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#define PY_SSIZE_T_CLEAN
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        (likely((obj)->ob_type->tp_as_mapping) ? (PySequence_GetSlice(obj, a, b)) : \
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        (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)))
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        (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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  #define PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : PyInstanceMethod_New(func))
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  #define __Pyx_GetAttrString(o,n)   PyObject_GetAttrString((o),((char *)(n)))
  #define __Pyx_SetAttrString(o,n,a) PyObject_SetAttrString((o),((char *)(n)),(a))
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  #define __Pyx_GetAttrString(o,n)   PyObject_GetAttrString((o),(n))
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  #define __Pyx_DOCSTR(n)  ((char *)(n))
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  #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)
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  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_Divide(x,y)
  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceDivide(x,y)
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    #define __PYX_EXTERN_C extern
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#define _USE_MATH_DEFINES
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#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 "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 "khash.h"
#include "math.h"
#include "kvec.h"
#include "skiplist.h"
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#include <omp.h>
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#ifdef PYREX_WITHOUT_ASSERTIONS
#define CYTHON_WITHOUT_ASSERTIONS
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/* inline attribute */
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#   else
#     define CYTHON_UNUSED
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# elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER))
#   define CYTHON_UNUSED __attribute__ ((__unused__))
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#   define CYTHON_UNUSED
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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__
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    #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)
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  #elif defined(_Complex_I)
    #define CYTHON_CCOMPLEX 1
  #else
    #define CYTHON_CCOMPLEX 0
  #endif
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#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[] = {
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  "inference.pyx",
  "tseries.pyx",
  "hashtable.pyx",
  "groupby.pyx",
  "properties.pyx",
  "skiplist.pyx",
  "moments.pyx",
  "reindex.pyx",
  "reduce.pyx",
  "join.pyx",
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  "util.pxd",
  "type.pxd",
  "bool.pxd",
  "complex.pxd",
  "datetime.pxd",
};
#define IS_UNSIGNED(type) (((type) -1) > 0)
struct __Pyx_StructField_;
#define __PYX_BUF_FLAGS_PACKED_STRUCT (1 << 0)
typedef struct {
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  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 */
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typedef struct __Pyx_StructField_ {
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typedef struct {
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  char new_packmode;
  char enc_packmode;
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/* "numpy.pxd":724
 * # 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":725
 * 
 * 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":726
 * 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":727
 * 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":731
 * #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":732
 * 
 * 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":733
 * 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":734
 * 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":738
 * #ctypedef npy_uint128    uint128_t
 * 
 * ctypedef npy_float32    float32_t             # <<<<<<<<<<<<<<
 * ctypedef npy_float64    float64_t
 * #ctypedef npy_float80    float80_t
 */
typedef npy_float32 __pyx_t_5numpy_float32_t;

/* "numpy.pxd":739
 * 
 * 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":748
 * # 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":749
 * # 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":750
 * 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":752
 * 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":753
 * 
 * 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":754
 * 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":756
 * 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":757
 * 
 * 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":759
 * 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":760
 * 
 * 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":761
 * ctypedef npy_double     float_t
 * ctypedef npy_double     double_t
 * ctypedef npy_longdouble longdouble_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_cfloat      cfloat_t
 */
typedef npy_longdouble __pyx_t_5numpy_longdouble_t;

/* "pandas/src/tseries.pyx":56
 * cdef inline int int_min(int a, int b): return a if a <= b else b
 * 
 * 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_SeriesBinGrouper;
struct __pyx_obj_6pandas_3lib_IndexableSkiplist;
struct __pyx_obj_6pandas_3lib_IndexEngine;
struct __pyx_obj_6pandas_3lib_ObjectEngine;
struct __pyx_obj_6pandas_3lib_DictFactorizer;
struct __pyx_obj_6pandas_3lib_Int64Engine;
struct __pyx_obj_6pandas_3lib_DatetimeEngine;
struct __pyx_obj_6pandas_3lib_Float64Engine;
struct __pyx_obj_6pandas_3lib__TSObject;
struct __pyx_obj_6pandas_3lib_HashTable;
struct __pyx_obj_6pandas_3lib_PyObjectHashTable;
struct __pyx_obj_6pandas_3lib_Int32HashTable;
struct __pyx_obj_6pandas_3lib_Int64HashTable;
struct __pyx_obj_6pandas_3lib_SeriesIndex;
struct __pyx_obj_6pandas_3lib_Factorizer;
struct __pyx_obj_6pandas_3lib__PandasNull;
struct __pyx_obj_6pandas_3lib___pyx_scope_struct__try_parse_dates;
struct __pyx_obj_6pandas_3lib_ObjectVector;
struct __pyx_obj_6pandas_3lib_Int64Factorizer;
struct __pyx_obj_6pandas_3lib_cache_readonly;
struct __pyx_obj_6pandas_3lib_AxisProperty;
struct __pyx_obj_6pandas_3lib__Timestamp;
struct __pyx_obj_6pandas_3lib_SeriesGrouper;
struct __pyx_obj_6pandas_3lib_Reducer;
struct __pyx_obj_6pandas_3lib_Slider;
struct __pyx_obj_6pandas_3lib__NaT;
struct __pyx_obj_6pandas_3lib_Int64Vector;
struct __pyx_obj_6pandas_3lib___pyx_scope_struct_1_try_parse_date_and_time;
struct __pyx_obj_6pandas_3lib_ValuesProperty;
struct __pyx_obj_6pandas_3lib_Node;
struct __pyx_obj_6pandas_3lib_StringHashTable;
struct __pyx_obj_6pandas_3lib_Float64HashTable;

/* "numpy.pxd":763
 * 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":764
 * 
 * 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":765
 * 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":767
 * 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_convert_to_tsobject;
struct __pyx_t_6pandas_3lib_pairs;
struct __pyx_defaults;
typedef struct __pyx_defaults __pyx_defaults;

/* "/home/wesm/code/pandas/pandas/src/datetime.pyx":556
 * 
 * # helper to extract datetime and int64 from several different possibilities
 * cpdef convert_to_tsobject(object ts, object tz=None):             # <<<<<<<<<<<<<<
 *     """
 *     Extract datetime and int64 from any of:
 */
struct __pyx_opt_args_6pandas_3lib_convert_to_tsobject {
  int __pyx_n;
  PyObject *tz;
};

/* "/home/wesm/code/pandas/pandas/src/moments.pyx":542
 * # Rolling median, min, max
 * 
 * ctypedef double_t (* skiplist_f)(object sl, int n, int p)             # <<<<<<<<<<<<<<
 * 
 * cdef _roll_skiplist_op(ndarray arg, int win, int minp, skiplist_f op):
 */
typedef __pyx_t_5numpy_double_t (*__pyx_t_6pandas_3lib_skiplist_f)(PyObject *, int, int);

/* "/home/wesm/code/pandas/pandas/src/moments.pyx":670
 * # https://github.com/kwgoodman/bottleneck
 * 
 * cdef struct pairs:             # <<<<<<<<<<<<<<
 *     double value
 *     int death
 */
struct __pyx_t_6pandas_3lib_pairs {
  double value;
  int death;
};
struct __pyx_defaults {
  PyObject *__pyx_arg_warn;
};

/* "/home/wesm/code/pandas/pandas/src/reduce.pyx":109
 *         return result
 * 
 * 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;
  PyObject *f;
  PyObject *bins;
};


/* "/home/wesm/code/pandas/pandas/src/skiplist.pyx":46
 * NIL = Node(np.inf, [], [])
 * 
 * cdef class IndexableSkiplist:             # <<<<<<<<<<<<<<
 *     '''
 *     Sorted collection supporting O(lg n) insertion, removal, and
 */
struct __pyx_obj_6pandas_3lib_IndexableSkiplist {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pandas_3lib_IndexableSkiplist *__pyx_vtab;
  Py_ssize_t size;
  Py_ssize_t maxlevels;
  struct __pyx_obj_6pandas_3lib_Node *head;
};


/* "/home/wesm/code/pandas/pandas/src/engines.pyx":54
 * 
 * 
 * cdef class IndexEngine:             # <<<<<<<<<<<<<<
 * 
 *     cdef readonly:
 */
struct __pyx_obj_6pandas_3lib_IndexEngine {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pandas_3lib_IndexEngine *__pyx_vtab;
  PyObject *vgetter;
  struct __pyx_obj_6pandas_3lib_HashTable *mapping;
  int over_size_threshold;
  int unique;
  int monotonic;
  int initialized;
  int monotonic_check;
  int unique_check;
};


/* "/home/wesm/code/pandas/pandas/src/engines.pyx":380
 * }
 * 
 * cdef class ObjectEngine(IndexEngine):             # <<<<<<<<<<<<<<
 * 
 *     # cdef PyObjectHashTable mapping
 */
struct __pyx_obj_6pandas_3lib_ObjectEngine {
  struct __pyx_obj_6pandas_3lib_IndexEngine __pyx_base;
};


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":951
 * 
 * 
 * cdef class DictFactorizer:             # <<<<<<<<<<<<<<
 * 
 *     cdef public:
 */
struct __pyx_obj_6pandas_3lib_DictFactorizer {
  PyObject_HEAD
  PyObject *table;
  PyObject *uniques;
  Py_ssize_t count;
};


/* "/home/wesm/code/pandas/pandas/src/engines.pyx":266
 * 
 * 
 * cdef class Int64Engine(IndexEngine):             # <<<<<<<<<<<<<<
 * 
 *     # cdef Int64HashTable mapping
 */
struct __pyx_obj_6pandas_3lib_Int64Engine {
  struct __pyx_obj_6pandas_3lib_IndexEngine __pyx_base;
};


/* "/home/wesm/code/pandas/pandas/src/engines.pyx":399
 * 
 * 
 * cdef class DatetimeEngine(Int64Engine):             # <<<<<<<<<<<<<<
 * 
 *     def __contains__(self, object val):
 */
struct __pyx_obj_6pandas_3lib_DatetimeEngine {
  struct __pyx_obj_6pandas_3lib_Int64Engine __pyx_base;
};


/* "/home/wesm/code/pandas/pandas/src/engines.pyx":324
 *         return result
 * 
 * cdef class Float64Engine(IndexEngine):             # <<<<<<<<<<<<<<
 * 
 *     # cdef Float64HashTable mapping
 */
struct __pyx_obj_6pandas_3lib_Float64Engine {
  struct __pyx_obj_6pandas_3lib_IndexEngine __pyx_base;
};


/* "/home/wesm/code/pandas/pandas/src/datetime.pyx":539
 * 
 * # lightweight C object to hold datetime & int64 pair
 * cdef class _TSObject:             # <<<<<<<<<<<<<<
 *     cdef:
 *         pandas_datetimestruct dts      # pandas_datetimestruct
 */
struct __pyx_obj_6pandas_3lib__TSObject {
  PyObject_HEAD
  pandas_datetimestruct dts;
  __pyx_t_5numpy_int64_t value;
  PyObject *tzinfo;
};


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":122
 * 
 * 
 * cdef class HashTable:             # <<<<<<<<<<<<<<
 *     pass
 * 
 */
struct __pyx_obj_6pandas_3lib_HashTable {
  PyObject_HEAD
};


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":710
 *         return uniques
 * 
 * cdef class PyObjectHashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_pymap_t *table
 * 
 */
struct __pyx_obj_6pandas_3lib_PyObjectHashTable {
  struct __pyx_obj_6pandas_3lib_HashTable __pyx_base;
  struct __pyx_vtabstruct_6pandas_3lib_PyObjectHashTable *__pyx_vtab;
  kh_pymap_t *table;
};


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":252
 *         return reverse, labels, counts[:count].copy()
 * 
 * cdef class Int32HashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_int32_t *table
 * 
 */
struct __pyx_obj_6pandas_3lib_Int32HashTable {
  struct __pyx_obj_6pandas_3lib_HashTable __pyx_base;
  struct __pyx_vtabstruct_6pandas_3lib_Int32HashTable *__pyx_vtab;
  kh_int32_t *table;
};


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":356
 *         return reverse, labels, counts[:count].copy()
 * 
 * cdef class Int64HashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_int64_t *table
 * 
 */
struct __pyx_obj_6pandas_3lib_Int64HashTable {
  struct __pyx_obj_6pandas_3lib_HashTable __pyx_base;
  struct __pyx_vtabstruct_6pandas_3lib_Int64HashTable *__pyx_vtab;
  kh_int64_t *table;
};


/* "/home/wesm/code/pandas/pandas/src/properties.pyx":45
 *         obj._set_axis(self.axis, value)
 * 
 * cdef class SeriesIndex(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         object _check_type
 */
struct __pyx_obj_6pandas_3lib_SeriesIndex {
  PyObject_HEAD
  PyObject *_check_type;
};


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":880
 * 
 * 
 * cdef class Factorizer:             # <<<<<<<<<<<<<<
 *     cdef public PyObjectHashTable table
 *     cdef public uniques
 */
struct __pyx_obj_6pandas_3lib_Factorizer {
  PyObject_HEAD
  struct __pyx_obj_6pandas_3lib_PyObjectHashTable *table;
  PyObject *uniques;
  Py_ssize_t count;
};


/* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1579
 *     return counts
 * 
 * cdef class _PandasNull:             # <<<<<<<<<<<<<<
 * 
 *     def __richcmp__(_PandasNull self, object other, int op):
 */
struct __pyx_obj_6pandas_3lib__PandasNull {
  PyObject_HEAD
};


/* "/home/wesm/code/pandas/pandas/src/inference.pyx":520
 *     return maybe_convert_objects(x, try_float=1)
 * 
 * def try_parse_dates(ndarray[object] values, parser=None,             # <<<<<<<<<<<<<<
 *                     dayfirst=False):
 *     cdef:
 */
struct __pyx_obj_6pandas_3lib___pyx_scope_struct__try_parse_dates {
  PyObject_HEAD
  PyObject *__pyx_v_datetime;
  PyObject *__pyx_v_dayfirst;
  PyObject *__pyx_v_parse;
};


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":47
 * 
 * 
 * cdef class ObjectVector:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */
struct __pyx_obj_6pandas_3lib_ObjectVector {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pandas_3lib_ObjectVector *__pyx_vtab;
  int owndata;
  kv_object_t vec;
};


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":917
 * 
 * 
 * cdef class Int64Factorizer:             # <<<<<<<<<<<<<<
 *     cdef public Int64HashTable table
 *     cdef public list uniques
 */
struct __pyx_obj_6pandas_3lib_Int64Factorizer {
  PyObject_HEAD
  struct __pyx_obj_6pandas_3lib_Int64HashTable *table;
  PyObject *uniques;
  Py_ssize_t count;
};


/* "/home/wesm/code/pandas/pandas/src/properties.pyx":3
 * from cpython cimport PyDict_Contains, PyDict_GetItem, PyDict_GetItem
 * 
 * cdef class cache_readonly(object):             # <<<<<<<<<<<<<<
 * 
 *     cdef readonly:
 */
struct __pyx_obj_6pandas_3lib_cache_readonly {
  PyObject_HEAD
  PyObject *fget;
  PyObject *name;
};


/* "/home/wesm/code/pandas/pandas/src/properties.pyx":31
 *             return val
 * 
 * cdef class AxisProperty(object):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t axis
 */
struct __pyx_obj_6pandas_3lib_AxisProperty {
  PyObject_HEAD
  Py_ssize_t axis;
};


/* "/home/wesm/code/pandas/pandas/src/datetime.pyx":378
 * # (see Timestamp class above). This will serve as a C extension type that
 * # shadows the python class, where we do any heavy lifting.
 * cdef class _Timestamp(datetime):             # <<<<<<<<<<<<<<
 *     cdef readonly:
 *         int64_t value, nanosecond
 */
struct __pyx_obj_6pandas_3lib__Timestamp {
  PyDateTime_DateTime __pyx_base;
  struct __pyx_vtabstruct_6pandas_3lib__Timestamp *__pyx_vtab;
  __pyx_t_5numpy_int64_t value;
  __pyx_t_5numpy_int64_t nanosecond;
  PyObject *offset;
};


/* "/home/wesm/code/pandas/pandas/src/reduce.pyx":220
 *         return result
 * 
 * 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;
  PyObject *f;
  PyObject *labels;
};


/* "/home/wesm/code/pandas/pandas/src/reduce.pyx":4
 * import numpy as np
 * 
 * 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;
  int can_set_name;
};


/* "/home/wesm/code/pandas/pandas/src/reduce.pyx":331
 *         return result
 * 
 * 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;
};


/* "/home/wesm/code/pandas/pandas/src/datetime.pyx":506
 * 
 * 
 * cdef class _NaT(_Timestamp):             # <<<<<<<<<<<<<<
 * 
 *     def __richcmp__(_NaT self, object other, int op):
 */
struct __pyx_obj_6pandas_3lib__NaT {
  struct __pyx_obj_6pandas_3lib__Timestamp __pyx_base;
};


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":86
 * 
 * 
 * cdef class Int64Vector:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */
struct __pyx_obj_6pandas_3lib_Int64Vector {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pandas_3lib_Int64Vector *__pyx_vtab;
  int owndata;
  kv_int64_t vec;
};


/* "/home/wesm/code/pandas/pandas/src/inference.pyx":560
 *     return result
 * 
 * def try_parse_date_and_time(ndarray[object] dates, ndarray[object] times,             # <<<<<<<<<<<<<<
 *                             date_parser=None, time_parser=None,
 *                             dayfirst=False):
 */
struct __pyx_obj_6pandas_3lib___pyx_scope_struct_1_try_parse_date_and_time {
  PyObject_HEAD
  PyObject *__pyx_v_date;
  PyObject *__pyx_v_dayfirst;
  PyObject *__pyx_v_parse;
  PyObject *__pyx_v_time;
};


/* "/home/wesm/code/pandas/pandas/src/properties.pyx":61
 *         obj._index = self._check_type(value)
 * 
 * cdef class ValuesProperty(object):             # <<<<<<<<<<<<<<
 * 
 *     def __get__(self, obj, type):
 */
struct __pyx_obj_6pandas_3lib_ValuesProperty {
  PyObject_HEAD
};


/* "/home/wesm/code/pandas/pandas/src/skiplist.pyx":32
 * # TODO: optimize this, make less messy
 * 
 * cdef class Node:             # <<<<<<<<<<<<<<
 *     cdef public:
 *         double_t value
 */
struct __pyx_obj_6pandas_3lib_Node {
  PyObject_HEAD
  __pyx_t_5numpy_double_t value;
  PyObject *next;
  PyObject *width;
};


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":126
 * 
 * 
 * cdef class StringHashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_str_t *table
 * 
 */
struct __pyx_obj_6pandas_3lib_StringHashTable {
  struct __pyx_obj_6pandas_3lib_HashTable __pyx_base;
  struct __pyx_vtabstruct_6pandas_3lib_StringHashTable *__pyx_vtab;
  kh_str_t *table;
};


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":598
 *     return result_keys, result_counts
 * 
 * cdef class Float64HashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_float64_t *table
 * 
 */
struct __pyx_obj_6pandas_3lib_Float64HashTable {
  struct __pyx_obj_6pandas_3lib_HashTable __pyx_base;
  struct __pyx_vtabstruct_6pandas_3lib_Float64HashTable *__pyx_vtab;
  kh_float64_t *table;
};



/* "/home/wesm/code/pandas/pandas/src/engines.pyx":54
 * 
 * 
 * cdef class IndexEngine:             # <<<<<<<<<<<<<<
 * 
 *     cdef readonly:
 */

struct __pyx_vtabstruct_6pandas_3lib_IndexEngine {
  PyObject *(*get_value)(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyArrayObject *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*set_value)(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyArrayObject *, PyObject *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*get_loc)(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*_get_loc_duplicates)(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyObject *);
  PyObject *(*_maybe_get_bool_indexer)(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyObject *);
  PyObject *(*_do_monotonic_check)(struct __pyx_obj_6pandas_3lib_IndexEngine *);
  PyObject *(*_get_index_values)(struct __pyx_obj_6pandas_3lib_IndexEngine *);
  PyObject *(*_do_unique_check)(struct __pyx_obj_6pandas_3lib_IndexEngine *);
  PyObject *(*_make_hash_table)(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyObject *);
  PyObject *(*_check_type)(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyObject *);
  PyObject *(*_ensure_mapping_populated)(struct __pyx_obj_6pandas_3lib_IndexEngine *);
  PyObject *(*initialize)(struct __pyx_obj_6pandas_3lib_IndexEngine *);
};
static struct __pyx_vtabstruct_6pandas_3lib_IndexEngine *__pyx_vtabptr_6pandas_3lib_IndexEngine;
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib_11IndexEngine__get_loc_duplicates(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyObject *);
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib_11IndexEngine__do_monotonic_check(struct __pyx_obj_6pandas_3lib_IndexEngine *);
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib_11IndexEngine__do_unique_check(struct __pyx_obj_6pandas_3lib_IndexEngine *);
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib_11IndexEngine__ensure_mapping_populated(struct __pyx_obj_6pandas_3lib_IndexEngine *);


/* "/home/wesm/code/pandas/pandas/src/engines.pyx":266
 * 
 * 
 * cdef class Int64Engine(IndexEngine):             # <<<<<<<<<<<<<<
 * 
 *     # cdef Int64HashTable mapping
 */

struct __pyx_vtabstruct_6pandas_3lib_Int64Engine {
  struct __pyx_vtabstruct_6pandas_3lib_IndexEngine __pyx_base;
};
static struct __pyx_vtabstruct_6pandas_3lib_Int64Engine *__pyx_vtabptr_6pandas_3lib_Int64Engine;


/* "/home/wesm/code/pandas/pandas/src/engines.pyx":380
 * }
 * 
 * cdef class ObjectEngine(IndexEngine):             # <<<<<<<<<<<<<<
 * 
 *     # cdef PyObjectHashTable mapping
 */

struct __pyx_vtabstruct_6pandas_3lib_ObjectEngine {
  struct __pyx_vtabstruct_6pandas_3lib_IndexEngine __pyx_base;
};
static struct __pyx_vtabstruct_6pandas_3lib_ObjectEngine *__pyx_vtabptr_6pandas_3lib_ObjectEngine;


/* "/home/wesm/code/pandas/pandas/src/engines.pyx":399
 * 
 * 
 * cdef class DatetimeEngine(Int64Engine):             # <<<<<<<<<<<<<<
 * 
 *     def __contains__(self, object val):
 */

struct __pyx_vtabstruct_6pandas_3lib_DatetimeEngine {
  struct __pyx_vtabstruct_6pandas_3lib_Int64Engine __pyx_base;
  PyObject *(*_date_check_type)(struct __pyx_obj_6pandas_3lib_DatetimeEngine *, PyObject *);
};
static struct __pyx_vtabstruct_6pandas_3lib_DatetimeEngine *__pyx_vtabptr_6pandas_3lib_DatetimeEngine;
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib_14DatetimeEngine__date_check_type(struct __pyx_obj_6pandas_3lib_DatetimeEngine *, PyObject *);


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

struct __pyx_vtabstruct_6pandas_3lib_IndexableSkiplist {
  PyObject *(*get)(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *, Py_ssize_t, int __pyx_skip_dispatch);
  PyObject *(*insert)(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *, double, int __pyx_skip_dispatch);
  PyObject *(*remove)(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *, double, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6pandas_3lib_IndexableSkiplist *__pyx_vtabptr_6pandas_3lib_IndexableSkiplist;


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":356
 *         return reverse, labels, counts[:count].copy()
 * 
 * cdef class Int64HashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_int64_t *table
 * 
 */

struct __pyx_vtabstruct_6pandas_3lib_Int64HashTable {
  int (*has_key)(struct __pyx_obj_6pandas_3lib_Int64HashTable *, __pyx_t_5numpy_int64_t);
  PyObject *(*get_item)(struct __pyx_obj_6pandas_3lib_Int64HashTable *, __pyx_t_5numpy_int64_t, int __pyx_skip_dispatch);
  PyObject *(*set_item)(struct __pyx_obj_6pandas_3lib_Int64HashTable *, __pyx_t_5numpy_int64_t, Py_ssize_t, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6pandas_3lib_Int64HashTable *__pyx_vtabptr_6pandas_3lib_Int64HashTable;
static CYTHON_INLINE int __pyx_f_6pandas_3lib_14Int64HashTable_has_key(struct __pyx_obj_6pandas_3lib_Int64HashTable *, __pyx_t_5numpy_int64_t);


/* "/home/wesm/code/pandas/pandas/src/reduce.pyx":331
 *         return result
 * 
 * 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);
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/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":47
 * 
 * 
 * cdef class ObjectVector:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */

struct __pyx_vtabstruct_6pandas_3lib_ObjectVector {
  PyObject *(*append)(struct __pyx_obj_6pandas_3lib_ObjectVector *, PyObject *);
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static struct __pyx_vtabstruct_6pandas_3lib_ObjectVector *__pyx_vtabptr_6pandas_3lib_ObjectVector;
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib_12ObjectVector_append(struct __pyx_obj_6pandas_3lib_ObjectVector *, PyObject *);


/* "/home/wesm/code/pandas/pandas/src/datetime.pyx":378
 * # (see Timestamp class above). This will serve as a C extension type that
 * # shadows the python class, where we do any heavy lifting.
 * cdef class _Timestamp(datetime):             # <<<<<<<<<<<<<<
 *     cdef readonly:
 *         int64_t value, nanosecond
 */

struct __pyx_vtabstruct_6pandas_3lib__Timestamp {
  PyObject *(*_compare_outside_nanorange)(struct __pyx_obj_6pandas_3lib__Timestamp *, PyObject *, int);
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static struct __pyx_vtabstruct_6pandas_3lib__Timestamp *__pyx_vtabptr_6pandas_3lib__Timestamp;


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":126
 * 
 * 
 * cdef class StringHashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_str_t *table
 * 
 */

struct __pyx_vtabstruct_6pandas_3lib_StringHashTable {
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static struct __pyx_vtabstruct_6pandas_3lib_StringHashTable *__pyx_vtabptr_6pandas_3lib_StringHashTable;
static CYTHON_INLINE int __pyx_f_6pandas_3lib_15StringHashTable_check_type(struct __pyx_obj_6pandas_3lib_StringHashTable *, PyObject *);


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":86
 * 
 * 
 * cdef class Int64Vector:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */

struct __pyx_vtabstruct_6pandas_3lib_Int64Vector {
  PyObject *(*append)(struct __pyx_obj_6pandas_3lib_Int64Vector *, __pyx_t_5numpy_int64_t);
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static struct __pyx_vtabstruct_6pandas_3lib_Int64Vector *__pyx_vtabptr_6pandas_3lib_Int64Vector;
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib_11Int64Vector_append(struct __pyx_obj_6pandas_3lib_Int64Vector *, __pyx_t_5numpy_int64_t);


/* "/home/wesm/code/pandas/pandas/src/datetime.pyx":506
 * 
 * 
 * cdef class _NaT(_Timestamp):             # <<<<<<<<<<<<<<
 * 
 *     def __richcmp__(_NaT self, object other, int op):
 */

struct __pyx_vtabstruct_6pandas_3lib__NaT {
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static struct __pyx_vtabstruct_6pandas_3lib__NaT *__pyx_vtabptr_6pandas_3lib__NaT;


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":252
 *         return reverse, labels, counts[:count].copy()
 * 
 * cdef class Int32HashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_int32_t *table
 * 
 */

struct __pyx_vtabstruct_6pandas_3lib_Int32HashTable {
  int (*check_type)(struct __pyx_obj_6pandas_3lib_Int32HashTable *, PyObject *);
  PyObject *(*get_item)(struct __pyx_obj_6pandas_3lib_Int32HashTable *, __pyx_t_5numpy_int32_t, int __pyx_skip_dispatch);
  PyObject *(*set_item)(struct __pyx_obj_6pandas_3lib_Int32HashTable *, __pyx_t_5numpy_int32_t, Py_ssize_t, int __pyx_skip_dispatch);
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static struct __pyx_vtabstruct_6pandas_3lib_Int32HashTable *__pyx_vtabptr_6pandas_3lib_Int32HashTable;
static CYTHON_INLINE int __pyx_f_6pandas_3lib_14Int32HashTable_check_type(struct __pyx_obj_6pandas_3lib_Int32HashTable *, PyObject *);


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":598
 *     return result_keys, result_counts
 * 
 * cdef class Float64HashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_float64_t *table
 * 
 */

struct __pyx_vtabstruct_6pandas_3lib_Float64HashTable {
  PyObject *(*get_labels)(struct __pyx_obj_6pandas_3lib_Float64HashTable *, PyArrayObject *, PyObject *, Py_ssize_t, __pyx_t_5numpy_int64_t, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6pandas_3lib_Float64HashTable *__pyx_vtabptr_6pandas_3lib_Float64HashTable;


/* "/home/wesm/code/pandas/pandas/src/hashtable.pyx":710
 *         return uniques
 * 
 * cdef class PyObjectHashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_pymap_t *table
 * 
 */

struct __pyx_vtabstruct_6pandas_3lib_PyObjectHashTable {
  PyObject *(*destroy)(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *, int __pyx_skip_dispatch);
  PyObject *(*get_item)(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*set_item)(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *, PyObject *, Py_ssize_t, int __pyx_skip_dispatch);
  PyObject *(*get_labels)(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *, PyArrayObject *, PyObject *, Py_ssize_t, __pyx_t_5numpy_int64_t, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6pandas_3lib_PyObjectHashTable *__pyx_vtabptr_6pandas_3lib_PyObjectHashTable;


/* "/home/wesm/code/pandas/pandas/src/engines.pyx":324
 *         return result
 * 
 * cdef class Float64Engine(IndexEngine):             # <<<<<<<<<<<<<<
 * 
 *     # cdef Float64HashTable mapping
 */

struct __pyx_vtabstruct_6pandas_3lib_Float64Engine {
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};
static struct __pyx_vtabstruct_6pandas_3lib_Float64Engine *__pyx_vtabptr_6pandas_3lib_Float64Engine;
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    } else {  /* inlined PySequence_SetItem() */
        PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
        if (likely(m && m->sq_ass_item)) {
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                Py_ssize_t l = m->sq_length(o);
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    }
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#if CYTHON_COMPILING_IN_PYPY
    if (PySequence_Check(o) && !PyDict_Check(o)) {
#else
    if (PySequence_Check(o)) {
#endif
        return PySequence_SetItem(o, i, v);
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#endif
    return __Pyx_SetItemInt_Generic(o, PyInt_FromSsize_t(i), v);
}

static CYTHON_INLINE int __Pyx_CheckKeywordStrings(PyObject *kwdict, const char* function_name, int kw_allowed); /*proto*/

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

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

static CYTHON_INLINE __pyx_t_5numpy_int64_t __Pyx_mod___pyx_t_5numpy_int64_t(__pyx_t_5numpy_int64_t, __pyx_t_5numpy_int64_t); /* proto */

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

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

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

static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname);

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

static CYTHON_INLINE void __Pyx_RaiseClosureNameError(const char *varname);

#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 void __Pyx_call_next_tp_dealloc(PyObject* obj, destructor current_tp_dealloc);

static int __Pyx_call_next_tp_traverse(PyObject* obj, visitproc v, void *a, traverseproc current_tp_traverse);

static void __Pyx_call_next_tp_clear(PyObject* obj, inquiry current_tp_dealloc);

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

static CYTHON_INLINE PyObject *__Pyx_PyInt_to_py_npy_int64(npy_int64);

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 npy_int32 __Pyx_PyInt_from_py_npy_int32(PyObject *);

static CYTHON_INLINE npy_int64 __Pyx_PyInt_from_py_npy_int64(PyObject *);

static CYTHON_INLINE void __Pyx_RaiseImportError(PyObject *name);

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

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

#define __Pyx_CyFunction_USED 1
#include <structmember.h>
#define __Pyx_CYFUNCTION_STATICMETHOD  0x01
#define __Pyx_CYFUNCTION_CLASSMETHOD   0x02
#define __Pyx_CYFUNCTION_CCLASS        0x04
#define __Pyx_CyFunction_GetClosure(f) \
    (((__pyx_CyFunctionObject *) (f))->func_closure)
#define __Pyx_CyFunction_GetClassObj(f) \
    (((__pyx_CyFunctionObject *) (f))->func_classobj)
#define __Pyx_CyFunction_Defaults(type, f) \
    ((type *)(((__pyx_CyFunctionObject *) (f))->defaults))
#define __Pyx_CyFunction_SetDefaultsGetter(f, g) \
    ((__pyx_CyFunctionObject *) (f))->defaults_getter = (g)
typedef struct {
    PyCFunctionObject func;
    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 PyObject *__Pyx_PyInt_to_py_npy_uint32(npy_uint32);

static CYTHON_INLINE npy_uint32 __Pyx_PyInt_from_py_npy_uint32(PyObject *);

static CYTHON_INLINE PyObject *__Pyx_PyInt_to_py_npy_int32(npy_int32);

static int __Pyx_Print(PyObject*, PyObject *, int); /*proto*/
#if CYTHON_COMPILING_IN_PYPY || PY_MAJOR_VERSION >= 3
static PyObject* __pyx_print = 0;
static PyObject* __pyx_print_kwargs = 0;
#endif

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

static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);

static __pyx_t_double_complex __Pyx_PyComplex_As___pyx_t_double_complex(PyObject*);

#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))
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#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

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

static CYTHON_INLINE npy_uint8 __Pyx_PyInt_from_py_npy_uint8(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))
    #endif
  #else
    #define __Pyx_c_is_zerof(z) ((z)==0)
    #define __Pyx_c_conjf(z)    (conjf(z))
    #if 1
        #define __Pyx_c_absf(z)     (cabsf(z))
        #define __Pyx_c_powf(a, b)  (cpowf(a, b))
    #endif
 #endif
#else
    static CYTHON_INLINE int __Pyx_c_eqf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sumf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_difff(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prodf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quotf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_negf(__pyx_t_float_complex);
    static CYTHON_INLINE int __Pyx_c_is_zerof(__pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conjf(__pyx_t_float_complex);
    #if 1
        static CYTHON_INLINE float __Pyx_c_absf(__pyx_t_float_complex);
        static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_powf(__pyx_t_float_complex, __pyx_t_float_complex);
    #endif
#endif

static CYTHON_INLINE 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,
                                  int lineno, const char *filename); /*proto*/

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)
#else
  #define __Pyx_PyIdentifier_FromString(s) PyUnicode_FromString(s)
#endif
#endif

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*/

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

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

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*/
static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *); /*proto*/

/* Module declarations from 'cython' */

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

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

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

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

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

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

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

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

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

/* Module declarations from '__builtin__' */

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

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

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

/* Module declarations from '__builtin__' */

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

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

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

/* Module declarations from '__builtin__' */

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

/* Module declarations from 'cpython' */

/* Module declarations from '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;

/* Module declarations from 'khash' */

/* 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__checknan(PyObject *); /*proto*/

/* Module declarations from 'skiplist' */

/* Module declarations from 'libc' */

/* Module declarations from 'pandas.lib' */
static PyTypeObject *__pyx_ptype_6pandas_3lib_ObjectVector = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_Int64Vector = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_HashTable = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_StringHashTable = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_Int32HashTable = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_Int64HashTable = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_Float64HashTable = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_PyObjectHashTable = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_Factorizer = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_Int64Factorizer = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_DictFactorizer = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib__Timestamp = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib__NaT = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib__TSObject = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_Node = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_IndexableSkiplist = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib__PandasNull = 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_cache_readonly = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_AxisProperty = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_SeriesIndex = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_ValuesProperty = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_IndexEngine = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_Int64Engine = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_Float64Engine = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_ObjectEngine = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib_DatetimeEngine = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib___pyx_scope_struct__try_parse_dates = 0;
static PyTypeObject *__pyx_ptype_6pandas_3lib___pyx_scope_struct_1_try_parse_date_and_time = 0;
static __pyx_t_5numpy_int32_t __pyx_v_6pandas_3lib_MINint32;
static __pyx_t_5numpy_int64_t __pyx_v_6pandas_3lib_MINint64;
static __pyx_t_5numpy_float32_t __pyx_v_6pandas_3lib_MINfloat32;
static __pyx_t_5numpy_float64_t __pyx_v_6pandas_3lib_MINfloat64;
static __pyx_t_5numpy_int32_t __pyx_v_6pandas_3lib_MAXint32;
static __pyx_t_5numpy_int64_t __pyx_v_6pandas_3lib_MAXint64;
static __pyx_t_5numpy_float32_t __pyx_v_6pandas_3lib_MAXfloat32;
static __pyx_t_5numpy_float64_t __pyx_v_6pandas_3lib_MAXfloat64;
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 __pyx_t_5numpy_int64_t __pyx_v_6pandas_3lib__NS_LOWER_BOUND;
static __pyx_t_5numpy_int64_t __pyx_v_6pandas_3lib__NS_UPPER_BOUND;
static __pyx_t_5numpy_int64_t __pyx_v_6pandas_3lib_DAY_NS;
static __pyx_t_5numpy_float64_t __pyx_v_6pandas_3lib_FP_ERR;
static int __pyx_v_6pandas_3lib_TIEBREAK_AVERAGE;
static int __pyx_v_6pandas_3lib_TIEBREAK_MIN;
static int __pyx_v_6pandas_3lib_TIEBREAK_MAX;
static int __pyx_v_6pandas_3lib_TIEBREAK_FIRST;
static int __pyx_v_6pandas_3lib_TIEBREAK_FIRST_DESCENDING;
static CYTHON_INLINE int __pyx_f_6pandas_3lib_int_max(int, int); /*proto*/
static CYTHON_INLINE int __pyx_f_6pandas_3lib_int_min(int, int); /*proto*/
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 PyObject *__pyx_f_6pandas_3lib_checknull(PyObject *, int __pyx_skip_dispatch); /*proto*/
static CYTHON_INLINE int __pyx_f_6pandas_3lib_is_timestamp(PyObject *); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_get_value_box(PyArrayObject *, PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_3lib__get_utcoffset(PyObject *, PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_convert_to_tsobject(PyObject *, int __pyx_skip_dispatch, struct __pyx_opt_args_6pandas_3lib_convert_to_tsobject *__pyx_optional_args); /*proto*/
static CYTHON_INLINE int __pyx_f_6pandas_3lib__is_utc(PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib__get_zone(PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib__check_dts_bounds(__pyx_t_5numpy_int64_t, pandas_datetimestruct *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib__dts_to_pydatetime(pandas_datetimestruct *); /*proto*/
static CYTHON_INLINE __pyx_t_5numpy_int64_t __pyx_f_6pandas_3lib__pydatetime_to_dts(PyObject *, pandas_datetimestruct *); /*proto*/
static CYTHON_INLINE __pyx_t_5numpy_int64_t __pyx_f_6pandas_3lib__date_to_datetime64(PyObject *, pandas_datetimestruct *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib__string_to_dts(PyObject *, pandas_datetimestruct *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib__get_datetime64_nanos(PyObject *); /*proto*/
static double __pyx_f_6pandas_3lib_total_seconds(PyObject *); /*proto*/
static PyArrayObject *__pyx_f_6pandas_3lib__unbox_utcoffsets(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_3lib__ensure_int64(PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib_bisect_right_i8(__pyx_t_5numpy_int64_t *, __pyx_t_5numpy_int64_t, Py_ssize_t); /*proto*/
static CYTHON_INLINE __pyx_t_5numpy_int64_t __pyx_f_6pandas_3lib_ts_dayofweek(struct __pyx_obj_6pandas_3lib__TSObject *); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_normalize_date(PyObject *, int __pyx_skip_dispatch); /*proto*/
static double __pyx_f_6pandas_3lib_Log2(double); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_groupby_indices_naive(PyArrayObject *, int __pyx_skip_dispatch); /*proto*/
static CYTHON_INLINE __pyx_t_5numpy_float64_t __pyx_f_6pandas_3lib__median_linear(__pyx_t_5numpy_float64_t *, int); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib_kth_smallest_c(__pyx_t_5numpy_float64_t *, Py_ssize_t, Py_ssize_t); /*proto*/
static PyObject *__pyx_f_6pandas_3lib__roll_skiplist_op(PyArrayObject *, int, int, __pyx_t_6pandas_3lib_skiplist_f); /*proto*/
static __pyx_t_5numpy_double_t __pyx_f_6pandas_3lib__get_median(PyObject *, int, int); /*proto*/
static __pyx_t_5numpy_double_t __pyx_f_6pandas_3lib__get_max(PyObject *, int, int); /*proto*/
static __pyx_t_5numpy_double_t __pyx_f_6pandas_3lib__get_min(PyObject *, int, int); /*proto*/
static PyObject *__pyx_f_6pandas_3lib__take_2d_float64(PyArrayObject *, PyObject *); /*proto*/
static PyObject *__pyx_f_6pandas_3lib__take_2d_int64(PyArrayObject *, PyObject *); /*proto*/
static PyObject *__pyx_f_6pandas_3lib__take_2d_object(PyArrayObject *, PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib_are_diff(PyObject *, 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 PyObject *__pyx_f_6pandas_3lib_is_definitely_invalid_key(PyObject *); /*proto*/
static Py_ssize_t __pyx_f_6pandas_3lib__bin_search(PyArrayObject *, PyObject *); /*proto*/
static PyObject *__pyx_f_6pandas_3lib_convert_scalar(PyArrayObject *, PyObject *, int __pyx_skip_dispatch); /*proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_3lib__to_i8(PyObject *); /*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_nn___pyx_t_5numpy_int32_t = { "int32_t", NULL, sizeof(__pyx_t_5numpy_int32_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_int32_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_int32_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_int8_t = { "int8_t", NULL, sizeof(__pyx_t_5numpy_int8_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_int8_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_int8_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_double_t = { "double_t", NULL, sizeof(__pyx_t_5numpy_double_t), { 0 }, 0, 'R', 0, 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_Py_ssize_t = { "Py_ssize_t", NULL, sizeof(Py_ssize_t), { 0 }, 0, IS_UNSIGNED(Py_ssize_t) ? 'U' : 'I', IS_UNSIGNED(Py_ssize_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo___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_NameError;
static PyObject *__pyx_builtin_property;
static PyObject *__pyx_builtin_object;
static PyObject *__pyx_builtin_AttributeError;
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_Exception;
static PyObject *__pyx_builtin_ValueError;
static PyObject *__pyx_builtin_TypeError;
static PyObject *__pyx_builtin_KeyError;
static PyObject *__pyx_builtin_IndexError;
static PyObject *__pyx_builtin_NotImplementedError;
static PyObject *__pyx_builtin_AssertionError;
static PyObject *__pyx_builtin_ImportError;
static PyObject *__pyx_builtin_RuntimeError;
static PyObject *__pyx_lambda_funcdef_6pandas_3lib_lambda1(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_lambda_funcdef_6pandas_3lib_lambda2(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_other); /* proto */
static PyObject *__pyx_lambda_funcdef_6pandas_3lib_lambda3(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_other); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_map_indices_list(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_index); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_2ismember(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_4to_datetime(CYTHON_UNUSED PyObject *__pyx_self, __pyx_t_5numpy_int64_t __pyx_v_timestamp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_6to_timestamp(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_dt); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_8array_to_timestamp(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10time64_to_datetime(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_12checknull(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14isscalar(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16isnullobj(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_18isnullobj2d(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_20list_to_object_array(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_obj); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_22fast_unique(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_24fast_unique_multiple(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_arrays); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_26fast_unique_multiple_list(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_lists); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_28fast_unique_multiple_list_gen(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_gen); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_30dicts_to_array(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_dicts, PyObject *__pyx_v_columns); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_32fast_zip(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_ndarrays); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_34get_reverse_indexer(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_indexer, Py_ssize_t __pyx_v_length); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_36has_infs_f4(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_38has_infs_f8(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_40convert_timestamps(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_42maybe_indices_to_slice(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_indices); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_44maybe_booleans_to_slice(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_mask); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_46scalar_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_48vec_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_50scalar_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_52vec_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_54value_count_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_56astype_intsafe(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_new_dtype); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_58list_to_object_array(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_obj); /* proto */
static int __pyx_pf_6pandas_3lib_12ObjectVector___cinit__(struct __pyx_obj_6pandas_3lib_ObjectVector *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_12ObjectVector_2to_array(struct __pyx_obj_6pandas_3lib_ObjectVector *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_xfer_data); /* proto */
static void __pyx_pf_6pandas_3lib_12ObjectVector_4__dealloc__(struct __pyx_obj_6pandas_3lib_ObjectVector *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_11Int64Vector___cinit__(struct __pyx_obj_6pandas_3lib_Int64Vector *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11Int64Vector_2to_array(struct __pyx_obj_6pandas_3lib_Int64Vector *__pyx_v_self, PyObject *__pyx_v_xfer_data); /* proto */
static void __pyx_pf_6pandas_3lib_11Int64Vector_4__dealloc__(struct __pyx_obj_6pandas_3lib_Int64Vector *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_15StringHashTable___cinit__(struct __pyx_obj_6pandas_3lib_StringHashTable *__pyx_v_self, int __pyx_v_size_hint); /* proto */
static void __pyx_pf_6pandas_3lib_15StringHashTable_2__dealloc__(struct __pyx_obj_6pandas_3lib_StringHashTable *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15StringHashTable_4get_item(struct __pyx_obj_6pandas_3lib_StringHashTable *__pyx_v_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15StringHashTable_6get_iter_test(struct __pyx_obj_6pandas_3lib_StringHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_iterations); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15StringHashTable_8set_item(struct __pyx_obj_6pandas_3lib_StringHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15StringHashTable_10get_indexer(struct __pyx_obj_6pandas_3lib_StringHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15StringHashTable_12unique(struct __pyx_obj_6pandas_3lib_StringHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15StringHashTable_14factorize(struct __pyx_obj_6pandas_3lib_StringHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static int __pyx_pf_6pandas_3lib_14Int32HashTable___init__(struct __pyx_obj_6pandas_3lib_Int32HashTable *__pyx_v_self, PyObject *__pyx_v_size_hint); /* proto */
static int __pyx_pf_6pandas_3lib_14Int32HashTable_2__cinit__(struct __pyx_obj_6pandas_3lib_Int32HashTable *__pyx_v_self); /* proto */
static void __pyx_pf_6pandas_3lib_14Int32HashTable_4__dealloc__(struct __pyx_obj_6pandas_3lib_Int32HashTable *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int32HashTable_6get_item(struct __pyx_obj_6pandas_3lib_Int32HashTable *__pyx_v_self, __pyx_t_5numpy_int32_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int32HashTable_8get_iter_test(struct __pyx_obj_6pandas_3lib_Int32HashTable *__pyx_v_self, CYTHON_UNUSED __pyx_t_5numpy_int32_t __pyx_v_key, Py_ssize_t __pyx_v_iterations); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int32HashTable_10set_item(struct __pyx_obj_6pandas_3lib_Int32HashTable *__pyx_v_self, __pyx_t_5numpy_int32_t __pyx_v_key, Py_ssize_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int32HashTable_12map_locations(struct __pyx_obj_6pandas_3lib_Int32HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int32HashTable_14lookup(struct __pyx_obj_6pandas_3lib_Int32HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int32HashTable_16factorize(struct __pyx_obj_6pandas_3lib_Int32HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static int __pyx_pf_6pandas_3lib_14Int64HashTable___init__(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, PyObject *__pyx_v_size_hint); /* proto */
static int __pyx_pf_6pandas_3lib_14Int64HashTable_2__cinit__(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self); /* proto */
static void __pyx_pf_6pandas_3lib_14Int64HashTable_4__dealloc__(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_14Int64HashTable_6__contains__(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, PyObject *__pyx_v_key); /* proto */
static Py_ssize_t __pyx_pf_6pandas_3lib_14Int64HashTable_8__len__(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int64HashTable_10get_item(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int64HashTable_12get_iter_test(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, CYTHON_UNUSED __pyx_t_5numpy_int64_t __pyx_v_key, Py_ssize_t __pyx_v_iterations); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int64HashTable_14set_item(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_key, Py_ssize_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int64HashTable_16map(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_keys, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int64HashTable_18map_locations(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int64HashTable_20lookup(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int64HashTable_22lookup_i4(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int64HashTable_24factorize(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int64HashTable_26get_labels(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_uniques, Py_ssize_t __pyx_v_count_prior, CYTHON_UNUSED Py_ssize_t __pyx_v_na_sentinel); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int64HashTable_28get_labels_groupby(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_uniques); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14Int64HashTable_30unique(struct __pyx_obj_6pandas_3lib_Int64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_60value_count_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static int __pyx_pf_6pandas_3lib_16Float64HashTable___init__(struct __pyx_obj_6pandas_3lib_Float64HashTable *__pyx_v_self, PyObject *__pyx_v_size_hint); /* proto */
static int __pyx_pf_6pandas_3lib_16Float64HashTable_2__cinit__(struct __pyx_obj_6pandas_3lib_Float64HashTable *__pyx_v_self); /* proto */
static Py_ssize_t __pyx_pf_6pandas_3lib_16Float64HashTable_4__len__(struct __pyx_obj_6pandas_3lib_Float64HashTable *__pyx_v_self); /* proto */
static void __pyx_pf_6pandas_3lib_16Float64HashTable_6__dealloc__(struct __pyx_obj_6pandas_3lib_Float64HashTable *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16Float64HashTable_8factorize(struct __pyx_obj_6pandas_3lib_Float64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16Float64HashTable_10get_labels(struct __pyx_obj_6pandas_3lib_Float64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_uniques, Py_ssize_t __pyx_v_count_prior, __pyx_t_5numpy_int64_t __pyx_v_na_sentinel); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16Float64HashTable_12map_locations(struct __pyx_obj_6pandas_3lib_Float64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16Float64HashTable_14lookup(struct __pyx_obj_6pandas_3lib_Float64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_16Float64HashTable_16unique(struct __pyx_obj_6pandas_3lib_Float64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static int __pyx_pf_6pandas_3lib_17PyObjectHashTable___init__(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_size_hint); /* proto */
static void __pyx_pf_6pandas_3lib_17PyObjectHashTable_2__dealloc__(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self); /* proto */
static Py_ssize_t __pyx_pf_6pandas_3lib_17PyObjectHashTable_4__len__(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_17PyObjectHashTable_6__contains__(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_key); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17PyObjectHashTable_8destroy(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17PyObjectHashTable_10get_item(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17PyObjectHashTable_12get_iter_test(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_iterations); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17PyObjectHashTable_14set_item(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17PyObjectHashTable_16map_locations(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17PyObjectHashTable_18lookup(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17PyObjectHashTable_20lookup2(CYTHON_UNUSED struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17PyObjectHashTable_22unique(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17PyObjectHashTable_24get_labels(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_uniques, Py_ssize_t __pyx_v_count_prior, __pyx_t_5numpy_int64_t __pyx_v_na_sentinel); /* proto */
static int __pyx_pf_6pandas_3lib_10Factorizer___init__(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self, PyObject *__pyx_v_size_hint); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10Factorizer_2get_count(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10Factorizer_4factorize(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_sort, PyObject *__pyx_v_na_sentinel); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10Factorizer_6unique(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10Factorizer_5table___get__(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_10Factorizer_5table_2__set__(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_10Factorizer_5table_4__del__(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10Factorizer_7uniques___get__(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_10Factorizer_7uniques_2__set__(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_10Factorizer_7uniques_4__del__(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10Factorizer_5count___get__(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_10Factorizer_5count_2__set__(struct __pyx_obj_6pandas_3lib_Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_15Int64Factorizer___init__(struct __pyx_obj_6pandas_3lib_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_size_hint); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15Int64Factorizer_2get_count(struct __pyx_obj_6pandas_3lib_Int64Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15Int64Factorizer_4factorize(struct __pyx_obj_6pandas_3lib_Int64Factorizer *__pyx_v_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_sort, PyObject *__pyx_v_na_sentinel); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15Int64Factorizer_5table___get__(struct __pyx_obj_6pandas_3lib_Int64Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_15Int64Factorizer_5table_2__set__(struct __pyx_obj_6pandas_3lib_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_15Int64Factorizer_5table_4__del__(struct __pyx_obj_6pandas_3lib_Int64Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15Int64Factorizer_7uniques___get__(struct __pyx_obj_6pandas_3lib_Int64Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_15Int64Factorizer_7uniques_2__set__(struct __pyx_obj_6pandas_3lib_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_15Int64Factorizer_7uniques_4__del__(struct __pyx_obj_6pandas_3lib_Int64Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15Int64Factorizer_5count___get__(struct __pyx_obj_6pandas_3lib_Int64Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_15Int64Factorizer_5count_2__set__(struct __pyx_obj_6pandas_3lib_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_14DictFactorizer___init__(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self, PyObject *__pyx_v_table, PyObject *__pyx_v_uniques); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DictFactorizer_2get_count(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DictFactorizer_4get_labels(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DictFactorizer_6factorize(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_sort); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DictFactorizer_8unique(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DictFactorizer_10unique_int64(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DictFactorizer_5table___get__(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_14DictFactorizer_5table_2__set__(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_14DictFactorizer_5table_4__del__(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DictFactorizer_7uniques___get__(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_14DictFactorizer_7uniques_2__set__(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_14DictFactorizer_7uniques_4__del__(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DictFactorizer_5count___get__(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_14DictFactorizer_5count_2__set__(struct __pyx_obj_6pandas_3lib_DictFactorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_62lookup2(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_64ints_to_pydatetime(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_tz); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_66_is_tzlocal(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_tz); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp___new__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_cls, PyObject *__pyx_v_ts_input, PyObject *__pyx_v_offset, PyObject *__pyx_v_tz); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_2__repr__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_4_repr_base(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_6tz(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_8freq(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_10__setstate__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_state); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_12__reduce__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_14to_period(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_freq); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_16dayofweek(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_18dayofyear(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_20week(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_22quarter(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_24freqstr(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_26asm8(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_28tz_localize(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_tz); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_30tz_convert(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_tz); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_32replace(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_kwds); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_36__defaults__(CYTHON_UNUSED PyObject *__pyx_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9Timestamp_34to_pydatetime(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_warn); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_7NaTType___new__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_cls); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_7NaTType_2__repr__(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_7NaTType_4weekday(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_7NaTType_6toordinal(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_68is_timestamp_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_70get_value_box(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_loc); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_72unique_deltas(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_74apply_offset(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, CYTHON_UNUSED PyObject *__pyx_v_offset); /* proto */
static Py_hash_t __pyx_pf_6pandas_3lib_10_Timestamp___hash__(struct __pyx_obj_6pandas_3lib__Timestamp *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10_Timestamp_2__richcmp__(struct __pyx_obj_6pandas_3lib__Timestamp *__pyx_v_self, PyObject *__pyx_v_other, int __pyx_v_op); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10_Timestamp_4to_datetime(struct __pyx_obj_6pandas_3lib__Timestamp *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10_Timestamp_6__add__(PyObject *__pyx_v_self, PyObject *__pyx_v_other); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10_Timestamp_8__sub__(PyObject *__pyx_v_self, PyObject *__pyx_v_other); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10_Timestamp_10_get_field(struct __pyx_obj_6pandas_3lib__Timestamp *__pyx_v_self, PyObject *__pyx_v_field); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10_Timestamp_5value___get__(struct __pyx_obj_6pandas_3lib__Timestamp *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10_Timestamp_10nanosecond___get__(struct __pyx_obj_6pandas_3lib__Timestamp *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_10_Timestamp_6offset___get__(struct __pyx_obj_6pandas_3lib__Timestamp *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_4_NaT___richcmp__(CYTHON_UNUSED struct __pyx_obj_6pandas_3lib__NaT *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_other, int __pyx_v_op); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_76_delta_to_nanoseconds(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_delta); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_9_TSObject_5value___get__(struct __pyx_obj_6pandas_3lib__TSObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_78_get_utcoffset(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_tzinfo, PyObject *__pyx_v_obj); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_80convert_to_tsobject(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_ts, PyObject *__pyx_v_tz); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_82get_timezone(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_tz); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_84datetime_to_datetime64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_86array_to_datetime(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_raise_, PyObject *__pyx_v_dayfirst, CYTHON_UNUSED PyObject *__pyx_v_format, PyObject *__pyx_v_utc); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_88cast_to_nanoseconds(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_90pydt_to_i8(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_pydt); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_92i8_to_pydt(CYTHON_UNUSED PyObject *__pyx_self, __pyx_t_5numpy_int64_t __pyx_v_i8, CYTHON_UNUSED PyObject *__pyx_v_tzinfo); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_94tz_convert(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_vals, PyObject *__pyx_v_tz1, PyObject *__pyx_v_tz2); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_96tz_convert_single(CYTHON_UNUSED PyObject *__pyx_self, __pyx_t_5numpy_int64_t __pyx_v_val, PyObject *__pyx_v_tz1, PyObject *__pyx_v_tz2); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_98_get_transitions(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_tz); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_100_get_deltas(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_tz); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_102tot_seconds(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_td); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_104_unbox_utcoffsets(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_transinfo); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_106tz_localize_to_utc(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_vals, PyObject *__pyx_v_tz); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_108build_field_sarray(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_dtindex); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_110get_time_micros(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_dtindex); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_112get_date_field(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_dtindex, PyObject *__pyx_v_field); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_114date_normalize(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_stamps); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_116dates_normalized(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_stamps); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_118isleapyear(CYTHON_UNUSED PyObject *__pyx_self, __pyx_t_5numpy_int64_t __pyx_v_year); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_120monthrange(CYTHON_UNUSED PyObject *__pyx_self, __pyx_t_5numpy_int64_t __pyx_v_year, __pyx_t_5numpy_int64_t __pyx_v_month); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_122normalize_date(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_dt); /* proto */
static int __pyx_pf_6pandas_3lib_4Node___init__(struct __pyx_obj_6pandas_3lib_Node *__pyx_v_self, __pyx_t_5numpy_double_t __pyx_v_value, PyObject *__pyx_v_next, PyObject *__pyx_v_width); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_4Node_5value___get__(struct __pyx_obj_6pandas_3lib_Node *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_4Node_5value_2__set__(struct __pyx_obj_6pandas_3lib_Node *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_4Node_4next___get__(struct __pyx_obj_6pandas_3lib_Node *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_4Node_4next_2__set__(struct __pyx_obj_6pandas_3lib_Node *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_4Node_4next_4__del__(struct __pyx_obj_6pandas_3lib_Node *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_4Node_5width___get__(struct __pyx_obj_6pandas_3lib_Node *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_4Node_5width_2__set__(struct __pyx_obj_6pandas_3lib_Node *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_4Node_5width_4__del__(struct __pyx_obj_6pandas_3lib_Node *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_17IndexableSkiplist___init__(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *__pyx_v_self, PyObject *__pyx_v_expected_size); /* proto */
static Py_ssize_t __pyx_pf_6pandas_3lib_17IndexableSkiplist_2__len__(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17IndexableSkiplist_4__getitem__(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17IndexableSkiplist_6get(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *__pyx_v_self, Py_ssize_t __pyx_v_i); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17IndexableSkiplist_8insert(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *__pyx_v_self, double __pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_17IndexableSkiplist_10remove(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *__pyx_v_self, double __pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_124arrmap(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyObject *__pyx_v_func); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_126groupby_func(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_index, PyObject *__pyx_v_mapper); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_128func_groupby_indices(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_index, PyObject *__pyx_v_mapper); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_130groupby_indices_naive(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_132groupby_indices(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_134is_lexsorted(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_list_of_arrays); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_136group_labels(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_138get_unique_labels(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_idMap); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_140groupsort_indexer(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, Py_ssize_t __pyx_v_ngroups); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_142group_add(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_144group_prod(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_146group_nth(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels, __pyx_t_5numpy_int64_t __pyx_v_rank); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_148group_nth_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels, __pyx_t_5numpy_int64_t __pyx_v_rank); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_150group_nth_bin(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins, __pyx_t_5numpy_int64_t __pyx_v_rank); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_152group_nth_bin_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins, __pyx_t_5numpy_int64_t __pyx_v_rank); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_154group_last(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_156group_last_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_158group_last_bin(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_160group_last_bin_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_162group_min(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_164group_max(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_166group_mean(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_168group_median(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_170group_var(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_172generate_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_174group_add_bin(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_176group_prod_bin(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_178group_min_bin(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_180group_max_bin(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_182group_ohlc(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_184group_mean_bin(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_186group_var_bin(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_out, PyArrayObject *__pyx_v_counts, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_bins); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_188row_bool_subset(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_190row_bool_subset_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_192group_count(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, Py_ssize_t __pyx_v_size); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_194lookup_values(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_mapping); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_196count_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_198count_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_200fast_zip_fillna(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_ndarrays, PyObject *__pyx_v_fill_value); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_202duplicated(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_take_last); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_204generate_slices(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_labels, Py_ssize_t __pyx_v_ngroups); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_206groupby_arrays(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, PyArrayObject *__pyx_v_labels, PyObject *__pyx_v_sort); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_208indices_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_210_check_minp(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_win, PyObject *__pyx_v_minp, PyObject *__pyx_v_N); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_212kth_smallest(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_a, Py_ssize_t __pyx_v_k); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_214median(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_216max_subseq(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_218min_subseq(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_220roll_sum(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_222roll_mean(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_224ewma(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, __pyx_t_5numpy_double_t __pyx_v_com, int __pyx_v_adjust); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_226nancorr(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_mat, PyObject *__pyx_v_cov); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_228roll_var(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp, int __pyx_v_ddof); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_230roll_skew(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_232roll_kurt(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_234roll_median_c(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arg, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_236roll_median_cython(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_238roll_max2(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_a, int __pyx_v_window, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_240roll_max(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_242roll_min(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_244roll_min2(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_a, int __pyx_v_window, int __pyx_v_minp); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_246roll_quantile(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp, double __pyx_v_quantile); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_248roll_generic(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_input, int __pyx_v_win, int __pyx_v_minp, PyObject *__pyx_v_func); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_250ordered_left_join(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_252left_join_2d(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right, PyArrayObject *__pyx_v_lvalues, PyArrayObject *__pyx_v_rvalues, PyArrayObject *__pyx_v_out); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_254left_join_1d(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right, PyArrayObject *__pyx_v_lvalues, PyArrayObject *__pyx_v_rvalues, PyArrayObject *__pyx_v_out); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_256take_join_contiguous(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_lvalues, PyArrayObject *__pyx_v_rvalues, PyArrayObject *__pyx_v_lindexer, PyArrayObject *__pyx_v_rindexer, PyArrayObject *__pyx_v_out); /* 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_5dummy___get__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_5dummy_2__set__(struct __pyx_obj_6pandas_3lib_SeriesBinGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_16SeriesBinGrouper_5dummy_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 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_5dummy___get__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_5dummy_2__set__(struct __pyx_obj_6pandas_3lib_SeriesGrouper *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_3lib_13SeriesGrouper_5dummy_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 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_6cleanup(struct __pyx_obj_6pandas_3lib_Slider *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_258reduce(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 PyObject *__pyx_pf_6pandas_3lib_260rank_1d_float64(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, PyObject *__pyx_v_na_option); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_262rank_1d_int64(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, CYTHON_UNUSED PyObject *__pyx_v_na_option); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_264rank_2d_float64(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, PyObject *__pyx_v_axis, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, PyObject *__pyx_v_na_option); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_266rank_2d_int64(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, PyObject *__pyx_v_axis, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, CYTHON_UNUSED PyObject *__pyx_v_na_option); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_268rank_1d_generic(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, int __pyx_v_retry, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, PyObject *__pyx_v_na_option); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_270rank_2d_generic(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_in_arr, PyObject *__pyx_v_axis, PyObject *__pyx_v_ties_method, PyObject *__pyx_v_ascending, PyObject *__pyx_v_na_option); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_272diff_2d_float64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyArrayObject *__pyx_v_out, Py_ssize_t __pyx_v_periods, int __pyx_v_axis); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_274diff_2d_int64(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyArrayObject *__pyx_v_out, Py_ssize_t __pyx_v_periods, int __pyx_v_axis); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_276diff_2d_int32(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyArrayObject *__pyx_v_out, Py_ssize_t __pyx_v_periods, int __pyx_v_axis); /* proto */
static int __pyx_pf_6pandas_3lib_14cache_readonly___init__(struct __pyx_obj_6pandas_3lib_cache_readonly *__pyx_v_self, PyObject *__pyx_v_func); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14cache_readonly_2__get__(struct __pyx_obj_6pandas_3lib_cache_readonly *__pyx_v_self, PyObject *__pyx_v_obj, CYTHON_UNUSED PyObject *__pyx_v_type); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14cache_readonly_4fget___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 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 int __pyx_pf_6pandas_3lib_11SeriesIndex___init__(struct __pyx_obj_6pandas_3lib_SeriesIndex *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11SeriesIndex_2__get__(CYTHON_UNUSED struct __pyx_obj_6pandas_3lib_SeriesIndex *__pyx_v_self, PyObject *__pyx_v_obj, CYTHON_UNUSED PyObject *__pyx_v_type); /* proto */
static int __pyx_pf_6pandas_3lib_11SeriesIndex_4__set__(struct __pyx_obj_6pandas_3lib_SeriesIndex *__pyx_v_self, PyObject *__pyx_v_obj, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14ValuesProperty___get__(CYTHON_UNUSED struct __pyx_obj_6pandas_3lib_ValuesProperty *__pyx_v_self, PyObject *__pyx_v_obj, CYTHON_UNUSED PyObject *__pyx_v_type); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_278infer_dtype(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v__values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_280infer_dtype_list(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_282is_bool_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_284is_integer(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_o); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_286is_integer_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_288is_integer_float_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_290is_float_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_292is_string_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_294is_unicode_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_296is_datetime_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_298is_datetime64_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_300is_date_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_302is_time_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_304is_period_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_306extract_ordinals(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_freq); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_308maybe_convert_numeric(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_310maybe_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); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_312convert_sql_column(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_15try_parse_dates_parse_date(PyObject *__pyx_self, PyObject *__pyx_v_s); /* proto */
static PyObject *__pyx_lambda_funcdef_lambda4(PyObject *__pyx_self, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_314try_parse_dates(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_parser, PyObject *__pyx_v_dayfirst); /* 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_lambda5(PyObject *__pyx_self, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_lambda_funcdef_lambda6(PyObject *__pyx_self, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_316try_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); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_318try_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_320try_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_322sanitize_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_324maybe_convert_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_326map_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_328map_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_330to_object_array(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_rows); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_332tuples_to_object_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_tuples); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_334to_object_array_tuples(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_rows); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_336fast_multiget(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_mapping, PyArrayObject *__pyx_v_keys, PyObject *__pyx_v_default); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_338inner_join(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right, Py_ssize_t __pyx_v_max_groups); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_340left_outer_join(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right, Py_ssize_t __pyx_v_max_groups, PyObject *__pyx_v_sort); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_342full_outer_join(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_left, PyArrayObject *__pyx_v_right, Py_ssize_t __pyx_v_max_groups); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_344_get_result_indexer(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_sorter, PyObject *__pyx_v_indexer); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_346ffill_indexer(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_indexer); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_348ffill_by_group(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_indexer, PyArrayObject *__pyx_v_group_ids, __pyx_t_5numpy_int64_t __pyx_v_max_group); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_350join_sorter(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, Py_ssize_t __pyx_v_ngroups); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_352_big_join_sorter(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_index); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_354get_value_at(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_loc); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_356set_value_at(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_loc, PyObject *__pyx_v_val); /* proto */
static int __pyx_pf_6pandas_3lib_11IndexEngine___init__(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self, PyObject *__pyx_v_vgetter, PyObject *__pyx_v_n); /* proto */
static int __pyx_pf_6pandas_3lib_11IndexEngine_2__contains__(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11IndexEngine_4get_value(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_key); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11IndexEngine_6set_value(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_key, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11IndexEngine_8get_loc(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11IndexEngine_9is_unique___get__(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11IndexEngine_12is_monotonic___get__(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11IndexEngine_10_call_monotonic(CYTHON_UNUSED struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11IndexEngine_12clear_mapping(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11IndexEngine_14get_indexer(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self, PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11IndexEngine_7vgetter___get__(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11IndexEngine_7mapping___get__(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11IndexEngine_19over_size_threshold___get__(struct __pyx_obj_6pandas_3lib_IndexEngine *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11Int64Engine__call_monotonic(CYTHON_UNUSED struct __pyx_obj_6pandas_3lib_Int64Engine *__pyx_v_self, PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11Int64Engine_2get_pad_indexer(struct __pyx_obj_6pandas_3lib_Int64Engine *__pyx_v_self, PyObject *__pyx_v_other, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_11Int64Engine_4get_backfill_indexer(struct __pyx_obj_6pandas_3lib_Int64Engine *__pyx_v_self, PyObject *__pyx_v_other, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13Float64Engine__call_monotonic(CYTHON_UNUSED struct __pyx_obj_6pandas_3lib_Float64Engine *__pyx_v_self, PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13Float64Engine_2get_pad_indexer(struct __pyx_obj_6pandas_3lib_Float64Engine *__pyx_v_self, PyObject *__pyx_v_other, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_13Float64Engine_4get_backfill_indexer(struct __pyx_obj_6pandas_3lib_Float64Engine *__pyx_v_self, PyObject *__pyx_v_other, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_12ObjectEngine__call_monotonic(CYTHON_UNUSED struct __pyx_obj_6pandas_3lib_ObjectEngine *__pyx_v_self, PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_12ObjectEngine_2get_pad_indexer(struct __pyx_obj_6pandas_3lib_ObjectEngine *__pyx_v_self, PyObject *__pyx_v_other, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_12ObjectEngine_4get_backfill_indexer(struct __pyx_obj_6pandas_3lib_ObjectEngine *__pyx_v_self, PyObject *__pyx_v_other, PyObject *__pyx_v_limit); /* proto */
static int __pyx_pf_6pandas_3lib_14DatetimeEngine___contains__(struct __pyx_obj_6pandas_3lib_DatetimeEngine *__pyx_v_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DatetimeEngine_2_call_monotonic(CYTHON_UNUSED struct __pyx_obj_6pandas_3lib_DatetimeEngine *__pyx_v_self, PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DatetimeEngine_4get_loc(struct __pyx_obj_6pandas_3lib_DatetimeEngine *__pyx_v_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DatetimeEngine_6get_indexer(struct __pyx_obj_6pandas_3lib_DatetimeEngine *__pyx_v_self, PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DatetimeEngine_8get_pad_indexer(struct __pyx_obj_6pandas_3lib_DatetimeEngine *__pyx_v_self, PyObject *__pyx_v_other, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_14DatetimeEngine_10get_backfill_indexer(struct __pyx_obj_6pandas_3lib_DatetimeEngine *__pyx_v_self, PyObject *__pyx_v_other, PyObject *__pyx_v_limit); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_358convert_scalar(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_value); /* 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 char __pyx_k_1[] = "all arrays must be same length";
static char __pyx_k_5[] = "Unrecognized operator";
static char __pyx_k_7[] = "Arrays were different lengths: %d vs %d";
static char __pyx_k_12[] = "list_to_object_array";
static char __pyx_k_15[] = "Cannot convert a float to datetime";
static char __pyx_k_17[] = "%z";
static char __pyx_k_19[] = " %%Z, tz=%s";
static char __pyx_k_21[] = "<Timestamp: %s>";
static char __pyx_k_22[] = "%d-%.2d-%.2d %.2d:%.2d:%.2d";
static char __pyx_k_23[] = ".%.9d";
static char __pyx_k_24[] = ".%.6d";
static char __pyx_k_25[] = "pandas.tseries.period";
static char __pyx_k_29[] = "M8[ns]";
static char __pyx_k_31[] = "Cannot localize tz-aware Timestamp, use tz_convert for conversions";
static char __pyx_k_33[] = "Cannot convert tz-naive Timestamp, use tz_localize to localize";
static char __pyx_k_35[] = "Warning: discarding nonzero nanoseconds";
static char __pyx_k_36[] = "index out of bounds";
static char __pyx_k_39[] = "Cannot compare Timestamp with %s";
static char __pyx_k_40[] = "Cannot compare tz-naive and tz-aware timestamps";
static char __pyx_k_43[] = "Cannot add integral value to Timestamp without offset.";
static char __pyx_k_44[] = "_delta_to_nanoseconds";
static char __pyx_k_45[] = "Could not construct Timestamp from argument %s";
static char __pyx_k_46[] = "Out of bounds nanosecond timestamp: %s";
static char __pyx_k_47[] = "Unable to parse %s";
static char __pyx_k_49[] = "Array must be all same time zone";
static char __pyx_k_51[] = "Cannot mix tz-aware with tz-naive values";
static char __pyx_k_53[] = "Unrecognized value type: %s";
static char __pyx_k_56[] = "dateutil.parser";
static char __pyx_k_58[] = "Tz-aware datetime.datetime cannot be converted to datetime64 unless utc=True";
static char __pyx_k_60[] = "NumPy 1.6.1 business freq not supported";
static char __pyx_k_63[] = "First time before start of DST info";
static char __pyx_k_68[] = "_utc_transition_times";
static char __pyx_k_70[] = "Could not find pytz module";
static char __pyx_k_72[] = "NonExistentTimeError";
static char __pyx_k_80[] = "Field %s not supported";
static char __pyx_k_81[] = "bad month number 0; must be 1-12";
static char __pyx_k_83[] = "Unrecognized type: %s";
static char __pyx_k_84[] = "Not Found";
static char __pyx_k_86[] = "pandas._algos";
static char __pyx_k_87[] = "take_2d_axis1_float64";
static char __pyx_k_88[] = "Invalid length for values or for binner";
static char __pyx_k_90[] = "Values falls before first bin";
static char __pyx_k_92[] = "Values falls after last bin";
static char __pyx_k_94[] = "Output array must have 4 columns";
static char __pyx_k_96[] = "maybe_convert_objects";
static char __pyx_k__A[] = "A";
static char __pyx_k__B[] = "B";
static char __pyx_k__C[] = "C";
static char __pyx_k__D[] = "D";
static char __pyx_k__F[] = "F";
static char __pyx_k__H[] = "H";
static char __pyx_k__I[] = "I";
static char __pyx_k__K[] = "K";
static char __pyx_k__L[] = "L";
static char __pyx_k__M[] = "M";
static char __pyx_k__N[] = "N";
static char __pyx_k__O[] = "O";
static char __pyx_k__Q[] = "Q";
static char __pyx_k__R[] = "R";
static char __pyx_k__S[] = "S";
static char __pyx_k__T[] = "T";
static char __pyx_k__Y[] = "Y";
static char __pyx_k__a[] = "a";
static char __pyx_k__b[] = "b";
static char __pyx_k__d[] = "d";
static char __pyx_k__e[] = "e";
static char __pyx_k__f[] = "f";
static char __pyx_k__g[] = "g";
static char __pyx_k__h[] = "h";
static char __pyx_k__i[] = "i";
static char __pyx_k__j[] = "j";
static char __pyx_k__k[] = "k";
static char __pyx_k__l[] = "l";
static char __pyx_k__m[] = "m";
static char __pyx_k__n[] = "n";
static char __pyx_k__o[] = "o";
static char __pyx_k__p[] = "p";
static char __pyx_k__q[] = "q";
static char __pyx_k__s[] = "s";
static char __pyx_k__t[] = "t";
static char __pyx_k__u[] = "u";
static char __pyx_k__v[] = "v";
static char __pyx_k__x[] = "x";
static char __pyx_k__y[] = "y";
static char __pyx_k__z[] = "z";
static char __pyx_k_101[] = "min_periods (%d) must be <= window (%d)";
static char __pyx_k_102[] = "min_periods must be >= 0";
static char __pyx_k_106[] = "Invalid window size %d";
static char __pyx_k_107[] = "Invalid min_periods size %d greater than window %d";
static char __pyx_k_112[] = "Dummy array must be same dtype";
static char __pyx_k_114[] = "Dummy array must be length %d";
static char __pyx_k_115[] = "function does not reduce";
static char __pyx_k_125[] = "_has_complex_internals";
static char __pyx_k_126[] = "Cannot use shortcut";
static char __pyx_k_150[] = "first not supported for non-numeric data";
static char __pyx_k_160[] = "pandas.core.index";
static char __pyx_k_161[] = "Index length did not match values";
static char __pyx_k_164[] = "is_integer_float_array";
static char __pyx_k_165[] = "mixed-integer-float";
static char __pyx_k_166[] = "mixed-integer";
static char __pyx_k_167[] = "%s is wrong freq";
static char __pyx_k_169[] = "Empty string encountered";
static char __pyx_k_171[] = ".";
static char __pyx_k_173[] = "%m/%d/%Y";
static char __pyx_k_174[] = "pandas.lib";
static char __pyx_k_177[] = "/home/wesm/code/pandas/pandas/src/inference.pyx";
static char __pyx_k_179[] = "%H:%M:%S";
static char __pyx_k_180[] = "Length of dates and times must be equal";
static char __pyx_k_186[] = "Length of years/months/days must all be equal";
static char __pyx_k_188[] = "Length of all datetime components must be equal";
static char __pyx_k_191[] = "";
static char __pyx_k_197[] = "is_monotonic_float64";
static char __pyx_k_205[] = "Cannot assign nan to integer series";
static char __pyx_k_207[] = "ndarray is not C contiguous";
static char __pyx_k_209[] = "ndarray is not Fortran contiguous";
static char __pyx_k_211[] = "Non-native byte order not supported";
static char __pyx_k_213[] = "unknown dtype code in numpy.pxd (%d)";
static char __pyx_k_214[] = "Format string allocated too short, see comment in numpy.pxd";
static char __pyx_k_217[] = "Format string allocated too short.";
static char __pyx_k_223[] = "/home/wesm/code/pandas/pandas/src/tseries.pyx";
static char __pyx_k_240[] = "fast_unique_multiple";
static char __pyx_k_243[] = "fast_unique_multiple_list";
static char __pyx_k_246[] = "fast_unique_multiple_list_gen";
static char __pyx_k_261[] = "maybe_indices_to_slice";
static char __pyx_k_264[] = "maybe_booleans_to_slice";
static char __pyx_k_279[] = "/home/wesm/code/pandas/pandas/src/hashtable.pyx";
static char __pyx_k_286[] = "/home/wesm/code/pandas/pandas/src/datetime.pyx";
static char __pyx_k_287[] = "dateutil.tz";
static char __pyx_k_348[] = "datetime_to_datetime64";
static char __pyx_k_385[] = "/home/wesm/code/pandas/pandas/src/groupby.pyx";
static char __pyx_k_390[] = "func_groupby_indices";
static char __pyx_k_413[] = "group_nth_bin_object";
static char __pyx_k_422[] = "group_last_bin_object";
static char __pyx_k_453[] = "row_bool_subset_object";
static char __pyx_k_474[] = "/home/wesm/code/pandas/pandas/src/moments.pyx";
static char __pyx_k_515[] = "/home/wesm/code/pandas/pandas/src/reindex.pyx";
static char __pyx_k_522[] = "take_join_contiguous";
static char __pyx_k_525[] = "/home/wesm/code/pandas/pandas/src/reduce.pyx";
static char __pyx_k_528[] = "/home/wesm/code/pandas/pandas/src/stats.pyx";
static char __pyx_k_577[] = "maybe_convert_numeric";
static char __pyx_k_586[] = "try_parse_date_and_time";
static char __pyx_k_589[] = "try_parse_year_month_day";
static char __pyx_k_592[] = "try_parse_datetime_components";
static char __pyx_k_605[] = "tuples_to_object_array";
static char __pyx_k_608[] = "to_object_array_tuples";
static char __pyx_k_613[] = "/home/wesm/code/pandas/pandas/src/join.pyx";
static char __pyx_k_630[] = "/home/wesm/code/pandas/pandas/src/engines.pyx";
static char __pyx_k__NA[] = "NA";
static char __pyx_k__NO[] = "NO";
static char __pyx_k__No[] = "No";
static char __pyx_k__Zd[] = "Zd";
static char __pyx_k__Zf[] = "Zf";
static char __pyx_k__Zg[] = "Zg";
static char __pyx_k__ai[] = "ai";
static char __pyx_k__bc[] = "bc";
static char __pyx_k__ct[] = "ct";
static char __pyx_k__dt[] = "dt";
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__i0[] = "i0";
static char __pyx_k__i4[] = "i4";
static char __pyx_k__i8[] = "i8";
static char __pyx_k__it[] = "it";
static char __pyx_k__lc[] = "lc";
static char __pyx_k__le[] = "le";
static char __pyx_k__lk[] = "lk";
static char __pyx_k__lt[] = "lt";
static char __pyx_k__n0[] = "n0";
static char __pyx_k__ne[] = "ne";
static char __pyx_k__no[] = "no";
static char __pyx_k__np[] = "np";
static char __pyx_k__ns[] = "ns";
static char __pyx_k__op[] = "op";
static char __pyx_k__rc[] = "rc";
static char __pyx_k__rk[] = "rk";
static char __pyx_k__sl[] = "sl";
static char __pyx_k__sx[] = "sx";
static char __pyx_k__sy[] = "sy";
static char __pyx_k__td[] = "td";
static char __pyx_k__ts[] = "ts";
static char __pyx_k__tz[] = "tz";
static char __pyx_k__us[] = "us";
static char __pyx_k__vc[] = "vc";
static char __pyx_k__vx[] = "vx";
static char __pyx_k__vy[] = "vy";
static char __pyx_k__xi[] = "xi";
static char __pyx_k__xx[] = "xx";
static char __pyx_k__yi[] = "yi";
static char __pyx_k__NIL[] = "NIL";
static char __pyx_k__NaN[] = "NaN";
static char __pyx_k__NaT[] = "NaT";
static char __pyx_k__UTC[] = "UTC";
static char __pyx_k__YES[] = "YES";
static char __pyx_k__Yes[] = "Yes";
static char __pyx_k___as[] = "_as";
static char __pyx_k___ts[] = "_ts";
static char __pyx_k__adj[] = "adj";
static char __pyx_k__arg[] = "arg";
static char __pyx_k__arr[] = "arr";
static char __pyx_k__buf[] = "buf";
static char __pyx_k__c16[] = "c16";
static char __pyx_k__cls[] = "cls";
static char __pyx_k__col[] = "col";
static char __pyx_k__com[] = "com";
static char __pyx_k__cov[] = "cov";
static char __pyx_k__cur[] = "cur";
static char __pyx_k__day[] = "day";
static char __pyx_k__dim[] = "dim";
static char __pyx_k__dow[] = "dow";
static char __pyx_k__doy[] = "doy";
static char __pyx_k__dts[] = "dts";
static char __pyx_k__end[] = "end";
static char __pyx_k__gen[] = "gen";
static char __pyx_k__get[] = "get";
static char __pyx_k__gid[] = "gid";
static char __pyx_k__ids[] = "ids";
static char __pyx_k__idx[] = "idx";
static char __pyx_k__inf[] = "inf";
static char __pyx_k__key[] = "key";
static char __pyx_k__lab[] = "lab";
static char __pyx_k__loc[] = "loc";
static char __pyx_k__mat[] = "mat";
static char __pyx_k__max[] = "max";
static char __pyx_k__min[] = "min";
static char __pyx_k__mus[] = "mus";
static char __pyx_k__nan[] = "nan";
static char __pyx_k__num[] = "num";
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__ptr[] = "ptr";
static char __pyx_k__put[] = "put";
static char __pyx_k__res[] = "res";
static char __pyx_k__ret[] = "ret";
static char __pyx_k__rev[] = "rev";
static char __pyx_k__row[] = "row";
static char __pyx_k__sum[] = "sum";
static char __pyx_k__tmp[] = "tmp";
static char __pyx_k__top[] = "top";
static char __pyx_k__tup[] = "tup";
static char __pyx_k__tz1[] = "tz1";
static char __pyx_k__tz2[] = "tz2";
static char __pyx_k__utc[] = "utc";
static char __pyx_k__val[] = "val";
static char __pyx_k__win[] = "win";
static char __pyx_k__woy[] = "woy";
static char __pyx_k__xxx[] = "xxx";
static char __pyx_k__yes[] = "yes";
static char __pyx_k__NINF[] = "NINF";
static char __pyx_k__ONAN[] = "ONAN";
static char __pyx_k__TRUE[] = "TRUE";
static char __pyx_k__True[] = "True";
static char __pyx_k__aold[] = "aold";
static char __pyx_k__args[] = "args";
static char __pyx_k__asm8[] = "asm8";
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__copy[] = "copy";
static char __pyx_k__data[] = "data";
static char __pyx_k__date[] = "date";
static char __pyx_k__days[] = "days";
static char __pyx_k__ddof[] = "ddof";
static char __pyx_k__dims[] = "dims";
static char __pyx_k__dups[] = "dups";
static char __pyx_k__ends[] = "ends";
static char __pyx_k__ewma[] = "ewma";
static char __pyx_k__fget[] = "fget";
static char __pyx_k__fill[] = "fill";
static char __pyx_k__flag[] = "flag";
static char __pyx_k__flat[] = "flat";
static char __pyx_k__fnan[] = "fnan";
static char __pyx_k__freq[] = "freq";
static char __pyx_k__func[] = "func";
static char __pyx_k__fval[] = "fval";
static char __pyx_k__hour[] = "hour";
static char __pyx_k__hval[] = "hval";
static char __pyx_k__iNaT[] = "iNaT";
static char __pyx_k__infs[] = "infs";
static char __pyx_k__int8[] = "int8";
static char __pyx_k__int_[] = "int_";
static char __pyx_k__ints[] = "ints";
static char __pyx_k__item[] = "item";
static char __pyx_k__keep[] = "keep";
static char __pyx_k__keys[] = "keys";
static char __pyx_k__kind[] = "kind";
static char __pyx_k__kwds[] = "kwds";
static char __pyx_k__last[] = "last";
static char __pyx_k__left[] = "left";
static char __pyx_k__lidx[] = "lidx";
static char __pyx_k__locs[] = "locs";
static char __pyx_k__mask[] = "mask";
static char __pyx_k__maxx[] = "maxx";
static char __pyx_k__memo[] = "memo";
static char __pyx_k__minp[] = "minp";
static char __pyx_k__minx[] = "minx";
static char __pyx_k__name[] = "name";
static char __pyx_k__ndim[] = "ndim";
static char __pyx_k__neww[] = "neww";
static char __pyx_k__next[] = "next";
static char __pyx_k__nobs[] = "nobs";
static char __pyx_k__oldw[] = "oldw";
static char __pyx_k__onan[] = "onan";
static char __pyx_k__ones[] = "ones";
static char __pyx_k__prev[] = "prev";
static char __pyx_k__prop[] = "prop";
static char __pyx_k__pydt[] = "pydt";
static char __pyx_k__pytz[] = "pytz";
static char __pyx_k__rank[] = "rank";
static char __pyx_k__resx[] = "resx";
static char __pyx_k__ridx[] = "ridx";
static char __pyx_k__ring[] = "ring";
static char __pyx_k__rows[] = "rows";
static char __pyx_k__safe[] = "safe";
static char __pyx_k__seen[] = "seen";
static char __pyx_k__self[] = "self";
static char __pyx_k__side[] = "side";
static char __pyx_k__size[] = "size";
static char __pyx_k__sort[] = "sort";
static char __pyx_k__stub[] = "stub";
static char __pyx_k__sumx[] = "sumx";
static char __pyx_k__sumy[] = "sumy";
static char __pyx_k__take[] = "take";
static char __pyx_k__time[] = "time";
static char __pyx_k__true[] = "true";
static char __pyx_k__type[] = "type";
static char __pyx_k__unit[] = "unit";
static char __pyx_k__vals[] = "vals";
static char __pyx_k__vecs[] = "vecs";
static char __pyx_k__view[] = "view";
static char __pyx_k__vlow[] = "vlow";
static char __pyx_k__warn[] = "warn";
static char __pyx_k__week[] = "week";
static char __pyx_k__xxxx[] = "xxxx";
static char __pyx_k__year[] = "year";
static char __pyx_k__zone[] = "zone";
static char __pyx_k__FALSE[] = "FALSE";
static char __pyx_k__False[] = "False";
static char __pyx_k___data[] = "_data";
static char __pyx_k__apply[] = "apply";
static char __pyx_k__array[] = "array";
static char __pyx_k__bool_[] = "bool_";
static char __pyx_k__bools[] = "bools";
static char __pyx_k__boxed[] = "boxed";
static char __pyx_k__cache[] = "cache";
static char __pyx_k__count[] = "count";
static char __pyx_k__dates[] = "dates";
static char __pyx_k__delta[] = "delta";
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__false[] = "false";
static char __pyx_k__field[] = "field";
static char __pyx_k__first[] = "first";
static char __pyx_k__flags[] = "flags";
static char __pyx_k__hours[] = "hours";
static char __pyx_k__idMap[] = "idMap";
static char __pyx_k__iinfo[] = "iinfo";
static char __pyx_k__index[] = "index";
static char __pyx_k__input[] = "input";
static char __pyx_k__int16[] = "int16";
static char __pyx_k__int32[] = "int32";
static char __pyx_k__int64[] = "int64";
static char __pyx_k__isnan[] = "isnan";
static char __pyx_k__kleft[] = "kleft";
static char __pyx_k__l_bin[] = "l_bin";
static char __pyx_k__label[] = "label";
static char __pyx_k__limit[] = "limit";
static char __pyx_k__lists[] = "lists";
static char __pyx_k__meanx[] = "meanx";
static char __pyx_k__meany[] = "meany";
static char __pyx_k__mixed[] = "mixed";
static char __pyx_k__month[] = "month";
static char __pyx_k__nanos[] = "nanos";
static char __pyx_k__nbins[] = "nbins";
static char __pyx_k__nleft[] = "nleft";
static char __pyx_k__numpy[] = "numpy";
static char __pyx_k__other[] = "other";
static char __pyx_k__parse[] = "parse";
static char __pyx_k__prodx[] = "prodx";
static char __pyx_k__r_bin[] = "r_bin";
static char __pyx_k__range[] = "range";
static char __pyx_k__ranks[] = "ranks";
static char __pyx_k__ravel[] = "ravel";
static char __pyx_k__retry[] = "retry";
static char __pyx_k__right[] = "right";
static char __pyx_k__shape[] = "shape";
static char __pyx_k__slobj[] = "slobj";
static char __pyx_k__stamp[] = "stamp";
static char __pyx_k__start[] = "start";
static char __pyx_k__state[] = "state";
static char __pyx_k__sum_x[] = "sum_x";
static char __pyx_k__sumxx[] = "sumxx";
static char __pyx_k__sumyy[] = "sumyy";
static char __pyx_k__table[] = "table";
static char __pyx_k__tdata[] = "tdata";
static char __pyx_k__times[] = "times";
static char __pyx_k__trans[] = "trans";
static char __pyx_k__tzutc[] = "tzutc";
static char __pyx_k__uint8[] = "uint8";
static char __pyx_k__value[] = "value";
static char __pyx_k__vhigh[] = "vhigh";
static char __pyx_k__vopen[] = "vopen";
static char __pyx_k__where[] = "where";
static char __pyx_k__width[] = "width";
static char __pyx_k__years[] = "years";
static char __pyx_k__zeros[] = "zeros";
static char __pyx_k__Period[] = "Period";
static char __pyx_k____eq__[] = "__eq__";
static char __pyx_k____ge__[] = "__ge__";
static char __pyx_k____gt__[] = "__gt__";
static char __pyx_k____le__[] = "__le__";
static char __pyx_k____lt__[] = "__lt__";
static char __pyx_k____ne__[] = "__ne__";
static char __pyx_k___algos[] = "_algos";
static char __pyx_k___cache[] = "_cache";
static char __pyx_k___index[] = "_index";
static char __pyx_k__adjust[] = "adjust";
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__bufarr[] = "bufarr";
static char __pyx_k__closed[] = "closed";
static char __pyx_k__counts[] = "counts";
static char __pyx_k__deltas[] = "deltas";
static char __pyx_k__fields[] = "fields";
static char __pyx_k__floats[] = "floats";
static char __pyx_k__format[] = "format";
static char __pyx_k__in_arr[] = "in_arr";
static char __pyx_k__insert[] = "insert";
static char __pyx_k__isleap[] = "isleap";
static char __pyx_k__kright[] = "kright";
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__lookup[] = "lookup";
static char __pyx_k__mapper[] = "mapper";
static char __pyx_k__median[] = "median";
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__nright[] = "nright";
static char __pyx_k__ntrans[] = "ntrans";
static char __pyx_k__objbuf[] = "objbuf";
static char __pyx_k__object[] = "object";
static char __pyx_k__offset[] = "offset";
static char __pyx_k__oldbuf[] = "oldbuf";
static char __pyx_k__outbuf[] = "outbuf";
static char __pyx_k__output[] = "output";
static char __pyx_k__pandas[] = "pandas";
static char __pyx_k__parser[] = "parser";
static char __pyx_k__pydate[] = "pydate";
static char __pyx_k__raise_[] = "raise_";
static char __pyx_k__random[] = "random";
static char __pyx_k__reduce[] = "reduce";
static char __pyx_k__remove[] = "remove";
static char __pyx_k__repeat[] = "repeat";
static char __pyx_k__result[] = "result";
static char __pyx_k__second[] = "second";
static char __pyx_k__series[] = "series";
static char __pyx_k__sorter[] = "sorter";
static char __pyx_k__stamps[] = "stamps";
static char __pyx_k__starts[] = "starts";
static char __pyx_k__status[] = "status";
static char __pyx_k__string[] = "string";
static char __pyx_k__sum_xx[] = "sum_xx";
static char __pyx_k__tuples[] = "tuples";
static char __pyx_k__tzinfo[] = "tzinfo";
static char __pyx_k__uint16[] = "uint16";
static char __pyx_k__uint32[] = "uint32";
static char __pyx_k__uint64[] = "uint64";
static char __pyx_k__unique[] = "unique";
static char __pyx_k__values[] = "values";
static char __pyx_k__vclose[] = "vclose";
static char __pyx_k__window[] = "window";
static char __pyx_k__NaTType[] = "NaTType";
static char __pyx_k____add__[] = "__add__";
static char __pyx_k____cmp__[] = "__cmp__";
static char __pyx_k____mul__[] = "__mul__";
static char __pyx_k____new__[] = "__new__";
static char __pyx_k____sub__[] = "__sub__";
static char __pyx_k___counts[] = "_counts";
static char __pyx_k___du_utc[] = "_du_utc";
static char __pyx_k___engine[] = "_engine";
static char __pyx_k___values[] = "_values";
static char __pyx_k__advance[] = "advance";
static char __pyx_k__argsort[] = "argsort";
static char __pyx_k__asarray[] = "asarray";
static char __pyx_k__average[] = "average";
static char __pyx_k__boolean[] = "boolean";
static char __pyx_k__cleanup[] = "cleanup";
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__destroy[] = "destroy";
static char __pyx_k__divisor[] = "divisor";
static char __pyx_k__dtindex[] = "dtindex";
static char __pyx_k__fillVec[] = "fillVec";
static char __pyx_k__float16[] = "float16";
static char __pyx_k__float32[] = "float32";
static char __pyx_k__float64[] = "float64";
static char __pyx_k__freqstr[] = "freqstr";
static char __pyx_k__get_loc[] = "get_loc";
static char __pyx_k__indexer[] = "indexer";
static char __pyx_k__indices[] = "indices";
static char __pyx_k__integer[] = "integer";
static char __pyx_k__iresult[] = "iresult";
static char __pyx_k__ivalues[] = "ivalues";
static char __pyx_k__keep_na[] = "keep_na";
static char __pyx_k__lookup2[] = "lookup2";
static char __pyx_k__lvalues[] = "lvalues";
static char __pyx_k__mapping[] = "mapping";
static char __pyx_k__max_bin[] = "max_bin";
static char __pyx_k__maximum[] = "maximum";
static char __pyx_k__members[] = "members";
static char __pyx_k__minpair[] = "minpair";
static char __pyx_k__minutes[] = "minutes";
static char __pyx_k__nancorr[] = "nancorr";
static char __pyx_k__ngroups[] = "ngroups";
static char __pyx_k__nlevels[] = "nlevels";
static char __pyx_k__nonzero[] = "nonzero";
static char __pyx_k__object_[] = "object_";
static char __pyx_k__objects[] = "objects";
static char __pyx_k__ordinal[] = "ordinal";
static char __pyx_k__oresult[] = "oresult";
static char __pyx_k__periods[] = "periods";
static char __pyx_k__putmask[] = "putmask";
static char __pyx_k__quarter[] = "quarter";
static char __pyx_k__reducer[] = "reducer";
static char __pyx_k__replace[] = "replace";
static char __pyx_k__reverse[] = "reverse";
static char __pyx_k__rvalues[] = "rvalues";
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__ts_base[] = "ts_base";
static char __pyx_k__tzlocal[] = "tzlocal";
static char __pyx_k__unicode[] = "unicode";
static char __pyx_k__uniques[] = "uniques";
static char __pyx_k__vgetter[] = "vgetter";
static char __pyx_k__weekday[] = "weekday";
static char __pyx_k__Infinity[] = "Infinity";
static char __pyx_k__KeyError[] = "KeyError";
static char __pyx_k____hash__[] = "__hash__";
static char __pyx_k____main__[] = "__main__";
static char __pyx_k____name__[] = "__name__";
static char __pyx_k____repr__[] = "__repr__";
static char __pyx_k____test__[] = "__test__";
static char __pyx_k___tzinfos[] = "_tzinfos";
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__get_item[] = "get_item";
static char __pyx_k__isfinite[] = "isfinite";
static char __pyx_k__ismember[] = "ismember";
static char __pyx_k__isscalar[] = "isscalar";
static char __pyx_k__itemsize[] = "itemsize";
static char __pyx_k__last_obs[] = "last_obs";
static char __pyx_k__left_pos[] = "left_pos";
static char __pyx_k__lindexer[] = "lindexer";
static char __pyx_k__localize[] = "localize";
static char __pyx_k__midpoint[] = "midpoint";
static char __pyx_k__na_count[] = "na_count";
static char __pyx_k__ndarrays[] = "ndarrays";
static char __pyx_k__operator[] = "operator";
static char __pyx_k__ordinals[] = "ordinals";
static char __pyx_k__position[] = "position";
static char __pyx_k__property[] = "property";
static char __pyx_k__quantile[] = "quantile";
static char __pyx_k__result_a[] = "result_a";
static char __pyx_k__result_b[] = "result_b";
static char __pyx_k__rindexer[] = "rindexer";
static char __pyx_k__roll_max[] = "roll_max";
static char __pyx_k__roll_min[] = "roll_min";
static char __pyx_k__roll_sum[] = "roll_sum";
static char __pyx_k__roll_var[] = "roll_var";
static char __pyx_k__sa_dtype[] = "sa_dtype";
static char __pyx_k__seen_int[] = "seen_int";
static char __pyx_k__set_item[] = "set_item";
static char __pyx_k__skiplist[] = "skiplist";
static char __pyx_k__strftime[] = "strftime";
static char __pyx_k__strptime[] = "strptime";
static char __pyx_k__tiebreak[] = "tiebreak";
static char __pyx_k__timezone[] = "timezone";
static char __pyx_k__to_array[] = "to_array";
static char __pyx_k__ts_input[] = "ts_input";
static char __pyx_k__unicode_[] = "unicode_";
static char __pyx_k__utc_date[] = "utc_date";
static char __pyx_k__val_kind[] = "val_kind";
static char __pyx_k__year2000[] = "year2000";
static char __pyx_k__Exception[] = "Exception";
static char __pyx_k__NameError[] = "NameError";
static char __pyx_k__Timestamp[] = "Timestamp";
static char __pyx_k__TypeError[] = "TypeError";
static char __pyx_k___TYPE_MAP[] = "_TYPE_MAP";
static char __pyx_k___set_axis[] = "_set_axis";
static char __pyx_k__argsorted[] = "argsorted";
static char __pyx_k__ascending[] = "ascending";
static char __pyx_k__complexes[] = "complexes";
static char __pyx_k__datetimes[] = "datetimes";
static char __pyx_k__dayofweek[] = "dayofweek";
static char __pyx_k__dayofyear[] = "dayofyear";
static char __pyx_k__get_value[] = "get_value";
static char __pyx_k__got_first[] = "got_first";
static char __pyx_k__group_add[] = "group_add";
static char __pyx_k__group_ids[] = "group_ids";
static char __pyx_k__group_max[] = "group_max";
static char __pyx_k__group_min[] = "group_min";
static char __pyx_k__group_nth[] = "group_nth";
static char __pyx_k__group_var[] = "group_var";
static char __pyx_k__have_pytz[] = "have_pytz";
static char __pyx_k__index_buf[] = "index_buf";
static char __pyx_k__is_unique[] = "is_unique";
static char __pyx_k__isnullobj[] = "isnullobj";
static char __pyx_k__map_infer[] = "map_infer";
static char __pyx_k__max_group[] = "max_group";
static char __pyx_k__mergesort[] = "mergesort";
static char __pyx_k__na_option[] = "na_option";
static char __pyx_k__na_values[] = "na_values";
static char __pyx_k__nan_value[] = "nan_value";
static char __pyx_k__new_dtype[] = "new_dtype";
static char __pyx_k__normalize[] = "normalize";
static char __pyx_k__ones_like[] = "ones_like";
static char __pyx_k__pad_int64[] = "pad_int64";
static char __pyx_k__right_pos[] = "right_pos";
static char __pyx_k__roll_kurt[] = "roll_kurt";
static char __pyx_k__roll_max2[] = "roll_max2";
static char __pyx_k__roll_mean[] = "roll_mean";
static char __pyx_k__roll_min2[] = "roll_min2";
static char __pyx_k__roll_skew[] = "roll_skew";
static char __pyx_k__seen_bool[] = "seen_bool";
static char __pyx_k__seen_null[] = "seen_null";
static char __pyx_k__set_value[] = "set_value";
static char __pyx_k__size_hint[] = "size_hint";
static char __pyx_k__sum_ranks[] = "sum_ranks";
static char __pyx_k__take_last[] = "take_last";
static char __pyx_k__timedelta[] = "timedelta";
static char __pyx_k__to_period[] = "to_period";
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__utc_dates[] = "utc_dates";
static char __pyx_k__utcoffset[] = "utcoffset";
static char __pyx_k__vec_binop[] = "vec_binop";
static char __pyx_k__xfer_data[] = "xfer_data";
static char __pyx_k__IndexError[] = "IndexError";
static char __pyx_k__ValueError[] = "ValueError";
static char __pyx_k____reduce__[] = "__reduce__";
static char __pyx_k___get_field[] = "_get_field";
static char __pyx_k___repr_base[] = "_repr_base";
static char __pyx_k___utcoffset[] = "_utcoffset";
static char __pyx_k__astimezone[] = "astimezone";
static char __pyx_k__basestring[] = "basestring";
static char __pyx_k__complex128[] = "complex128";
static char __pyx_k__complex256[] = "complex256";
static char __pyx_k__contiguous[] = "contiguous";
static char __pyx_k__datetime64[] = "datetime64";
static char __pyx_k__duplicated[] = "duplicated";
static char __pyx_k__empty_like[] = "empty_like";
static char __pyx_k__false_vals[] = "false_vals";
static char __pyx_k__fill_value[] = "fill_value";
static char __pyx_k__get_labels[] = "get_labels";
static char __pyx_k__get_result[] = "get_result";
static char __pyx_k__group_last[] = "group_last";
static char __pyx_k__group_mean[] = "group_mean";
static char __pyx_k__group_ohlc[] = "group_ohlc";
static char __pyx_k__group_prod[] = "group_prod";
static char __pyx_k__group_size[] = "group_size";
static char __pyx_k__i8_to_pydt[] = "i8_to_pydt";
static char __pyx_k__idatetimes[] = "idatetimes";
static char __pyx_k__inner_join[] = "inner_join";
static char __pyx_k__is_integer[] = "is_integer";
static char __pyx_k__isleapyear[] = "isleapyear";
static char __pyx_k__iterations[] = "iterations";
static char __pyx_k__left_count[] = "left_count";
static char __pyx_k__max_groups[] = "max_groups";
static char __pyx_k__max_subseq[] = "max_subseq";
static char __pyx_k__min_subseq[] = "min_subseq";
static char __pyx_k__monthrange[] = "monthrange";
static char __pyx_k__nanosecond[] = "nanosecond";
static char __pyx_k__new_values[] = "new_values";
static char __pyx_k__pad_object[] = "pad_object";
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__pydt_to_i8[] = "pydt_to_i8";
static char __pyx_k__seen_float[] = "seen_float";
static char __pyx_k__set_length[] = "set_length";
static char __pyx_k__tz_convert[] = "tz_convert";
static char __pyx_k__valid_locs[] = "valid_locs";
static char __pyx_k__weekofyear[] = "weekofyear";
static char __pyx_k__zeros_like[] = "zeros_like";
static char __pyx_k__ImportError[] = "ImportError";
static char __pyx_k__NegInfinity[] = "NegInfinity";
static char __pyx_k___check_minp[] = "_check_minp";
static char __pyx_k___get_deltas[] = "_get_deltas";
static char __pyx_k___is_tzlocal[] = "_is_tzlocal";
static char __pyx_k__count_prior[] = "count_prior";
static char __pyx_k__date_parser[] = "date_parser";
static char __pyx_k__day_of_week[] = "day_of_week";
static char __pyx_k__fast_unique[] = "fast_unique";
static char __pyx_k__group_count[] = "group_count";
static char __pyx_k__has_infs_f4[] = "has_infs_f4";
static char __pyx_k__has_infs_f8[] = "has_infs_f8";
static char __pyx_k__idx_shifted[] = "idx_shifted";
static char __pyx_k__infer_dtype[] = "infer_dtype";
static char __pyx_k__inferred_tz[] = "inferred_tz";
static char __pyx_k__isnullobj2d[] = "isnullobj2d";
static char __pyx_k__join_sorter[] = "join_sorter";
static char __pyx_k__left_sorter[] = "left_sorter";
static char __pyx_k__microsecond[] = "microsecond";
static char __pyx_k__na_sentinel[] = "na_sentinel";
static char __pyx_k__pad_float64[] = "pad_float64";
static char __pyx_k__pandas_null[] = "pandas_null";
static char __pyx_k__result_keys[] = "result_keys";
static char __pyx_k__rev_indexer[] = "rev_indexer";
static char __pyx_k__right_count[] = "right_count";
static char __pyx_k__seen_object[] = "seen_object";
static char __pyx_k__sorted_data[] = "sorted_data";
static char __pyx_k__tiebreakers[] = "tiebreakers";
static char __pyx_k__ties_method[] = "ties_method";
static char __pyx_k__time_parser[] = "time_parser";
static char __pyx_k__to_datetime[] = "to_datetime";
static char __pyx_k__tot_seconds[] = "tot_seconds";
static char __pyx_k__trans_cache[] = "trans_cache";
static char __pyx_k__tz_localize[] = "tz_localize";
static char __pyx_k__utc_convert[] = "utc_convert";
static char __pyx_k__vec_compare[] = "vec_compare";
static char __pyx_k__RuntimeError[] = "RuntimeError";
static char __pyx_k___SIZE_CUTOFF[] = "_SIZE_CUTOFF";
static char __pyx_k____setstate__[] = "__setstate__";
static char __pyx_k___check_dummy[] = "_check_dummy";
static char __pyx_k___return_true[] = "_return_true";
static char __pyx_k__apply_offset[] = "apply_offset";
static char __pyx_k__c_contiguous[] = "c_contiguous";
static char __pyx_k__f_contiguous[] = "f_contiguous";
static char __pyx_k__get_timezone[] = "get_timezone";
static char __pyx_k__get_value_at[] = "get_value_at";
static char __pyx_k__group_labels[] = "group_labels";
static char __pyx_k__group_median[] = "group_median";
static char __pyx_k__groupby_func[] = "groupby_func";
static char __pyx_k__indices_fast[] = "indices_fast";
static char __pyx_k__is_lexsorted[] = "is_lexsorted";
static char __pyx_k__is_monotonic[] = "is_monotonic";
static char __pyx_k__kth_smallest[] = "kth_smallest";
static char __pyx_k__left_indexer[] = "left_indexer";
static char __pyx_k__left_join_1d[] = "left_join_1d";
static char __pyx_k__left_join_2d[] = "left_join_2d";
static char __pyx_k__mapped_index[] = "mapped_index";
static char __pyx_k__microseconds[] = "microseconds";
static char __pyx_k__object_state[] = "object_state";
static char __pyx_k__right_closed[] = "right_closed";
static char __pyx_k__right_sorter[] = "right_sorter";
static char __pyx_k__roll_generic[] = "roll_generic";
static char __pyx_k__scalar_binop[] = "scalar_binop";
static char __pyx_k__searchsorted[] = "searchsorted";
static char __pyx_k__seen_complex[] = "seen_complex";
static char __pyx_k__set_value_at[] = "set_value_at";
static char __pyx_k___ensure_index[] = "_ensure_index";
static char __pyx_k___month_offset[] = "_month_offset";
static char __pyx_k___return_false[] = "_return_false";
static char __pyx_k__clear_mapping[] = "clear_mapping";
static char __pyx_k__convert_empty[] = "convert_empty";
static char __pyx_k__diff_2d_int32[] = "diff_2d_int32";
static char __pyx_k__diff_2d_int64[] = "diff_2d_int64";
static char __pyx_k__expected_size[] = "expected_size";
static char __pyx_k__fast_multiget[] = "fast_multiget";
static char __pyx_k__ffill_indexer[] = "ffill_indexer";
static char __pyx_k__fromtimestamp[] = "fromtimestamp";
static char __pyx_k__group_add_bin[] = "group_add_bin";
static char __pyx_k__group_max_bin[] = "group_max_bin";
static char __pyx_k__group_min_bin[] = "group_min_bin";
static char __pyx_k__group_nth_bin[] = "group_nth_bin";
static char __pyx_k__group_var_bin[] = "group_var_bin";
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_time_array[] = "is_time_array";
static char __pyx_k__lookup_values[] = "lookup_values";
static char __pyx_k__map_locations[] = "map_locations";
static char __pyx_k__rank_1d_int64[] = "rank_1d_int64";
static char __pyx_k__rank_2d_int64[] = "rank_2d_int64";
static char __pyx_k__result_counts[] = "result_counts";
static char __pyx_k__right_indexer[] = "right_indexer";
static char __pyx_k__roll_median_c[] = "roll_median_c";
static char __pyx_k__roll_quantile[] = "roll_quantile";
static char __pyx_k__seen_datetime[] = "seen_datetime";
static char __pyx_k__sorted_labels[] = "sorted_labels";
static char __pyx_k__to_pydatetime[] = "to_pydatetime";
static char __pyx_k__unique_deltas[] = "unique_deltas";
static char __pyx_k__AssertionError[] = "AssertionError";
static char __pyx_k__AttributeError[] = "AttributeError";
static char __pyx_k___pad_functions[] = "_pad_functions";
static char __pyx_k__astype_intsafe[] = "astype_intsafe";
static char __pyx_k__backfill_int64[] = "backfill_int64";
static char __pyx_k__count_level_1d[] = "count_level_1d";
static char __pyx_k__count_level_2d[] = "count_level_2d";
static char __pyx_k__date_normalize[] = "date_normalize";
static char __pyx_k__dicts_to_array[] = "dicts_to_array";
static char __pyx_k__ffill_by_group[] = "ffill_by_group";
static char __pyx_k__get_date_field[] = "get_date_field";
static char __pyx_k__group_last_bin[] = "group_last_bin";
static char __pyx_k__group_mean_bin[] = "group_mean_bin";
static char __pyx_k__group_prod_bin[] = "group_prod_bin";
static char __pyx_k__groupby_arrays[] = "groupby_arrays";
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___call_monotonic[] = "_call_monotonic";
static char __pyx_k__backfill_object[] = "backfill_object";
static char __pyx_k__diff_2d_float64[] = "diff_2d_float64";
static char __pyx_k__fast_zip_fillna[] = "fast_zip_fillna";
static char __pyx_k__full_outer_join[] = "full_outer_join";
static char __pyx_k__generate_slices[] = "generate_slices";
static char __pyx_k__get_time_micros[] = "get_time_micros";
static char __pyx_k__groupby_indices[] = "groupby_indices";
static char __pyx_k__is_period_array[] = "is_period_array";
static char __pyx_k__is_string_array[] = "is_string_array";
static char __pyx_k__left_outer_join[] = "left_outer_join";
static char __pyx_k__rank_1d_float64[] = "rank_1d_float64";
static char __pyx_k__rank_1d_generic[] = "rank_1d_generic";
static char __pyx_k__rank_2d_float64[] = "rank_2d_float64";
static char __pyx_k__rank_2d_generic[] = "rank_2d_generic";
static char __pyx_k__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___big_join_sorter[] = "_big_join_sorter";
static char __pyx_k___get_transitions[] = "_get_transitions";
static char __pyx_k___transition_info[] = "_transition_info";
static char __pyx_k__backfill_float64[] = "backfill_float64";
static char __pyx_k__convert_datetime[] = "convert_datetime";
static char __pyx_k__dates_normalized[] = "dates_normalized";
static char __pyx_k__extract_ordinals[] = "extract_ordinals";
static char __pyx_k__group_nth_object[] = "group_nth_object";
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__sanitize_objects[] = "sanitize_objects";
static char __pyx_k__utc_offset_cache[] = "utc_offset_cache";
static char __pyx_k__utcfromtimestamp[] = "utcfromtimestamp";
static char __pyx_k___get_result_array[] = "_get_result_array";
static char __pyx_k__array_to_datetime[] = "array_to_datetime";
static char __pyx_k__get_unique_labels[] = "get_unique_labels";
static char __pyx_k__group_last_object[] = "group_last_object";
static char __pyx_k__groupsort_indexer[] = "groupsort_indexer";
static char __pyx_k__is_datetime_array[] = "is_datetime_array";
static char __pyx_k__ordered_left_join[] = "ordered_left_join";
static char __pyx_k__tz_convert_single[] = "tz_convert_single";
static char __pyx_k__value_count_int64[] = "value_count_int64";
static char __pyx_k__AmbiguousTimeError[] = "AmbiguousTimeError";
static char __pyx_k__array_to_timestamp[] = "array_to_timestamp";
static char __pyx_k__build_field_sarray[] = "build_field_sarray";
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__ints_to_pydatetime[] = "ints_to_pydatetime";
static char __pyx_k__is_monotonic_int64[] = "is_monotonic_int64";
static char __pyx_k__is_timestamp_array[] = "is_timestamp_array";
static char __pyx_k__maybe_convert_bool[] = "maybe_convert_bool";
static char __pyx_k__roll_median_cython[] = "roll_median_cython";
static char __pyx_k__time64_to_datetime[] = "time64_to_datetime";
static char __pyx_k__tz_localize_to_utc[] = "tz_localize_to_utc";
static char __pyx_k__NotImplementedError[] = "NotImplementedError";
static char __pyx_k___backfill_functions[] = "_backfill_functions";
static char __pyx_k___get_result_indexer[] = "_get_result_indexer";
static char __pyx_k__cast_to_nanoseconds[] = "cast_to_nanoseconds";
static char __pyx_k__get_reverse_indexer[] = "get_reverse_indexer";
static char __pyx_k__is_datetime64_array[] = "is_datetime64_array";
static char __pyx_k__is_monotonic_object[] = "is_monotonic_object";
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static PyObject *__pyx_n_s__f;
static PyObject *__pyx_n_s__f8;
static PyObject *__pyx_n_s__f_contiguous;
static PyObject *__pyx_n_s__false;
static PyObject *__pyx_n_s__false_vals;
static PyObject *__pyx_n_s__fast_multiget;
static PyObject *__pyx_n_s__fast_unique;
static PyObject *__pyx_n_s__fast_zip;
static PyObject *__pyx_n_s__fast_zip_fillna;
static PyObject *__pyx_n_s__ffill_by_group;
static PyObject *__pyx_n_s__ffill_indexer;
static PyObject *__pyx_n_s__fget;
static PyObject *__pyx_n_s__field;
static PyObject *__pyx_n_s__fields;
static PyObject *__pyx_n_s__fill;
static PyObject *__pyx_n_s__fillVec;
static PyObject *__pyx_n_s__fill_value;
static PyObject *__pyx_n_s__finished;
static PyObject *__pyx_n_s__first;
static PyObject *__pyx_n_s__flag;
static PyObject *__pyx_n_s__flags;
static PyObject *__pyx_n_s__flat;
static PyObject *__pyx_n_s__float128;
static PyObject *__pyx_n_s__float16;
static PyObject *__pyx_n_s__float32;
static PyObject *__pyx_n_s__float64;
static PyObject *__pyx_n_s__floating;
static PyObject *__pyx_n_s__floats;
static PyObject *__pyx_n_s__fnan;
static PyObject *__pyx_n_s__format;
static PyObject *__pyx_n_s__freq;
static PyObject *__pyx_n_s__freqstr;
static PyObject *__pyx_n_s__fromtimestamp;
static PyObject *__pyx_n_s__full_outer_join;
static PyObject *__pyx_n_s__func;
static PyObject *__pyx_n_s__fval;
static PyObject *__pyx_n_s__ge;
static PyObject *__pyx_n_s__gen;
static PyObject *__pyx_n_s__generate_bins_dt64;
static PyObject *__pyx_n_s__generate_slices;
static PyObject *__pyx_n_s__get;
static PyObject *__pyx_n_s__get_date_field;
static PyObject *__pyx_n_s__get_item;
static PyObject *__pyx_n_s__get_labels;
static PyObject *__pyx_n_s__get_loc;
static PyObject *__pyx_n_s__get_result;
static PyObject *__pyx_n_s__get_reverse_indexer;
static PyObject *__pyx_n_s__get_time_micros;
static PyObject *__pyx_n_s__get_timezone;
static PyObject *__pyx_n_s__get_unique_labels;
static PyObject *__pyx_n_s__get_value;
static PyObject *__pyx_n_s__get_value_at;
static PyObject *__pyx_n_s__gid;
static PyObject *__pyx_n_s__got_first;
static PyObject *__pyx_n_s__group_add;
static PyObject *__pyx_n_s__group_add_bin;
static PyObject *__pyx_n_s__group_count;
static PyObject *__pyx_n_s__group_ids;
static PyObject *__pyx_n_s__group_labels;
static PyObject *__pyx_n_s__group_last;
static PyObject *__pyx_n_s__group_last_bin;
static PyObject *__pyx_n_s__group_last_object;
static PyObject *__pyx_n_s__group_max;
static PyObject *__pyx_n_s__group_max_bin;
static PyObject *__pyx_n_s__group_mean;
static PyObject *__pyx_n_s__group_mean_bin;
static PyObject *__pyx_n_s__group_median;
static PyObject *__pyx_n_s__group_min;
static PyObject *__pyx_n_s__group_min_bin;
static PyObject *__pyx_n_s__group_nth;
static PyObject *__pyx_n_s__group_nth_bin;
static PyObject *__pyx_n_s__group_nth_object;
static PyObject *__pyx_n_s__group_ohlc;
static PyObject *__pyx_n_s__group_prod;
static PyObject *__pyx_n_s__group_prod_bin;
static PyObject *__pyx_n_s__group_size;
static PyObject *__pyx_n_s__group_var;
static PyObject *__pyx_n_s__group_var_bin;
static PyObject *__pyx_n_s__groupby_arrays;
static PyObject *__pyx_n_s__groupby_func;
static PyObject *__pyx_n_s__groupby_indices;
static PyObject *__pyx_n_s__groupsort_indexer;
static PyObject *__pyx_n_s__gt;
static PyObject *__pyx_n_s__h;
static PyObject *__pyx_n_s__has_infs_f4;
static PyObject *__pyx_n_s__has_infs_f8;
static PyObject *__pyx_n_s__have_pytz;
static PyObject *__pyx_n_s__hour;
static PyObject *__pyx_n_s__hours;
static PyObject *__pyx_n_s__hval;
static PyObject *__pyx_n_s__i;
static PyObject *__pyx_n_s__i0;
static PyObject *__pyx_n_s__i4;
static PyObject *__pyx_n_s__i8;
static PyObject *__pyx_n_s__i8_to_pydt;
static PyObject *__pyx_n_s__iNaT;
static PyObject *__pyx_n_s__idMap;
static PyObject *__pyx_n_s__idatetimes;
static PyObject *__pyx_n_s__ids;
static PyObject *__pyx_n_s__idx;
static PyObject *__pyx_n_s__idx_shifted;
static PyObject *__pyx_n_s__iinfo;
static PyObject *__pyx_n_s__in_arr;
static PyObject *__pyx_n_s__index;
static PyObject *__pyx_n_s__index_buf;
static PyObject *__pyx_n_s__indexer;
static PyObject *__pyx_n_s__indices;
static PyObject *__pyx_n_s__indices_fast;
static PyObject *__pyx_n_s__inf;
static PyObject *__pyx_n_s__infer_dtype;
static PyObject *__pyx_n_s__infer_dtype_list;
static PyObject *__pyx_n_s__inferred_tz;
static PyObject *__pyx_n_s__infs;
static PyObject *__pyx_n_s__inner_join;
static PyObject *__pyx_n_s__input;
static PyObject *__pyx_n_s__insert;
static PyObject *__pyx_n_s__int16;
static PyObject *__pyx_n_s__int32;
static PyObject *__pyx_n_s__int64;
static PyObject *__pyx_n_s__int8;
static PyObject *__pyx_n_s__int_;
static PyObject *__pyx_n_s__integer;
static PyObject *__pyx_n_s__ints;
static PyObject *__pyx_n_s__ints_to_pydatetime;
static PyObject *__pyx_n_s__iresult;
static PyObject *__pyx_n_s__is_bool_array;
static PyObject *__pyx_n_s__is_date_array;
static PyObject *__pyx_n_s__is_datetime64_array;
static PyObject *__pyx_n_s__is_datetime_array;
static PyObject *__pyx_n_s__is_float_array;
static PyObject *__pyx_n_s__is_integer;
static PyObject *__pyx_n_s__is_integer_array;
static PyObject *__pyx_n_s__is_lexsorted;
static PyObject *__pyx_n_s__is_monotonic;
static PyObject *__pyx_n_s__is_monotonic_int64;
static PyObject *__pyx_n_s__is_monotonic_object;
static PyObject *__pyx_n_s__is_period_array;
static PyObject *__pyx_n_s__is_string_array;
static PyObject *__pyx_n_s__is_time_array;
static PyObject *__pyx_n_s__is_timestamp_array;
static PyObject *__pyx_n_s__is_unicode_array;
static PyObject *__pyx_n_s__is_unique;
static PyObject *__pyx_n_s__isfinite;
static PyObject *__pyx_n_s__isleap;
static PyObject *__pyx_n_s__isleapyear;
static PyObject *__pyx_n_s__ismember;
static PyObject *__pyx_n_s__isnan;
static PyObject *__pyx_n_s__isnullobj;
static PyObject *__pyx_n_s__isnullobj2d;
static PyObject *__pyx_n_s__isscalar;
static PyObject *__pyx_n_s__it;
static PyObject *__pyx_n_s__item;
static PyObject *__pyx_n_s__itemsize;
static PyObject *__pyx_n_s__iterations;
static PyObject *__pyx_n_s__ivalues;
static PyObject *__pyx_n_s__j;
static PyObject *__pyx_n_s__join_sorter;
static PyObject *__pyx_n_s__k;
static PyObject *__pyx_n_s__keep;
static PyObject *__pyx_n_s__keep_na;
static PyObject *__pyx_n_s__key;
static PyObject *__pyx_n_s__keys;
static PyObject *__pyx_n_s__kind;
static PyObject *__pyx_n_s__kleft;
static PyObject *__pyx_n_s__kright;
static PyObject *__pyx_n_s__kth_smallest;
static PyObject *__pyx_n_s__kwds;
static PyObject *__pyx_n_s__l;
static PyObject *__pyx_n_s__l_bin;
static PyObject *__pyx_n_s__lab;
static PyObject *__pyx_n_s__label;
static PyObject *__pyx_n_s__labels;
static PyObject *__pyx_n_s__last;
static PyObject *__pyx_n_s__last_obs;
static PyObject *__pyx_n_s__lc;
static PyObject *__pyx_n_s__le;
static PyObject *__pyx_n_s__left;
static PyObject *__pyx_n_s__left_count;
static PyObject *__pyx_n_s__left_indexer;
static PyObject *__pyx_n_s__left_join_1d;
static PyObject *__pyx_n_s__left_join_2d;
static PyObject *__pyx_n_s__left_outer_join;
static PyObject *__pyx_n_s__left_pos;
static PyObject *__pyx_n_s__left_sorter;
static PyObject *__pyx_n_s__lenbin;
static PyObject *__pyx_n_s__length;
static PyObject *__pyx_n_s__lenidx;
static PyObject *__pyx_n_s__lidx;
static PyObject *__pyx_n_s__limit;
static PyObject *__pyx_n_s__lindexer;
static PyObject *__pyx_n_s__list_of_arrays;
static PyObject *__pyx_n_s__lists;
static PyObject *__pyx_n_s__lk;
static PyObject *__pyx_n_s__loc;
static PyObject *__pyx_n_s__localize;
static PyObject *__pyx_n_s__locs;
static PyObject *__pyx_n_s__lookup;
static PyObject *__pyx_n_s__lookup2;
static PyObject *__pyx_n_s__lookup_values;
static PyObject *__pyx_n_s__lt;
static PyObject *__pyx_n_s__lvalues;
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__map_locations;
static PyObject *__pyx_n_s__mapped_index;
static PyObject *__pyx_n_s__mapper;
static PyObject *__pyx_n_s__mapping;
static PyObject *__pyx_n_s__mask;
static PyObject *__pyx_n_s__mat;
static PyObject *__pyx_n_s__max;
static PyObject *__pyx_n_s__max_bin;
static PyObject *__pyx_n_s__max_group;
static PyObject *__pyx_n_s__max_groups;
static PyObject *__pyx_n_s__max_subseq;
static PyObject *__pyx_n_s__maximum;
static PyObject *__pyx_n_s__maxx;
static PyObject *__pyx_n_s__maybe_convert_bool;
static PyObject *__pyx_n_s__meanx;
static PyObject *__pyx_n_s__meany;
static PyObject *__pyx_n_s__median;
static PyObject *__pyx_n_s__members;
static PyObject *__pyx_n_s__memo;
static PyObject *__pyx_n_s__mergesort;
static PyObject *__pyx_n_s__micros;
static PyObject *__pyx_n_s__microsecond;
static PyObject *__pyx_n_s__microseconds;
static PyObject *__pyx_n_s__midpoint;
static PyObject *__pyx_n_s__min;
static PyObject *__pyx_n_s__min_subseq;
static PyObject *__pyx_n_s__minp;
static PyObject *__pyx_n_s__minpair;
static PyObject *__pyx_n_s__minute;
static PyObject *__pyx_n_s__minutes;
static PyObject *__pyx_n_s__minx;
static PyObject *__pyx_n_s__mixed;
static PyObject *__pyx_n_s__month;
static PyObject *__pyx_n_s__monthrange;
static PyObject *__pyx_n_s__months;
static PyObject *__pyx_n_s__mus;
static PyObject *__pyx_n_s__n;
static PyObject *__pyx_n_s__n0;
static PyObject *__pyx_n_s__na_count;
static PyObject *__pyx_n_s__na_option;
static PyObject *__pyx_n_s__na_sentinel;
static PyObject *__pyx_n_s__na_values;
static PyObject *__pyx_n_s__name;
static PyObject *__pyx_n_s__nan;
static PyObject *__pyx_n_s__nan_value;
static PyObject *__pyx_n_s__nancorr;
static PyObject *__pyx_n_s__nanos;
static PyObject *__pyx_n_s__nanosecond;
static PyObject *__pyx_n_s__nbins;
static PyObject *__pyx_n_s__ndarrays;
static PyObject *__pyx_n_s__ndim;
static PyObject *__pyx_n_s__ne;
static PyObject *__pyx_n_s__neginf;
static PyObject *__pyx_n_s__new_dtype;
static PyObject *__pyx_n_s__new_values;
static PyObject *__pyx_n_s__neww;
static PyObject *__pyx_n_s__next;
static PyObject *__pyx_n_s__ngroups;
static PyObject *__pyx_n_s__nleft;
static PyObject *__pyx_n_s__nlevels;
static PyObject *__pyx_n_s__no;
static PyObject *__pyx_n_s__nobs;
static PyObject *__pyx_n_s__nonzero;
static PyObject *__pyx_n_s__normalize;
static PyObject *__pyx_n_s__np;
static PyObject *__pyx_n_s__nright;
static PyObject *__pyx_n_s__ns;
static PyObject *__pyx_n_s__ntrans;
static PyObject *__pyx_n_s__num;
static PyObject *__pyx_n_s__numpy;
static PyObject *__pyx_n_s__o;
static PyObject *__pyx_n_s__obj;
static PyObject *__pyx_n_s__objbuf;
static PyObject *__pyx_n_s__object;
static PyObject *__pyx_n_s__object_;
static PyObject *__pyx_n_s__object_state;
static PyObject *__pyx_n_s__objects;
static PyObject *__pyx_n_s__offset;
static PyObject *__pyx_n_s__oldbuf;
static PyObject *__pyx_n_s__oldw;
static PyObject *__pyx_n_s__onan;
static PyObject *__pyx_n_s__ones;
static PyObject *__pyx_n_s__ones_like;
static PyObject *__pyx_n_s__op;
static PyObject *__pyx_n_s__operator;
static PyObject *__pyx_n_s__ordered_left_join;
static PyObject *__pyx_n_s__ordinal;
static PyObject *__pyx_n_s__ordinals;
static PyObject *__pyx_n_s__oresult;
static PyObject *__pyx_n_s__other;
static PyObject *__pyx_n_s__out;
static PyObject *__pyx_n_s__outbuf;
static PyObject *__pyx_n_s__output;
static PyObject *__pyx_n_s__p;
static PyObject *__pyx_n_s__pad_float64;
static PyObject *__pyx_n_s__pad_int64;
static PyObject *__pyx_n_s__pad_object;
static PyObject *__pyx_n_s__pandas;
static PyObject *__pyx_n_s__pandas_null;
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__periods;
static PyObject *__pyx_n_s__pos;
static PyObject *__pyx_n_s__position;
static PyObject *__pyx_n_s__pre;
static PyObject *__pyx_n_s__prev;
static PyObject *__pyx_n_s__prodx;
static PyObject *__pyx_n_s__prop;
static PyObject *__pyx_n_s__property;
static PyObject *__pyx_n_s__ptr;
static PyObject *__pyx_n_s__put;
static PyObject *__pyx_n_s__putmask;
static PyObject *__pyx_n_s__pydate;
static PyObject *__pyx_n_s__pydatetime;
static PyObject *__pyx_n_s__pydt;
static PyObject *__pyx_n_s__pydt_to_i8;
static PyObject *__pyx_n_s__pytz;
static PyObject *__pyx_n_s__q;
static PyObject *__pyx_n_s__quantile;
static PyObject *__pyx_n_s__quarter;
static PyObject *__pyx_n_s__r_bin;
static PyObject *__pyx_n_s__raise_;
static PyObject *__pyx_n_s__random;
static PyObject *__pyx_n_s__range;
static PyObject *__pyx_n_s__rank;
static PyObject *__pyx_n_s__rank_1d_float64;
static PyObject *__pyx_n_s__rank_1d_generic;
static PyObject *__pyx_n_s__rank_1d_int64;
static PyObject *__pyx_n_s__rank_2d_float64;
static PyObject *__pyx_n_s__rank_2d_generic;
static PyObject *__pyx_n_s__rank_2d_int64;
static PyObject *__pyx_n_s__ranks;
static PyObject *__pyx_n_s__ravel;
static PyObject *__pyx_n_s__rc;
static PyObject *__pyx_n_s__reduce;
static PyObject *__pyx_n_s__reducer;
static PyObject *__pyx_n_s__remove;
static PyObject *__pyx_n_s__repeat;
static PyObject *__pyx_n_s__replace;
static PyObject *__pyx_n_s__res;
static PyObject *__pyx_n_s__result;
static PyObject *__pyx_n_s__result_a;
static PyObject *__pyx_n_s__result_b;
static PyObject *__pyx_n_s__result_counts;
static PyObject *__pyx_n_s__result_keys;
static PyObject *__pyx_n_s__resx;
static PyObject *__pyx_n_s__ret;
static PyObject *__pyx_n_s__retry;
static PyObject *__pyx_n_s__rev;
static PyObject *__pyx_n_s__rev_indexer;
static PyObject *__pyx_n_s__reverse;
static PyObject *__pyx_n_s__ridx;
static PyObject *__pyx_n_s__right;
static PyObject *__pyx_n_s__right_closed;
static PyObject *__pyx_n_s__right_count;
static PyObject *__pyx_n_s__right_indexer;
static PyObject *__pyx_n_s__right_pos;
static PyObject *__pyx_n_s__right_sorter;
static PyObject *__pyx_n_s__rindexer;
static PyObject *__pyx_n_s__ring;
static PyObject *__pyx_n_s__rk;
static PyObject *__pyx_n_s__roll_generic;
static PyObject *__pyx_n_s__roll_kurt;
static PyObject *__pyx_n_s__roll_max;
static PyObject *__pyx_n_s__roll_max2;
static PyObject *__pyx_n_s__roll_mean;
static PyObject *__pyx_n_s__roll_median_c;
static PyObject *__pyx_n_s__roll_median_cython;
static PyObject *__pyx_n_s__roll_min;
static PyObject *__pyx_n_s__roll_min2;
static PyObject *__pyx_n_s__roll_quantile;
static PyObject *__pyx_n_s__roll_skew;
static PyObject *__pyx_n_s__roll_sum;
static PyObject *__pyx_n_s__roll_var;
static PyObject *__pyx_n_s__row;
static PyObject *__pyx_n_s__row_bool_subset;
static PyObject *__pyx_n_s__rows;
static PyObject *__pyx_n_s__rvalues;
static PyObject *__pyx_n_s__s;
static PyObject *__pyx_n_s__sa_dtype;
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__searchsorted;
static PyObject *__pyx_n_s__second;
static PyObject *__pyx_n_s__seconds;
static PyObject *__pyx_n_s__seen;
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_object;
static PyObject *__pyx_n_s__self;
static PyObject *__pyx_n_s__series;
static PyObject *__pyx_n_s__set_item;
static PyObject *__pyx_n_s__set_length;
static PyObject *__pyx_n_s__set_value;
static PyObject *__pyx_n_s__set_value_at;
static PyObject *__pyx_n_s__shape;
static PyObject *__pyx_n_s__side;
static PyObject *__pyx_n_s__size;
static PyObject *__pyx_n_s__size_hint;
static PyObject *__pyx_n_s__skiplist;
static PyObject *__pyx_n_s__sl;
static PyObject *__pyx_n_s__slobj;
static PyObject *__pyx_n_s__sort;
static PyObject *__pyx_n_s__sorted_data;
static PyObject *__pyx_n_s__sorted_labels;
static PyObject *__pyx_n_s__sorter;
static PyObject *__pyx_n_s__stamp;
static PyObject *__pyx_n_s__stamps;
static PyObject *__pyx_n_s__start;
static PyObject *__pyx_n_s__started;
static PyObject *__pyx_n_s__starts;
static PyObject *__pyx_n_s__state;
static PyObject *__pyx_n_s__status;
static PyObject *__pyx_n_s__strftime;
static PyObject *__pyx_n_s__strides;
static PyObject *__pyx_n_s__string;
static PyObject *__pyx_n_s__string_;
static PyObject *__pyx_n_s__strptime;
static PyObject *__pyx_n_s__stub;
static PyObject *__pyx_n_s__sum;
static PyObject *__pyx_n_s__sum_ranks;
static PyObject *__pyx_n_s__sum_x;
static PyObject *__pyx_n_s__sum_xx;
static PyObject *__pyx_n_s__sumx;
static PyObject *__pyx_n_s__sumxx;
static PyObject *__pyx_n_s__sumy;
static PyObject *__pyx_n_s__sumyy;
static PyObject *__pyx_n_s__sx;
static PyObject *__pyx_n_s__sy;
static PyObject *__pyx_n_s__t;
static PyObject *__pyx_n_s__table;
static PyObject *__pyx_n_s__take;
static PyObject *__pyx_n_s__take_last;
static PyObject *__pyx_n_s__td;
static PyObject *__pyx_n_s__tdata;
static PyObject *__pyx_n_s__tiebreak;
static PyObject *__pyx_n_s__tiebreakers;
static PyObject *__pyx_n_s__ties_method;
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__times;
static PyObject *__pyx_n_s__timezone;
static PyObject *__pyx_n_s__tmp;
static PyObject *__pyx_n_s__to_array;
static PyObject *__pyx_n_s__to_datetime;
static PyObject *__pyx_n_s__to_object_array;
static PyObject *__pyx_n_s__to_period;
static PyObject *__pyx_n_s__to_pydatetime;
static PyObject *__pyx_n_s__toordinal;
static PyObject *__pyx_n_s__top;
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static PyObject *__pyx_n_s__trans_cache;
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static PyObject *__pyx_n_s__true_vals;
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static PyObject *__pyx_n_s__try_parse_dates;
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static PyObject *__pyx_n_s__tz2;
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static PyObject *__pyx_n_s__tz_localize_to_utc;
static PyObject *__pyx_n_s__tzinfo;
static PyObject *__pyx_n_s__tzlocal;
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static PyObject *__pyx_n_s__uint32;
static PyObject *__pyx_n_s__uint64;
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static PyObject *__pyx_n_s__uniques;
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static PyObject *__pyx_n_s__us;
static PyObject *__pyx_n_s__utc;
static PyObject *__pyx_n_s__utc_convert;
static PyObject *__pyx_n_s__utc_date;
static PyObject *__pyx_n_s__utc_dates;
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static PyObject *__pyx_n_s__utcfromtimestamp;
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static PyObject *__pyx_n_s__vec_binop;
static PyObject *__pyx_n_s__vec_compare;
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static PyObject *__pyx_n_s__years;
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 *             counts[b] += 1
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 *             counts[b] += 1             # <<<<<<<<<<<<<<
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 *             counts[b] += 1
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 *             # not nan
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 *             counts[b] += 1             # <<<<<<<<<<<<<<
 *             for j in range(K):
 *                 val = values[i, j]
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      __pyx_t_5 = -1;
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        __Pyx_RaiseBufferIndexError(__pyx_t_5);
        {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1390; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_counts.rcbuffer->pybuffer.buf, __pyx_t_18, __pyx_pybuffernd_counts.diminfo[0].strides) += 1;

      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1391
 * 
 *             counts[b] += 1
 *             for j in range(K):             # <<<<<<<<<<<<<<
 *                 val = values[i, j]
 * 
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        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1392
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 *             for j in range(K):
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 * 
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        __pyx_t_22 = __pyx_v_j;
        __pyx_t_5 = -1;
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          if (unlikely(__pyx_t_21 < 0)) __pyx_t_5 = 0;
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        if (__pyx_t_22 < 0) {
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          if (unlikely(__pyx_t_22 < 0)) __pyx_t_5 = 1;
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        if (unlikely(__pyx_t_5 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_5);
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        __pyx_v_val = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_21, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_22, __pyx_pybuffernd_values.diminfo[1].strides));

        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1395
 * 
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 *                 if val == val:             # <<<<<<<<<<<<<<
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          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1396
 *                 # not nan
 *                 if val == val:
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 *                     sumx[b, j] += val
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          __pyx_t_24 = __pyx_v_j;
          __pyx_t_5 = -1;
          if (__pyx_t_23 < 0) {
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            if (unlikely(__pyx_t_23 < 0)) __pyx_t_5 = 0;
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          if (__pyx_t_24 < 0) {
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            if (unlikely(__pyx_t_24 < 0)) __pyx_t_5 = 1;
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          if (unlikely(__pyx_t_5 != -1)) {
            __Pyx_RaiseBufferIndexError(__pyx_t_5);
            {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1396; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_nobs.rcbuffer->pybuffer.buf, __pyx_t_23, __pyx_pybuffernd_nobs.diminfo[0].strides, __pyx_t_24, __pyx_pybuffernd_nobs.diminfo[1].strides) += 1.0;

          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1397
 *                 if val == val:
 *                     nobs[b, j] += 1
 *                     sumx[b, j] += val             # <<<<<<<<<<<<<<
 *     else:
 *         for i in range(N):
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          __pyx_t_25 = __pyx_v_b;
          __pyx_t_26 = __pyx_v_j;
          __pyx_t_5 = -1;
          if (__pyx_t_25 < 0) {
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            if (unlikely(__pyx_t_25 < 0)) __pyx_t_5 = 0;
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          if (__pyx_t_26 < 0) {
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            __Pyx_RaiseBufferIndexError(__pyx_t_5);
            {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1397; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_sumx.rcbuffer->pybuffer.buf, __pyx_t_25, __pyx_pybuffernd_sumx.diminfo[0].strides, __pyx_t_26, __pyx_pybuffernd_sumx.diminfo[1].strides) += __pyx_v_val;
          goto __pyx_L13;
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        __pyx_L13:;
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    goto __pyx_L6;
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  /*else*/ {

    /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1399
 *                     sumx[b, j] += val
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      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1400
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 */
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        __pyx_t_17 = (__pyx_v_b < (__pyx_v_ngroups - 1));
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          __pyx_t_5 = -1;
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            if (unlikely(__pyx_t_19 < 0)) __pyx_t_5 = 0;
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            {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1400; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          __pyx_t_14 = (__pyx_v_i >= (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_bins.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_bins.diminfo[0].strides)));
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          __pyx_t_16 = __pyx_t_17;
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        if (!__pyx_t_16) break;

        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1401
 *         for i in range(N):
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 * 
 *             counts[b] += 1
 */
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      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1403
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 * 
 *             counts[b] += 1             # <<<<<<<<<<<<<<
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      __pyx_t_5 = -1;
      if (__pyx_t_20 < 0) {
        __pyx_t_20 += __pyx_pybuffernd_counts.diminfo[0].shape;
        if (unlikely(__pyx_t_20 < 0)) __pyx_t_5 = 0;
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      if (unlikely(__pyx_t_5 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_5);
        {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1403; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_counts.rcbuffer->pybuffer.buf, __pyx_t_20, __pyx_pybuffernd_counts.diminfo[0].strides) += 1;

      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1404
 * 
 *             counts[b] += 1
 *             val = values[i, 0]             # <<<<<<<<<<<<<<
 * 
 *             # not nan
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      __pyx_t_28 = 0;
      __pyx_t_5 = -1;
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        __pyx_t_27 += __pyx_pybuffernd_values.diminfo[0].shape;
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      if (__pyx_t_28 < 0) {
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        __Pyx_RaiseBufferIndexError(__pyx_t_5);
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      __pyx_v_val = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_27, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_28, __pyx_pybuffernd_values.diminfo[1].strides));

      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1407
 * 
 *             # not nan
 *             if val == val:             # <<<<<<<<<<<<<<
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        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1408
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 */
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          __Pyx_RaiseBufferIndexError(__pyx_t_5);
          {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1408; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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        *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_nobs.rcbuffer->pybuffer.buf, __pyx_t_29, __pyx_pybuffernd_nobs.diminfo[0].strides, __pyx_t_30, __pyx_pybuffernd_nobs.diminfo[1].strides) += 1.0;

        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1409
 *             if val == val:
 *                 nobs[b, 0] += 1
 *                 sumx[b, 0] += val             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ngroups):
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        __pyx_t_32 = 0;
        __pyx_t_5 = -1;
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        if (unlikely(__pyx_t_5 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_5);
          {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1409; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
        }
        *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_sumx.rcbuffer->pybuffer.buf, __pyx_t_31, __pyx_pybuffernd_sumx.diminfo[0].strides, __pyx_t_32, __pyx_pybuffernd_sumx.diminfo[1].strides) += __pyx_v_val;
        goto __pyx_L18;
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  __pyx_L6:;

  /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1411
 *                 sumx[b, 0] += val
 * 
 *     for i in range(ngroups):             # <<<<<<<<<<<<<<
 *         for j in range(K):
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 */
  __pyx_t_13 = __pyx_v_ngroups;
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    /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1412
 * 
 *     for i in range(ngroups):
 *         for j in range(K):             # <<<<<<<<<<<<<<
 *             count = nobs[i, j]
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 */
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      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1413
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        __Pyx_RaiseBufferIndexError(__pyx_t_5);
        {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1413; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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      __pyx_v_count = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_nobs.rcbuffer->pybuffer.buf, __pyx_t_35, __pyx_pybuffernd_nobs.diminfo[0].strides, __pyx_t_36, __pyx_pybuffernd_nobs.diminfo[1].strides));

      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1414
 *         for j in range(K):
 *             count = nobs[i, j]
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 *                 out[i, j] = nan
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 */
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        __pyx_t_37 += __pyx_pybuffernd_nobs.diminfo[0].shape;
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      if (unlikely(__pyx_t_5 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_5);
        {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1414; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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      __pyx_t_16 = ((*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_nobs.rcbuffer->pybuffer.buf, __pyx_t_37, __pyx_pybuffernd_nobs.diminfo[0].strides, __pyx_t_38, __pyx_pybuffernd_nobs.diminfo[1].strides)) == 0.0);
      if (__pyx_t_16) {

        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1415
 *             count = nobs[i, j]
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 *             else:
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        if (unlikely(__pyx_t_5 != -1)) {
          __Pyx_RaiseBufferIndexError(__pyx_t_5);
          {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1415; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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        *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_39, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_40, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_6pandas_3lib_nan;
        goto __pyx_L23;
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      /*else*/ {

        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1417
 *                 out[i, j] = nan
 *             else:
 *                 out[i, j] = sumx[i, j] / count             # <<<<<<<<<<<<<<
 * 
 * @cython.boundscheck(False)
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        __pyx_t_5 = -1;
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          __pyx_t_41 += __pyx_pybuffernd_sumx.diminfo[0].shape;
          if (unlikely(__pyx_t_41 < 0)) __pyx_t_5 = 0;
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        if (__pyx_t_42 < 0) {
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          if (unlikely(__pyx_t_42 < 0)) __pyx_t_5 = 1;
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      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_ranks.rcbuffer->pybuffer.buf, __pyx_t_18, __pyx_pybuffernd_ranks.diminfo[0].strides) = __pyx_v_6pandas_3lib_nan;

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          /* "/home/wesm/code/pandas/pandas/src/stats.pyx":134
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      *__Pyx_BufPtrStrided1d(__pyx_t_double_complex *, __pyx_pybuffernd_complexes.rcbuffer->pybuffer.buf, __pyx_t_17, __pyx_pybuffernd_complexes.diminfo[0].strides) = __pyx_t_16;

      /* "/home/wesm/code/pandas/pandas/src/inference.pyx":341
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        __Pyx_RaiseBufferIndexError(__pyx_t_7);
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      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_floats.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_floats.diminfo[0].strides) = __pyx_v_6pandas_3lib_nan;
      __pyx_t_20 = __pyx_v_i;
      __pyx_t_7 = -1;
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        __pyx_t_20 += __pyx_pybuffernd_complexes.diminfo[0].shape;
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      /* "/home/wesm/code/pandas/pandas/src/inference.pyx":344
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      /* "/home/wesm/code/pandas/pandas/src/inference.pyx":346
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      /* "/home/wesm/code/pandas/pandas/src/inference.pyx":347
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  0, /*nb_absolute*/
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  #if PY_MAJOR_VERSION < 3
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  #if PY_MAJOR_VERSION < 3
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  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
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  #if PY_MAJOR_VERSION < 3
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  0, /*nb_inplace_add*/
  0, /*nb_inplace_subtract*/
  0, /*nb_inplace_multiply*/
  #if PY_MAJOR_VERSION < 3
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  0, /*nb_true_divide*/
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  0, /*nb_inplace_true_divide*/
  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
  #endif
};

static PySequenceMethods __pyx_tp_as_sequence_StringHashTable = {
  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_StringHashTable = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_StringHashTable = {
  #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_StringHashTable = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.StringHashTable"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_StringHashTable), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_StringHashTable, /*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_StringHashTable, /*tp_as_number*/
  &__pyx_tp_as_sequence_StringHashTable, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_StringHashTable, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_StringHashTable, /*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*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_StringHashTable, /*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_StringHashTable, /*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_Int32HashTable __pyx_vtable_6pandas_3lib_Int32HashTable;

static PyObject *__pyx_tp_new_6pandas_3lib_Int32HashTable(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_3lib_Int32HashTable *p;
  PyObject *o = __pyx_tp_new_6pandas_3lib_HashTable(t, a, k);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_Int32HashTable *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_3lib_Int32HashTable;
  if (__pyx_pw_6pandas_3lib_14Int32HashTable_3__cinit__(o, __pyx_empty_tuple, NULL) < 0) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_Int32HashTable(PyObject *o) {
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_3lib_14Int32HashTable_5__dealloc__(o);
    if (PyErr_Occurred()) PyErr_WriteUnraisable(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  __pyx_tp_dealloc_6pandas_3lib_HashTable(o);
}

static PyMethodDef __pyx_methods_6pandas_3lib_Int32HashTable[] = {
  {__Pyx_NAMESTR("get_item"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int32HashTable_7get_item, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_iter_test"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int32HashTable_9get_iter_test, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("set_item"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int32HashTable_11set_item, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("map_locations"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int32HashTable_13map_locations, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("lookup"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int32HashTable_15lookup, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("factorize"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int32HashTable_17factorize, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_Int32HashTable = {
  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_Int32HashTable = {
  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_Int32HashTable = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_Int32HashTable = {
  #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_Int32HashTable = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.Int32HashTable"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_Int32HashTable), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_Int32HashTable, /*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_Int32HashTable, /*tp_as_number*/
  &__pyx_tp_as_sequence_Int32HashTable, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Int32HashTable, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_Int32HashTable, /*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*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_Int32HashTable, /*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_14Int32HashTable_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_Int32HashTable, /*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_Int64HashTable __pyx_vtable_6pandas_3lib_Int64HashTable;

static PyObject *__pyx_tp_new_6pandas_3lib_Int64HashTable(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_3lib_Int64HashTable *p;
  PyObject *o = __pyx_tp_new_6pandas_3lib_HashTable(t, a, k);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_Int64HashTable *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_3lib_Int64HashTable;
  if (__pyx_pw_6pandas_3lib_14Int64HashTable_3__cinit__(o, __pyx_empty_tuple, NULL) < 0) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_Int64HashTable(PyObject *o) {
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_3lib_14Int64HashTable_5__dealloc__(o);
    if (PyErr_Occurred()) PyErr_WriteUnraisable(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  __pyx_tp_dealloc_6pandas_3lib_HashTable(o);
}

static PyMethodDef __pyx_methods_6pandas_3lib_Int64HashTable[] = {
  {__Pyx_NAMESTR("get_item"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int64HashTable_11get_item, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_iter_test"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int64HashTable_13get_iter_test, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("set_item"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int64HashTable_15set_item, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("map"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int64HashTable_17map, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("map_locations"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int64HashTable_19map_locations, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("lookup"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int64HashTable_21lookup, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("lookup_i4"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int64HashTable_23lookup_i4, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("factorize"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int64HashTable_25factorize, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_labels"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int64HashTable_27get_labels, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_labels_groupby"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int64HashTable_29get_labels_groupby, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("unique"), (PyCFunction)__pyx_pw_6pandas_3lib_14Int64HashTable_31unique, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_Int64HashTable = {
  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_Int64HashTable = {
  __pyx_pw_6pandas_3lib_14Int64HashTable_9__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  __pyx_pw_6pandas_3lib_14Int64HashTable_7__contains__, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_Int64HashTable = {
  __pyx_pw_6pandas_3lib_14Int64HashTable_9__len__, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_Int64HashTable = {
  #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_Int64HashTable = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.Int64HashTable"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_Int64HashTable), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_Int64HashTable, /*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_Int64HashTable, /*tp_as_number*/
  &__pyx_tp_as_sequence_Int64HashTable, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Int64HashTable, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_Int64HashTable, /*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*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_Int64HashTable, /*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_14Int64HashTable_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_Int64HashTable, /*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_Float64HashTable __pyx_vtable_6pandas_3lib_Float64HashTable;

static PyObject *__pyx_tp_new_6pandas_3lib_Float64HashTable(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_3lib_Float64HashTable *p;
  PyObject *o = __pyx_tp_new_6pandas_3lib_HashTable(t, a, k);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_Float64HashTable *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_3lib_Float64HashTable;
  if (__pyx_pw_6pandas_3lib_16Float64HashTable_3__cinit__(o, __pyx_empty_tuple, NULL) < 0) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_Float64HashTable(PyObject *o) {
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_3lib_16Float64HashTable_7__dealloc__(o);
    if (PyErr_Occurred()) PyErr_WriteUnraisable(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  __pyx_tp_dealloc_6pandas_3lib_HashTable(o);
}

static PyMethodDef __pyx_methods_6pandas_3lib_Float64HashTable[] = {
  {__Pyx_NAMESTR("factorize"), (PyCFunction)__pyx_pw_6pandas_3lib_16Float64HashTable_9factorize, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_labels"), (PyCFunction)__pyx_pw_6pandas_3lib_16Float64HashTable_11get_labels, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("map_locations"), (PyCFunction)__pyx_pw_6pandas_3lib_16Float64HashTable_13map_locations, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("lookup"), (PyCFunction)__pyx_pw_6pandas_3lib_16Float64HashTable_15lookup, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("unique"), (PyCFunction)__pyx_pw_6pandas_3lib_16Float64HashTable_17unique, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_Float64HashTable = {
  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_Float64HashTable = {
  __pyx_pw_6pandas_3lib_16Float64HashTable_5__len__, /*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_Float64HashTable = {
  __pyx_pw_6pandas_3lib_16Float64HashTable_5__len__, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_Float64HashTable = {
  #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_Float64HashTable = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.Float64HashTable"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_Float64HashTable), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_Float64HashTable, /*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_Float64HashTable, /*tp_as_number*/
  &__pyx_tp_as_sequence_Float64HashTable, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Float64HashTable, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_Float64HashTable, /*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*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_Float64HashTable, /*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_16Float64HashTable_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_Float64HashTable, /*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_PyObjectHashTable __pyx_vtable_6pandas_3lib_PyObjectHashTable;

static PyObject *__pyx_tp_new_6pandas_3lib_PyObjectHashTable(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_3lib_PyObjectHashTable *p;
  PyObject *o = __pyx_tp_new_6pandas_3lib_HashTable(t, a, k);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_PyObjectHashTable *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_3lib_PyObjectHashTable;
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_PyObjectHashTable(PyObject *o) {
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_3lib_17PyObjectHashTable_3__dealloc__(o);
    if (PyErr_Occurred()) PyErr_WriteUnraisable(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  __pyx_tp_dealloc_6pandas_3lib_HashTable(o);
}

static PyMethodDef __pyx_methods_6pandas_3lib_PyObjectHashTable[] = {
  {__Pyx_NAMESTR("destroy"), (PyCFunction)__pyx_pw_6pandas_3lib_17PyObjectHashTable_9destroy, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_item"), (PyCFunction)__pyx_pw_6pandas_3lib_17PyObjectHashTable_11get_item, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_iter_test"), (PyCFunction)__pyx_pw_6pandas_3lib_17PyObjectHashTable_13get_iter_test, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("set_item"), (PyCFunction)__pyx_pw_6pandas_3lib_17PyObjectHashTable_15set_item, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("map_locations"), (PyCFunction)__pyx_pw_6pandas_3lib_17PyObjectHashTable_17map_locations, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("lookup"), (PyCFunction)__pyx_pw_6pandas_3lib_17PyObjectHashTable_19lookup, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("lookup2"), (PyCFunction)__pyx_pw_6pandas_3lib_17PyObjectHashTable_21lookup2, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("unique"), (PyCFunction)__pyx_pw_6pandas_3lib_17PyObjectHashTable_23unique, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_labels"), (PyCFunction)__pyx_pw_6pandas_3lib_17PyObjectHashTable_25get_labels, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_PyObjectHashTable = {
  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_PyObjectHashTable = {
  __pyx_pw_6pandas_3lib_17PyObjectHashTable_5__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  __pyx_pw_6pandas_3lib_17PyObjectHashTable_7__contains__, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_PyObjectHashTable = {
  __pyx_pw_6pandas_3lib_17PyObjectHashTable_5__len__, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_PyObjectHashTable = {
  #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_PyObjectHashTable = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.PyObjectHashTable"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_PyObjectHashTable), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_PyObjectHashTable, /*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_PyObjectHashTable, /*tp_as_number*/
  &__pyx_tp_as_sequence_PyObjectHashTable, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_PyObjectHashTable, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_PyObjectHashTable, /*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*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_PyObjectHashTable, /*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_17PyObjectHashTable_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_PyObjectHashTable, /*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_Factorizer(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_Factorizer *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_Factorizer *)o);
  p->table = ((struct __pyx_obj_6pandas_3lib_PyObjectHashTable *)Py_None); Py_INCREF(Py_None);
  p->uniques = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_Factorizer(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_Factorizer *p = (struct __pyx_obj_6pandas_3lib_Factorizer *)o;
  Py_CLEAR(p->table);
  Py_CLEAR(p->uniques);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_Factorizer(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_Factorizer *p = (struct __pyx_obj_6pandas_3lib_Factorizer *)o;
  if (p->table) {
    e = (*v)(((PyObject*)p->table), a); if (e) return e;
  }
  if (p->uniques) {
    e = (*v)(p->uniques, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_Factorizer(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_Factorizer *p = (struct __pyx_obj_6pandas_3lib_Factorizer *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->table);
  p->table = ((struct __pyx_obj_6pandas_3lib_PyObjectHashTable *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->uniques);
  p->uniques = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_3lib_10Factorizer_table(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_10Factorizer_5table_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_10Factorizer_table(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_10Factorizer_5table_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_10Factorizer_5table_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_10Factorizer_uniques(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_10Factorizer_7uniques_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_10Factorizer_uniques(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_10Factorizer_7uniques_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_10Factorizer_7uniques_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_10Factorizer_count(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_10Factorizer_5count_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_10Factorizer_count(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_10Factorizer_5count_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyMethodDef __pyx_methods_6pandas_3lib_Factorizer[] = {
  {__Pyx_NAMESTR("get_count"), (PyCFunction)__pyx_pw_6pandas_3lib_10Factorizer_3get_count, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("factorize"), (PyCFunction)__pyx_pw_6pandas_3lib_10Factorizer_5factorize, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("unique"), (PyCFunction)__pyx_pw_6pandas_3lib_10Factorizer_7unique, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib_Factorizer[] = {
  {(char *)"table", __pyx_getprop_6pandas_3lib_10Factorizer_table, __pyx_setprop_6pandas_3lib_10Factorizer_table, 0, 0},
  {(char *)"uniques", __pyx_getprop_6pandas_3lib_10Factorizer_uniques, __pyx_setprop_6pandas_3lib_10Factorizer_uniques, 0, 0},
  {(char *)"count", __pyx_getprop_6pandas_3lib_10Factorizer_count, __pyx_setprop_6pandas_3lib_10Factorizer_count, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_Factorizer = {
  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_Factorizer = {
  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_Factorizer = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_Factorizer = {
  #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_Factorizer = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.Factorizer"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_Factorizer), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_Factorizer, /*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_Factorizer, /*tp_as_number*/
  &__pyx_tp_as_sequence_Factorizer, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Factorizer, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_Factorizer, /*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_Factorizer, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_Factorizer, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_Factorizer, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_3lib_Factorizer, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_3lib_10Factorizer_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_Factorizer, /*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_Int64Factorizer(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_Int64Factorizer *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_Int64Factorizer *)o);
  p->table = ((struct __pyx_obj_6pandas_3lib_Int64HashTable *)Py_None); Py_INCREF(Py_None);
  p->uniques = ((PyObject*)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_Int64Factorizer(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_Int64Factorizer *p = (struct __pyx_obj_6pandas_3lib_Int64Factorizer *)o;
  Py_CLEAR(p->table);
  Py_CLEAR(p->uniques);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_Int64Factorizer(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_Int64Factorizer *p = (struct __pyx_obj_6pandas_3lib_Int64Factorizer *)o;
  if (p->table) {
    e = (*v)(((PyObject*)p->table), a); if (e) return e;
  }
  if (p->uniques) {
    e = (*v)(p->uniques, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_Int64Factorizer(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_Int64Factorizer *p = (struct __pyx_obj_6pandas_3lib_Int64Factorizer *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->table);
  p->table = ((struct __pyx_obj_6pandas_3lib_Int64HashTable *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->uniques);
  p->uniques = ((PyObject*)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_3lib_15Int64Factorizer_table(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_15Int64Factorizer_5table_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_15Int64Factorizer_table(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_15Int64Factorizer_5table_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_15Int64Factorizer_5table_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_15Int64Factorizer_uniques(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_15Int64Factorizer_7uniques_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_15Int64Factorizer_uniques(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_15Int64Factorizer_7uniques_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_15Int64Factorizer_7uniques_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_15Int64Factorizer_count(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_15Int64Factorizer_5count_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_15Int64Factorizer_count(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_15Int64Factorizer_5count_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyMethodDef __pyx_methods_6pandas_3lib_Int64Factorizer[] = {
  {__Pyx_NAMESTR("get_count"), (PyCFunction)__pyx_pw_6pandas_3lib_15Int64Factorizer_3get_count, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("factorize"), (PyCFunction)__pyx_pw_6pandas_3lib_15Int64Factorizer_5factorize, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib_Int64Factorizer[] = {
  {(char *)"table", __pyx_getprop_6pandas_3lib_15Int64Factorizer_table, __pyx_setprop_6pandas_3lib_15Int64Factorizer_table, 0, 0},
  {(char *)"uniques", __pyx_getprop_6pandas_3lib_15Int64Factorizer_uniques, __pyx_setprop_6pandas_3lib_15Int64Factorizer_uniques, 0, 0},
  {(char *)"count", __pyx_getprop_6pandas_3lib_15Int64Factorizer_count, __pyx_setprop_6pandas_3lib_15Int64Factorizer_count, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_Int64Factorizer = {
  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_Int64Factorizer = {
  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_Int64Factorizer = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_Int64Factorizer = {
  #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_Int64Factorizer = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.Int64Factorizer"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_Int64Factorizer), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_Int64Factorizer, /*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_Int64Factorizer, /*tp_as_number*/
  &__pyx_tp_as_sequence_Int64Factorizer, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Int64Factorizer, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_Int64Factorizer, /*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_Int64Factorizer, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_Int64Factorizer, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_Int64Factorizer, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_3lib_Int64Factorizer, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_3lib_15Int64Factorizer_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_Int64Factorizer, /*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_DictFactorizer(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_DictFactorizer *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_DictFactorizer *)o);
  p->table = ((PyObject*)Py_None); Py_INCREF(Py_None);
  p->uniques = ((PyObject*)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_DictFactorizer(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_DictFactorizer *p = (struct __pyx_obj_6pandas_3lib_DictFactorizer *)o;
  Py_CLEAR(p->table);
  Py_CLEAR(p->uniques);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_DictFactorizer(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_DictFactorizer *p = (struct __pyx_obj_6pandas_3lib_DictFactorizer *)o;
  if (p->table) {
    e = (*v)(p->table, a); if (e) return e;
  }
  if (p->uniques) {
    e = (*v)(p->uniques, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_DictFactorizer(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_DictFactorizer *p = (struct __pyx_obj_6pandas_3lib_DictFactorizer *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->table);
  p->table = ((PyObject*)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->uniques);
  p->uniques = ((PyObject*)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_3lib_14DictFactorizer_table(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_14DictFactorizer_5table_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_14DictFactorizer_table(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_14DictFactorizer_5table_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_14DictFactorizer_5table_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_14DictFactorizer_uniques(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_14DictFactorizer_7uniques_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_14DictFactorizer_uniques(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_14DictFactorizer_7uniques_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_14DictFactorizer_7uniques_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_14DictFactorizer_count(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_14DictFactorizer_5count_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_14DictFactorizer_count(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_14DictFactorizer_5count_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyMethodDef __pyx_methods_6pandas_3lib_DictFactorizer[] = {
  {__Pyx_NAMESTR("get_count"), (PyCFunction)__pyx_pw_6pandas_3lib_14DictFactorizer_3get_count, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_labels"), (PyCFunction)__pyx_pw_6pandas_3lib_14DictFactorizer_5get_labels, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("factorize"), (PyCFunction)__pyx_pw_6pandas_3lib_14DictFactorizer_7factorize, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("unique"), (PyCFunction)__pyx_pw_6pandas_3lib_14DictFactorizer_9unique, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("unique_int64"), (PyCFunction)__pyx_pw_6pandas_3lib_14DictFactorizer_11unique_int64, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib_DictFactorizer[] = {
  {(char *)"table", __pyx_getprop_6pandas_3lib_14DictFactorizer_table, __pyx_setprop_6pandas_3lib_14DictFactorizer_table, 0, 0},
  {(char *)"uniques", __pyx_getprop_6pandas_3lib_14DictFactorizer_uniques, __pyx_setprop_6pandas_3lib_14DictFactorizer_uniques, 0, 0},
  {(char *)"count", __pyx_getprop_6pandas_3lib_14DictFactorizer_count, __pyx_setprop_6pandas_3lib_14DictFactorizer_count, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_DictFactorizer = {
  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_DictFactorizer = {
  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_DictFactorizer = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_DictFactorizer = {
  #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_DictFactorizer = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.DictFactorizer"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_DictFactorizer), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_DictFactorizer, /*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_DictFactorizer, /*tp_as_number*/
  &__pyx_tp_as_sequence_DictFactorizer, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_DictFactorizer, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_DictFactorizer, /*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_DictFactorizer, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_DictFactorizer, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_DictFactorizer, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_3lib_DictFactorizer, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_3lib_14DictFactorizer_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_DictFactorizer, /*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__Timestamp __pyx_vtable_6pandas_3lib__Timestamp;

static PyObject *__pyx_tp_new_6pandas_3lib__Timestamp(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_3lib__Timestamp *p;
  PyObject *o = __pyx_ptype_8datetime_datetime->tp_new(t, a, k);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib__Timestamp *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_3lib__Timestamp;
  p->offset = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib__Timestamp(PyObject *o) {
  struct __pyx_obj_6pandas_3lib__Timestamp *p = (struct __pyx_obj_6pandas_3lib__Timestamp *)o;
  Py_CLEAR(p->offset);
  if (likely(__pyx_ptype_8datetime_datetime)) __pyx_ptype_8datetime_datetime->tp_dealloc(o); else __Pyx_call_next_tp_dealloc(o, __pyx_tp_dealloc_6pandas_3lib__Timestamp);
}

static int __pyx_tp_traverse_6pandas_3lib__Timestamp(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib__Timestamp *p = (struct __pyx_obj_6pandas_3lib__Timestamp *)o;
  e = ((likely(__pyx_ptype_8datetime_datetime)) ? ((__pyx_ptype_8datetime_datetime->tp_traverse) ? __pyx_ptype_8datetime_datetime->tp_traverse(o, v, a) : 0) : __Pyx_call_next_tp_traverse(o, v, a, __pyx_tp_traverse_6pandas_3lib__Timestamp)); if (e) return e;
  if (p->offset) {
    e = (*v)(p->offset, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib__Timestamp(PyObject *o) {
  struct __pyx_obj_6pandas_3lib__Timestamp *p = (struct __pyx_obj_6pandas_3lib__Timestamp *)o;
  PyObject* tmp;
  if (likely(__pyx_ptype_8datetime_datetime)) { if (__pyx_ptype_8datetime_datetime->tp_clear) __pyx_ptype_8datetime_datetime->tp_clear(o); } else __Pyx_call_next_tp_clear(o, __pyx_tp_clear_6pandas_3lib__Timestamp);
  tmp = ((PyObject*)p->offset);
  p->offset = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_3lib_10_Timestamp_value(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_10_Timestamp_5value_1__get__(o);
}

static PyObject *__pyx_getprop_6pandas_3lib_10_Timestamp_nanosecond(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_10_Timestamp_10nanosecond_1__get__(o);
}

static PyObject *__pyx_getprop_6pandas_3lib_10_Timestamp_offset(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_10_Timestamp_6offset_1__get__(o);
}

static PyMethodDef __pyx_methods_6pandas_3lib__Timestamp[] = {
  {__Pyx_NAMESTR("to_datetime"), (PyCFunction)__pyx_pw_6pandas_3lib_10_Timestamp_5to_datetime, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("_get_field"), (PyCFunction)__pyx_pw_6pandas_3lib_10_Timestamp_11_get_field, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib__Timestamp[] = {
  {(char *)"value", __pyx_getprop_6pandas_3lib_10_Timestamp_value, 0, 0, 0},
  {(char *)"nanosecond", __pyx_getprop_6pandas_3lib_10_Timestamp_nanosecond, 0, 0, 0},
  {(char *)"offset", __pyx_getprop_6pandas_3lib_10_Timestamp_offset, 0, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number__Timestamp = {
  __pyx_pw_6pandas_3lib_10_Timestamp_7__add__, /*nb_add*/
  __pyx_pw_6pandas_3lib_10_Timestamp_9__sub__, /*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__Timestamp = {
  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__Timestamp = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer__Timestamp = {
  #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__Timestamp = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib._Timestamp"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib__Timestamp), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib__Timestamp, /*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__Timestamp, /*tp_as_number*/
  &__pyx_tp_as_sequence__Timestamp, /*tp_as_sequence*/
  &__pyx_tp_as_mapping__Timestamp, /*tp_as_mapping*/
  __pyx_pw_6pandas_3lib_10_Timestamp_1__hash__, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer__Timestamp, /*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__Timestamp, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib__Timestamp, /*tp_clear*/
  __pyx_pw_6pandas_3lib_10_Timestamp_3__richcmp__, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib__Timestamp, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_3lib__Timestamp, /*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__Timestamp, /*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__NaT __pyx_vtable_6pandas_3lib__NaT;

static PyObject *__pyx_tp_new_6pandas_3lib__NaT(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_3lib__NaT *p;
  PyObject *o = __pyx_tp_new_6pandas_3lib__Timestamp(t, a, k);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib__NaT *)o);
  p->__pyx_base.__pyx_vtab = (struct __pyx_vtabstruct_6pandas_3lib__Timestamp*)__pyx_vtabptr_6pandas_3lib__NaT;
  return o;
}

static PyMethodDef __pyx_methods_6pandas_3lib__NaT[] = {
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number__NaT = {
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_pw_6pandas_3lib_10_Timestamp_7__add__, /*nb_add*/
  #else
  0, /*nb_add*/
  #endif
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_pw_6pandas_3lib_10_Timestamp_9__sub__, /*nb_subtract*/
  #else
  0, /*nb_subtract*/
  #endif
  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__NaT = {
  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__NaT = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer__NaT = {
  #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__NaT = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib._NaT"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib__NaT), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib__Timestamp, /*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__NaT, /*tp_as_number*/
  &__pyx_tp_as_sequence__NaT, /*tp_as_sequence*/
  &__pyx_tp_as_mapping__NaT, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer__NaT, /*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__Timestamp, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib__Timestamp, /*tp_clear*/
  __pyx_pw_6pandas_3lib_4_NaT_1__richcmp__, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib__NaT, /*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__NaT, /*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__TSObject(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib__TSObject *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib__TSObject *)o);
  p->tzinfo = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib__TSObject(PyObject *o) {
  struct __pyx_obj_6pandas_3lib__TSObject *p = (struct __pyx_obj_6pandas_3lib__TSObject *)o;
  Py_CLEAR(p->tzinfo);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib__TSObject(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib__TSObject *p = (struct __pyx_obj_6pandas_3lib__TSObject *)o;
  if (p->tzinfo) {
    e = (*v)(p->tzinfo, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib__TSObject(PyObject *o) {
  struct __pyx_obj_6pandas_3lib__TSObject *p = (struct __pyx_obj_6pandas_3lib__TSObject *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->tzinfo);
  p->tzinfo = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_3lib_9_TSObject_value(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_9_TSObject_5value_1__get__(o);
}

static PyMethodDef __pyx_methods_6pandas_3lib__TSObject[] = {
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib__TSObject[] = {
  {(char *)"value", __pyx_getprop_6pandas_3lib_9_TSObject_value, 0, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number__TSObject = {
  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__TSObject = {
  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__TSObject = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer__TSObject = {
  #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__TSObject = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib._TSObject"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib__TSObject), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib__TSObject, /*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__TSObject, /*tp_as_number*/
  &__pyx_tp_as_sequence__TSObject, /*tp_as_sequence*/
  &__pyx_tp_as_mapping__TSObject, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer__TSObject, /*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__TSObject, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib__TSObject, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib__TSObject, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_3lib__TSObject, /*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__TSObject, /*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_Node(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_Node *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_Node *)o);
  p->next = ((PyObject*)Py_None); Py_INCREF(Py_None);
  p->width = ((PyObject*)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_Node(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_Node *p = (struct __pyx_obj_6pandas_3lib_Node *)o;
  Py_CLEAR(p->next);
  Py_CLEAR(p->width);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_Node(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_Node *p = (struct __pyx_obj_6pandas_3lib_Node *)o;
  if (p->next) {
    e = (*v)(p->next, a); if (e) return e;
  }
  if (p->width) {
    e = (*v)(p->width, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_Node(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_Node *p = (struct __pyx_obj_6pandas_3lib_Node *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->next);
  p->next = ((PyObject*)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->width);
  p->width = ((PyObject*)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_3lib_4Node_value(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_4Node_5value_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_4Node_value(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_4Node_5value_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_4Node_next(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_4Node_4next_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_4Node_next(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_4Node_4next_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_4Node_4next_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_3lib_4Node_width(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_4Node_5width_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_4Node_width(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_4Node_5width_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_4Node_5width_5__del__(o);
  }
}

static PyMethodDef __pyx_methods_6pandas_3lib_Node[] = {
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib_Node[] = {
  {(char *)"value", __pyx_getprop_6pandas_3lib_4Node_value, __pyx_setprop_6pandas_3lib_4Node_value, 0, 0},
  {(char *)"next", __pyx_getprop_6pandas_3lib_4Node_next, __pyx_setprop_6pandas_3lib_4Node_next, 0, 0},
  {(char *)"width", __pyx_getprop_6pandas_3lib_4Node_width, __pyx_setprop_6pandas_3lib_4Node_width, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_Node = {
  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_Node = {
  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_Node = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_Node = {
  #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_Node = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.Node"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_Node), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_Node, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #else
  0, /*reserved*/
  #endif
  0, /*tp_repr*/
  &__pyx_tp_as_number_Node, /*tp_as_number*/
  &__pyx_tp_as_sequence_Node, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Node, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_Node, /*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_Node, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_Node, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_Node, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_3lib_Node, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_3lib_4Node_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_Node, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_3lib_IndexableSkiplist __pyx_vtable_6pandas_3lib_IndexableSkiplist;

static PyObject *__pyx_tp_new_6pandas_3lib_IndexableSkiplist(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_IndexableSkiplist *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_IndexableSkiplist *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_3lib_IndexableSkiplist;
  p->head = ((struct __pyx_obj_6pandas_3lib_Node *)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_IndexableSkiplist(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_IndexableSkiplist *p = (struct __pyx_obj_6pandas_3lib_IndexableSkiplist *)o;
  Py_CLEAR(p->head);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_IndexableSkiplist(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_IndexableSkiplist *p = (struct __pyx_obj_6pandas_3lib_IndexableSkiplist *)o;
  if (p->head) {
    e = (*v)(((PyObject*)p->head), a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_IndexableSkiplist(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_IndexableSkiplist *p = (struct __pyx_obj_6pandas_3lib_IndexableSkiplist *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->head);
  p->head = ((struct __pyx_obj_6pandas_3lib_Node *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}
static PyObject *__pyx_sq_item_6pandas_3lib_IndexableSkiplist(PyObject *o, Py_ssize_t i) {
  PyObject *r;
  PyObject *x = PyInt_FromSsize_t(i); if(!x) return 0;
  r = Py_TYPE(o)->tp_as_mapping->mp_subscript(o, x);
  Py_DECREF(x);
  return r;
}

static PyMethodDef __pyx_methods_6pandas_3lib_IndexableSkiplist[] = {
  {__Pyx_NAMESTR("get"), (PyCFunction)__pyx_pw_6pandas_3lib_17IndexableSkiplist_7get, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("insert"), (PyCFunction)__pyx_pw_6pandas_3lib_17IndexableSkiplist_9insert, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("remove"), (PyCFunction)__pyx_pw_6pandas_3lib_17IndexableSkiplist_11remove, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_IndexableSkiplist = {
  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_IndexableSkiplist = {
  __pyx_pw_6pandas_3lib_17IndexableSkiplist_3__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  __pyx_sq_item_6pandas_3lib_IndexableSkiplist, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  0, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_IndexableSkiplist = {
  __pyx_pw_6pandas_3lib_17IndexableSkiplist_3__len__, /*mp_length*/
  __pyx_pw_6pandas_3lib_17IndexableSkiplist_5__getitem__, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_IndexableSkiplist = {
  #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_IndexableSkiplist = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.IndexableSkiplist"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_IndexableSkiplist), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_IndexableSkiplist, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #else
  0, /*reserved*/
  #endif
  0, /*tp_repr*/
  &__pyx_tp_as_number_IndexableSkiplist, /*tp_as_number*/
  &__pyx_tp_as_sequence_IndexableSkiplist, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_IndexableSkiplist, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_IndexableSkiplist, /*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    Sorted collection supporting O(lg n) insertion, removal, and\n    lookup by rank.\n    "), /*tp_doc*/
  __pyx_tp_traverse_6pandas_3lib_IndexableSkiplist, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_IndexableSkiplist, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_IndexableSkiplist, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_3lib_17IndexableSkiplist_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_IndexableSkiplist, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};

static PyObject *__pyx_tp_new_6pandas_3lib__PandasNull(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__PandasNull(PyObject *o) {
  (*Py_TYPE(o)->tp_free)(o);
}

static PyMethodDef __pyx_methods_6pandas_3lib__PandasNull[] = {
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number__PandasNull = {
  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__PandasNull = {
  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__PandasNull = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer__PandasNull = {
  #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__PandasNull = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib._PandasNull"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib__PandasNull), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib__PandasNull, /*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__PandasNull, /*tp_as_number*/
  &__pyx_tp_as_sequence__PandasNull, /*tp_as_sequence*/
  &__pyx_tp_as_mapping__PandasNull, /*tp_as_mapping*/
  __pyx_pw_6pandas_3lib_11_PandasNull_3__hash__, /*tp_hash*/
  0, /*tp_call*/
  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 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);
  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_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;
  }
  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);
  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 = Py_None; Py_INCREF(Py_None);
  p->f = Py_None; Py_INCREF(Py_None);
  p->bins = 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);
  Py_CLEAR(p->f);
  Py_CLEAR(p->bins);
  (*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) {
    e = (*v)(p->dummy, 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;
  }
  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);
  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->bins);
  p->bins = 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(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_5dummy_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_dummy(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_5dummy_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_16SeriesBinGrouper_5dummy_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 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", __pyx_getprop_6pandas_3lib_16SeriesBinGrouper_dummy, __pyx_setprop_6pandas_3lib_16SeriesBinGrouper_dummy, 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},
  {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 = Py_None; Py_INCREF(Py_None);
  p->f = Py_None; Py_INCREF(Py_None);
  p->labels = 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);
  Py_CLEAR(p->f);
  Py_CLEAR(p->labels);
  (*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) {
    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;
  }
  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);
  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);
  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(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_13SeriesGrouper_5dummy_1__get__(o);
}

static int __pyx_setprop_6pandas_3lib_13SeriesGrouper_dummy(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_5dummy_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_3lib_13SeriesGrouper_5dummy_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 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", __pyx_getprop_6pandas_3lib_13SeriesGrouper_dummy, __pyx_setprop_6pandas_3lib_13SeriesGrouper_dummy, 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},
  {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("cleanup"), (PyCFunction)__pyx_pw_6pandas_3lib_6Slider_7cleanup, 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 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->fget = Py_None; Py_INCREF(Py_None);
  p->name = 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->fget);
  Py_CLEAR(p->name);
  (*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->fget) {
    e = (*v)(p->fget, 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_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->fget);
  p->fget = 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_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_3__get__(o, i, c);
  return r;
}

static PyObject *__pyx_getprop_6pandas_3lib_14cache_readonly_fget(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_14cache_readonly_4fget_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 PyMethodDef __pyx_methods_6pandas_3lib_cache_readonly[] = {
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib_cache_readonly[] = {
  {(char *)"fget", __pyx_getprop_6pandas_3lib_14cache_readonly_fget, 0, 0, 0},
  {(char *)"name", __pyx_getprop_6pandas_3lib_14cache_readonly_name, 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*/
  0, /*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*/
  0, /*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*/
  &__pyx_tp_as_buffer_AxisProperty, /*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*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_AxisProperty, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  __pyx_tp_descr_get_6pandas_3lib_AxisProperty, /*tp_descr_get*/
  __pyx_tp_descr_set_6pandas_3lib_AxisProperty, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __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*/
  #if PY_VERSION_HEX >= 0x02060000
  0, /*tp_version_tag*/
  #endif
};

static PyObject *__pyx_tp_new_6pandas_3lib_SeriesIndex(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_SeriesIndex *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_SeriesIndex *)o);
  p->_check_type = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_SeriesIndex(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_SeriesIndex *p = (struct __pyx_obj_6pandas_3lib_SeriesIndex *)o;
  Py_CLEAR(p->_check_type);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_SeriesIndex(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_SeriesIndex *p = (struct __pyx_obj_6pandas_3lib_SeriesIndex *)o;
  if (p->_check_type) {
    e = (*v)(p->_check_type, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_SeriesIndex(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_SeriesIndex *p = (struct __pyx_obj_6pandas_3lib_SeriesIndex *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->_check_type);
  p->_check_type = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_tp_descr_get_6pandas_3lib_SeriesIndex(PyObject *o, PyObject *i, PyObject *c) {
  PyObject *r = 0;
  if (!i) i = Py_None;
  if (!c) c = Py_None;
  r = __pyx_pw_6pandas_3lib_11SeriesIndex_3__get__(o, i, c);
  return r;
}

static int __pyx_tp_descr_set_6pandas_3lib_SeriesIndex(PyObject *o, PyObject *i, PyObject *v) {
  if (v) {
    return __pyx_pw_6pandas_3lib_11SeriesIndex_5__set__(o, i, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__delete__");
    return -1;
  }
}

static PyMethodDef __pyx_methods_6pandas_3lib_SeriesIndex[] = {
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_SeriesIndex = {
  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_SeriesIndex = {
  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_SeriesIndex = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_SeriesIndex = {
  #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_SeriesIndex = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.SeriesIndex"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_SeriesIndex), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_SeriesIndex, /*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_SeriesIndex, /*tp_as_number*/
  &__pyx_tp_as_sequence_SeriesIndex, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_SeriesIndex, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_SeriesIndex, /*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_SeriesIndex, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_SeriesIndex, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_SeriesIndex, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  __pyx_tp_descr_get_6pandas_3lib_SeriesIndex, /*tp_descr_get*/
  __pyx_tp_descr_set_6pandas_3lib_SeriesIndex, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_3lib_11SeriesIndex_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_SeriesIndex, /*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_ValuesProperty(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_ValuesProperty(PyObject *o) {
  (*Py_TYPE(o)->tp_free)(o);
}

static PyObject *__pyx_tp_descr_get_6pandas_3lib_ValuesProperty(PyObject *o, PyObject *i, PyObject *c) {
  PyObject *r = 0;
  if (!i) i = Py_None;
  if (!c) c = Py_None;
  r = __pyx_pw_6pandas_3lib_14ValuesProperty_1__get__(o, i, c);
  return r;
}

static PyMethodDef __pyx_methods_6pandas_3lib_ValuesProperty[] = {
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_ValuesProperty = {
  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_ValuesProperty = {
  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_ValuesProperty = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_ValuesProperty = {
  #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_ValuesProperty = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.ValuesProperty"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_ValuesProperty), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_ValuesProperty, /*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_ValuesProperty, /*tp_as_number*/
  &__pyx_tp_as_sequence_ValuesProperty, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_ValuesProperty, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_ValuesProperty, /*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*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_ValuesProperty, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  __pyx_tp_descr_get_6pandas_3lib_ValuesProperty, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_ValuesProperty, /*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_IndexEngine __pyx_vtable_6pandas_3lib_IndexEngine;

static PyObject *__pyx_tp_new_6pandas_3lib_IndexEngine(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib_IndexEngine *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_IndexEngine *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_3lib_IndexEngine;
  p->vgetter = Py_None; Py_INCREF(Py_None);
  p->mapping = ((struct __pyx_obj_6pandas_3lib_HashTable *)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_IndexEngine(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_IndexEngine *p = (struct __pyx_obj_6pandas_3lib_IndexEngine *)o;
  Py_CLEAR(p->vgetter);
  Py_CLEAR(p->mapping);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib_IndexEngine(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib_IndexEngine *p = (struct __pyx_obj_6pandas_3lib_IndexEngine *)o;
  if (p->vgetter) {
    e = (*v)(p->vgetter, a); if (e) return e;
  }
  if (p->mapping) {
    e = (*v)(((PyObject*)p->mapping), a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib_IndexEngine(PyObject *o) {
  struct __pyx_obj_6pandas_3lib_IndexEngine *p = (struct __pyx_obj_6pandas_3lib_IndexEngine *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->vgetter);
  p->vgetter = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->mapping);
  p->mapping = ((struct __pyx_obj_6pandas_3lib_HashTable *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_3lib_11IndexEngine_is_unique(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_11IndexEngine_9is_unique_1__get__(o);
}

static PyObject *__pyx_getprop_6pandas_3lib_11IndexEngine_is_monotonic(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_11IndexEngine_12is_monotonic_1__get__(o);
}

static PyObject *__pyx_getprop_6pandas_3lib_11IndexEngine_vgetter(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_11IndexEngine_7vgetter_1__get__(o);
}

static PyObject *__pyx_getprop_6pandas_3lib_11IndexEngine_mapping(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_11IndexEngine_7mapping_1__get__(o);
}

static PyObject *__pyx_getprop_6pandas_3lib_11IndexEngine_over_size_threshold(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_3lib_11IndexEngine_19over_size_threshold_1__get__(o);
}

static PyMethodDef __pyx_methods_6pandas_3lib_IndexEngine[] = {
  {__Pyx_NAMESTR("get_value"), (PyCFunction)__pyx_pw_6pandas_3lib_11IndexEngine_5get_value, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(__pyx_doc_6pandas_3lib_11IndexEngine_4get_value)},
  {__Pyx_NAMESTR("set_value"), (PyCFunction)__pyx_pw_6pandas_3lib_11IndexEngine_7set_value, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(__pyx_doc_6pandas_3lib_11IndexEngine_6set_value)},
  {__Pyx_NAMESTR("get_loc"), (PyCFunction)__pyx_pw_6pandas_3lib_11IndexEngine_9get_loc, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("_call_monotonic"), (PyCFunction)__pyx_pw_6pandas_3lib_11IndexEngine_11_call_monotonic, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("clear_mapping"), (PyCFunction)__pyx_pw_6pandas_3lib_11IndexEngine_13clear_mapping, METH_NOARGS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_11IndexEngine_15get_indexer, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_3lib_IndexEngine[] = {
  {(char *)"is_unique", __pyx_getprop_6pandas_3lib_11IndexEngine_is_unique, 0, 0, 0},
  {(char *)"is_monotonic", __pyx_getprop_6pandas_3lib_11IndexEngine_is_monotonic, 0, 0, 0},
  {(char *)"vgetter", __pyx_getprop_6pandas_3lib_11IndexEngine_vgetter, 0, 0, 0},
  {(char *)"mapping", __pyx_getprop_6pandas_3lib_11IndexEngine_mapping, 0, 0, 0},
  {(char *)"over_size_threshold", __pyx_getprop_6pandas_3lib_11IndexEngine_over_size_threshold, 0, 0, 0},
  {0, 0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_IndexEngine = {
  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_IndexEngine = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  __pyx_pw_6pandas_3lib_11IndexEngine_3__contains__, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

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

static PyBufferProcs __pyx_tp_as_buffer_IndexEngine = {
  #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_IndexEngine = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.IndexEngine"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_IndexEngine), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_IndexEngine, /*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_IndexEngine, /*tp_as_number*/
  &__pyx_tp_as_sequence_IndexEngine, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_IndexEngine, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_IndexEngine, /*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_IndexEngine, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_IndexEngine, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_IndexEngine, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_3lib_IndexEngine, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_3lib_11IndexEngine_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_IndexEngine, /*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_Int64Engine __pyx_vtable_6pandas_3lib_Int64Engine;

static PyObject *__pyx_tp_new_6pandas_3lib_Int64Engine(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_3lib_Int64Engine *p;
  PyObject *o = __pyx_tp_new_6pandas_3lib_IndexEngine(t, a, k);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_Int64Engine *)o);
  p->__pyx_base.__pyx_vtab = (struct __pyx_vtabstruct_6pandas_3lib_IndexEngine*)__pyx_vtabptr_6pandas_3lib_Int64Engine;
  return o;
}

static PyMethodDef __pyx_methods_6pandas_3lib_Int64Engine[] = {
  {__Pyx_NAMESTR("_call_monotonic"), (PyCFunction)__pyx_pw_6pandas_3lib_11Int64Engine_1_call_monotonic, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_pad_indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_11Int64Engine_3get_pad_indexer, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_backfill_indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_11Int64Engine_5get_backfill_indexer, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_Int64Engine = {
  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_Int64Engine = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_pw_6pandas_3lib_11IndexEngine_3__contains__, /*sq_contains*/
  #else
  0, /*sq_contains*/
  #endif
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_Int64Engine = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_Int64Engine = {
  #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_Int64Engine = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.Int64Engine"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_Int64Engine), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_IndexEngine, /*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_Int64Engine, /*tp_as_number*/
  &__pyx_tp_as_sequence_Int64Engine, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Int64Engine, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_Int64Engine, /*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_IndexEngine, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_IndexEngine, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_Int64Engine, /*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*/
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_pw_6pandas_3lib_11IndexEngine_1__init__, /*tp_init*/
  #else
  0, /*tp_init*/
  #endif
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_Int64Engine, /*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_Float64Engine __pyx_vtable_6pandas_3lib_Float64Engine;

static PyObject *__pyx_tp_new_6pandas_3lib_Float64Engine(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_3lib_Float64Engine *p;
  PyObject *o = __pyx_tp_new_6pandas_3lib_IndexEngine(t, a, k);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_Float64Engine *)o);
  p->__pyx_base.__pyx_vtab = (struct __pyx_vtabstruct_6pandas_3lib_IndexEngine*)__pyx_vtabptr_6pandas_3lib_Float64Engine;
  return o;
}

static PyMethodDef __pyx_methods_6pandas_3lib_Float64Engine[] = {
  {__Pyx_NAMESTR("_call_monotonic"), (PyCFunction)__pyx_pw_6pandas_3lib_13Float64Engine_1_call_monotonic, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_pad_indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_13Float64Engine_3get_pad_indexer, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_backfill_indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_13Float64Engine_5get_backfill_indexer, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_Float64Engine = {
  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_Float64Engine = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_pw_6pandas_3lib_11IndexEngine_3__contains__, /*sq_contains*/
  #else
  0, /*sq_contains*/
  #endif
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_Float64Engine = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_Float64Engine = {
  #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_Float64Engine = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.Float64Engine"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_Float64Engine), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_IndexEngine, /*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_Float64Engine, /*tp_as_number*/
  &__pyx_tp_as_sequence_Float64Engine, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Float64Engine, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_Float64Engine, /*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_IndexEngine, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_IndexEngine, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_Float64Engine, /*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*/
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_pw_6pandas_3lib_11IndexEngine_1__init__, /*tp_init*/
  #else
  0, /*tp_init*/
  #endif
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_Float64Engine, /*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_ObjectEngine __pyx_vtable_6pandas_3lib_ObjectEngine;

static PyObject *__pyx_tp_new_6pandas_3lib_ObjectEngine(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_3lib_ObjectEngine *p;
  PyObject *o = __pyx_tp_new_6pandas_3lib_IndexEngine(t, a, k);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_ObjectEngine *)o);
  p->__pyx_base.__pyx_vtab = (struct __pyx_vtabstruct_6pandas_3lib_IndexEngine*)__pyx_vtabptr_6pandas_3lib_ObjectEngine;
  return o;
}

static PyMethodDef __pyx_methods_6pandas_3lib_ObjectEngine[] = {
  {__Pyx_NAMESTR("_call_monotonic"), (PyCFunction)__pyx_pw_6pandas_3lib_12ObjectEngine_1_call_monotonic, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_pad_indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_12ObjectEngine_3get_pad_indexer, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_backfill_indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_12ObjectEngine_5get_backfill_indexer, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_ObjectEngine = {
  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_ObjectEngine = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_pw_6pandas_3lib_11IndexEngine_3__contains__, /*sq_contains*/
  #else
  0, /*sq_contains*/
  #endif
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

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

static PyBufferProcs __pyx_tp_as_buffer_ObjectEngine = {
  #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_ObjectEngine = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.ObjectEngine"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_ObjectEngine), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_IndexEngine, /*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_ObjectEngine, /*tp_as_number*/
  &__pyx_tp_as_sequence_ObjectEngine, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_ObjectEngine, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_ObjectEngine, /*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_IndexEngine, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_IndexEngine, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_ObjectEngine, /*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*/
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_pw_6pandas_3lib_11IndexEngine_1__init__, /*tp_init*/
  #else
  0, /*tp_init*/
  #endif
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_ObjectEngine, /*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_DatetimeEngine __pyx_vtable_6pandas_3lib_DatetimeEngine;

static PyObject *__pyx_tp_new_6pandas_3lib_DatetimeEngine(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_3lib_DatetimeEngine *p;
  PyObject *o = __pyx_tp_new_6pandas_3lib_IndexEngine(t, a, k);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_DatetimeEngine *)o);
  p->__pyx_base.__pyx_base.__pyx_vtab = (struct __pyx_vtabstruct_6pandas_3lib_IndexEngine*)__pyx_vtabptr_6pandas_3lib_DatetimeEngine;
  return o;
}

static PyMethodDef __pyx_methods_6pandas_3lib_DatetimeEngine[] = {
  {__Pyx_NAMESTR("_call_monotonic"), (PyCFunction)__pyx_pw_6pandas_3lib_14DatetimeEngine_3_call_monotonic, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_loc"), (PyCFunction)__pyx_pw_6pandas_3lib_14DatetimeEngine_5get_loc, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_14DatetimeEngine_7get_indexer, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_pad_indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_14DatetimeEngine_9get_pad_indexer, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_backfill_indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_14DatetimeEngine_11get_backfill_indexer, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_DatetimeEngine = {
  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_DatetimeEngine = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  __pyx_pw_6pandas_3lib_14DatetimeEngine_1__contains__, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

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

static PyBufferProcs __pyx_tp_as_buffer_DatetimeEngine = {
  #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_DatetimeEngine = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.DatetimeEngine"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_DatetimeEngine), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_IndexEngine, /*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_DatetimeEngine, /*tp_as_number*/
  &__pyx_tp_as_sequence_DatetimeEngine, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_DatetimeEngine, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_DatetimeEngine, /*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_IndexEngine, /*tp_traverse*/
  __pyx_tp_clear_6pandas_3lib_IndexEngine, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_3lib_DatetimeEngine, /*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*/
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_pw_6pandas_3lib_11IndexEngine_1__init__, /*tp_init*/
  #else
  0, /*tp_init*/
  #endif
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_DatetimeEngine, /*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___pyx_scope_struct__try_parse_dates(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_3lib___pyx_scope_struct__try_parse_dates *p;
  PyObject *o = (*t->tp_alloc)(t, 0);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib___pyx_scope_struct__try_parse_dates *)o);
  p->__pyx_v_datetime = 0;
  p->__pyx_v_dayfirst = 0;
  p->__pyx_v_parse = 0;
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib___pyx_scope_struct__try_parse_dates(PyObject *o) {
  struct __pyx_obj_6pandas_3lib___pyx_scope_struct__try_parse_dates *p = (struct __pyx_obj_6pandas_3lib___pyx_scope_struct__try_parse_dates *)o;
  Py_CLEAR(p->__pyx_v_datetime);
  Py_CLEAR(p->__pyx_v_dayfirst);
  Py_CLEAR(p->__pyx_v_parse);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_3lib___pyx_scope_struct__try_parse_dates(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_3lib___pyx_scope_struct__try_parse_dates *p = (struct __pyx_obj_6pandas_3lib___pyx_scope_struct__try_parse_dates *)o;
  if (p->__pyx_v_datetime) {
    e = (*v)(p->__pyx_v_datetime, a); if (e) return e;
  }
  if (p->__pyx_v_dayfirst) {
    e = (*v)(p->__pyx_v_dayfirst, a); if (e) return e;
  }
  if (p->__pyx_v_parse) {
    e = (*v)(p->__pyx_v_parse, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_3lib___pyx_scope_struct__try_parse_dates(PyObject *o) {
  struct __pyx_obj_6pandas_3lib___pyx_scope_struct__try_parse_dates *p = (struct __pyx_obj_6pandas_3lib___pyx_scope_struct__try_parse_dates *)o;
  PyObject* tmp;
  tmp = ((PyObject*)p->__pyx_v_datetime);
  p->__pyx_v_datetime = 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_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__try_parse_dates[] = {
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct__try_parse_dates = {
  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*/
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  if (__Pyx_SetVtable(__pyx_type_6pandas_3lib_Int64Vector.tp_dict, __pyx_vtabptr_6pandas_3lib_Int64Vector) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "Int64Vector", (PyObject *)&__pyx_type_6pandas_3lib_Int64Vector) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 86; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_Int64Vector = &__pyx_type_6pandas_3lib_Int64Vector;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_HashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 122; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "HashTable", (PyObject *)&__pyx_type_6pandas_3lib_HashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 122; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_HashTable = &__pyx_type_6pandas_3lib_HashTable;
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  __pyx_vtable_6pandas_3lib_StringHashTable.get_item = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_StringHashTable *, PyObject *, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_15StringHashTable_get_item;
  __pyx_vtable_6pandas_3lib_StringHashTable.set_item = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_StringHashTable *, PyObject *, Py_ssize_t, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_15StringHashTable_set_item;
  __pyx_type_6pandas_3lib_StringHashTable.tp_base = __pyx_ptype_6pandas_3lib_HashTable;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_StringHashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 126; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetVtable(__pyx_type_6pandas_3lib_StringHashTable.tp_dict, __pyx_vtabptr_6pandas_3lib_StringHashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 126; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "StringHashTable", (PyObject *)&__pyx_type_6pandas_3lib_StringHashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 126; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_StringHashTable = &__pyx_type_6pandas_3lib_StringHashTable;
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  __pyx_vtable_6pandas_3lib_Int32HashTable.set_item = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_Int32HashTable *, __pyx_t_5numpy_int32_t, Py_ssize_t, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_14Int32HashTable_set_item;
  __pyx_type_6pandas_3lib_Int32HashTable.tp_base = __pyx_ptype_6pandas_3lib_HashTable;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_Int32HashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 252; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetVtable(__pyx_type_6pandas_3lib_Int32HashTable.tp_dict, __pyx_vtabptr_6pandas_3lib_Int32HashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 252; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "Int32HashTable", (PyObject *)&__pyx_type_6pandas_3lib_Int32HashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 252; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_Int32HashTable = &__pyx_type_6pandas_3lib_Int32HashTable;
  __pyx_vtabptr_6pandas_3lib_Int64HashTable = &__pyx_vtable_6pandas_3lib_Int64HashTable;
  __pyx_vtable_6pandas_3lib_Int64HashTable.has_key = (int (*)(struct __pyx_obj_6pandas_3lib_Int64HashTable *, __pyx_t_5numpy_int64_t))__pyx_f_6pandas_3lib_14Int64HashTable_has_key;
  __pyx_vtable_6pandas_3lib_Int64HashTable.get_item = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_Int64HashTable *, __pyx_t_5numpy_int64_t, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_14Int64HashTable_get_item;
  __pyx_vtable_6pandas_3lib_Int64HashTable.set_item = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_Int64HashTable *, __pyx_t_5numpy_int64_t, Py_ssize_t, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_14Int64HashTable_set_item;
  __pyx_type_6pandas_3lib_Int64HashTable.tp_base = __pyx_ptype_6pandas_3lib_HashTable;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_Int64HashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 356; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetVtable(__pyx_type_6pandas_3lib_Int64HashTable.tp_dict, __pyx_vtabptr_6pandas_3lib_Int64HashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 356; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "Int64HashTable", (PyObject *)&__pyx_type_6pandas_3lib_Int64HashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 356; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_Int64HashTable = &__pyx_type_6pandas_3lib_Int64HashTable;
  __pyx_vtabptr_6pandas_3lib_Float64HashTable = &__pyx_vtable_6pandas_3lib_Float64HashTable;
  __pyx_vtable_6pandas_3lib_Float64HashTable.get_labels = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_Float64HashTable *, PyArrayObject *, PyObject *, Py_ssize_t, __pyx_t_5numpy_int64_t, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_16Float64HashTable_get_labels;
  __pyx_type_6pandas_3lib_Float64HashTable.tp_base = __pyx_ptype_6pandas_3lib_HashTable;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_Float64HashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 598; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetVtable(__pyx_type_6pandas_3lib_Float64HashTable.tp_dict, __pyx_vtabptr_6pandas_3lib_Float64HashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 598; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "Float64HashTable", (PyObject *)&__pyx_type_6pandas_3lib_Float64HashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 598; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_Float64HashTable = &__pyx_type_6pandas_3lib_Float64HashTable;
  __pyx_vtabptr_6pandas_3lib_PyObjectHashTable = &__pyx_vtable_6pandas_3lib_PyObjectHashTable;
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  __pyx_vtable_6pandas_3lib_PyObjectHashTable.get_item = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *, PyObject *, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_17PyObjectHashTable_get_item;
  __pyx_vtable_6pandas_3lib_PyObjectHashTable.set_item = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *, PyObject *, Py_ssize_t, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_17PyObjectHashTable_set_item;
  __pyx_vtable_6pandas_3lib_PyObjectHashTable.get_labels = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_PyObjectHashTable *, PyArrayObject *, PyObject *, Py_ssize_t, __pyx_t_5numpy_int64_t, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_17PyObjectHashTable_get_labels;
  __pyx_type_6pandas_3lib_PyObjectHashTable.tp_base = __pyx_ptype_6pandas_3lib_HashTable;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_PyObjectHashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 710; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetVtable(__pyx_type_6pandas_3lib_PyObjectHashTable.tp_dict, __pyx_vtabptr_6pandas_3lib_PyObjectHashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 710; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "PyObjectHashTable", (PyObject *)&__pyx_type_6pandas_3lib_PyObjectHashTable) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 710; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_PyObjectHashTable = &__pyx_type_6pandas_3lib_PyObjectHashTable;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_Factorizer) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 880; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "Factorizer", (PyObject *)&__pyx_type_6pandas_3lib_Factorizer) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 880; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_Factorizer = &__pyx_type_6pandas_3lib_Factorizer;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_Int64Factorizer) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 917; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "Int64Factorizer", (PyObject *)&__pyx_type_6pandas_3lib_Int64Factorizer) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 917; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_Int64Factorizer = &__pyx_type_6pandas_3lib_Int64Factorizer;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_DictFactorizer) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 951; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "DictFactorizer", (PyObject *)&__pyx_type_6pandas_3lib_DictFactorizer) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 951; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_DictFactorizer = &__pyx_type_6pandas_3lib_DictFactorizer;
  __pyx_ptype_8datetime_datetime = __Pyx_ImportType("datetime", "datetime", sizeof(PyDateTime_DateTime), 0); if (unlikely(!__pyx_ptype_8datetime_datetime)) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_vtabptr_6pandas_3lib__Timestamp = &__pyx_vtable_6pandas_3lib__Timestamp;
  __pyx_vtable_6pandas_3lib__Timestamp._compare_outside_nanorange = (PyObject *(*)(struct __pyx_obj_6pandas_3lib__Timestamp *, PyObject *, int))__pyx_f_6pandas_3lib_10_Timestamp__compare_outside_nanorange;
  __pyx_vtable_6pandas_3lib__Timestamp._assert_tzawareness_compat = (PyObject *(*)(struct __pyx_obj_6pandas_3lib__Timestamp *, PyObject *))__pyx_f_6pandas_3lib_10_Timestamp__assert_tzawareness_compat;
  __pyx_vtable_6pandas_3lib__Timestamp.to_datetime = (PyObject *(*)(struct __pyx_obj_6pandas_3lib__Timestamp *, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_10_Timestamp_to_datetime;
  __pyx_vtable_6pandas_3lib__Timestamp._get_field = (PyObject *(*)(struct __pyx_obj_6pandas_3lib__Timestamp *, PyObject *, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_10_Timestamp__get_field;
  __pyx_type_6pandas_3lib__Timestamp.tp_base = __pyx_ptype_8datetime_datetime;
  if (PyType_Ready(&__pyx_type_6pandas_3lib__Timestamp) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 378; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetVtable(__pyx_type_6pandas_3lib__Timestamp.tp_dict, __pyx_vtabptr_6pandas_3lib__Timestamp) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 378; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "_Timestamp", (PyObject *)&__pyx_type_6pandas_3lib__Timestamp) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 378; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib__Timestamp = &__pyx_type_6pandas_3lib__Timestamp;
  __pyx_vtabptr_6pandas_3lib__NaT = &__pyx_vtable_6pandas_3lib__NaT;
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  __pyx_type_6pandas_3lib__NaT.tp_base = __pyx_ptype_6pandas_3lib__Timestamp;
  if (PyType_Ready(&__pyx_type_6pandas_3lib__NaT) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 506; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetVtable(__pyx_type_6pandas_3lib__NaT.tp_dict, __pyx_vtabptr_6pandas_3lib__NaT) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 506; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "_NaT", (PyObject *)&__pyx_type_6pandas_3lib__NaT) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 506; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib__NaT = &__pyx_type_6pandas_3lib__NaT;
  if (PyType_Ready(&__pyx_type_6pandas_3lib__TSObject) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 539; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "_TSObject", (PyObject *)&__pyx_type_6pandas_3lib__TSObject) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 539; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib__TSObject = &__pyx_type_6pandas_3lib__TSObject;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_Node) < 0) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 32; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "Node", (PyObject *)&__pyx_type_6pandas_3lib_Node) < 0) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 32; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_Node = &__pyx_type_6pandas_3lib_Node;
  __pyx_vtabptr_6pandas_3lib_IndexableSkiplist = &__pyx_vtable_6pandas_3lib_IndexableSkiplist;
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  __pyx_vtable_6pandas_3lib_IndexableSkiplist.insert = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *, double, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_17IndexableSkiplist_insert;
  __pyx_vtable_6pandas_3lib_IndexableSkiplist.remove = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *, double, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_17IndexableSkiplist_remove;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_IndexableSkiplist) < 0) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 46; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetVtable(__pyx_type_6pandas_3lib_IndexableSkiplist.tp_dict, __pyx_vtabptr_6pandas_3lib_IndexableSkiplist) < 0) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 46; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "IndexableSkiplist", (PyObject *)&__pyx_type_6pandas_3lib_IndexableSkiplist) < 0) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 46; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_IndexableSkiplist = &__pyx_type_6pandas_3lib_IndexableSkiplist;
  if (PyType_Ready(&__pyx_type_6pandas_3lib__PandasNull) < 0) {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1579; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "_PandasNull", (PyObject *)&__pyx_type_6pandas_3lib__PandasNull) < 0) {__pyx_filename = __pyx_f[5]; __pyx_lineno = 1579; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib__PandasNull = &__pyx_type_6pandas_3lib__PandasNull;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_Reducer) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 4; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "Reducer", (PyObject *)&__pyx_type_6pandas_3lib_Reducer) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 4; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  if (__Pyx_SetAttrString(__pyx_m, "SeriesBinGrouper", (PyObject *)&__pyx_type_6pandas_3lib_SeriesBinGrouper) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 109; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  if (__Pyx_SetAttrString(__pyx_m, "SeriesGrouper", (PyObject *)&__pyx_type_6pandas_3lib_SeriesGrouper) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_SeriesGrouper = &__pyx_type_6pandas_3lib_SeriesGrouper;
  __pyx_vtabptr_6pandas_3lib_Slider = &__pyx_vtable_6pandas_3lib_Slider;
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  __pyx_vtable_6pandas_3lib_Slider.set_length = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_Slider *, Py_ssize_t, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_6Slider_set_length;
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 * 
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  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
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  /* "pandas/src/tseries.pyx":1
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 * import numpy as np
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  __pyx_t_15 = PyDict_New(); if (unlikely(!__pyx_t_15)) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  if (PyObject_SetAttr(__pyx_m, __pyx_n_s____test__, ((PyObject *)__pyx_t_15)) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __Pyx_DECREF(((PyObject *)__pyx_t_15)); __pyx_t_15 = 0;

  /* "util.pxd":69
 *         return False
 * 
 * cdef inline bint _checknan(object val):             # <<<<<<<<<<<<<<
 *     return not cnp.PyArray_Check(val) and val != val
 */
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
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  __Pyx_XDECREF(__pyx_t_15);
  if (__pyx_m) {
    __Pyx_AddTraceback("init pandas.lib", __pyx_clineno, __pyx_lineno, __pyx_filename);
    Py_DECREF(__pyx_m); __pyx_m = 0;
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    PyErr_SetString(PyExc_ImportError, "init pandas.lib");
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  __pyx_L0:;
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/* Runtime support code */
#if CYTHON_REFNANNY
static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname) {
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static PyObject *__Pyx_GetName(PyObject *dict, PyObject *name) {
    PyObject *result;
    result = PyObject_GetAttr(dict, name);
    if (!result) {
        if (dict != __pyx_b) {
            PyErr_Clear();
            result = PyObject_GetAttr(__pyx_b, name);
        }
        if (!result) {
            PyErr_SetObject(PyExc_NameError, name);
        }
    }
    return result;
}

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

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

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

static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed,
    const char *name, int exact)
{
    if (!type) {
        PyErr_Format(PyExc_SystemError, "Missing type object");
        return 0;
    }
    if (none_allowed && obj == Py_None) return 1;
    else if (exact) {
        if (Py_TYPE(obj) == type) return 1;
    }
    else {
        if (PyObject_TypeCheck(obj, type)) return 1;
    }
    PyErr_Format(PyExc_TypeError,
        "Argument '%s' has incorrect type (expected %s, got %s)",
        name, type->tp_name, Py_TYPE(obj)->tp_name);
    return 0;
}

static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
    if (unlikely(!type)) {
        PyErr_Format(PyExc_SystemError, "Missing type object");
        return 0;
    }
    if (likely(PyObject_TypeCheck(obj, type)))
        return 1;
    PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s",
                 Py_TYPE(obj)->tp_name, type->tp_name);
    return 0;
}

static CYTHON_INLINE int __Pyx_IsLittleEndian(void) {
  unsigned int n = 1;
  return *(unsigned char*)(&n) != 0;
}
static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
                              __Pyx_BufFmt_StackElem* stack,
                              __Pyx_TypeInfo* type) {
  stack[0].field = &ctx->root;
  stack[0].parent_offset = 0;
  ctx->root.type = type;
  ctx->root.name = "buffer dtype";
  ctx->root.offset = 0;
  ctx->head = stack;
  ctx->head->field = &ctx->root;
  ctx->fmt_offset = 0;
  ctx->head->parent_offset = 0;
  ctx->new_packmode = '@';
  ctx->enc_packmode = '@';
  ctx->new_count = 1;
  ctx->enc_count = 0;
  ctx->enc_type = 0;
  ctx->is_complex = 0;
  ctx->is_valid_array = 0;
  ctx->struct_alignment = 0;
  while (type->typegroup == 'S') {
    ++ctx->head;
    ctx->head->field = type->fields;
    ctx->head->parent_offset = 0;
    type = type->fields->type;
  }
}
static int __Pyx_BufFmt_ParseNumber(const char** ts) {
    int count;
    const char* t = *ts;
    if (*t < '0' || *t > '9') {
      return -1;
    } else {
        count = *t++ - '0';
        while (*t >= '0' && *t < '9') {
            count *= 10;
            count += *t++ - '0';
        }
    }
    *ts = t;
    return count;
}
static int __Pyx_BufFmt_ExpectNumber(const char **ts) {
    int number = __Pyx_BufFmt_ParseNumber(ts);
    if (number == -1) /* First char was not a digit */
        PyErr_Format(PyExc_ValueError,\
                     "Does not understand character buffer dtype format string ('%c')", **ts);
    return number;
}
static void __Pyx_BufFmt_RaiseUnexpectedChar(char ch) {
  PyErr_Format(PyExc_ValueError,
               "Unexpected format string character: '%c'", ch);
}
static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
  switch (ch) {
    case 'c': return "'char'";
    case 'b': return "'signed char'";
    case 'B': return "'unsigned char'";
    case 'h': return "'short'";
    case 'H': return "'unsigned short'";
    case 'i': return "'int'";
    case 'I': return "'unsigned int'";
    case 'l': return "'long'";
    case 'L': return "'unsigned long'";
    case 'q': return "'long long'";
    case 'Q': return "'unsigned long long'";
    case 'f': return (is_complex ? "'complex float'" : "'float'");
    case 'd': return (is_complex ? "'complex double'" : "'double'");
    case 'g': return (is_complex ? "'complex long double'" : "'long double'");
    case 'T': return "a struct";
    case 'O': return "Python object";
    case 'P': return "a pointer";
    case 's': case 'p': return "a string";
    case 0: return "end";
    default: return "unparseable format string";
  }
}
static size_t __Pyx_BufFmt_TypeCharToStandardSize(char ch, int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return 2;
    case 'i': case 'I': case 'l': case 'L': return 4;
    case 'q': case 'Q': return 8;
    case 'f': return (is_complex ? 8 : 4);
    case 'd': return (is_complex ? 16 : 8);
    case 'g': {
      PyErr_SetString(PyExc_ValueError, "Python does not define a standard format string size for long double ('g')..");
      return 0;
    }
    case 'O': case 'P': return sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
static size_t __Pyx_BufFmt_TypeCharToNativeSize(char ch, int is_complex) {
  switch (ch) {
    case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(short);
    case 'i': case 'I': return sizeof(int);
    case 'l': case 'L': return sizeof(long);
    #ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(PY_LONG_LONG);
    #endif
    case 'f': return sizeof(float) * (is_complex ? 2 : 1);
    case 'd': return sizeof(double) * (is_complex ? 2 : 1);
    case 'g': return sizeof(long double) * (is_complex ? 2 : 1);
    case 'O': case 'P': return sizeof(void*);
    default: {
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
  }
}
typedef struct { char c; short x; } __Pyx_st_short;
typedef struct { char c; int x; } __Pyx_st_int;
typedef struct { char c; long x; } __Pyx_st_long;
typedef struct { char c; float x; } __Pyx_st_float;
typedef struct { char c; double x; } __Pyx_st_double;
typedef struct { char c; long double x; } __Pyx_st_longdouble;
typedef struct { char c; void *x; } __Pyx_st_void_p;
#ifdef HAVE_LONG_LONG
typedef struct { char c; PY_LONG_LONG x; } __Pyx_st_longlong;
#endif
static size_t __Pyx_BufFmt_TypeCharToAlignment(char ch, CYTHON_UNUSED int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(__Pyx_st_short) - sizeof(short);
    case 'i': case 'I': return sizeof(__Pyx_st_int) - sizeof(int);
    case 'l': case 'L': return sizeof(__Pyx_st_long) - sizeof(long);
#ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(__Pyx_st_longlong) - sizeof(PY_LONG_LONG);
#endif
    case 'f': return sizeof(__Pyx_st_float) - sizeof(float);
    case 'd': return sizeof(__Pyx_st_double) - sizeof(double);
    case 'g': return sizeof(__Pyx_st_longdouble) - sizeof(long double);
    case 'P': case 'O': return sizeof(__Pyx_st_void_p) - sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
/* These are for computing the padding at the end of the struct to align
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 */
typedef struct { short x; char c; } __Pyx_pad_short;
typedef struct { int x; char c; } __Pyx_pad_int;
typedef struct { long x; char c; } __Pyx_pad_long;
typedef struct { float x; char c; } __Pyx_pad_float;
typedef struct { double x; char c; } __Pyx_pad_double;
typedef struct { long double x; char c; } __Pyx_pad_longdouble;
typedef struct { void *x; char c; } __Pyx_pad_void_p;
#ifdef HAVE_LONG_LONG
typedef struct { PY_LONG_LONG x; char c; } __Pyx_pad_longlong;
#endif
static size_t __Pyx_BufFmt_TypeCharToPadding(char ch, CYTHON_UNUSED int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(__Pyx_pad_short) - sizeof(short);
    case 'i': case 'I': return sizeof(__Pyx_pad_int) - sizeof(int);
    case 'l': case 'L': return sizeof(__Pyx_pad_long) - sizeof(long);
#ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(__Pyx_pad_longlong) - sizeof(PY_LONG_LONG);
#endif
    case 'f': return sizeof(__Pyx_pad_float) - sizeof(float);
    case 'd': return sizeof(__Pyx_pad_double) - sizeof(double);
    case 'g': return sizeof(__Pyx_pad_longdouble) - sizeof(long double);
    case 'P': case 'O': return sizeof(__Pyx_pad_void_p) - sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
static char __Pyx_BufFmt_TypeCharToGroup(char ch, int is_complex) {
  switch (ch) {
    case 'c':
        return 'H';
    case 'b': case 'h': case 'i':
    case 'l': case 'q': case 's': case 'p':
        return 'I';
    case 'B': case 'H': case 'I': case 'L': case 'Q':
        return 'U';
    case 'f': case 'd': case 'g':
        return (is_complex ? 'C' : 'R');
    case 'O':
        return 'O';
    case 'P':
        return 'P';
    default: {
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
  }
}
static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
  if (ctx->head == NULL || ctx->head->field == &ctx->root) {
    const char* expected;
    const char* quote;
    if (ctx->head == NULL) {
      expected = "end";
      quote = "";
    } else {
      expected = ctx->head->field->type->name;
      quote = "'";
    }
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected %s%s%s but got %s",
                 quote, expected, quote,
                 __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex));
  } else {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_StructField* parent = (ctx->head - 1)->field;
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected '%s' but got %s in '%s.%s'",
                 field->type->name, __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex),
                 parent->type->name, field->name);
  }
}
static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
  char group;
  size_t size, offset, arraysize = 1;
  if (ctx->enc_type == 0) return 0;
  if (ctx->head->field->type->arraysize[0]) {
    int i, ndim = 0;
    if (ctx->enc_type == 's' || ctx->enc_type == 'p') {
        ctx->is_valid_array = ctx->head->field->type->ndim == 1;
        ndim = 1;
        if (ctx->enc_count != ctx->head->field->type->arraysize[0]) {
            PyErr_Format(PyExc_ValueError,
                         "Expected a dimension of size %zu, got %zu",
                         ctx->head->field->type->arraysize[0], ctx->enc_count);
            return -1;
        }
    }
    if (!ctx->is_valid_array) {
      PyErr_Format(PyExc_ValueError, "Expected %d dimensions, got %d",
                   ctx->head->field->type->ndim, ndim);
      return -1;
    }
    for (i = 0; i < ctx->head->field->type->ndim; i++) {
      arraysize *= ctx->head->field->type->arraysize[i];
    }
    ctx->is_valid_array = 0;
    ctx->enc_count = 1;
  }
  group = __Pyx_BufFmt_TypeCharToGroup(ctx->enc_type, ctx->is_complex);
  do {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_TypeInfo* type = field->type;
    if (ctx->enc_packmode == '@' || ctx->enc_packmode == '^') {
      size = __Pyx_BufFmt_TypeCharToNativeSize(ctx->enc_type, ctx->is_complex);
    } else {
      size = __Pyx_BufFmt_TypeCharToStandardSize(ctx->enc_type, ctx->is_complex);
    }
    if (ctx->enc_packmode == '@') {
      size_t align_at = __Pyx_BufFmt_TypeCharToAlignment(ctx->enc_type, ctx->is_complex);
      size_t align_mod_offset;
      if (align_at == 0) return -1;
      align_mod_offset = ctx->fmt_offset % align_at;
      if (align_mod_offset > 0) ctx->fmt_offset += align_at - align_mod_offset;
      if (ctx->struct_alignment == 0)
          ctx->struct_alignment = __Pyx_BufFmt_TypeCharToPadding(ctx->enc_type,
                                                                 ctx->is_complex);
    }
    if (type->size != size || type->typegroup != group) {
      if (type->typegroup == 'C' && type->fields != NULL) {
        size_t parent_offset = ctx->head->parent_offset + field->offset;
        ++ctx->head;
        ctx->head->field = type->fields;
        ctx->head->parent_offset = parent_offset;
        continue;
      }
      if ((type->typegroup == 'H' || group == 'H') && type->size == size) {
      } else {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return -1;
      }
    }
    offset = ctx->head->parent_offset + field->offset;
    if (ctx->fmt_offset != offset) {
      PyErr_Format(PyExc_ValueError,
                   "Buffer dtype mismatch; next field is at offset %" CYTHON_FORMAT_SSIZE_T "d but %" CYTHON_FORMAT_SSIZE_T "d expected",
                   (Py_ssize_t)ctx->fmt_offset, (Py_ssize_t)offset);
      return -1;
    }
    ctx->fmt_offset += size;
    if (arraysize)
      ctx->fmt_offset += (arraysize - 1) * size;
    --ctx->enc_count; /* 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 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_CheckKeywordStrings(
    PyObject *kwdict,
    const char* function_name,
    int kw_allowed)
{
    PyObject* key = 0;
    Py_ssize_t pos = 0;
#if CPYTHON_COMPILING_IN_PYPY
    if (!kw_allowed && PyDict_Next(kwdict, &pos, &key, 0))
        goto invalid_keyword;
    return 1;
#else
    while (PyDict_Next(kwdict, &pos, &key, 0)) {
        #if PY_MAJOR_VERSION < 3
        if (unlikely(!PyString_CheckExact(key)) && unlikely(!PyString_Check(key)))
        #endif
            if (unlikely(!PyUnicode_Check(key)))
                goto invalid_keyword_type;
    }
    if ((!kw_allowed) && unlikely(key))
        goto invalid_keyword;
    return 1;
invalid_keyword_type:
    PyErr_Format(PyExc_TypeError,
        "%s() keywords must be strings", function_name);
    return 0;
#endif
invalid_keyword:
    PyErr_Format(PyExc_TypeError,
    #if PY_MAJOR_VERSION < 3
        "%s() got an unexpected keyword argument '%s'",
        function_name, PyString_AsString(key));
    #else
        "%s() got an unexpected keyword argument '%U'",
        function_name, key);
    #endif
    return 0;
}

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 PyObject *__Pyx_GetAttr3(PyObject *o, PyObject *n, PyObject *d) {
    PyObject *r = PyObject_GetAttr(o, n);
    if (!r) {
        if (!PyErr_ExceptionMatches(PyExc_AttributeError))
            goto bad;
        PyErr_Clear();
        r = d;
        Py_INCREF(d);
    }
    return r;
bad:
    return NULL;
}

static CYTHON_INLINE __pyx_t_5numpy_int64_t __Pyx_mod___pyx_t_5numpy_int64_t(__pyx_t_5numpy_int64_t a, __pyx_t_5numpy_int64_t b) {
    __pyx_t_5numpy_int64_t r = a % b;
    r += ((r != 0) & ((r ^ b) < 0)) * b;
    return r;
}

static CYTHON_INLINE Py_ssize_t __Pyx_div_Py_ssize_t(Py_ssize_t a, Py_ssize_t b) {
    Py_ssize_t q = a / b;
    Py_ssize_t r = a - q*b;
    q -= ((r != 0) & ((r ^ b) < 0));
    return q;
}

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

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

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

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

static void __Pyx_call_next_tp_dealloc(PyObject* obj, destructor current_tp_dealloc) {
    PyTypeObject* type = Py_TYPE(obj);
    while (type && type->tp_dealloc != current_tp_dealloc)
        type = type->tp_base;
    if (type && type->tp_base)
        type->tp_base->tp_dealloc(obj);
}

static int __Pyx_call_next_tp_traverse(PyObject* obj, visitproc v, void *a, traverseproc current_tp_traverse) {
    PyTypeObject* type = Py_TYPE(obj);
    while (type && type->tp_traverse != current_tp_traverse)
        type = type->tp_base;
    if (type && type->tp_base && type->tp_base->tp_traverse)
        return type->tp_base->tp_traverse(obj, v, a);
    return 0;
}

static void __Pyx_call_next_tp_clear(PyObject* obj, inquiry current_tp_clear) {
    PyTypeObject* type = Py_TYPE(obj);
    while (type && type->tp_clear != current_tp_clear)
        type = type->tp_base;
    if (type && type->tp_base && type->tp_base->tp_clear)
        type->tp_base->tp_clear(obj);
}

static CYTHON_INLINE void __Pyx_ExceptionSave(PyObject **type, PyObject **value, PyObject **tb) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyThreadState *tstate = PyThreadState_GET();
    *type = tstate->exc_type;
    *value = tstate->exc_value;
    *tb = tstate->exc_traceback;
    Py_XINCREF(*type);
    Py_XINCREF(*value);
    Py_XINCREF(*tb);
#else
    PyErr_GetExcInfo(type, value, tb);
#endif
}
static void __Pyx_ExceptionReset(PyObject *type, PyObject *value, PyObject *tb) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    PyThreadState *tstate = PyThreadState_GET();
    tmp_type = tstate->exc_type;
    tmp_value = tstate->exc_value;
    tmp_tb = tstate->exc_traceback;
    tstate->exc_type = type;
    tstate->exc_value = value;
    tstate->exc_traceback = tb;
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
#else
    PyErr_SetExcInfo(type, value, tb);
#endif
}

static 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);
    }
}

#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 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 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 {
        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;
        }
        return (npy_int32)-1;
    }
}

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 {
        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;
        }
        return (npy_int64)-1;
    }
}

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 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 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;
    Py_INCREF(self);
    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");
        return -1;
    }
    tmp = op->func_dict;
    Py_INCREF(value);
    op->func_dict = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_globals(CYTHON_UNUSED __pyx_CyFunctionObject *op)
{
    PyObject* dict = PyModule_GetDict(__pyx_m);
    Py_XINCREF(dict);
    return dict;
}
static PyObject *
__Pyx_CyFunction_get_closure(CYTHON_UNUSED __pyx_CyFunctionObject *op)
{
    Py_INCREF(Py_None);
    return Py_None;
}
static PyObject *
__Pyx_CyFunction_get_code(__pyx_CyFunctionObject *op)
{
    PyObject* result = (op->func_code) ? op->func_code : Py_None;
    Py_INCREF(result);
    return result;
}
static PyObject *
__Pyx_CyFunction_get_defaults(__pyx_CyFunctionObject *op)
{
    if (op->defaults_tuple) {
        Py_INCREF(op->defaults_tuple);
        return op->defaults_tuple;
    }
    if (op->defaults_getter) {
        PyObject *res = op->defaults_getter((PyObject *) op);
        if (res) {
            Py_INCREF(res);
            op->defaults_tuple = res;
        }
        return res;
    }
    Py_INCREF(Py_None);
    return Py_None;
}
static PyGetSetDef __pyx_CyFunction_getsets[] = {
    {(char *) "func_doc", (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
    {(char *) "__doc__",  (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
    {(char *) "func_name", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
    {(char *) "__name__", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
    {(char *) "__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},
    {0, 0, 0, 0, 0}
};
#ifndef PY_WRITE_RESTRICTED /* < Py2.5 */
#define PY_WRITE_RESTRICTED WRITE_RESTRICTED
#endif
static PyMemberDef __pyx_CyFunction_members[] = {
    {(char *) "__module__", T_OBJECT, offsetof(__pyx_CyFunctionObject, func.m_module), PY_WRITE_RESTRICTED, 0},
    {0, 0, 0,  0, 0}
};
static PyObject *
__Pyx_CyFunction_reduce(__pyx_CyFunctionObject *m, CYTHON_UNUSED PyObject *args)
{
#if PY_MAJOR_VERSION >= 3
    return PyUnicode_FromString(m->func.m_ml->ml_name);
#else
    return PyString_FromString(m->func.m_ml->ml_name);
#endif
}
static PyMethodDef __pyx_CyFunction_methods[] = {
    {__Pyx_NAMESTR("__reduce__"), (PyCFunction)__Pyx_CyFunction_reduce, METH_VARARGS, 0},
    {0, 0, 0, 0}
};
static PyObject *__Pyx_CyFunction_New(PyTypeObject *type, PyMethodDef *ml, int flags,
                                      PyObject *closure, PyObject *module, PyObject* code) {
    __pyx_CyFunctionObject *op = PyObject_GC_New(__pyx_CyFunctionObject, type);
    if (op == NULL)
        return NULL;
    op->flags = flags;
    op->func_weakreflist = NULL;
    op->func.m_ml = ml;
    op->func.m_self = (PyObject *) op;
    Py_XINCREF(closure);
    op->func_closure = closure;
    Py_XINCREF(module);
    op->func.m_module = module;
    op->func_dict = NULL;
    op->func_name = NULL;
    op->func_doc = NULL;
    op->func_classobj = NULL;
    Py_XINCREF(code);
    op->func_code = code;
    op->defaults_pyobjects = 0;
    op->defaults = NULL;
    op->defaults_tuple = NULL;
    op->defaults_getter = NULL;
    PyObject_GC_Track(op);
    return (PyObject *) op;
}
static int
__Pyx_CyFunction_clear(__pyx_CyFunctionObject *m)
{
    Py_CLEAR(m->func_closure);
    Py_CLEAR(m->func.m_module);
    Py_CLEAR(m->func_dict);
    Py_CLEAR(m->func_name);
    Py_CLEAR(m->func_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;
    }
    return 0;
}
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;
    if (m->flags & __Pyx_CYFUNCTION_STATICMETHOD) {
        Py_INCREF(func);
        return func;
    }
    if (m->flags & __Pyx_CYFUNCTION_CLASSMETHOD) {
        if (type == NULL)
            type = (PyObject *)(Py_TYPE(obj));
        return PyMethod_New(func,
                            type, (PyObject *)(Py_TYPE(type)));
    }
    if (obj == Py_None)
        obj = NULL;
    return PyMethod_New(func, obj, type);
}
static PyObject*
__Pyx_CyFunction_repr(__pyx_CyFunctionObject *op)
{
    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 PyObject *__Pyx_PyInt_to_py_npy_uint32(npy_uint32 val) {
    const npy_uint32 neg_one = (npy_uint32)-1, const_zero = (npy_uint32)0;
    const int is_unsigned = const_zero < neg_one;
    if ((sizeof(npy_uint32) == sizeof(char))  ||
        (sizeof(npy_uint32) == sizeof(short))) {
        return PyInt_FromLong((long)val);
    } else if ((sizeof(npy_uint32) == sizeof(int)) ||
               (sizeof(npy_uint32) == sizeof(long))) {
        if (is_unsigned)
            return PyLong_FromUnsignedLong((unsigned long)val);
        else
            return PyInt_FromLong((long)val);
    } else if (sizeof(npy_uint32) == 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_uint32),
                                     little, !is_unsigned);
    }
}

static CYTHON_INLINE npy_uint32 __Pyx_PyInt_from_py_npy_uint32(PyObject* x) {
    const npy_uint32 neg_one = (npy_uint32)-1, const_zero = (npy_uint32)0;
    const int is_unsigned = const_zero < neg_one;
    if (sizeof(npy_uint32) == sizeof(char)) {
        if (is_unsigned)
            return (npy_uint32)__Pyx_PyInt_AsUnsignedChar(x);
        else
            return (npy_uint32)__Pyx_PyInt_AsSignedChar(x);
    } else if (sizeof(npy_uint32) == sizeof(short)) {
        if (is_unsigned)
            return (npy_uint32)__Pyx_PyInt_AsUnsignedShort(x);
        else
            return (npy_uint32)__Pyx_PyInt_AsSignedShort(x);
    } else if (sizeof(npy_uint32) == sizeof(int)) {
        if (is_unsigned)
            return (npy_uint32)__Pyx_PyInt_AsUnsignedInt(x);
        else
            return (npy_uint32)__Pyx_PyInt_AsSignedInt(x);
    } else if (sizeof(npy_uint32) == sizeof(long)) {
        if (is_unsigned)
            return (npy_uint32)__Pyx_PyInt_AsUnsignedLong(x);
        else
            return (npy_uint32)__Pyx_PyInt_AsSignedLong(x);
    } else if (sizeof(npy_uint32) == sizeof(PY_LONG_LONG)) {
        if (is_unsigned)
            return (npy_uint32)__Pyx_PyInt_AsUnsignedLongLong(x);
        else
            return (npy_uint32)__Pyx_PyInt_AsSignedLongLong(x);
    }  else {
        npy_uint32 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;
        }
        return (npy_uint32)-1;
    }
}

static CYTHON_INLINE PyObject *__Pyx_PyInt_to_py_npy_int32(npy_int32 val) {
    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))  ||
        (sizeof(npy_int32) == sizeof(short))) {
        return PyInt_FromLong((long)val);
    } else if ((sizeof(npy_int32) == sizeof(int)) ||
               (sizeof(npy_int32) == sizeof(long))) {
        if (is_unsigned)
            return PyLong_FromUnsignedLong((unsigned long)val);
        else
            return PyInt_FromLong((long)val);
    } else if (sizeof(npy_int32) == 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_int32),
                                     little, !is_unsigned);
    }
}

#if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION < 3
static PyObject *__Pyx_GetStdout(void) {
    PyObject *f = PySys_GetObject((char *)"stdout");
    if (!f) {
        PyErr_SetString(PyExc_RuntimeError, "lost sys.stdout");
    }
    return f;
}
static int __Pyx_Print(PyObject* f, PyObject *arg_tuple, int newline) {
    int i;
    if (!f) {
        if (!(f = __Pyx_GetStdout()))
            return -1;
    }
    Py_INCREF(f);
    for (i=0; i < PyTuple_GET_SIZE(arg_tuple); i++) {
        PyObject* v;
        if (PyFile_SoftSpace(f, 1)) {
            if (PyFile_WriteString(" ", f) < 0)
                goto error;
        }
        v = PyTuple_GET_ITEM(arg_tuple, i);
        if (PyFile_WriteObject(v, f, Py_PRINT_RAW) < 0)
            goto error;
        if (PyString_Check(v)) {
            char *s = PyString_AsString(v);
            Py_ssize_t len = PyString_Size(v);
            if (len > 0 &&
                isspace(Py_CHARMASK(s[len-1])) &&
                s[len-1] != ' ')
                    PyFile_SoftSpace(f, 0);
        }
    }
    if (newline) {
        if (PyFile_WriteString("\n", f) < 0)
            goto error;
        PyFile_SoftSpace(f, 0);
    }
    Py_DECREF(f);
    return 0;
error:
    Py_DECREF(f);
    return -1;
}
#else /* Python 3 has a print function */
static int __Pyx_Print(PyObject* stream, PyObject *arg_tuple, int newline) {
    PyObject* kwargs = 0;
    PyObject* result = 0;
    PyObject* end_string;
    if (unlikely(!__pyx_print)) {
        __pyx_print = __Pyx_GetAttrString(__pyx_b, "print");
        if (!__pyx_print)
            return -1;
    }
    if (stream) {
        kwargs = PyDict_New();
        if (unlikely(!kwargs))
            return -1;
        if (unlikely(PyDict_SetItemString(kwargs, "file", stream) < 0))
            goto bad;
        if (!newline) {
            end_string = PyUnicode_FromStringAndSize(" ", 1);
            if (unlikely(!end_string))
                goto bad;
            if (PyDict_SetItemString(kwargs, "end", end_string) < 0) {
                Py_DECREF(end_string);
                goto bad;
            }
            Py_DECREF(end_string);
        }
    } else if (!newline) {
        if (unlikely(!__pyx_print_kwargs)) {
            __pyx_print_kwargs = PyDict_New();
            if (unlikely(!__pyx_print_kwargs))
                return -1;
            end_string = PyUnicode_FromStringAndSize(" ", 1);
            if (unlikely(!end_string))
                return -1;
            if (PyDict_SetItemString(__pyx_print_kwargs, "end", end_string) < 0) {
                Py_DECREF(end_string);
                return -1;
            }
            Py_DECREF(end_string);
        }
        kwargs = __pyx_print_kwargs;
    }
    result = PyObject_Call(__pyx_print, arg_tuple, kwargs);
    if (unlikely(kwargs) && (kwargs != __pyx_print_kwargs))
        Py_DECREF(kwargs);
    if (!result)
        return -1;
    Py_DECREF(result);
    return 0;
bad:
    if (kwargs != __pyx_print_kwargs)
        Py_XDECREF(kwargs);
    return -1;
}
#endif

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

#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

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);
}

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

static CYTHON_INLINE 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 {
        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;
        }
        return (npy_uint8)-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 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 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

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 */
