {
      PyErr_Format(PyExc_ZeroDivisionError, "integer division or modulo by zero");
      {__pyx_filename = __pyx_f[7]; __pyx_lineno = 879; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
    }
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/* "View.MemoryView":1067
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/* "View.MemoryView":1074
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    /* "View.MemoryView":1083
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 *     for i in range(ndim - 1, -1, -1):
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      /* "View.MemoryView":1084
 *     for i in range(ndim - 1, -1, -1):
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 * 
 */
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      /* "View.MemoryView":1085
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 *     for i in range(ndim):
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  /* "View.MemoryView":1087
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 *     for i in range(ndim):             # <<<<<<<<<<<<<<
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    /* "View.MemoryView":1088
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 *     for i in range(ndim):
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      /* "View.MemoryView":1089
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  /* "View.MemoryView":1092
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/* "View.MemoryView":1098
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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) {
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 *     cdef Py_ssize_t src_stride = src_strides[0]             # <<<<<<<<<<<<<<
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 */
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        /* "View.MemoryView":1112
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      /* "View.MemoryView":1113
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        /* "View.MemoryView":1116
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        /* "View.MemoryView":1117
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 *     else:
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    /* "View.MemoryView":1120
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 *         for i in range(dst_extent):             # <<<<<<<<<<<<<<
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 *             src_data += src_stride
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 *             dst_data += dst_stride
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 * 
 * cdef void copy_strided_to_strided(__Pyx_memviewslice *src,
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}

/* "View.MemoryView":1128
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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) {

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/* "View.MemoryView":1146
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 *     cdef int i
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 *     cdef __Pyx_memviewslice tmp
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 */
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    /* "View.MemoryView":1246
 *         broadcast_leading(&src, src_ndim, dst_ndim)
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 *     cdef int ndim = max(src_ndim, dst_ndim)
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  /* "View.MemoryView":1248
 *         broadcast_leading(&dst, dst_ndim, src_ndim)
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 *     cdef int ndim = max(src_ndim, dst_ndim)             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ndim):
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 *     for i in range(ndim):             # <<<<<<<<<<<<<<
 *         if src.shape[i] != dst.shape[i]:
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    /* "View.MemoryView":1251
 * 
 *     for i in range(ndim):
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 *             if src.shape[i] == 1:
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      /* "View.MemoryView":1252
 *     for i in range(ndim):
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      __pyx_t_2 = ((__pyx_v_src.shape[__pyx_v_i]) == 1);
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        /* "View.MemoryView":1253
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 *             else:
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 *         if src.suboffsets[i] >= 0:
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 *     if slices_overlap(&src, &dst, ndim, itemsize):
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 *             _err_dim(ValueError, "Dimension %d is not direct", i)
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 * 
 *         if not slice_is_contig(&src, order, ndim):
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    /* "View.MemoryView":1263
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 *             order = get_best_order(&dst, ndim)
 * 
 */
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 * 
 *         tmpdata = copy_data_to_temp(&src, &tmp, order, ndim)
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    /* "View.MemoryView":1266
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 *         tmpdata = copy_data_to_temp(&src, &tmp, order, ndim)             # <<<<<<<<<<<<<<
 *         src = tmp
 * 
 */
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 * 
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 *         elif slice_is_contig(&src, 'F', ndim):
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 * 
 */
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 *         if direct_copy:
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 * 
 *             refcount_copying(&dst, dtype_is_object, ndim, False)
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      /* "View.MemoryView":1279
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      /* "View.MemoryView":1280
 * 
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 *             refcount_copying(&dst, dtype_is_object, ndim, True)
 *             return 0
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 *             return 0
 * 
 */
      __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 1);

      /* "View.MemoryView":1282
 *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))
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 * 
 *     if order == 'F' == get_best_order(&dst, ndim):
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    __pyx_L13:;
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  __pyx_L11:;

  /* "View.MemoryView":1284
 *             return 0
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 *     if order == 'F' == get_best_order(&dst, ndim):             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_2 = (__pyx_v_order == 'F');
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    /* "View.MemoryView":1287
 * 
 * 
 *         transpose_memslice(&src)             # <<<<<<<<<<<<<<
 *         transpose_memslice(&dst)
 * 
 */
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 *         transpose_memslice(&src)
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 * 
 *     refcount_copying(&dst, dtype_is_object, ndim, False)
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  __pyx_L14:;

  /* "View.MemoryView":1290
 *         transpose_memslice(&dst)
 * 
 *     refcount_copying(&dst, dtype_is_object, ndim, False)             # <<<<<<<<<<<<<<
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 *     refcount_copying(&dst, dtype_is_object, ndim, True)
 */
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  /* "View.MemoryView":1291
 * 
 *     refcount_copying(&dst, dtype_is_object, ndim, False)
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 *     refcount_copying(&dst, dtype_is_object, ndim, True)
 * 
 */
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 *     refcount_copying(&dst, dtype_is_object, ndim, True)             # <<<<<<<<<<<<<<
 * 
 *     free(tmpdata)
 */
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  /* "View.MemoryView":1294
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 *     free(tmpdata)             # <<<<<<<<<<<<<<
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 */
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 *     free(tmpdata)
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/* "View.MemoryView":1298
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 *         data += strides[0]
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 *                               size_t itemsize, void *item,
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 */
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  /* "View.MemoryView":1361
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 * 
 */
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/* "View.MemoryView":1365
 * 
 * @cname('__pyx_memoryview__slice_assign_scalar')
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 *                               Py_ssize_t *strides, int ndim,
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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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  int __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;

  /* "View.MemoryView":1369
 *                               size_t itemsize, void *item) nogil:
 *     cdef Py_ssize_t i
 *     cdef Py_ssize_t stride = strides[0]             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t extent = shape[0]
 * 
 */
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  /* "View.MemoryView":1370
 *     cdef Py_ssize_t i
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 *     cdef Py_ssize_t extent = shape[0]             # <<<<<<<<<<<<<<
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 *     if ndim == 1:
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  /* "View.MemoryView":1372
 *     cdef Py_ssize_t extent = shape[0]
 * 
 *     if ndim == 1:             # <<<<<<<<<<<<<<
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    /* "View.MemoryView":1373
 * 
 *     if ndim == 1:
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      /* "View.MemoryView":1374
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 */
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 * 
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  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer__PandasNull, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/
  0, /*tp_doc*/
  0, /*tp_traverse*/
  0, /*tp_clear*/
  __pyx_pw_6pandas_3lib_11_PandasNull_1__richcmp__, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib__PandasNull, /*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*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib__PandasNull, /*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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_3lib_BlockPlacement __pyx_vtable_6pandas_3lib_BlockPlacement;

static PyObject *__pyx_tp_new_6pandas_3lib_BlockPlacement(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_BlockPlacement *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_BlockPlacement *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_3lib_BlockPlacement;
  p->_as_slice = ((PyObject*)Py_None); Py_INCREF(Py_None);
  p->_as_array = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_BlockPlacement(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_BlockPlacement *p = (struct __pyx_obj_6pandas_3lib_BlockPlacement *)o;
  Py_CLEAR(p->_as_slice);
  Py_CLEAR(p->_as_array);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_BlockPlacement(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_BlockPlacement *p = (struct __pyx_obj_6pandas_3lib_BlockPlacement *)o;
  if (p->_as_slice) {
    e = (*v)(p->_as_slice, a); if (e) return e;
  }
  if (p->_as_array) {
    e = (*v)(p->_as_array, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_BlockPlacement(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_BlockPlacement *p = (struct __pyx_obj_6pandas_3lib_BlockPlacement *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->_as_slice);
  p->_as_slice = ((PyObject*)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->_as_array);
  p->_as_array = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}
static PyObject *__pyx_sq_item_6pandas_3lib_BlockPlacement(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_3lib_BlockPlacement[] = {
  {__Pyx_NAMESTR("__unicode__"), (PyCFunction)__pyx_pw_6pandas_3lib_14BlockPlacement_3__unicode__, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("as_slice"), (PyCFunction)__pyx_pw_6pandas_3lib_14BlockPlacement_9as_slice, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_14BlockPlacement_11indexer, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("isin"), (PyCFunction)__pyx_pw_6pandas_3lib_14BlockPlacement_13isin, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("as_array"), (PyCFunction)__pyx_pw_6pandas_3lib_14BlockPlacement_15as_array, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("is_slice_like"), (PyCFunction)__pyx_pw_6pandas_3lib_14BlockPlacement_17is_slice_like, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("delete"), (PyCFunction)__pyx_pw_6pandas_3lib_14BlockPlacement_21delete, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("append"), (PyCFunction)__pyx_pw_6pandas_3lib_14BlockPlacement_23append, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("add"), (PyCFunction)__pyx_pw_6pandas_3lib_14BlockPlacement_25add, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("sub"), (PyCFunction)__pyx_pw_6pandas_3lib_14BlockPlacement_27sub, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_BlockPlacement = {
  0, /*nb_add*/
  0, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_divide*/
  #endif
  0, /*nb_remainder*/
  0, /*nb_divmod*/
  0, /*nb_power*/
  0, /*nb_negative*/
  0, /*nb_positive*/
  0, /*nb_absolute*/
  0, /*nb_nonzero*/
  0, /*nb_invert*/
  0, /*nb_lshift*/
  0, /*nb_rshift*/
  0, /*nb_and*/
  0, /*nb_xor*/
  0, /*nb_or*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
  #endif
  0, /*nb_int*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_long*/
  #else
  0, /*reserved*/
  #endif
  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
  #endif
  0, /*nb_inplace_add*/
  0, /*nb_inplace_subtract*/
  0, /*nb_inplace_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
  #endif
  0, /*nb_inplace_remainder*/
  0, /*nb_inplace_power*/
  0, /*nb_inplace_lshift*/
  0, /*nb_inplace_rshift*/
  0, /*nb_inplace_and*/
  0, /*nb_inplace_xor*/
  0, /*nb_inplace_or*/
  0, /*nb_floor_divide*/
  0, /*nb_true_divide*/
  0, /*nb_inplace_floor_divide*/
  0, /*nb_inplace_true_divide*/
  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
  #endif
};

static PySequenceMethods __pyx_tp_as_sequence_BlockPlacement = {
  __pyx_pw_6pandas_3lib_14BlockPlacement_5__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  __pyx_sq_item_6pandas_3lib_BlockPlacement, /*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_BlockPlacement = {
  __pyx_pw_6pandas_3lib_14BlockPlacement_5__len__, /*mp_length*/
  __pyx_pw_6pandas_3lib_14BlockPlacement_19__getitem__, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_BlockPlacement = {
  #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
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_getbuffer*/
  #endif
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
  #endif
};

static PyTypeObject __pyx_type_6pandas_3lib_BlockPlacement = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.BlockPlacement"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_BlockPlacement), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_BlockPlacement, /*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*/
  &__pyx_tp_as_number_BlockPlacement, /*tp_as_number*/
  &__pyx_tp_as_sequence_BlockPlacement, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_BlockPlacement, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_BlockPlacement, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_6pandas_3lib_BlockPlacement, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_BlockPlacement, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  __pyx_pw_6pandas_3lib_14BlockPlacement_7__iter__, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_BlockPlacement, /*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_3lib_14BlockPlacement_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_BlockPlacement, /*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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};

static PyObject *__pyx_tp_new_6pandas_3lib_Reducer(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_Reducer *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_Reducer *)o);
  p->arr = Py_None; Py_INCREF(Py_None);
  p->dummy = Py_None; Py_INCREF(Py_None);
  p->f = Py_None; Py_INCREF(Py_None);
  p->labels = Py_None; Py_INCREF(Py_None);
  p->typ = Py_None; Py_INCREF(Py_None);
  p->index = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_Reducer(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_Reducer *p = (struct __pyx_obj_6pandas_3lib_Reducer *)o;
  Py_CLEAR(p->arr);
  Py_CLEAR(p->dummy);
  Py_CLEAR(p->f);
  Py_CLEAR(p->labels);
  Py_CLEAR(p->typ);
  Py_CLEAR(p->index);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_Reducer(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_Reducer *p = (struct __pyx_obj_6pandas_3lib_Reducer *)o;
  if (p->arr) {
    e = (*v)(p->arr, a); if (e) return e;
  }
  if (p->dummy) {
    e = (*v)(p->dummy, a); if (e) return e;
  }
  if (p->f) {
    e = (*v)(p->f, a); if (e) return e;
  }
  if (p->labels) {
    e = (*v)(p->labels, a); if (e) return e;
  }
  if (p->typ) {
    e = (*v)(p->typ, a); if (e) return e;
  }
  if (p->index) {
    e = (*v)(p->index, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_Reducer(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_Reducer *p = (struct __pyx_obj_6pandas_3lib_Reducer *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->arr);
  p->arr = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->dummy);
  p->dummy = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->f);
  p->f = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->labels);
  p->labels = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->typ);
  p->typ = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->index);
  p->index = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyMethodDef __pyx_methods_6pandas_3lib_Reducer[] = {
  {__Pyx_NAMESTR("_check_dummy"), (PyCFunction)__pyx_pw_6pandas_3lib_7Reducer_3_check_dummy, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_result"), (PyCFunction)__pyx_pw_6pandas_3lib_7Reducer_5get_result, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("_get_result_array"), (PyCFunction)__pyx_pw_6pandas_3lib_7Reducer_7_get_result_array, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_Reducer = {
  0, /*nb_add*/
  0, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_divide*/
  #endif
  0, /*nb_remainder*/
  0, /*nb_divmod*/
  0, /*nb_power*/
  0, /*nb_negative*/
  0, /*nb_positive*/
  0, /*nb_absolute*/
  0, /*nb_nonzero*/
  0, /*nb_invert*/
  0, /*nb_lshift*/
  0, /*nb_rshift*/
  0, /*nb_and*/
  0, /*nb_xor*/
  0, /*nb_or*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
  #endif
  0, /*nb_int*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_long*/
  #else
  0, /*reserved*/
  #endif
  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
  #endif
  0, /*nb_inplace_add*/
  0, /*nb_inplace_subtract*/
  0, /*nb_inplace_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
  #endif
  0, /*nb_inplace_remainder*/
  0, /*nb_inplace_power*/
  0, /*nb_inplace_lshift*/
  0, /*nb_inplace_rshift*/
  0, /*nb_inplace_and*/
  0, /*nb_inplace_xor*/
  0, /*nb_inplace_or*/
  0, /*nb_floor_divide*/
  0, /*nb_true_divide*/
  0, /*nb_inplace_floor_divide*/
  0, /*nb_inplace_true_divide*/
  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
  #endif
};

static PySequenceMethods __pyx_tp_as_sequence_Reducer = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*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_Reducer = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_Reducer = {
  #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
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_getbuffer*/
  #endif
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
  #endif
};

static PyTypeObject __pyx_type_6pandas_3lib_Reducer = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.Reducer"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_Reducer), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_Reducer, /*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*/
  &__pyx_tp_as_number_Reducer, /*tp_as_number*/
  &__pyx_tp_as_sequence_Reducer, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Reducer, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_Reducer, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  __Pyx_DOCSTR("\n    Performs generic reduction operation on a C or Fortran-contiguous ndarray\n    while avoiding ndarray construction overhead\n    "), /*tp_doc*/
  __pyx_tp_traverse_6pandas_3lib_Reducer, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_Reducer, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_Reducer, /*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_3lib_7Reducer_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_Reducer, /*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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};

static PyObject *__pyx_tp_new_6pandas_3lib_SeriesBinGrouper(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *)o);
  p->arr = Py_None; Py_INCREF(Py_None);
  p->index = Py_None; Py_INCREF(Py_None);
  p->dummy_arr = Py_None; Py_INCREF(Py_None);
  p->dummy_index = Py_None; Py_INCREF(Py_None);
  p->values = Py_None; Py_INCREF(Py_None);
  p->f = Py_None; Py_INCREF(Py_None);
  p->bins = Py_None; Py_INCREF(Py_None);
  p->typ = Py_None; Py_INCREF(Py_None);
  p->name = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_SeriesBinGrouper(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *p = (struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *)o;
  Py_CLEAR(p->arr);
  Py_CLEAR(p->index);
  Py_CLEAR(p->dummy_arr);
  Py_CLEAR(p->dummy_index);
  Py_CLEAR(p->values);
  Py_CLEAR(p->f);
  Py_CLEAR(p->bins);
  Py_CLEAR(p->typ);
  Py_CLEAR(p->name);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_SeriesBinGrouper(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *p = (struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *)o;
  if (p->arr) {
    e = (*v)(p->arr, a); if (e) return e;
  }
  if (p->index) {
    e = (*v)(p->index, a); if (e) return e;
  }
  if (p->dummy_arr) {
    e = (*v)(p->dummy_arr, a); if (e) return e;
  }
  if (p->dummy_index) {
    e = (*v)(p->dummy_index, a); if (e) return e;
  }
  if (p->values) {
    e = (*v)(p->values, a); if (e) return e;
  }
  if (p->f) {
    e = (*v)(p->f, a); if (e) return e;
  }
  if (p->bins) {
    e = (*v)(p->bins, a); if (e) return e;
  }
  if (p->typ) {
    e = (*v)(p->typ, a); if (e) return e;
  }
  if (p->name) {
    e = (*v)(p->name, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_SeriesBinGrouper(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *p = (struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->arr);
  p->arr = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->index);
  p->index = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->dummy_arr);
  p->dummy_arr = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->dummy_index);
  p->dummy_index = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->values);
  p->values = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->f);
  p->f = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->bins);
  p->bins = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->typ);
  p->typ = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->name);
  p->name = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_3lib_16SeriesBinGrouper_arr(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_3arr_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_arr(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_3arr_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_3arr_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_16SeriesBinGrouper_index(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_5index_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_index(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_5index_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_5index_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_16SeriesBinGrouper_dummy_arr(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_9dummy_arr_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_dummy_arr(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_9dummy_arr_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_9dummy_arr_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_16SeriesBinGrouper_dummy_index(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_11dummy_index_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_dummy_index(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_11dummy_index_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_11dummy_index_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_16SeriesBinGrouper_values(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_6values_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_values(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_6values_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_6values_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_16SeriesBinGrouper_f(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_1f_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_f(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_1f_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_1f_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_16SeriesBinGrouper_bins(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_4bins_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_bins(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_4bins_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_4bins_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_16SeriesBinGrouper_typ(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_3typ_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_typ(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_3typ_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_3typ_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_16SeriesBinGrouper_name(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_4name_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_name(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_4name_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_4name_5__del__(o);
  }
}

static PyMethodDef __pyx_methods_6pandas_3lib_SeriesBinGrouper[] = {
  {__Pyx_NAMESTR("_check_dummy"), (PyCFunction)__pyx_pw_6pandas_3lib_16SeriesBinGrouper_3_check_dummy, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_result"), (PyCFunction)__pyx_pw_6pandas_3lib_16SeriesBinGrouper_5get_result, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("_get_result_array"), (PyCFunction)__pyx_pw_6pandas_3lib_16SeriesBinGrouper_7_get_result_array, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib_SeriesBinGrouper[] = {
  {(char *)"arr", __pyx_getprop_6pandas_3lib_16SeriesBinGrouper_arr, __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_arr, 0, 0},
  {(char *)"index", __pyx_getprop_6pandas_3lib_16SeriesBinGrouper_index, __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_index, 0, 0},
  {(char *)"dummy_arr", __pyx_getprop_6pandas_3lib_16SeriesBinGrouper_dummy_arr, __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_dummy_arr, 0, 0},
  {(char *)"dummy_index", __pyx_getprop_6pandas_3lib_16SeriesBinGrouper_dummy_index, __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_dummy_index, 0, 0},
  {(char *)"values", __pyx_getprop_6pandas_3lib_16SeriesBinGrouper_values, __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_values, 0, 0},
  {(char *)"f", __pyx_getprop_6pandas_3lib_16SeriesBinGrouper_f, __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_f, 0, 0},
  {(char *)"bins", __pyx_getprop_6pandas_3lib_16SeriesBinGrouper_bins, __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_bins, 0, 0},
  {(char *)"typ", __pyx_getprop_6pandas_3lib_16SeriesBinGrouper_typ, __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_typ, 0, 0},
  {(char *)"name", __pyx_getprop_6pandas_3lib_16SeriesBinGrouper_name, __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_name, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_SeriesBinGrouper = {
  0, /*nb_add*/
  0, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_divide*/
  #endif
  0, /*nb_remainder*/
  0, /*nb_divmod*/
  0, /*nb_power*/
  0, /*nb_negative*/
  0, /*nb_positive*/
  0, /*nb_absolute*/
  0, /*nb_nonzero*/
  0, /*nb_invert*/
  0, /*nb_lshift*/
  0, /*nb_rshift*/
  0, /*nb_and*/
  0, /*nb_xor*/
  0, /*nb_or*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
  #endif
  0, /*nb_int*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_long*/
  #else
  0, /*reserved*/
  #endif
  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
  #endif
  0, /*nb_inplace_add*/
  0, /*nb_inplace_subtract*/
  0, /*nb_inplace_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
  #endif
  0, /*nb_inplace_remainder*/
  0, /*nb_inplace_power*/
  0, /*nb_inplace_lshift*/
  0, /*nb_inplace_rshift*/
  0, /*nb_inplace_and*/
  0, /*nb_inplace_xor*/
  0, /*nb_inplace_or*/
  0, /*nb_floor_divide*/
  0, /*nb_true_divide*/
  0, /*nb_inplace_floor_divide*/
  0, /*nb_inplace_true_divide*/
  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
  #endif
};

static PySequenceMethods __pyx_tp_as_sequence_SeriesBinGrouper = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*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_SeriesBinGrouper = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_SeriesBinGrouper = {
  #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
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_getbuffer*/
  #endif
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
  #endif
};

static PyTypeObject __pyx_type_6pandas_3lib_SeriesBinGrouper = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.SeriesBinGrouper"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_SeriesBinGrouper, /*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*/
  &__pyx_tp_as_number_SeriesBinGrouper, /*tp_as_number*/
  &__pyx_tp_as_sequence_SeriesBinGrouper, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_SeriesBinGrouper, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_SeriesBinGrouper, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  __Pyx_DOCSTR("\n    Performs grouping operation according to bin edges, rather than labels\n    "), /*tp_doc*/
  __pyx_tp_traverse_6pandas_3lib_SeriesBinGrouper, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_SeriesBinGrouper, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_SeriesBinGrouper, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_3lib_SeriesBinGrouper, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_3lib_16SeriesBinGrouper_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_SeriesBinGrouper, /*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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};

static PyObject *__pyx_tp_new_6pandas_3lib_SeriesGrouper(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_SeriesGrouper *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_SeriesGrouper *)o);
  p->arr = Py_None; Py_INCREF(Py_None);
  p->index = Py_None; Py_INCREF(Py_None);
  p->dummy_arr = Py_None; Py_INCREF(Py_None);
  p->dummy_index = Py_None; Py_INCREF(Py_None);
  p->f = Py_None; Py_INCREF(Py_None);
  p->labels = Py_None; Py_INCREF(Py_None);
  p->values = Py_None; Py_INCREF(Py_None);
  p->typ = Py_None; Py_INCREF(Py_None);
  p->name = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_SeriesGrouper(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_SeriesGrouper *p = (struct __pyx_obj_6pandas_3lib_SeriesGrouper *)o;
  Py_CLEAR(p->arr);
  Py_CLEAR(p->index);
  Py_CLEAR(p->dummy_arr);
  Py_CLEAR(p->dummy_index);
  Py_CLEAR(p->f);
  Py_CLEAR(p->labels);
  Py_CLEAR(p->values);
  Py_CLEAR(p->typ);
  Py_CLEAR(p->name);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_SeriesGrouper(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_SeriesGrouper *p = (struct __pyx_obj_6pandas_3lib_SeriesGrouper *)o;
  if (p->arr) {
    e = (*v)(p->arr, a); if (e) return e;
  }
  if (p->index) {
    e = (*v)(p->index, a); if (e) return e;
  }
  if (p->dummy_arr) {
    e = (*v)(p->dummy_arr, a); if (e) return e;
  }
  if (p->dummy_index) {
    e = (*v)(p->dummy_index, a); if (e) return e;
  }
  if (p->f) {
    e = (*v)(p->f, a); if (e) return e;
  }
  if (p->labels) {
    e = (*v)(p->labels, a); if (e) return e;
  }
  if (p->values) {
    e = (*v)(p->values, a); if (e) return e;
  }
  if (p->typ) {
    e = (*v)(p->typ, a); if (e) return e;
  }
  if (p->name) {
    e = (*v)(p->name, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_SeriesGrouper(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_SeriesGrouper *p = (struct __pyx_obj_6pandas_3lib_SeriesGrouper *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->arr);
  p->arr = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->index);
  p->index = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->dummy_arr);
  p->dummy_arr = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->dummy_index);
  p->dummy_index = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->f);
  p->f = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->labels);
  p->labels = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->values);
  p->values = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->typ);
  p->typ = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->name);
  p->name = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_3lib_13SeriesGrouper_arr(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_13SeriesGrouper_3arr_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_13SeriesGrouper_arr(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_3arr_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_3arr_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_13SeriesGrouper_index(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_13SeriesGrouper_5index_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_13SeriesGrouper_index(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_5index_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_5index_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_13SeriesGrouper_dummy_arr(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_13SeriesGrouper_9dummy_arr_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_13SeriesGrouper_dummy_arr(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_9dummy_arr_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_9dummy_arr_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_13SeriesGrouper_dummy_index(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_13SeriesGrouper_11dummy_index_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_13SeriesGrouper_dummy_index(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_11dummy_index_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_11dummy_index_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_13SeriesGrouper_f(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_13SeriesGrouper_1f_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_13SeriesGrouper_f(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_1f_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_1f_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_13SeriesGrouper_labels(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_13SeriesGrouper_6labels_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_13SeriesGrouper_labels(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_6labels_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_6labels_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_13SeriesGrouper_values(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_13SeriesGrouper_6values_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_13SeriesGrouper_values(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_6values_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_6values_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_13SeriesGrouper_typ(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_13SeriesGrouper_3typ_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_13SeriesGrouper_typ(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_3typ_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_3typ_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_13SeriesGrouper_name(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_13SeriesGrouper_4name_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_13SeriesGrouper_name(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_4name_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_4name_5__del__(o);
  }
}

static PyMethodDef __pyx_methods_6pandas_3lib_SeriesGrouper[] = {
  {__Pyx_NAMESTR("_check_dummy"), (PyCFunction)__pyx_pw_6pandas_3lib_13SeriesGrouper_3_check_dummy, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_result"), (PyCFunction)__pyx_pw_6pandas_3lib_13SeriesGrouper_5get_result, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("_get_result_array"), (PyCFunction)__pyx_pw_6pandas_3lib_13SeriesGrouper_7_get_result_array, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib_SeriesGrouper[] = {
  {(char *)"arr", __pyx_getprop_6pandas_3lib_13SeriesGrouper_arr, __pyx_setprop_6pandas_3lib_13SeriesGrouper_arr, 0, 0},
  {(char *)"index", __pyx_getprop_6pandas_3lib_13SeriesGrouper_index, __pyx_setprop_6pandas_3lib_13SeriesGrouper_index, 0, 0},
  {(char *)"dummy_arr", __pyx_getprop_6pandas_3lib_13SeriesGrouper_dummy_arr, __pyx_setprop_6pandas_3lib_13SeriesGrouper_dummy_arr, 0, 0},
  {(char *)"dummy_index", __pyx_getprop_6pandas_3lib_13SeriesGrouper_dummy_index, __pyx_setprop_6pandas_3lib_13SeriesGrouper_dummy_index, 0, 0},
  {(char *)"f", __pyx_getprop_6pandas_3lib_13SeriesGrouper_f, __pyx_setprop_6pandas_3lib_13SeriesGrouper_f, 0, 0},
  {(char *)"labels", __pyx_getprop_6pandas_3lib_13SeriesGrouper_labels, __pyx_setprop_6pandas_3lib_13SeriesGrouper_labels, 0, 0},
  {(char *)"values", __pyx_getprop_6pandas_3lib_13SeriesGrouper_values, __pyx_setprop_6pandas_3lib_13SeriesGrouper_values, 0, 0},
  {(char *)"typ", __pyx_getprop_6pandas_3lib_13SeriesGrouper_typ, __pyx_setprop_6pandas_3lib_13SeriesGrouper_typ, 0, 0},
  {(char *)"name", __pyx_getprop_6pandas_3lib_13SeriesGrouper_name, __pyx_setprop_6pandas_3lib_13SeriesGrouper_name, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_SeriesGrouper = {
  0, /*nb_add*/
  0, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_divide*/
  #endif
  0, /*nb_remainder*/
  0, /*nb_divmod*/
  0, /*nb_power*/
  0, /*nb_negative*/
  0, /*nb_positive*/
  0, /*nb_absolute*/
  0, /*nb_nonzero*/
  0, /*nb_invert*/
  0, /*nb_lshift*/
  0, /*nb_rshift*/
  0, /*nb_and*/
  0, /*nb_xor*/
  0, /*nb_or*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
  #endif
  0, /*nb_int*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_long*/
  #else
  0, /*reserved*/
  #endif
  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
  #endif
  0, /*nb_inplace_add*/
  0, /*nb_inplace_subtract*/
  0, /*nb_inplace_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
  #endif
  0, /*nb_inplace_remainder*/
  0, /*nb_inplace_power*/
  0, /*nb_inplace_lshift*/
  0, /*nb_inplace_rshift*/
  0, /*nb_inplace_and*/
  0, /*nb_inplace_xor*/
  0, /*nb_inplace_or*/
  0, /*nb_floor_divide*/
  0, /*nb_true_divide*/
  0, /*nb_inplace_floor_divide*/
  0, /*nb_inplace_true_divide*/
  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
  #endif
};

static PySequenceMethods __pyx_tp_as_sequence_SeriesGrouper = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*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_SeriesGrouper = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_SeriesGrouper = {
  #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
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_getbuffer*/
  #endif
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
  #endif
};

static PyTypeObject __pyx_type_6pandas_3lib_SeriesGrouper = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.SeriesGrouper"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_SeriesGrouper), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_SeriesGrouper, /*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*/
  &__pyx_tp_as_number_SeriesGrouper, /*tp_as_number*/
  &__pyx_tp_as_sequence_SeriesGrouper, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_SeriesGrouper, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_SeriesGrouper, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  __Pyx_DOCSTR("\n    Performs generic grouping operation while avoiding ndarray construction\n    overhead\n    "), /*tp_doc*/
  __pyx_tp_traverse_6pandas_3lib_SeriesGrouper, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_SeriesGrouper, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_SeriesGrouper, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_3lib_SeriesGrouper, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_3lib_13SeriesGrouper_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_SeriesGrouper, /*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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_3lib_Slider __pyx_vtable_6pandas_3lib_Slider;

static PyObject *__pyx_tp_new_6pandas_3lib_Slider(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_Slider *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_Slider *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_3lib_Slider;
  p->values = ((PyArrayObject *)Py_None); Py_INCREF(Py_None);
  p->buf = ((PyArrayObject *)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_Slider(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_Slider *p = (struct __pyx_obj_6pandas_3lib_Slider *)o;
  Py_CLEAR(p->values);
  Py_CLEAR(p->buf);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_Slider(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_Slider *p = (struct __pyx_obj_6pandas_3lib_Slider *)o;
  if (p->values) {
    e = (*v)(((PyObject*)p->values), a); if (e) return e;
  }
  if (p->buf) {
    e = (*v)(((PyObject*)p->buf), a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_Slider(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_Slider *p = (struct __pyx_obj_6pandas_3lib_Slider *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->values);
  p->values = ((PyArrayObject *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->buf);
  p->buf = ((PyArrayObject *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyMethodDef __pyx_methods_6pandas_3lib_Slider[] = {
  {__Pyx_NAMESTR("advance"), (PyCFunction)__pyx_pw_6pandas_3lib_6Slider_3advance, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("set_length"), (PyCFunction)__pyx_pw_6pandas_3lib_6Slider_5set_length, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("reset"), (PyCFunction)__pyx_pw_6pandas_3lib_6Slider_7reset, METH_NOARGS, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_Slider = {
  0, /*nb_add*/
  0, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_divide*/
  #endif
  0, /*nb_remainder*/
  0, /*nb_divmod*/
  0, /*nb_power*/
  0, /*nb_negative*/
  0, /*nb_positive*/
  0, /*nb_absolute*/
  0, /*nb_nonzero*/
  0, /*nb_invert*/
  0, /*nb_lshift*/
  0, /*nb_rshift*/
  0, /*nb_and*/
  0, /*nb_xor*/
  0, /*nb_or*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
  #endif
  0, /*nb_int*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_long*/
  #else
  0, /*reserved*/
  #endif
  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
  #endif
  0, /*nb_inplace_add*/
  0, /*nb_inplace_subtract*/
  0, /*nb_inplace_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
  #endif
  0, /*nb_inplace_remainder*/
  0, /*nb_inplace_power*/
  0, /*nb_inplace_lshift*/
  0, /*nb_inplace_rshift*/
  0, /*nb_inplace_and*/
  0, /*nb_inplace_xor*/
  0, /*nb_inplace_or*/
  0, /*nb_floor_divide*/
  0, /*nb_true_divide*/
  0, /*nb_inplace_floor_divide*/
  0, /*nb_inplace_true_divide*/
  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
  #endif
};

static PySequenceMethods __pyx_tp_as_sequence_Slider = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*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_Slider = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_Slider = {
  #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
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_getbuffer*/
  #endif
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
  #endif
};

static PyTypeObject __pyx_type_6pandas_3lib_Slider = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.Slider"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_Slider), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_Slider, /*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*/
  &__pyx_tp_as_number_Slider, /*tp_as_number*/
  &__pyx_tp_as_sequence_Slider, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Slider, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_Slider, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  __Pyx_DOCSTR("\n    Only handles contiguous data for now\n    "), /*tp_doc*/
  __pyx_tp_traverse_6pandas_3lib_Slider, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_Slider, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_Slider, /*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_3lib_6Slider_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_Slider, /*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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_3lib_BlockSlider __pyx_vtable_6pandas_3lib_BlockSlider;

static PyObject *__pyx_tp_new_6pandas_3lib_BlockSlider(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_BlockSlider *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_BlockSlider *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_3lib_BlockSlider;
  p->frame = Py_None; Py_INCREF(Py_None);
  p->dummy = Py_None; Py_INCREF(Py_None);
  p->idx_slider = ((struct __pyx_obj_6pandas_3lib_Slider *)Py_None); Py_INCREF(Py_None);
  p->blocks = ((PyObject*)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_BlockSlider(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_BlockSlider *p = (struct __pyx_obj_6pandas_3lib_BlockSlider *)o;
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_3lib_11BlockSlider_3__dealloc__(o);
    if (PyErr_Occurred()) PyErr_WriteUnraisable(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  Py_CLEAR(p->frame);
  Py_CLEAR(p->dummy);
  Py_CLEAR(p->idx_slider);
  Py_CLEAR(p->blocks);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_BlockSlider(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_BlockSlider *p = (struct __pyx_obj_6pandas_3lib_BlockSlider *)o;
  if (p->frame) {
    e = (*v)(p->frame, a); if (e) return e;
  }
  if (p->dummy) {
    e = (*v)(p->dummy, a); if (e) return e;
  }
  if (p->idx_slider) {
    e = (*v)(((PyObject*)p->idx_slider), a); if (e) return e;
  }
  if (p->blocks) {
    e = (*v)(p->blocks, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_BlockSlider(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_BlockSlider *p = (struct __pyx_obj_6pandas_3lib_BlockSlider *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->frame);
  p->frame = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->dummy);
  p->dummy = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->idx_slider);
  p->idx_slider = ((struct __pyx_obj_6pandas_3lib_Slider *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->blocks);
  p->blocks = ((PyObject*)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_3lib_11BlockSlider_frame(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_11BlockSlider_5frame_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_11BlockSlider_frame(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_11BlockSlider_5frame_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_11BlockSlider_5frame_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_11BlockSlider_dummy(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_11BlockSlider_5dummy_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_11BlockSlider_dummy(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_11BlockSlider_5dummy_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_11BlockSlider_5dummy_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_11BlockSlider_nblocks(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_11BlockSlider_7nblocks_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_11BlockSlider_nblocks(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_11BlockSlider_7nblocks_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_11BlockSlider_idx_slider(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_11BlockSlider_10idx_slider_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_11BlockSlider_idx_slider(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_11BlockSlider_10idx_slider_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_11BlockSlider_10idx_slider_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_11BlockSlider_blocks(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_11BlockSlider_6blocks_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_11BlockSlider_blocks(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_11BlockSlider_6blocks_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_11BlockSlider_6blocks_5__del__(o);
  }
}

static PyMethodDef __pyx_methods_6pandas_3lib_BlockSlider[] = {
  {__Pyx_NAMESTR("move"), (PyCFunction)__pyx_pw_6pandas_3lib_11BlockSlider_5move, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib_BlockSlider[] = {
  {(char *)"frame", __pyx_getprop_6pandas_3lib_11BlockSlider_frame, __pyx_setprop_6pandas_3lib_11BlockSlider_frame, 0, 0},
  {(char *)"dummy", __pyx_getprop_6pandas_3lib_11BlockSlider_dummy, __pyx_setprop_6pandas_3lib_11BlockSlider_dummy, 0, 0},
  {(char *)"nblocks", __pyx_getprop_6pandas_3lib_11BlockSlider_nblocks, __pyx_setprop_6pandas_3lib_11BlockSlider_nblocks, 0, 0},
  {(char *)"idx_slider", __pyx_getprop_6pandas_3lib_11BlockSlider_idx_slider, __pyx_setprop_6pandas_3lib_11BlockSlider_idx_slider, 0, 0},
  {(char *)"blocks", __pyx_getprop_6pandas_3lib_11BlockSlider_blocks, __pyx_setprop_6pandas_3lib_11BlockSlider_blocks, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_BlockSlider = {
  0, /*nb_add*/
  0, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_divide*/
  #endif
  0, /*nb_remainder*/
  0, /*nb_divmod*/
  0, /*nb_power*/
  0, /*nb_negative*/
  0, /*nb_positive*/
  0, /*nb_absolute*/
  0, /*nb_nonzero*/
  0, /*nb_invert*/
  0, /*nb_lshift*/
  0, /*nb_rshift*/
  0, /*nb_and*/
  0, /*nb_xor*/
  0, /*nb_or*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
  #endif
  0, /*nb_int*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_long*/
  #else
  0, /*reserved*/
  #endif
  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
  #endif
  0, /*nb_inplace_add*/
  0, /*nb_inplace_subtract*/
  0, /*nb_inplace_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
  #endif
  0, /*nb_inplace_remainder*/
  0, /*nb_inplace_power*/
  0, /*nb_inplace_lshift*/
  0, /*nb_inplace_rshift*/
  0, /*nb_inplace_and*/
  0, /*nb_inplace_xor*/
  0, /*nb_inplace_or*/
  0, /*nb_floor_divide*/
  0, /*nb_true_divide*/
  0, /*nb_inplace_floor_divide*/
  0, /*nb_inplace_true_divide*/
  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
  #endif
};

static PySequenceMethods __pyx_tp_as_sequence_BlockSlider = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*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_BlockSlider = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_BlockSlider = {
  #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
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_getbuffer*/
  #endif
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
  #endif
};

static PyTypeObject __pyx_type_6pandas_3lib_BlockSlider = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.BlockSlider"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_BlockSlider), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_BlockSlider, /*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*/
  &__pyx_tp_as_number_BlockSlider, /*tp_as_number*/
  &__pyx_tp_as_sequence_BlockSlider, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_BlockSlider, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_BlockSlider, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  __Pyx_DOCSTR("\n    Only capable of sliding on axis=0\n    "), /*tp_doc*/
  __pyx_tp_traverse_6pandas_3lib_BlockSlider, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_BlockSlider, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_BlockSlider, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_3lib_BlockSlider, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_3lib_11BlockSlider_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_BlockSlider, /*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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};

static PyObject *__pyx_tp_new_6pandas_3lib_cache_readonly(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_cache_readonly *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_cache_readonly *)o);
  p->func = Py_None; Py_INCREF(Py_None);
  p->name = Py_None; Py_INCREF(Py_None);
  p->allow_setting = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_cache_readonly(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_cache_readonly *p = (struct __pyx_obj_6pandas_3lib_cache_readonly *)o;
  Py_CLEAR(p->func);
  Py_CLEAR(p->name);
  Py_CLEAR(p->allow_setting);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_cache_readonly(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_cache_readonly *p = (struct __pyx_obj_6pandas_3lib_cache_readonly *)o;
  if (p->func) {
    e = (*v)(p->func, a); if (e) return e;
  }
  if (p->name) {
    e = (*v)(p->name, a); if (e) return e;
  }
  if (p->allow_setting) {
    e = (*v)(p->allow_setting, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_cache_readonly(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_cache_readonly *p = (struct __pyx_obj_6pandas_3lib_cache_readonly *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->func);
  p->func = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->name);
  p->name = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->allow_setting);
  p->allow_setting = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_tp_descr_get_6pandas_3lib_cache_readonly(PyObject *o, PyObject *i, PyObject *c) {
  PyObject *r = 0;
  if (!i) i = Py_None;
  if (!c) c = Py_None;
  r = __pyx_pw_6pandas_3lib_14cache_readonly_5__get__(o, i, c);
  return r;
}

static int __pyx_tp_descr_set_6pandas_3lib_cache_readonly(PyObject *o, PyObject *i, PyObject *v) {
  if (v) {
    return __pyx_pw_6pandas_3lib_14cache_readonly_7__set__(o, i, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__delete__");
    return -1;
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_14cache_readonly_func(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_14cache_readonly_4func_1__get__(o);
}

static PyObject *__pyx_getprop_6pandas_3lib_14cache_readonly_name(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_14cache_readonly_4name_1__get__(o);
}

static PyObject *__pyx_getprop_6pandas_3lib_14cache_readonly_allow_setting(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_14cache_readonly_13allow_setting_1__get__(o);
}

static PyMethodDef __pyx_methods_6pandas_3lib_cache_readonly[] = {
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib_cache_readonly[] = {
  {(char *)"func", __pyx_getprop_6pandas_3lib_14cache_readonly_func, 0, 0, 0},
  {(char *)"name", __pyx_getprop_6pandas_3lib_14cache_readonly_name, 0, 0, 0},
  {(char *)"allow_setting", __pyx_getprop_6pandas_3lib_14cache_readonly_allow_setting, 0, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_cache_readonly = {
  0, /*nb_add*/
  0, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_divide*/
  #endif
  0, /*nb_remainder*/
  0, /*nb_divmod*/
  0, /*nb_power*/
  0, /*nb_negative*/
  0, /*nb_positive*/
  0, /*nb_absolute*/
  0, /*nb_nonzero*/
  0, /*nb_invert*/
  0, /*nb_lshift*/
  0, /*nb_rshift*/
  0, /*nb_and*/
  0, /*nb_xor*/
  0, /*nb_or*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
  #endif
  0, /*nb_int*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_long*/
  #else
  0, /*reserved*/
  #endif
  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
  #endif
  0, /*nb_inplace_add*/
  0, /*nb_inplace_subtract*/
  0, /*nb_inplace_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
  #endif
  0, /*nb_inplace_remainder*/
  0, /*nb_inplace_power*/
  0, /*nb_inplace_lshift*/
  0, /*nb_inplace_rshift*/
  0, /*nb_inplace_and*/
  0, /*nb_inplace_xor*/
  0, /*nb_inplace_or*/
  0, /*nb_floor_divide*/
  0, /*nb_true_divide*/
  0, /*nb_inplace_floor_divide*/
  0, /*nb_inplace_true_divide*/
  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
  #endif
};

static PySequenceMethods __pyx_tp_as_sequence_cache_readonly = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*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_cache_readonly = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_cache_readonly = {
  #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
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_getbuffer*/
  #endif
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
  #endif
};

static PyTypeObject __pyx_type_6pandas_3lib_cache_readonly = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.cache_readonly"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_cache_readonly), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_cache_readonly, /*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*/
  &__pyx_tp_as_number_cache_readonly, /*tp_as_number*/
  &__pyx_tp_as_sequence_cache_readonly, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_cache_readonly, /*tp_as_mapping*/
  0, /*tp_hash*/
  __pyx_pw_6pandas_3lib_14cache_readonly_3__call__, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_cache_readonly, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_6pandas_3lib_cache_readonly, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_cache_readonly, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_cache_readonly, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_3lib_cache_readonly, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  __pyx_tp_descr_get_6pandas_3lib_cache_readonly, /*tp_descr_get*/
  __pyx_tp_descr_set_6pandas_3lib_cache_readonly, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_3lib_14cache_readonly_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_cache_readonly, /*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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};

static PyObject *__pyx_tp_new_6pandas_3lib_AxisProperty(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_AxisProperty(PyObject *o) {
  (*Py_TYPE(o)->tp_free)(o);
}

static PyObject *__pyx_tp_descr_get_6pandas_3lib_AxisProperty(PyObject *o, PyObject *i, PyObject *c) {
  PyObject *r = 0;
  if (!i) i = Py_None;
  if (!c) c = Py_None;
  r = __pyx_pw_6pandas_3lib_12AxisProperty_3__get__(o, i, c);
  return r;
}

static int __pyx_tp_descr_set_6pandas_3lib_AxisProperty(PyObject *o, PyObject *i, PyObject *v) {
  if (v) {
    return __pyx_pw_6pandas_3lib_12AxisProperty_5__set__(o, i, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__delete__");
    return -1;
  }
}

static PyMethodDef __pyx_methods_6pandas_3lib_AxisProperty[] = {
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_AxisProperty = {
  0, /*nb_add*/
  0, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_divide*/
  #endif
  0, /*nb_remainder*/
  0, /*nb_divmod*/
  0, /*nb_power*/
  0, /*nb_negative*/
  0, /*nb_positive*/
  0, /*nb_absolute*/
  0, /*nb_nonzero*/
  0, /*nb_invert*/
  0, /*nb_lshift*/
  0, /*nb_rshift*/
  0, /*nb_and*/
  0, /*nb_xor*/
  0, /*nb_or*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
  #endif
  0, /*nb_int*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_long*/
  #else
  0, /*reserved*/
  #endif
  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
  #endif
  0, /*nb_inplace_add*/
  0, /*nb_inplace_subtract*/
  0, /*nb_inplace_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
  #endif
  0, /*nb_inplace_remainder*/
  0, /*nb_inplace_power*/
  0, /*nb_inplace_lshift*/
  0, /*nb_inplace_rshift*/
  0, /*nb_inplace_and*/
  0, /*nb_inplace_xor*/
  0, /*nb_inplace_or*/
  0, /*nb_floor_divide*/
  0, /*nb_true_divide*/
  0, /*nb_inplace_floor_divide*/
  0, /*nb_inplace_true_divide*/
  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
  #endif
};

static PySequenceMethods __pyx_tp_as_sequence_AxisProperty = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*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_AxisProperty = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_AxisProperty = {
  #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
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_getbuffer*/
  #endif
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
  #endif
};

static PyTypeObject __pyx_type_6pandas_3lib_AxisProperty = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.AxisProperty"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_AxisProperty), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_AxisProperty, /*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*/
  &__pyx_tp_as_number_AxisProperty, /*tp_as_number*/
  &__pyx_tp_as_sequence_AxisProperty, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_AxisProperty, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
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  0, /*tp_traverse*/
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  0, /*tp_dict*/
  __pyx_tp_descr_get_6pandas_3lib_AxisProperty, /*tp_descr_get*/
  __pyx_tp_descr_set_6pandas_3lib_AxisProperty, /*tp_descr_set*/
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  __pyx_pw_6pandas_3lib_12AxisProperty_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_AxisProperty, /*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*/
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  0, /*tp_version_tag*/
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static PyObject *__pyx_tp_new_6pandas_3lib___pyx_scope_struct__get_blkno_indexers(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib___pyx_scope_struct__get_blkno_indexers *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
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  p->__pyx_v_genexpr = 0;
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}

static void __pyx_tp_dealloc_6pandas_3lib___pyx_scope_struct__get_blkno_indexers(PyObject *o) {
  struct __pyx_obj_6pandas_3lib___pyx_scope_struct__get_blkno_indexers *p = (struct __pyx_obj_6pandas_3lib___pyx_scope_struct__get_blkno_indexers *)o;
  Py_CLEAR(p->__pyx_v_blkno);
  Py_CLEAR(p->__pyx_v_genexpr);
  Py_CLEAR(p->__pyx_v_group_dict);
  Py_CLEAR(p->__pyx_v_group_order);
  Py_CLEAR(p->__pyx_v_group_slices);
  Py_CLEAR(p->__pyx_v_result);
  Py_CLEAR(p->__pyx_v_slices);
  Py_CLEAR(p->__pyx_v_tot_len);
  Py_CLEAR(p->__pyx_t_4);
  __PYX_XDEC_MEMVIEW(&p->__pyx_v_blknos, 1);
  __PYX_XDEC_MEMVIEW(&p->__pyx_v_res_view, 1);
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}

static int __pyx_tp_traverse_6pandas_3lib___pyx_scope_struct__get_blkno_indexers(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib___pyx_scope_struct__get_blkno_indexers *p = (struct __pyx_obj_6pandas_3lib___pyx_scope_struct__get_blkno_indexers *)o;
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static int __pyx_tp_clear_6pandas_3lib___pyx_scope_struct__get_blkno_indexers(PyObject *o) {
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  tmp = ((PyObject*)p->__pyx_v_genexpr);
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  tmp = ((PyObject*)p->__pyx_v_group_dict);
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  tmp = ((PyObject*)p->__pyx_v_group_order);
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}

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  0, /*nb_subtract*/
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static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct__get_blkno_indexers = {
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static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct__get_blkno_indexers = {
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  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
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static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct__get_blkno_indexers = {
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  0, /*bf_getreadbuffer*/
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  #if PY_MAJOR_VERSION < 3
  0, /*bf_getwritebuffer*/
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  #if PY_MAJOR_VERSION < 3
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  0, /*bf_getcharbuffer*/
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  #if PY_VERSION_HEX >= 0x02060000
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  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib___pyx_scope_struct__get_blkno_indexers, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
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  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
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  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
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  __pyx_tp_traverse_6pandas_3lib___pyx_scope_struct__get_blkno_indexers, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib___pyx_scope_struct__get_blkno_indexers, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib___pyx_scope_struct__get_blkno_indexers, /*tp_methods*/
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  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
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  0, /*tp_del*/
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static PyObject *__pyx_tp_new_6pandas_3lib___pyx_scope_struct_1_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
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static void __pyx_tp_dealloc_6pandas_3lib___pyx_scope_struct_1_genexpr(PyObject *o) {
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static int __pyx_tp_traverse_6pandas_3lib___pyx_scope_struct_1_genexpr(PyObject *o, visitproc v, void *a) {
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static int __pyx_tp_clear_6pandas_3lib___pyx_scope_struct_1_genexpr(PyObject *o) {
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static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_1_genexpr = {
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static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_1_genexpr = {
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static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_1_genexpr = {
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static PyTypeObject __pyx_type_6pandas_3lib___pyx_scope_struct_1_genexpr = {
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static PyObject *__pyx_tp_new_6pandas_3lib___pyx_scope_struct_2_try_parse_dates(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
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static void __pyx_tp_dealloc_6pandas_3lib___pyx_scope_struct_2_try_parse_dates(PyObject *o) {
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}

static int __pyx_tp_traverse_6pandas_3lib___pyx_scope_struct_2_try_parse_dates(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib___pyx_scope_struct_2_try_parse_dates *p = (struct __pyx_obj_6pandas_3lib___pyx_scope_struct_2_try_parse_dates *)o;
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  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib___pyx_scope_struct_2_try_parse_dates(PyObject *o) {
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  PyObject* tmp;
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  p->__pyx_v_dayfirst = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->__pyx_v_default);
  p->__pyx_v_default = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->__pyx_v_parse);
  p->__pyx_v_parse = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyMethodDef __pyx_methods_6pandas_3lib___pyx_scope_struct_2_try_parse_dates[] = {
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};

static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_2_try_parse_dates = {
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  0, /*nb_subtract*/
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};

static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_2_try_parse_dates = {
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  0, /*sq_concat*/
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};

static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_2_try_parse_dates = {
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  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_2_try_parse_dates = {
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  0, /*bf_getreadbuffer*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getwritebuffer*/
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  0, /*bf_getsegcount*/
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  #if PY_MAJOR_VERSION < 3
  0, /*bf_getcharbuffer*/
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  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_getbuffer*/
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  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
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};

static PyTypeObject __pyx_type_6pandas_3lib___pyx_scope_struct_2_try_parse_dates = {
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  0, /*tp_itemsize*/
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  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
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  &__pyx_tp_as_number___pyx_scope_struct_2_try_parse_dates, /*tp_as_number*/
  &__pyx_tp_as_sequence___pyx_scope_struct_2_try_parse_dates, /*tp_as_sequence*/
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  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
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  __pyx_tp_traverse_6pandas_3lib___pyx_scope_struct_2_try_parse_dates, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib___pyx_scope_struct_2_try_parse_dates, /*tp_clear*/
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  0, /*tp_iternext*/
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  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib___pyx_scope_struct_2_try_parse_dates, /*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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
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};

static PyObject *__pyx_tp_new_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time *p;
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  p = ((struct __pyx_obj_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time *)o);
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}

static void __pyx_tp_dealloc_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time(PyObject *o) {
  struct __pyx_obj_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time *p = (struct __pyx_obj_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time *)o;
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  Py_CLEAR(p->__pyx_v_dayfirst);
  Py_CLEAR(p->__pyx_v_default);
  Py_CLEAR(p->__pyx_v_parse);
  Py_CLEAR(p->__pyx_v_time);
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}

static int __pyx_tp_traverse_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time(PyObject *o, visitproc v, void *a) {
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    e = (*v)(p->__pyx_v_date, a); if (e) return e;
  }
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    e = (*v)(p->__pyx_v_time, a); if (e) return e;
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}

static int __pyx_tp_clear_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time(PyObject *o) {
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  p->__pyx_v_date = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->__pyx_v_dayfirst);
  p->__pyx_v_dayfirst = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->__pyx_v_default);
  p->__pyx_v_default = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->__pyx_v_parse);
  p->__pyx_v_parse = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->__pyx_v_time);
  p->__pyx_v_time = Py_None; Py_INCREF(Py_None);
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}

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static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_3_try_parse_date_and_time = {
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  0, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_divide*/
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  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
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static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_3_try_parse_date_and_time = {
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static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_3_try_parse_date_and_time = {
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  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
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static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_3_try_parse_date_and_time = {
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  0, /*bf_getreadbuffer*/
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static PyTypeObject __pyx_type_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time = {
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  __pyx_tp_traverse_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time, /*tp_traverse*/
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  __pyx_tp_new_6pandas_3lib___pyx_scope_struct_3_try_parse_date_and_time, /*tp_new*/
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  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
  #if PY_VERSION_HEX >= 0x02060000
  __pyx_array_getbuffer, /*bf_getbuffer*/
  #endif
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
  #endif
};

static PyTypeObject __pyx_type___pyx_array = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.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*/
  &__pyx_tp_as_number_array, /*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_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_array, /*tp_traverse*/
  __pyx_tp_clear_array, /*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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};

static PyObject *__pyx_tp_new_Enum(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_MemviewEnum_obj *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!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;
  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) {
  struct __pyx_MemviewEnum_obj *p = (struct __pyx_MemviewEnum_obj *)o;
  PyObject* tmp;
  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 PyNumberMethods __pyx_tp_as_number_Enum = {
  0, /*nb_add*/
  0, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_divide*/
  #endif
  0, /*nb_remainder*/
  0, /*nb_divmod*/
  0, /*nb_power*/
  0, /*nb_negative*/
  0, /*nb_positive*/
  0, /*nb_absolute*/
  0, /*nb_nonzero*/
  0, /*nb_invert*/
  0, /*nb_lshift*/
  0, /*nb_rshift*/
  0, /*nb_and*/
  0, /*nb_xor*/
  0, /*nb_or*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
  #endif
  0, /*nb_int*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_long*/
  #else
  0, /*reserved*/
  #endif
  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
  #endif
  0, /*nb_inplace_add*/
  0, /*nb_inplace_subtract*/
  0, /*nb_inplace_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
  #endif
  0, /*nb_inplace_remainder*/
  0, /*nb_inplace_power*/
  0, /*nb_inplace_lshift*/
  0, /*nb_inplace_rshift*/
  0, /*nb_inplace_and*/
  0, /*nb_inplace_xor*/
  0, /*nb_inplace_or*/
  0, /*nb_floor_divide*/
  0, /*nb_true_divide*/
  0, /*nb_inplace_floor_divide*/
  0, /*nb_inplace_true_divide*/
  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
  #endif
};

static PySequenceMethods __pyx_tp_as_sequence_Enum = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*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_Enum = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_Enum = {
  #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
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_getbuffer*/
  #endif
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
  #endif
};

static PyTypeObject __pyx_type___pyx_MemviewEnum = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.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*/
  &__pyx_tp_as_number_Enum, /*tp_as_number*/
  &__pyx_tp_as_sequence_Enum, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Enum, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_Enum, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #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 = (*t->tp_alloc)(t, 0);
  if (!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 (__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;
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_memoryview___dealloc__(o);
    if (PyErr_Occurred()) PyErr_WriteUnraisable(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) {
  struct __pyx_memoryview_obj *p = (struct __pyx_memoryview_obj *)o;
  PyObject* tmp;
  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 %s", 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[] = {
  {__Pyx_NAMESTR("is_c_contig"), (PyCFunction)__pyx_memoryview_is_c_contig, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("is_f_contig"), (PyCFunction)__pyx_memoryview_is_f_contig, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("copy"), (PyCFunction)__pyx_memoryview_copy, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("copy_fortran"), (PyCFunction)__pyx_memoryview_copy_fortran, METH_NOARGS, __Pyx_DOCSTR(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 PyNumberMethods __pyx_tp_as_number_memoryview = {
  0, /*nb_add*/
  0, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_divide*/
  #endif
  0, /*nb_remainder*/
  0, /*nb_divmod*/
  0, /*nb_power*/
  0, /*nb_negative*/
  0, /*nb_positive*/
  0, /*nb_absolute*/
  0, /*nb_nonzero*/
  0, /*nb_invert*/
  0, /*nb_lshift*/
  0, /*nb_rshift*/
  0, /*nb_and*/
  0, /*nb_xor*/
  0, /*nb_or*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
  #endif
  0, /*nb_int*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_long*/
  #else
  0, /*reserved*/
  #endif
  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
  #endif
  0, /*nb_inplace_add*/
  0, /*nb_inplace_subtract*/
  0, /*nb_inplace_multiply*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
  #endif
  0, /*nb_inplace_remainder*/
  0, /*nb_inplace_power*/
  0, /*nb_inplace_lshift*/
  0, /*nb_inplace_rshift*/
  0, /*nb_inplace_and*/
  0, /*nb_inplace_xor*/
  0, /*nb_inplace_or*/
  0, /*nb_floor_divide*/
  0, /*nb_true_divide*/
  0, /*nb_inplace_floor_divide*/
  0, /*nb_inplace_true_divide*/
  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
  #endif
};

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
  #if PY_VERSION_HEX >= 0x02060000
  __pyx_memoryview_getbuffer, /*bf_getbuffer*/
  #endif
  #if PY_VERSION_HEX >= 0x02060000
  0, /*bf_releasebuffer*/
  #endif
};

static PyTypeObject __pyx_type___pyx_memoryview = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.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*/
  &__pyx_tp_as_number_memoryview, /*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_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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #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 (!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;
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_memoryviewslice___dealloc__(o);
    if (PyErr_Occurred()) PyErr_WriteUnraisable(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  Py_CLEAR(p->from_object);
  __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) {
  struct __pyx_memoryviewslice_obj *p = (struct __pyx_memoryviewslice_obj *)o;
  PyObject* tmp;
  __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);
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}

static PyMethodDef __pyx_methods__memoryviewslice[] = {
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static struct PyGetSetDef __pyx_getsets__memoryviewslice[] = {
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  0, /*nb_inplace_rshift*/
  0, /*nb_inplace_and*/
  0, /*nb_inplace_xor*/
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  0, /*nb_true_divide*/
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  0, /*nb_index*/
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static PySequenceMethods __pyx_tp_as_sequence__memoryviewslice = {
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  0, /*sq_repeat*/
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  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  0, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
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static PyMappingMethods __pyx_tp_as_mapping__memoryviewslice = {
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static PyBufferProcs __pyx_tp_as_buffer__memoryviewslice = {
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  0, /*tp_iternext*/
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  /* "View.MemoryView":958
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static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname) {
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static PyObject *__Pyx_GetName(PyObject *dict, PyObject *name) {
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static CYTHON_INLINE PyObject *__Pyx_GetAttr3(PyObject *o, PyObject *n, PyObject *d) {
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bad:
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static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed,
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{
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static void __Pyx_RaiseArgtupleInvalid(
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{
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                 func_name, more_or_less, num_expected,
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static void __Pyx_RaiseDoubleKeywordsError(
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    PyObject* kw_name)
{
    PyErr_Format(PyExc_TypeError,
        #if PY_MAJOR_VERSION >= 3
        "%s() got multiple values for keyword argument '%U'", func_name, kw_name);
        #else
        "%s() got multiple values for keyword argument '%s'", func_name,
        PyString_AsString(kw_name));
        #endif
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static int __Pyx_ParseOptionalKeywords(
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    PyObject *kwds2,
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{
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    PyObject*** name;
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    while (PyDict_Next(kwds, &pos, &key, &value)) {
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        if (*name) {
            values[name-argnames] = value;
            continue;
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        name = first_kw_arg;
        #if PY_MAJOR_VERSION < 3
        if (likely(PyString_CheckExact(key)) || likely(PyString_Check(key))) {
            while (*name) {
                if ((CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**name) == PyString_GET_SIZE(key))
                        && _PyString_Eq(**name, key)) {
                    values[name-argnames] = value;
                    break;
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                name++;
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            if (*name) continue;
            else {
                PyObject*** argname = argnames;
                while (argname != first_kw_arg) {
                    if ((**argname == key) || (
                            (CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**argname) == PyString_GET_SIZE(key))
                             && _PyString_Eq(**argname, key))) {
                        goto arg_passed_twice;
                    }
                    argname++;
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            }
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        #endif
        if (likely(PyUnicode_Check(key))) {
            while (*name) {
                int cmp = (**name == key) ? 0 :
                #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
                    (PyUnicode_GET_SIZE(**name) != PyUnicode_GET_SIZE(key)) ? 1 :
                #endif
                    PyUnicode_Compare(**name, key);
                if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
                if (cmp == 0) {
                    values[name-argnames] = value;
                    break;
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                name++;
            }
            if (*name) continue;
            else {
                PyObject*** argname = argnames;
                while (argname != first_kw_arg) {
                    int cmp = (**argname == key) ? 0 :
                    #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
                        (PyUnicode_GET_SIZE(**argname) != PyUnicode_GET_SIZE(key)) ? 1 :
                    #endif
                        PyUnicode_Compare(**argname, key);
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            goto invalid_keyword_type;
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            if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad;
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            goto invalid_keyword;
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arg_passed_twice:
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invalid_keyword_type:
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    goto bad;
invalid_keyword:
    PyErr_Format(PyExc_TypeError,
    #if PY_MAJOR_VERSION < 3
        "%s() got an unexpected keyword argument '%s'",
        function_name, PyString_AsString(key));
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        "%s() got an unexpected keyword argument '%U'",
        function_name, key);
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bad:
    return -1;
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static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
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        PyErr_Format(PyExc_SystemError, "Missing type object");
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    PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s",
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static CYTHON_INLINE int __Pyx_IsLittleEndian(void) {
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static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
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  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 = '@';
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  ctx->enc_count = 0;
  ctx->enc_type = 0;
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  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;
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}
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';
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    }
    *ts = t;
    return count;
}
static int __Pyx_BufFmt_ExpectNumber(const char **ts) {
    int number = __Pyx_BufFmt_ParseNumber(ts);
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        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);
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    case 'f': return sizeof(float) * (is_complex ? 2 : 1);
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      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
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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;
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typedef struct { int x; char c; } __Pyx_pad_int;
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#ifdef HAVE_LONG_LONG
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    __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; /* Consume from buffer string */
    while (1) {
      if (field == &ctx->root) {
        ctx->head = NULL;
        if (ctx->enc_count != 0) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return -1;
        }
        break; /* breaks both loops as ctx->enc_count == 0 */
      }
      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; /* empty struct */
        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 != ')') {
        if (isspace(*ts))
            continue;
        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 10:
      case 13:
        ++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': /* substruct */
        {
          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; /* Erase processed last struct element */
          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 '}': /* end of substruct; either repeat or move on */
        {
          size_t alignment = ctx->struct_alignment;
          ++ts;
          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
          ctx->enc_type = 0; /* Erase processed last struct element */
          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;
        }        /* fall through */
      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 's': case 'p':
        if (ctx->enc_type == *ts && got_Z == ctx->is_complex &&
            ctx->enc_packmode == ctx->new_packmode) {
          ctx->enc_count += ctx->new_count;
        } else {
          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 void __Pyx_RaiseBufferFallbackError(void) {
  PyErr_Format(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_ErrRestore(PyObject *type, PyObject *value, PyObject *tb) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    PyThreadState *tstate = PyThreadState_GET();
    tmp_type = tstate->curexc_type;
    tmp_value = tstate->curexc_value;
    tmp_tb = tstate->curexc_traceback;
    tstate->curexc_type = type;
    tstate->curexc_value = value;
    tstate->curexc_traceback = tb;
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
#else
    PyErr_Restore(type, value, tb);
#endif
}
static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyThreadState *tstate = PyThreadState_GET();
    *type = tstate->curexc_type;
    *value = tstate->curexc_value;
    *tb = tstate->curexc_traceback;
    tstate->curexc_type = 0;
    tstate->curexc_value = 0;
    tstate->curexc_traceback = 0;
#else
    PyErr_Fetch(type, value, tb);
#endif
}

static 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_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 (buf->strides) {
            if (spec & __Pyx_MEMVIEW_CONTIG) {
                if (spec & (__Pyx_MEMVIEW_PTR|__Pyx_MEMVIEW_FULL)) {
                    if (buf->strides[i] != sizeof(void *)) {
                        PyErr_Format(PyExc_ValueError,
                            "Buffer is not indirectly contiguous in dimension %d.", i);
                        goto fail;
                    }
                } else if (buf->strides[i] != 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[i];
                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 && i != ndim - 1) {
                PyErr_Format(PyExc_ValueError,
                             "C-contiguous buffer is not contiguous in "
                             "dimension %d", i);
                goto fail;
            } else if (spec & (__Pyx_MEMVIEW_PTR)) {
                PyErr_Format(PyExc_ValueError,
                             "C-contiguous buffer is not indirect in "
                             "dimension %d", i);
                goto fail;
            } else if (buf->suboffsets) {
                PyErr_SetString(PyExc_ValueError,
                                "Buffer exposes suboffsets but no strides");
                goto fail;
            }
        }
        /* Todo: without PyBUF_INDIRECT we may not have suboffset information, i.e., the
           ptr may not be set to NULL but may be uninitialized? */
        if (spec & __Pyx_MEMVIEW_DIRECT) {
            if (buf->suboffsets && buf->suboffsets[i] >= 0) {
                PyErr_Format(PyExc_ValueError,
                    "Buffer not compatible with direct access in dimension %d.", i);
                goto fail;
            }
        }
        if (spec & __Pyx_MEMVIEW_PTR) {
            if (!buf->suboffsets || (buf->suboffsets && buf->suboffsets[i] < 0)) {
                PyErr_Format(PyExc_ValueError,
                    "Buffer is not indirectly accessisble in dimension %d.", i);
                goto fail;
            }
        }
    }
    if (buf->strides) {
        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]) {
                    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]) {
                    PyErr_SetString(PyExc_ValueError,
                        "Buffer not C contiguous.");
                    goto fail;
                }
                stride = stride * buf->shape[i];
            }
        }
    }
    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 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; /* allow uninitialized memoryview assignment */
    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 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%s 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;
}

#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 PY_VERSION_HEX < 0x02050000
    if (PyClass_Check(type)) {
    #else
    if (PyType_Check(type)) {
    #endif
#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;
        #if PY_VERSION_HEX < 0x02050000
            if (PyInstance_Check(type)) {
                type = (PyObject*) ((PyInstanceObject*)type)->in_class;
                Py_INCREF(type);
            }
            else {
                type = 0;
                PyErr_SetString(PyExc_TypeError,
                    "raise: exception must be an old-style class or instance");
                goto raise_error;
            }
        #else
            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;
            }
        #endif
    }
    __Pyx_ErrRestore(type, value, tb);
    return;
raise_error:
    Py_XDECREF(value);
    Py_XDECREF(type);
    Py_XDECREF(tb);
    return;
}
#else /* Python 3+ */
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 *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 = PyEval_CallObject(type, args);
        Py_DECREF(args);
        if (!owned_instance)
            goto bad;
        value = owned_instance;
        if (!PyExceptionInstance_Check(value)) {
            PyErr_Format(PyExc_TypeError,
                         "calling %R should have returned an instance of "
                         "BaseException, not %R",
                         type, Py_TYPE(value));
            goto bad;
        }
    } else {
        PyErr_SetString(PyExc_TypeError,
            "raise: exception class must be a subclass of BaseException");
        goto bad;
    }
    if (cause && cause != Py_None) {
        PyObject *fixed_cause;
        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 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 (unlikely(PyException_SetTraceback(local_value, local_tb) < 0))
        goto bad;
    #endif
    Py_INCREF(local_type);
    Py_INCREF(local_value);
    Py_INCREF(local_tb);
    *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;
    /* Make sure tstate is in a consistent state when we XDECREF
       these objects (DECREF may run arbitrary code). */
    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 CYTHON_INLINE int __Pyx_mod_int(int a, int b) {
    int r = a % b;
    r += ((r != 0) & ((r ^ b) < 0)) * b;
    return r;
}

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 void __Pyx_RaiseClosureNameError(const char *varname) {
    PyErr_Format(PyExc_NameError, "free variable '%s' referenced before assignment in enclosing scope", varname);
}

static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname) {
    PyErr_Format(PyExc_UnboundLocalError, "local variable '%s' referenced before assignment", varname);
}

static double __Pyx__PyObject_AsDouble(PyObject* obj) {
    PyObject* float_value;
#if CYTHON_COMPILING_IN_PYPY
    float_value = PyNumber_Float(obj);
#else
    if (Py_TYPE(obj)->tp_as_number && Py_TYPE(obj)->tp_as_number->nb_float) {
        return PyFloat_AsDouble(obj);
    } else if (PyUnicode_CheckExact(obj) || PyBytes_CheckExact(obj)) {
#if PY_MAJOR_VERSION >= 3
        float_value = PyFloat_FromString(obj);
#else
        float_value = PyFloat_FromString(obj, 0);
#endif
    } else {
        PyObject* args = PyTuple_New(1);
        if (unlikely(!args)) goto bad;
        PyTuple_SET_ITEM(args, 0, obj);
        float_value = PyObject_Call((PyObject*)&PyFloat_Type, args, 0);
        PyTuple_SET_ITEM(args, 0, 0);
        Py_DECREF(args);
    }
#endif
    if (likely(float_value)) {
        double value = PyFloat_AS_DOUBLE(float_value);
        Py_DECREF(float_value);
        return value;
    }
bad:
    return (double)-1;
}

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

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 int __Pyx_PyUnicode_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 (PyUnicode_CheckExact(s1) & PyUnicode_CheckExact(s2)) {
        #if CYTHON_PEP393_ENABLED
        if ((PyUnicode_READY(s1) < 0) || (PyUnicode_READY(s2) < 0))
            return -1;
        if (PyUnicode_GET_LENGTH(s1) != PyUnicode_GET_LENGTH(s2)) {
            return (equals == Py_NE);
        } else if (PyUnicode_GET_LENGTH(s1) == 1) {
            Py_UCS4 ch1 = PyUnicode_READ_CHAR(s1, 0);
            Py_UCS4 ch2 = PyUnicode_READ_CHAR(s2, 0);
            return (equals == Py_EQ) ? (ch1 == ch2) : (ch1 != ch2);
        #else
        if (PyUnicode_GET_SIZE(s1) != PyUnicode_GET_SIZE(s2)) {
            return (equals == Py_NE);
        } else if (PyUnicode_GET_SIZE(s1) == 1) {
            Py_UNICODE ch1 = PyUnicode_AS_UNICODE(s1)[0];
            Py_UNICODE ch2 = PyUnicode_AS_UNICODE(s2)[0];
            return (equals == Py_EQ) ? (ch1 == ch2) : (ch1 != ch2);
        #endif
        } else {
            int result = PyUnicode_Compare(s1, s2);
            if ((result == -1) && unlikely(PyErr_Occurred()))
                return -1;
            return (equals == Py_EQ) ? (result == 0) : (result != 0);
        }
    } else if ((s1 == Py_None) & PyUnicode_CheckExact(s2)) {
        return (equals == Py_NE);
    } else if ((s2 == Py_None) & PyUnicode_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 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 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 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
}

#if PY_MAJOR_VERSION < 3
static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags) {
    CYTHON_UNUSED PyObject *getbuffer_cobj;
  #if PY_VERSION_HEX >= 0x02060000
    if (PyObject_CheckBuffer(obj)) return PyObject_GetBuffer(obj, view, flags);
  #endif
        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);
  #if PY_VERSION_HEX < 0x02060000
    if (obj->ob_type->tp_dict &&
        (getbuffer_cobj = PyMapping_GetItemString(obj->ob_type->tp_dict,
                                             "__pyx_getbuffer"))) {
        getbufferproc func;
      #if PY_VERSION_HEX >= 0x02070000 && !(PY_MAJOR_VERSION == 3 && PY_MINOR_VERSION == 0)
        func = (getbufferproc) PyCapsule_GetPointer(getbuffer_cobj, "getbuffer(obj, view, flags)");
      #else
        func = (getbufferproc) PyCObject_AsVoidPtr(getbuffer_cobj);
      #endif
        Py_DECREF(getbuffer_cobj);
        if (!func)
            goto fail;
        return func(obj, view, flags);
    } else {
        PyErr_Clear();
    }
  #endif
    PyErr_Format(PyExc_TypeError, "'%100s' does not have the buffer interface", Py_TYPE(obj)->tp_name);
#if PY_VERSION_HEX < 0x02060000
fail:
#endif
    return -1;
}
static void __Pyx_ReleaseBuffer(Py_buffer *view) {
    PyObject *obj = view->obj;
    CYTHON_UNUSED PyObject *releasebuffer_cobj;
    if (!obj) return;
  #if PY_VERSION_HEX >= 0x02060000
    if (PyObject_CheckBuffer(obj)) {
        PyBuffer_Release(view);
        return;
    }
  #endif
        if (PyObject_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) { __pyx_pw_5numpy_7ndarray_3__releasebuffer__(obj, view); return; }
  #if PY_VERSION_HEX < 0x02060000
    if (obj->ob_type->tp_dict &&
        (releasebuffer_cobj = PyMapping_GetItemString(obj->ob_type->tp_dict,
                                                      "__pyx_releasebuffer"))) {
        releasebufferproc func;
      #if PY_VERSION_HEX >= 0x02070000 && !(PY_MAJOR_VERSION == 3 && PY_MINOR_VERSION == 0)
        func = (releasebufferproc) PyCapsule_GetPointer(releasebuffer_cobj, "releasebuffer(obj, view)");
      #else
        func = (releasebufferproc) PyCObject_AsVoidPtr(releasebuffer_cobj);
      #endif
        Py_DECREF(releasebuffer_cobj);
        if (!func)
            goto fail;
        func(obj, view);
        return;
    } else {
        PyErr_Clear();
    }
  #endif
    goto nofail;
#if PY_VERSION_HEX < 0x02060000
fail:
#endif
    PyErr_WriteUnraisable(obj);
nofail:
    Py_DECREF(obj);
    view->obj = NULL;
}
#endif /*  PY_MAJOR_VERSION < 3 */


      static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, long level) {
    PyObject *py_import = 0;
    PyObject *empty_list = 0;
    PyObject *module = 0;
    PyObject *global_dict = 0;
    PyObject *empty_dict = 0;
    PyObject *list;
    py_import = __Pyx_GetAttrString(__pyx_b, "__import__");
    if (!py_import)
        goto bad;
    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_VERSION_HEX >= 0x02050000
    {
        #if PY_MAJOR_VERSION >= 3
        if (level == -1) {
            if (strchr(__Pyx_MODULE_NAME, '.')) {
                /* try package relative import first */
                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);
                if (!module) {
                    if (!PyErr_ExceptionMatches(PyExc_ImportError))
                        goto bad;
                    PyErr_Clear();
                }
            }
            level = 0; /* try absolute import on failure */
        }
        #endif
        if (!module) {
            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
    if (level>0) {
        PyErr_SetString(PyExc_RuntimeError, "Relative import is not supported for Python <=2.4.");
        goto bad;
    }
    module = PyObject_CallFunctionObjArgs(py_import,
        name, global_dict, empty_dict, list, NULL);
    #endif
bad:
    Py_XDECREF(empty_list);
    Py_XDECREF(py_import);
    Py_XDECREF(empty_dict);
    return module;
}

static CYTHON_INLINE void __Pyx_RaiseImportError(PyObject *name) {
#if PY_MAJOR_VERSION < 3
    PyErr_Format(PyExc_ImportError, "cannot import name %.230s",
                 PyString_AsString(name));
#else
    PyErr_Format(PyExc_ImportError, "cannot import name %S", name);
#endif
}

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 CYTHON_INLINE npy_int64 __Pyx_PyInt_from_py_npy_int64(PyObject* x) {
    const npy_int64 neg_one = (npy_int64)-1, const_zero = (npy_int64)0;
    const int is_unsigned = const_zero < neg_one;
    if (sizeof(npy_int64) == sizeof(char)) {
        if (is_unsigned)
            return (npy_int64)__Pyx_PyInt_AsUnsignedChar(x);
        else
            return (npy_int64)__Pyx_PyInt_AsSignedChar(x);
    } else if (sizeof(npy_int64) == sizeof(short)) {
        if (is_unsigned)
            return (npy_int64)__Pyx_PyInt_AsUnsignedShort(x);
        else
            return (npy_int64)__Pyx_PyInt_AsSignedShort(x);
    } else if (sizeof(npy_int64) == sizeof(int)) {
        if (is_unsigned)
            return (npy_int64)__Pyx_PyInt_AsUnsignedInt(x);
        else
            return (npy_int64)__Pyx_PyInt_AsSignedInt(x);
    } else if (sizeof(npy_int64) == sizeof(long)) {
        if (is_unsigned)
            return (npy_int64)__Pyx_PyInt_AsUnsignedLong(x);
        else
            return (npy_int64)__Pyx_PyInt_AsSignedLong(x);
    } else if (sizeof(npy_int64) == sizeof(PY_LONG_LONG)) {
        if (is_unsigned)
            return (npy_int64)__Pyx_PyInt_AsUnsignedLongLong(x);
        else
            return (npy_int64)__Pyx_PyInt_AsSignedLongLong(x);
    }  else {
        #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_VERSION_HEX < 0x03000000
        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;
    }
}

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 PyObject *__Pyx_FindPy2Metaclass(PyObject *bases) {
    PyObject *metaclass;
#if PY_MAJOR_VERSION < 3
    if (PyTuple_Check(bases) && PyTuple_GET_SIZE(bases) > 0) {
        PyObject *base = PyTuple_GET_ITEM(bases, 0);
        metaclass = PyObject_GetAttrString(base, (char *)"__class__");
        if (!metaclass) {
            PyErr_Clear();
            metaclass = (PyObject*) Py_TYPE(base);
        }
    } else {
        metaclass = (PyObject *) &PyClass_Type;
    }
#else
    if (PyTuple_Check(bases) && PyTuple_GET_SIZE(bases) > 0) {
        PyObject *base = PyTuple_GET_ITEM(bases, 0);
        metaclass = (PyObject*) Py_TYPE(base);
    } else {
        metaclass = (PyObject *) &PyType_Type;
    }
#endif
    Py_INCREF(metaclass);
    return metaclass;
}

static PyObject *__Pyx_CreateClass(PyObject *bases, PyObject *dict, PyObject *name,
                                   PyObject *modname) {
    PyObject *result;
    PyObject *metaclass;
    if (PyDict_SetItemString(dict, "__module__", modname) < 0)
        return NULL;
    metaclass = PyDict_GetItemString(dict, "__metaclass__");
    if (metaclass) {
        Py_INCREF(metaclass);
    } else {
        metaclass = __Pyx_FindPy2Metaclass(bases);
    }
    result = PyObject_CallFunctionObjArgs(metaclass, name, bases, dict, NULL);
    Py_DECREF(metaclass);
    return result;
}

static CYTHON_INLINE PyObject *__Pyx_PyInt_to_py_npy_int64(npy_int64 val) {
    const npy_int64 neg_one = (npy_int64)-1, const_zero = (npy_int64)0;
    const int is_unsigned = const_zero < neg_one;
    if ((sizeof(npy_int64) == sizeof(char))  ||
        (sizeof(npy_int64) == sizeof(short))) {
        return PyInt_FromLong((long)val);
    } else if ((sizeof(npy_int64) == sizeof(int)) ||
               (sizeof(npy_int64) == sizeof(long))) {
        if (is_unsigned)
            return PyLong_FromUnsignedLong((unsigned long)val);
        else
            return PyInt_FromLong((long)val);
    } else if (sizeof(npy_int64) == sizeof(PY_LONG_LONG)) {
        if (is_unsigned)
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG)val);
        else
            return PyLong_FromLongLong((PY_LONG_LONG)val);
    } else {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&val;
        return _PyLong_FromByteArray(bytes, sizeof(npy_int64),
                                     little, !is_unsigned);
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}

PyObject *__pyx_memview_get_nn___pyx_t_5numpy_float64_t(const char *itemp) {
    return (PyObject *) PyFloat_FromDouble(*(__pyx_t_5numpy_float64_t *) itemp);
}
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 CYTHON_INLINE npy_uint8 __Pyx_PyInt_from_py_npy_uint8(PyObject* x) {
    const npy_uint8 neg_one = (npy_uint8)-1, const_zero = (npy_uint8)0;
    const int is_unsigned = const_zero < neg_one;
    if (sizeof(npy_uint8) == sizeof(char)) {
        if (is_unsigned)
            return (npy_uint8)__Pyx_PyInt_AsUnsignedChar(x);
        else
            return (npy_uint8)__Pyx_PyInt_AsSignedChar(x);
    } else if (sizeof(npy_uint8) == sizeof(short)) {
        if (is_unsigned)
            return (npy_uint8)__Pyx_PyInt_AsUnsignedShort(x);
        else
            return (npy_uint8)__Pyx_PyInt_AsSignedShort(x);
    } else if (sizeof(npy_uint8) == sizeof(int)) {
        if (is_unsigned)
            return (npy_uint8)__Pyx_PyInt_AsUnsignedInt(x);
        else
            return (npy_uint8)__Pyx_PyInt_AsSignedInt(x);
    } else if (sizeof(npy_uint8) == sizeof(long)) {
        if (is_unsigned)
            return (npy_uint8)__Pyx_PyInt_AsUnsignedLong(x);
        else
            return (npy_uint8)__Pyx_PyInt_AsSignedLong(x);
    } else if (sizeof(npy_uint8) == sizeof(PY_LONG_LONG)) {
        if (is_unsigned)
            return (npy_uint8)__Pyx_PyInt_AsUnsignedLongLong(x);
        else
            return (npy_uint8)__Pyx_PyInt_AsSignedLongLong(x);
    }  else {
        #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_VERSION_HEX < 0x03000000
        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;
    }
}

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

#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 __pyx_t_double_complex __Pyx_PyComplex_As___pyx_t_double_complex(PyObject* o) {
    Py_complex cval;
#if CYTHON_COMPILING_IN_CPYTHON
    if (PyComplex_CheckExact(o))
        cval = ((PyComplexObject *)o)->cval;
    else
#endif
        cval = PyComplex_AsCComplex(o);
    return __pyx_t_double_complex_from_parts(
               (double)cval.real,
               (double)cval.imag);
}

static PyObject *
__Pyx_CyFunction_get_doc(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *closure)
{
    if (op->func_doc == NULL && 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 (op->func_doc == 0) {
        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)
        op->func_doc = Py_None; /* Mark as deleted */
    else
        op->func_doc = value;
    Py_INCREF(op->func_doc);
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_name(__pyx_CyFunctionObject *op)
{
    if (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
    }
    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 (value == NULL || !PyUnicode_Check(value)) {
#else
    if (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_self(__pyx_CyFunctionObject *m, CYTHON_UNUSED void *closure)
{
    PyObject *self;
    self = m->func_closure;
    if (self == NULL)
        self = Py_None;
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    return self;
}
static PyObject *
__Pyx_CyFunction_get_dict(__pyx_CyFunctionObject *op)
{
    if (op->func_dict == NULL) {
        op->func_dict = PyDict_New();
        if (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 (value == NULL) {
        PyErr_SetString(PyExc_TypeError,
               "function's dictionary may not be deleted");
        return -1;
    }
    if (!PyDict_Check(value)) {
        PyErr_SetString(PyExc_TypeError,
               "setting function's dictionary to a non-dict");
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    }
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    Py_INCREF(value);
    op->func_dict = value;
    Py_XDECREF(tmp);
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}
static PyObject *
__Pyx_CyFunction_get_globals(CYTHON_UNUSED __pyx_CyFunctionObject *op)
{
    PyObject* dict = PyModule_GetDict(__pyx_m);
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}
static PyObject *
__Pyx_CyFunction_get_closure(CYTHON_UNUSED __pyx_CyFunctionObject *op)
{
    Py_INCREF(Py_None);
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}
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 PyObject *
__Pyx_CyFunction_get_defaults(__pyx_CyFunctionObject *op)
{
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        Py_INCREF(op->defaults_tuple);
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    }
    if (op->defaults_getter) {
        PyObject *res = op->defaults_getter((PyObject *) op);
        if (res) {
            Py_INCREF(res);
            op->defaults_tuple = res;
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    }
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}
static PyGetSetDef __pyx_CyFunction_getsets[] = {
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    {(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 *) "__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, 0, 0, 0},
    {(char *) "__defaults__", (getter)__Pyx_CyFunction_get_defaults, 0, 0, 0},
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};
#ifndef PY_WRITE_RESTRICTED /* < Py2.5 */
#define PY_WRITE_RESTRICTED WRITE_RESTRICTED
#endif
static PyMemberDef __pyx_CyFunction_members[] = {
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};
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
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}
static PyMethodDef __pyx_CyFunction_methods[] = {
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};
static PyObject *__Pyx_CyFunction_New(PyTypeObject *type, PyMethodDef *ml, int flags,
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    __pyx_CyFunctionObject *op = PyObject_GC_New(__pyx_CyFunctionObject, type);
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    op->func_weakreflist = NULL;
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    op->func.m_self = (PyObject *) op;
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    op->func_closure = closure;
    Py_XINCREF(module);
    op->func.m_module = module;
    op->func_dict = NULL;
    op->func_name = NULL;
    op->func_doc = NULL;
    op->func_classobj = NULL;
    Py_XINCREF(code);
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    op->defaults_pyobjects = 0;
    op->defaults = NULL;
    op->defaults_tuple = NULL;
    op->defaults_getter = NULL;
    PyObject_GC_Track(op);
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}
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_doc);
    Py_CLEAR(m->func_code);
    Py_CLEAR(m->func_classobj);
    Py_CLEAR(m->defaults_tuple);
    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;
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}
static void __Pyx_CyFunction_dealloc(__pyx_CyFunctionObject *m)
{
    PyObject_GC_UnTrack(m);
    if (m->func_weakreflist != 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_doc);
    Py_VISIT(m->func_code);
    Py_VISIT(m->func_classobj);
    Py_VISIT(m->defaults_tuple);
    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;
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        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)));
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    if (obj == Py_None)
        obj = NULL;
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}
static PyObject*
__Pyx_CyFunction_repr(__pyx_CyFunctionObject *op)
{
    PyObject *func_name = __Pyx_CyFunction_get_name(op);
#if PY_MAJOR_VERSION >= 3
    return PyUnicode_FromFormat("<cyfunction %U at %p>",
                                func_name, (void *)op);
#else
    return PyString_FromFormat("<cyfunction %s at %p>",
                               PyString_AsString(func_name), (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)
    __Pyx_NAMESTR("cython_function_or_method"), /*tp_name*/
    sizeof(__pyx_CyFunctionObject),   /*tp_basicsize*/
    0,                                  /*tp_itemsize*/
    (destructor) __Pyx_CyFunction_dealloc, /*tp_dealloc*/
    0,                                  /*tp_print*/
    0,                                  /*tp_getattr*/
    0,                                  /*tp_setattr*/
#if PY_MAJOR_VERSION < 3
    0,                                  /*tp_compare*/
#else
    0,                                  /*reserved*/
#endif
    (reprfunc) __Pyx_CyFunction_repr,   /*tp_repr*/
    0,                                  /*tp_as_number*/
    0,                                  /*tp_as_sequence*/
    0,                                  /*tp_as_mapping*/
    0,                                  /*tp_hash*/
    __Pyx_CyFunction_Call,              /*tp_call*/
    0,                                  /*tp_str*/
    0,                                  /*tp_getattro*/
    0,                                  /*tp_setattro*/
    0,                                  /*tp_as_buffer*/
    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC, /* tp_flags*/
    0,                                  /*tp_doc*/
    (traverseproc) __Pyx_CyFunction_traverse,   /*tp_traverse*/
    (inquiry) __Pyx_CyFunction_clear,   /*tp_clear*/
    0,                                  /*tp_richcompare*/
    offsetof(__pyx_CyFunctionObject, func_weakreflist), /* tp_weaklistoffse */
    0,                                  /*tp_iter*/
    0,                                  /*tp_iternext*/
    __pyx_CyFunction_methods,           /*tp_methods*/
    __pyx_CyFunction_members,           /*tp_members*/
    __pyx_CyFunction_getsets,           /*tp_getset*/
    0,                                  /*tp_base*/
    0,                                  /*tp_dict*/
    __Pyx_CyFunction_descr_get,         /*tp_descr_get*/
    0,                                  /*tp_descr_set*/
    offsetof(__pyx_CyFunctionObject, func_dict),/*tp_dictoffset*/
    0,                                  /*tp_init*/
    0,                                  /*tp_alloc*/
    0,                                  /*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*/
#if PY_VERSION_HEX >= 0x02060000
    0,                                  /*tp_version_tag*/
#endif
};
static int __Pyx_CyFunction_init(void) {
#if !CYTHON_COMPILING_IN_PYPY
    __pyx_CyFunctionType_type.tp_call = PyCFunction_Call;
#endif
    if (PyType_Ready(&__pyx_CyFunctionType_type) < 0)
        return -1;
    __pyx_CyFunctionType = &__pyx_CyFunctionType_type;
    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, sizeof(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 npy_int32 __Pyx_PyInt_from_py_npy_int32(PyObject* x) {
    const npy_int32 neg_one = (npy_int32)-1, const_zero = (npy_int32)0;
    const int is_unsigned = const_zero < neg_one;
    if (sizeof(npy_int32) == sizeof(char)) {
        if (is_unsigned)
            return (npy_int32)__Pyx_PyInt_AsUnsignedChar(x);
        else
            return (npy_int32)__Pyx_PyInt_AsSignedChar(x);
    } else if (sizeof(npy_int32) == sizeof(short)) {
        if (is_unsigned)
            return (npy_int32)__Pyx_PyInt_AsUnsignedShort(x);
        else
            return (npy_int32)__Pyx_PyInt_AsSignedShort(x);
    } else if (sizeof(npy_int32) == sizeof(int)) {
        if (is_unsigned)
            return (npy_int32)__Pyx_PyInt_AsUnsignedInt(x);
        else
            return (npy_int32)__Pyx_PyInt_AsSignedInt(x);
    } else if (sizeof(npy_int32) == sizeof(long)) {
        if (is_unsigned)
            return (npy_int32)__Pyx_PyInt_AsUnsignedLong(x);
        else
            return (npy_int32)__Pyx_PyInt_AsSignedLong(x);
    } else if (sizeof(npy_int32) == sizeof(PY_LONG_LONG)) {
        if (is_unsigned)
            return (npy_int32)__Pyx_PyInt_AsUnsignedLongLong(x);
        else
            return (npy_int32)__Pyx_PyInt_AsSignedLongLong(x);
    }  else {
        #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_VERSION_HEX < 0x03000000
        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;
    }
}

#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

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 __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_FromLong(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;
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static CYTHON_INLINE PyObject *
__pyx_capsule_create(void *p, const char *sig)
{
    PyObject *cobj;
#if PY_VERSION_HEX >= 0x02070000 && !(PY_MAJOR_VERSION == 3 && PY_MINOR_VERSION == 0)
    cobj = PyCapsule_New(p, sig, NULL);
#else
    cobj = PyCObject_FromVoidPtr(p, NULL);
#endif
    return cobj;
}

static CYTHON_INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject* x) {
    const unsigned char neg_one = (unsigned char)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(unsigned char) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(unsigned char)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to unsigned char" :
                    "value too large to convert to unsigned char");
            }
            return (unsigned char)-1;
        }
        return (unsigned char)val;
    }
    return (unsigned char)__Pyx_PyInt_AsUnsignedLong(x);
}

static CYTHON_INLINE unsigned short __Pyx_PyInt_AsUnsignedShort(PyObject* x) {
    const unsigned short neg_one = (unsigned short)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(unsigned short) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(unsigned short)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to unsigned short" :
                    "value too large to convert to unsigned short");
            }
            return (unsigned short)-1;
        }
        return (unsigned short)val;
    }
    return (unsigned short)__Pyx_PyInt_AsUnsignedLong(x);
}

static CYTHON_INLINE unsigned int __Pyx_PyInt_AsUnsignedInt(PyObject* x) {
    const unsigned int neg_one = (unsigned int)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(unsigned int) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(unsigned int)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to unsigned int" :
                    "value too large to convert to unsigned int");
            }
            return (unsigned int)-1;
        }
        return (unsigned int)val;
    }
    return (unsigned int)__Pyx_PyInt_AsUnsignedLong(x);
}

static CYTHON_INLINE char __Pyx_PyInt_AsChar(PyObject* x) {
    const char neg_one = (char)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(char) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(char)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to char" :
                    "value too large to convert to char");
            }
            return (char)-1;
        }
        return (char)val;
    }
    return (char)__Pyx_PyInt_AsLong(x);
}

static CYTHON_INLINE short __Pyx_PyInt_AsShort(PyObject* x) {
    const short neg_one = (short)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(short) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(short)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to short" :
                    "value too large to convert to short");
            }
            return (short)-1;
        }
        return (short)val;
    }
    return (short)__Pyx_PyInt_AsLong(x);
}

static CYTHON_INLINE int __Pyx_PyInt_AsInt(PyObject* x) {
    const int neg_one = (int)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(int) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(int)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to int" :
                    "value too large to convert to int");
            }
            return (int)-1;
        }
        return (int)val;
    }
    return (int)__Pyx_PyInt_AsLong(x);
}

static CYTHON_INLINE signed char __Pyx_PyInt_AsSignedChar(PyObject* x) {
    const signed char neg_one = (signed char)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(signed char) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(signed char)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to signed char" :
                    "value too large to convert to signed char");
            }
            return (signed char)-1;
        }
        return (signed char)val;
    }
    return (signed char)__Pyx_PyInt_AsSignedLong(x);
}

static CYTHON_INLINE signed short __Pyx_PyInt_AsSignedShort(PyObject* x) {
    const signed short neg_one = (signed short)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(signed short) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(signed short)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to signed short" :
                    "value too large to convert to signed short");
            }
            return (signed short)-1;
        }
        return (signed short)val;
    }
    return (signed short)__Pyx_PyInt_AsSignedLong(x);
}

static CYTHON_INLINE signed int __Pyx_PyInt_AsSignedInt(PyObject* x) {
    const signed int neg_one = (signed int)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(signed int) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(signed int)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to signed int" :
                    "value too large to convert to signed int");
            }
            return (signed int)-1;
        }
        return (signed int)val;
    }
    return (signed int)__Pyx_PyInt_AsSignedLong(x);
}

static CYTHON_INLINE int __Pyx_PyInt_AsLongDouble(PyObject* x) {
    const int neg_one = (int)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
    if (sizeof(int) < sizeof(long)) {
        long val = __Pyx_PyInt_AsLong(x);
        if (unlikely(val != (long)(int)val)) {
            if (!unlikely(val == -1 && PyErr_Occurred())) {
                PyErr_SetString(PyExc_OverflowError,
                    (is_unsigned && unlikely(val < 0)) ?
                    "can't convert negative value to int" :
                    "value too large to convert to int");
            }
            return (int)-1;
        }
        return (int)val;
    }
    return (int)__Pyx_PyInt_AsLong(x);
}

static CYTHON_INLINE unsigned long __Pyx_PyInt_AsUnsignedLong(PyObject* x) {
    const unsigned long neg_one = (unsigned long)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to unsigned long");
            return (unsigned long)-1;
        }
        return (unsigned long)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to unsigned long");
                return (unsigned long)-1;
            }
            return (unsigned long)PyLong_AsUnsignedLong(x);
        } else {
            return (unsigned long)PyLong_AsLong(x);
        }
    } else {
        unsigned long val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (unsigned long)-1;
        val = __Pyx_PyInt_AsUnsignedLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

static CYTHON_INLINE unsigned PY_LONG_LONG __Pyx_PyInt_AsUnsignedLongLong(PyObject* x) {
    const unsigned PY_LONG_LONG neg_one = (unsigned PY_LONG_LONG)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to unsigned PY_LONG_LONG");
            return (unsigned PY_LONG_LONG)-1;
        }
        return (unsigned PY_LONG_LONG)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to unsigned PY_LONG_LONG");
                return (unsigned PY_LONG_LONG)-1;
            }
            return (unsigned PY_LONG_LONG)PyLong_AsUnsignedLongLong(x);
        } else {
            return (unsigned PY_LONG_LONG)PyLong_AsLongLong(x);
        }
    } else {
        unsigned PY_LONG_LONG val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (unsigned PY_LONG_LONG)-1;
        val = __Pyx_PyInt_AsUnsignedLongLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

static CYTHON_INLINE long __Pyx_PyInt_AsLong(PyObject* x) {
    const long neg_one = (long)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to long");
            return (long)-1;
        }
        return (long)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to long");
                return (long)-1;
            }
            return (long)PyLong_AsUnsignedLong(x);
        } else {
            return (long)PyLong_AsLong(x);
        }
    } else {
        long val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (long)-1;
        val = __Pyx_PyInt_AsLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

static CYTHON_INLINE PY_LONG_LONG __Pyx_PyInt_AsLongLong(PyObject* x) {
    const PY_LONG_LONG neg_one = (PY_LONG_LONG)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to PY_LONG_LONG");
            return (PY_LONG_LONG)-1;
        }
        return (PY_LONG_LONG)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to PY_LONG_LONG");
                return (PY_LONG_LONG)-1;
            }
            return (PY_LONG_LONG)PyLong_AsUnsignedLongLong(x);
        } else {
            return (PY_LONG_LONG)PyLong_AsLongLong(x);
        }
    } else {
        PY_LONG_LONG val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (PY_LONG_LONG)-1;
        val = __Pyx_PyInt_AsLongLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

static CYTHON_INLINE signed long __Pyx_PyInt_AsSignedLong(PyObject* x) {
    const signed long neg_one = (signed long)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to signed long");
            return (signed long)-1;
        }
        return (signed long)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to signed long");
                return (signed long)-1;
            }
            return (signed long)PyLong_AsUnsignedLong(x);
        } else {
            return (signed long)PyLong_AsLong(x);
        }
    } else {
        signed long val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (signed long)-1;
        val = __Pyx_PyInt_AsSignedLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

static CYTHON_INLINE signed PY_LONG_LONG __Pyx_PyInt_AsSignedLongLong(PyObject* x) {
    const signed PY_LONG_LONG neg_one = (signed PY_LONG_LONG)-1, const_zero = 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_VERSION_HEX < 0x03000000
    if (likely(PyInt_Check(x))) {
        long val = PyInt_AS_LONG(x);
        if (is_unsigned && unlikely(val < 0)) {
            PyErr_SetString(PyExc_OverflowError,
                            "can't convert negative value to signed PY_LONG_LONG");
            return (signed PY_LONG_LONG)-1;
        }
        return (signed PY_LONG_LONG)val;
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
            if (unlikely(Py_SIZE(x) < 0)) {
                PyErr_SetString(PyExc_OverflowError,
                                "can't convert negative value to signed PY_LONG_LONG");
                return (signed PY_LONG_LONG)-1;
            }
            return (signed PY_LONG_LONG)PyLong_AsUnsignedLongLong(x);
        } else {
            return (signed PY_LONG_LONG)PyLong_AsLongLong(x);
        }
    } else {
        signed PY_LONG_LONG val;
        PyObject *tmp = __Pyx_PyNumber_Int(x);
        if (!tmp) return (signed PY_LONG_LONG)-1;
        val = __Pyx_PyInt_AsSignedLongLong(tmp);
        Py_DECREF(tmp);
        return val;
    }
}

static void __Pyx_WriteUnraisable(const char *name, CYTHON_UNUSED int clineno,
                                  CYTHON_UNUSED int lineno, CYTHON_UNUSED const char *filename) {
    PyObject *old_exc, *old_val, *old_tb;
    PyObject *ctx;
    __Pyx_ErrFetch(&old_exc, &old_val, &old_tb);
    #if PY_MAJOR_VERSION < 3
    ctx = PyString_FromString(name);
    #else
    ctx = PyUnicode_FromString(name);
    #endif
    __Pyx_ErrRestore(old_exc, old_val, old_tb);
    if (!ctx) {
        PyErr_WriteUnraisable(Py_None);
    } else {
        PyErr_WriteUnraisable(ctx);
        Py_DECREF(ctx);
    }
}

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 PyObject *__Pyx_Generator_Next(PyObject *self);
static PyObject *__Pyx_Generator_Send(PyObject *self, PyObject *value);
static PyObject *__Pyx_Generator_Close(PyObject *self);
static PyObject *__Pyx_Generator_Throw(PyObject *gen, PyObject *args);
static PyTypeObject *__pyx_GeneratorType = 0;
#define __Pyx_Generator_CheckExact(obj) (Py_TYPE(obj) == __pyx_GeneratorType)
#define __Pyx_Generator_Undelegate(gen) Py_CLEAR((gen)->yieldfrom)
#if 1 || PY_VERSION_HEX < 0x030300B0
static int __Pyx_PyGen_FetchStopIterationValue(PyObject **pvalue) {
    PyObject *et, *ev, *tb;
    PyObject *value = NULL;
    __Pyx_ErrFetch(&et, &ev, &tb);
    if (!et) {
        Py_XDECREF(tb);
        Py_XDECREF(ev);
        Py_INCREF(Py_None);
        *pvalue = Py_None;
        return 0;
    }
    if (unlikely(et != PyExc_StopIteration) &&
            unlikely(!PyErr_GivenExceptionMatches(et, PyExc_StopIteration))) {
        __Pyx_ErrRestore(et, ev, tb);
        return -1;
    }
    if (likely(et == PyExc_StopIteration)) {
        if (likely(!ev) || !PyObject_IsInstance(ev, PyExc_StopIteration)) {
            if (!ev) {
                Py_INCREF(Py_None);
                ev = Py_None;
            }
            Py_XDECREF(tb);
            Py_DECREF(et);
            *pvalue = ev;
            return 0;
        }
    }
    PyErr_NormalizeException(&et, &ev, &tb);
    if (unlikely(!PyObject_IsInstance(ev, PyExc_StopIteration))) {
        __Pyx_ErrRestore(et, ev, tb);
        return -1;
    }
    Py_XDECREF(tb);
    Py_DECREF(et);
#if PY_VERSION_HEX >= 0x030300A0
    value = ((PyStopIterationObject *)ev)->value;
    Py_INCREF(value);
    Py_DECREF(ev);
#else
    {
        PyObject* args = PyObject_GetAttrString(ev, "args");
        Py_DECREF(ev);
        if (likely(args)) {
            value = PyObject_GetItem(args, 0);
            Py_DECREF(args);
        }
        if (unlikely(!value)) {
            __Pyx_ErrRestore(NULL, NULL, NULL);
            Py_INCREF(Py_None);
            value = Py_None;
        }
    }
#endif
    *pvalue = value;
    return 0;
}
#endif
static CYTHON_INLINE
void __Pyx_Generator_ExceptionClear(__pyx_GeneratorObject *self) {
    PyObject *exc_type = self->exc_type;
    PyObject *exc_value = self->exc_value;
    PyObject *exc_traceback = self->exc_traceback;
    self->exc_type = NULL;
    self->exc_value = NULL;
    self->exc_traceback = NULL;
    Py_XDECREF(exc_type);
    Py_XDECREF(exc_value);
    Py_XDECREF(exc_traceback);
}
static CYTHON_INLINE
int __Pyx_Generator_CheckRunning(__pyx_GeneratorObject *gen) {
    if (unlikely(gen->is_running)) {
        PyErr_SetString(PyExc_ValueError,
                        "generator already executing");
        return 1;
    }
    return 0;
}
static CYTHON_INLINE
PyObject *__Pyx_Generator_SendEx(__pyx_GeneratorObject *self, PyObject *value) {
    PyObject *retval;
    assert(!self->is_running);
    if (unlikely(self->resume_label == 0)) {
        if (unlikely(value && value != Py_None)) {
            PyErr_SetString(PyExc_TypeError,
                            "can't send non-None value to a "
                            "just-started generator");
            return NULL;
        }
    }
    if (unlikely(self->resume_label == -1)) {
        PyErr_SetNone(PyExc_StopIteration);
        return NULL;
    }
    if (value) {
#if CYTHON_COMPILING_IN_PYPY
#else
        /* Generators always return to their most recent caller, not
         * necessarily their creator. */
        if (self->exc_traceback) {
            PyThreadState *tstate = PyThreadState_GET();
            PyTracebackObject *tb = (PyTracebackObject *) self->exc_traceback;
            PyFrameObject *f = tb->tb_frame;
            Py_XINCREF(tstate->frame);
            assert(f->f_back == NULL);
            f->f_back = tstate->frame;
        }
#endif
        __Pyx_ExceptionSwap(&self->exc_type, &self->exc_value,
                            &self->exc_traceback);
    } else {
        __Pyx_Generator_ExceptionClear(self);
    }
    self->is_running = 1;
    retval = self->body((PyObject *) self, value);
    self->is_running = 0;
    if (retval) {
        __Pyx_ExceptionSwap(&self->exc_type, &self->exc_value,
                            &self->exc_traceback);
#if CYTHON_COMPILING_IN_PYPY
#else
        /* Don't keep the reference to f_back any longer than necessary.  It
         * may keep a chain of frames alive or it could create a reference
         * cycle. */
        if (self->exc_traceback) {
            PyTracebackObject *tb = (PyTracebackObject *) self->exc_traceback;
            PyFrameObject *f = tb->tb_frame;
            Py_CLEAR(f->f_back);
        }
#endif
    } else {
        __Pyx_Generator_ExceptionClear(self);
    }
    return retval;
}
static CYTHON_INLINE
PyObject *__Pyx_Generator_FinishDelegation(__pyx_GeneratorObject *gen) {
    PyObject *ret;
    PyObject *val = NULL;
    __Pyx_Generator_Undelegate(gen);
    __Pyx_PyGen_FetchStopIterationValue(&val);
    ret = __Pyx_Generator_SendEx(gen, val);
    Py_XDECREF(val);
    return ret;
}
static PyObject *__Pyx_Generator_Next(PyObject *self) {
    __pyx_GeneratorObject *gen = (__pyx_GeneratorObject*) self;
    PyObject *yf = gen->yieldfrom;
    if (unlikely(__Pyx_Generator_CheckRunning(gen)))
        return NULL;
    if (yf) {
        PyObject *ret;
        gen->is_running = 1;
        ret = Py_TYPE(yf)->tp_iternext(yf);
        gen->is_running = 0;
        if (likely(ret)) {
            return ret;
        }
        return __Pyx_Generator_FinishDelegation(gen);
    }
    return __Pyx_Generator_SendEx(gen, Py_None);
}
static PyObject *__Pyx_Generator_Send(PyObject *self, PyObject *value) {
    __pyx_GeneratorObject *gen = (__pyx_GeneratorObject*) self;
    PyObject *yf = gen->yieldfrom;
    if (unlikely(__Pyx_Generator_CheckRunning(gen)))
        return NULL;
    if (yf) {
        PyObject *ret;
        gen->is_running = 1;
        if (__Pyx_Generator_CheckExact(yf)) {
            ret = __Pyx_Generator_Send(yf, value);
        } else {
            if (value == Py_None)
                ret = PyIter_Next(yf);
            else
                ret = PyObject_CallMethod(yf, (char*)"send", (char*)"O", value);
        }
        gen->is_running = 0;
        if (likely(ret)) {
            return ret;
        }
        return __Pyx_Generator_FinishDelegation(gen);
    }
    return __Pyx_Generator_SendEx(gen, value);
}
static int __Pyx_Generator_CloseIter(__pyx_GeneratorObject *gen, PyObject *yf) {
    PyObject *retval = NULL;
    int err = 0;
    if (__Pyx_Generator_CheckExact(yf)) {
        retval = __Pyx_Generator_Close(yf);
        if (!retval)
            return -1;
    } else {
        PyObject *meth;
        gen->is_running = 1;
        meth = PyObject_GetAttrString(yf, "close");
        if (unlikely(!meth)) {
            if (!PyErr_ExceptionMatches(PyExc_AttributeError)) {
                PyErr_WriteUnraisable(yf);
            }
            PyErr_Clear();
        } else {
            retval = PyObject_CallFunction(meth, NULL);
            Py_DECREF(meth);
            if (!retval)
                err = -1;
        }
        gen->is_running = 0;
    }
    Py_XDECREF(retval);
    return err;
}
static PyObject *__Pyx_Generator_Close(PyObject *self) {
    __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
    PyObject *retval, *raised_exception;
    PyObject *yf = gen->yieldfrom;
    int err = 0;
    if (unlikely(__Pyx_Generator_CheckRunning(gen)))
        return NULL;
    if (yf) {
        Py_INCREF(yf);
        err = __Pyx_Generator_CloseIter(gen, yf);
        __Pyx_Generator_Undelegate(gen);
        Py_DECREF(yf);
    }
    if (err == 0)
#if PY_VERSION_HEX < 0x02050000
        PyErr_SetNone(PyExc_StopIteration);
#else
        PyErr_SetNone(PyExc_GeneratorExit);
#endif
    retval = __Pyx_Generator_SendEx(gen, NULL);
    if (retval) {
        Py_DECREF(retval);
        PyErr_SetString(PyExc_RuntimeError,
                        "generator ignored GeneratorExit");
        return NULL;
    }
    raised_exception = PyErr_Occurred();
    if (!raised_exception
        || raised_exception == PyExc_StopIteration
#if PY_VERSION_HEX >= 0x02050000
        || raised_exception == PyExc_GeneratorExit
        || PyErr_GivenExceptionMatches(raised_exception, PyExc_GeneratorExit)
#endif
        || PyErr_GivenExceptionMatches(raised_exception, PyExc_StopIteration))
    {
        if (raised_exception) PyErr_Clear();      /* ignore these errors */
        Py_INCREF(Py_None);
        return Py_None;
    }
    return NULL;
}
static PyObject *__Pyx_Generator_Throw(PyObject *self, PyObject *args) {
    __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
    PyObject *typ;
    PyObject *tb = NULL;
    PyObject *val = NULL;
    PyObject *yf = gen->yieldfrom;
    if (!PyArg_UnpackTuple(args, (char *)"throw", 1, 3, &typ, &val, &tb))
        return NULL;
    if (unlikely(__Pyx_Generator_CheckRunning(gen)))
        return NULL;
    if (yf) {
        PyObject *ret;
        Py_INCREF(yf);
#if PY_VERSION_HEX >= 0x02050000
        if (PyErr_GivenExceptionMatches(typ, PyExc_GeneratorExit)) {
            int err = __Pyx_Generator_CloseIter(gen, yf);
            Py_DECREF(yf);
            __Pyx_Generator_Undelegate(gen);
            if (err < 0)
                return __Pyx_Generator_SendEx(gen, NULL);
            goto throw_here;
        }
#endif
        gen->is_running = 1;
        if (__Pyx_Generator_CheckExact(yf)) {
            ret = __Pyx_Generator_Throw(yf, args);
        } else {
            PyObject *meth = PyObject_GetAttrString(yf, "throw");
            if (unlikely(!meth)) {
                Py_DECREF(yf);
                if (!PyErr_ExceptionMatches(PyExc_AttributeError)) {
                    gen->is_running = 0;
                    return NULL;
                }
                PyErr_Clear();
                __Pyx_Generator_Undelegate(gen);
                gen->is_running = 0;
                goto throw_here;
            }
            ret = PyObject_CallObject(meth, args);
            Py_DECREF(meth);
        }
        gen->is_running = 0;
        Py_DECREF(yf);
        if (!ret) {
            ret = __Pyx_Generator_FinishDelegation(gen);
        }
        return ret;
    }
throw_here:
    __Pyx_Raise(typ, val, tb, NULL);
    return __Pyx_Generator_SendEx(gen, NULL);
}
static int __Pyx_Generator_traverse(PyObject *self, visitproc visit, void *arg) {
    __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
    Py_VISIT(gen->closure);
    Py_VISIT(gen->classobj);
    Py_VISIT(gen->yieldfrom);
    Py_VISIT(gen->exc_type);
    Py_VISIT(gen->exc_value);
    Py_VISIT(gen->exc_traceback);
    return 0;
}
static int __Pyx_Generator_clear(PyObject *self) {
    __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
    Py_CLEAR(gen->closure);
    Py_CLEAR(gen->classobj);
    Py_CLEAR(gen->yieldfrom);
    Py_CLEAR(gen->exc_type);
    Py_CLEAR(gen->exc_value);
    Py_CLEAR(gen->exc_traceback);
    return 0;
}
static void __Pyx_Generator_dealloc(PyObject *self) {
    __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
    PyObject_GC_UnTrack(gen);
    if (gen->gi_weakreflist != NULL)
        PyObject_ClearWeakRefs(self);
    PyObject_GC_Track(self);
    if (gen->resume_label > 0) {
        Py_TYPE(gen)->tp_del(self);
        if (self->ob_refcnt > 0)
            return;                     /* resurrected.  :( */
    }
    PyObject_GC_UnTrack(self);
    __Pyx_Generator_clear(self);
    PyObject_GC_Del(gen);
}
static void __Pyx_Generator_del(PyObject *self) {
    PyObject *res;
    PyObject *error_type, *error_value, *error_traceback;
    __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
    if (gen->resume_label <= 0)
        return ;
    assert(self->ob_refcnt == 0);
    self->ob_refcnt = 1;
    __Pyx_ErrFetch(&error_type, &error_value, &error_traceback);
    res = __Pyx_Generator_Close(self);
    if (res == NULL)
        PyErr_WriteUnraisable(self);
    else
        Py_DECREF(res);
    __Pyx_ErrRestore(error_type, error_value, error_traceback);
    /* Undo the temporary resurrection; can't use DECREF here, it would
     * cause a recursive call.
     */
    assert(self->ob_refcnt > 0);
    if (--self->ob_refcnt == 0)
        return; /* this is the normal path out */
    /* close() resurrected it!  Make it look like the original Py_DECREF
     * never happened.
     */
    {
        Py_ssize_t refcnt = self->ob_refcnt;
        _Py_NewReference(self);
        self->ob_refcnt = refcnt;
    }
#if CYTHON_COMPILING_FOR_CPYTHON
    assert(PyType_IS_GC(self->ob_type) &&
           _Py_AS_GC(self)->gc.gc_refs != _PyGC_REFS_UNTRACKED);
    /* If Py_REF_DEBUG, _Py_NewReference bumped _Py_RefTotal, so
     * we need to undo that. */
    _Py_DEC_REFTOTAL;
#endif
    /* If Py_TRACE_REFS, _Py_NewReference re-added self to the object
     * chain, so no more to do there.
     * If COUNT_ALLOCS, the original decref bumped tp_frees, and
     * _Py_NewReference bumped tp_allocs:  both of those need to be
     * undone.
     */
#ifdef COUNT_ALLOCS
    --Py_TYPE(self)->tp_frees;
    --Py_TYPE(self)->tp_allocs;
#endif
}
static PyMemberDef __pyx_Generator_memberlist[] = {
    {(char *) "gi_running",
#if PY_VERSION_HEX >= 0x02060000
     T_BOOL,
#else
     T_BYTE,
#endif
     offsetof(__pyx_GeneratorObject, is_running),
     READONLY,
     NULL},
    {0, 0, 0, 0, 0}
};
static PyMethodDef __pyx_Generator_methods[] = {
    {__Pyx_NAMESTR("send"), (PyCFunction) __Pyx_Generator_Send, METH_O, 0},
    {__Pyx_NAMESTR("throw"), (PyCFunction) __Pyx_Generator_Throw, METH_VARARGS, 0},
    {__Pyx_NAMESTR("close"), (PyCFunction) __Pyx_Generator_Close, METH_NOARGS, 0},
    {0, 0, 0, 0}
};
static PyTypeObject __pyx_GeneratorType_type = {
    PyVarObject_HEAD_INIT(0, 0)
    __Pyx_NAMESTR("generator"),         /*tp_name*/
    sizeof(__pyx_GeneratorObject),      /*tp_basicsize*/
    0,                                  /*tp_itemsize*/
    (destructor) __Pyx_Generator_dealloc,/*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_GC, /* tp_flags*/
    0,                                  /*tp_doc*/
    (traverseproc) __Pyx_Generator_traverse,   /*tp_traverse*/
    0,                                  /*tp_clear*/
    0,                                  /*tp_richcompare*/
    offsetof(__pyx_GeneratorObject, gi_weakreflist), /* tp_weaklistoffse */
    0,                                  /*tp_iter*/
    (iternextfunc) __Pyx_Generator_Next, /*tp_iternext*/
    __pyx_Generator_methods,            /*tp_methods*/
    __pyx_Generator_memberlist,         /*tp_members*/
    0,                                  /*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*/
    0,                                  /*tp_new*/
    0,                                  /*tp_free*/
    0,                                  /*tp_is_gc*/
    0,                                  /*tp_bases*/
    0,                                  /*tp_mro*/
    0,                                  /*tp_cache*/
    0,                                  /*tp_subclasses*/
    0,                                  /*tp_weaklist*/
    __Pyx_Generator_del,                /*tp_del*/
#if PY_VERSION_HEX >= 0x02060000
    0,                                  /*tp_version_tag*/
#endif
};
static __pyx_GeneratorObject *__Pyx_Generator_New(__pyx_generator_body_t body,
                                                  PyObject *closure) {
    __pyx_GeneratorObject *gen =
        PyObject_GC_New(__pyx_GeneratorObject, &__pyx_GeneratorType_type);
    if (gen == NULL)
        return NULL;
    gen->body = body;
    gen->closure = closure;
    Py_XINCREF(closure);
    gen->is_running = 0;
    gen->resume_label = 0;
    gen->classobj = NULL;
    gen->yieldfrom = NULL;
    gen->exc_type = NULL;
    gen->exc_value = NULL;
    gen->exc_traceback = NULL;
    gen->gi_weakreflist = NULL;
    PyObject_GC_Track(gen);
    return gen;
}
static int __pyx_Generator_init(void) {
    __pyx_GeneratorType_type.tp_getattro = PyObject_GenericGetAttr;
    __pyx_GeneratorType_type.tp_iter = PyObject_SelfIter;
    if (PyType_Ready(&__pyx_GeneratorType_type)) {
        return -1;
    }
    __pyx_GeneratorType = &__pyx_GeneratorType_type;
    return 0;
}

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);
        #if PY_VERSION_HEX < 0x02050000
        return PyErr_Warn(NULL, message);
        #else
        return PyErr_WarnEx(NULL, message, 1);
        #endif
    }
    return 0;
}

static int __Pyx_SetVtable(PyObject *dict, void *vtable) {
#if PY_VERSION_HEX >= 0x02070000 && !(PY_MAJOR_VERSION==3&&PY_MINOR_VERSION==0)
    PyObject *ob = PyCapsule_New(vtable, 0, 0);
#else
    PyObject *ob = PyCObject_FromVoidPtr(vtable, 0);
#endif
    if (!ob)
        goto bad;
    if (PyDict_SetItemString(dict, "__pyx_vtable__", ob) < 0)
        goto bad;
    Py_DECREF(ob);
    return 0;
bad:
    Py_XDECREF(ob);
    return -1;
}

#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_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,
            "%s.%s is not a type object",
            module_name, class_name);
        goto bad;
    }
    if (!strict && (size_t)((PyTypeObject *)result)->tp_basicsize > size) {
        PyOS_snprintf(warning, sizeof(warning),
            "%s.%s size changed, may indicate binary incompatibility",
            module_name, class_name);
        #if PY_VERSION_HEX < 0x02050000
        if (PyErr_Warn(NULL, warning) < 0) goto bad;
        #else
        if (PyErr_WarnEx(NULL, warning, 0) < 0) goto bad;
        #endif
    }
    else if ((size_t)((PyTypeObject *)result)->tp_basicsize != size) {
        PyErr_Format(PyExc_ValueError,
            "%s.%s 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

#ifndef __PYX_HAVE_RT_ImportFunction
#define __PYX_HAVE_RT_ImportFunction
static int __Pyx_ImportFunction(PyObject *module, const char *funcname, void (**f)(void), const char *sig) {
    PyObject *d = 0;
    PyObject *cobj = 0;
    union {
        void (*fp)(void);
        void *p;
    } tmp;
    d = PyObject_GetAttrString(module, (char *)"__pyx_capi__");
    if (!d)
        goto bad;
    cobj = PyDict_GetItemString(d, funcname);
    if (!cobj) {
        PyErr_Format(PyExc_ImportError,
            "%s does not export expected C function %s",
                PyModule_GetName(module), funcname);
        goto bad;
    }
#if PY_VERSION_HEX >= 0x02070000 && !(PY_MAJOR_VERSION==3 && PY_MINOR_VERSION==0)
    if (!PyCapsule_IsValid(cobj, sig)) {
        PyErr_Format(PyExc_TypeError,
            "C function %s.%s has wrong signature (expected %s, got %s)",
             PyModule_GetName(module), funcname, sig, PyCapsule_GetName(cobj));
        goto bad;
    }
    tmp.p = PyCapsule_GetPointer(cobj, sig);
#else
    {const char *desc, *s1, *s2;
    desc = (const char *)PyCObject_GetDesc(cobj);
    if (!desc)
        goto bad;
    s1 = desc; s2 = sig;
    while (*s1 != '\0' && *s1 == *s2) { s1++; s2++; }
    if (*s1 != *s2) {
        PyErr_Format(PyExc_TypeError,
            "C function %s.%s has wrong signature (expected %s, got %s)",
             PyModule_GetName(module), funcname, sig, desc);
        goto bad;
    }
    tmp.p = PyCObject_AsVoidPtr(cobj);}
#endif
    *f = tmp.fp;
    if (!(*f))
        goto bad;
    Py_DECREF(d);
    return 0;
bad:
    Py_XDECREF(d);
    return -1;
}
#endif

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, 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,            /*int argcount,*/
        0,            /*int kwonlyargcount,*/
        0,            /*int nlocals,*/
        0,            /*int stacksize,*/
        0,            /*int flags,*/
        __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,      /*int firstlineno,*/
        __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;
    PyObject *py_globals = 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_globals = PyModule_GetDict(__pyx_m);
    if (!py_globals) goto bad;
    py_frame = PyFrame_New(
        PyThreadState_GET(), /*PyThreadState *tstate,*/
        py_code,             /*PyCodeObject *code,*/
        py_globals,          /*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_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  /* Python 3+ has unicode identifiers */
        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;
}


/* Type Conversion Functions */

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_VERSION_HEX < 0x03000000
  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_VERSION_HEX < 0x03000000
  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_VERSION_HEX < 0x03000000
    if (!PyInt_Check(res) && !PyLong_Check(res)) {
#else
    if (!PyLong_Check(res)) {
#endif
      PyErr_Format(PyExc_TypeError,
                   "__%s__ returned non-%s (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 = 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) {
#if PY_VERSION_HEX < 0x02050000
   if (ival <= LONG_MAX)
       return PyInt_FromLong((long)ival);
   else {
       unsigned char *bytes = (unsigned char *) &ival;
       int one = 1; int little = (int)*(unsigned char*)&one;
       return _PyLong_FromByteArray(bytes, sizeof(size_t), little, 0);
   }
#else
   return PyInt_FromSize_t(ival);
#endif
}

static CYTHON_INLINE size_t __Pyx_PyInt_AsSize_t(PyObject* x) {
   unsigned PY_LONG_LONG val = __Pyx_PyInt_AsUnsignedLongLong(x);
   if (unlikely(val == (unsigned PY_LONG_LONG)-1 && PyErr_Occurred())) {
       return (size_t)-1;
   } else if (unlikely(val != (unsigned PY_LONG_LONG)(size_t)val)) {
       PyErr_SetString(PyExc_OverflowError,
                       "value too large to convert to size_t");
       return (size_t)-1;
   }
   return (size_t)val;
}


#endif /* Py_PYTHON_H */
