/* Generated by Cython 0.17.1 on Sun Oct  7 20:11:05 2012 */

#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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        (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 __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_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 _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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#define CYTHON_WITHOUT_ASSERTIONS
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/* inline attribute */
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#     define CYTHON_UNUSED __attribute__ ((__unused__))
#   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)
  #if defined(__cplusplus)
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  #elif defined(_Complex_I)
    #define CYTHON_CCOMPLEX 1
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    #define CYTHON_CCOMPLEX 0
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#endif
#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    #include <complex>
  #else
    #include <complex.h>
  #endif
#endif
#if CYTHON_CCOMPLEX && !defined(__cplusplus) && defined(__sun__) && defined(__GNUC__)
  #undef _Complex_I
  #define _Complex_I 1.0fj
#endif


static const char *__pyx_f[] = {
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  "inference.pyx",
  "tseries.pyx",
  "hashtable.pyx",
  "groupby.pyx",
  "properties.pyx",
  "skiplist.pyx",
  "moments.pyx",
  "reindex.pyx",
  "reduce.pyx",
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  "util.pxd",
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  "bool.pxd",
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  "datetime.pxd",
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#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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/* "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":546
 * 
 * # 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":532
 * # 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":660
 * # 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":52
 * 
 * 
 * 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":372
 * }
 * 
 * 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":263
 * 
 * 
 * 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":391
 * 
 * 
 * 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":316
 *         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":529
 * 
 * # 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":519
 *     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":376
 * # (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":496
 * 
 * 
 * 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":559
 *     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":52
 * 
 * 
 * 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__check_type(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyObject *);
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":263
 * 
 * 
 * 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":372
 * }
 * 
 * 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":391
 * 
 * 
 * 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":376
 * # (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:
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 */

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":496
 * 
 * 
 * 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":316
 *         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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            PyList_SET_ITEM(o, n, v);
            Py_DECREF(old);
            return 1;
        }
    } else {  /* inlined PySequence_SetItem() */
        PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
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                Py_ssize_t l = m->sq_length(o);
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    return __Pyx_SetItemInt_Generic(o, PyInt_FromSsize_t(i), v);
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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);
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    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 {
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  char *data;
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} __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)
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#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))
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 #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); /* 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); /* 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); /* 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); /* 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); /* 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); /* 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_272infer_dtype(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v__values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_274infer_dtype_list(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_276is_bool_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_278is_integer(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_o); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_280is_integer_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_282is_integer_float_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_284is_float_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_286is_string_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_288is_unicode_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_290is_datetime_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_292is_datetime64_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_294is_date_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_296is_time_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_298is_period_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_300extract_ordinals(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_freq); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_302maybe_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_304maybe_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_306convert_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_308try_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_310try_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_312try_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_314try_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_316sanitize_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_318maybe_convert_bool(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_320map_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_322map_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_324to_object_array(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_rows); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_326tuples_to_object_array(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_tuples); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_328to_object_array_tuples(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_rows); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_330fast_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_332inner_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_334left_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_336full_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_338_get_result_indexer(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_sorter, PyObject *__pyx_v_indexer); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_340ffill_indexer(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_indexer); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_342ffill_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_344join_sorter(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_index, Py_ssize_t __pyx_v_ngroups); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_346_big_join_sorter(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_index); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_348get_value_at(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_loc); /* proto */
static PyObject *__pyx_pf_6pandas_3lib_350set_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_352convert_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";
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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_571[] = "maybe_convert_numeric";
static char __pyx_k_580[] = "try_parse_date_and_time";
static char __pyx_k_583[] = "try_parse_year_month_day";
static char __pyx_k_586[] = "try_parse_datetime_components";
static char __pyx_k_599[] = "tuples_to_object_array";
static char __pyx_k_602[] = "to_object_array_tuples";
static char __pyx_k_607[] = "/home/wesm/code/pandas/pandas/src/join.pyx";
static char __pyx_k_624[] = "/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__td[] = "td";
static char __pyx_k__ts[] = "ts";
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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";
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static char __pyx_k__row[] = "row";
static char __pyx_k__sum[] = "sum";
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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";
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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__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";
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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";
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static char __pyx_k__seen[] = "seen";
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static char __pyx_k__side[] = "side";
static char __pyx_k__size[] = "size";
static char __pyx_k__sort[] = "sort";
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static char __pyx_k__sumy[] = "sumy";
static char __pyx_k__take[] = "take";
static char __pyx_k__time[] = "time";
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static char __pyx_k__vals[] = "vals";
static char __pyx_k__vecs[] = "vecs";
static char __pyx_k__view[] = "view";
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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";
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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__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__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__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_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__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__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__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__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__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_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__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__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__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__tot_seconds;
static PyObject *__pyx_n_s__trans;
static PyObject *__pyx_n_s__trans_cache;
static PyObject *__pyx_n_s__true;
static PyObject *__pyx_n_s__true_vals;
static PyObject *__pyx_n_s__try_float;
static PyObject *__pyx_n_s__try_parse_dates;
static PyObject *__pyx_n_s__ts;
static PyObject *__pyx_n_s__ts_base;
static PyObject *__pyx_n_s__ts_input;
static PyObject *__pyx_n_s__tup;
static PyObject *__pyx_n_s__tuples;
static PyObject *__pyx_n_s__type;
static PyObject *__pyx_n_s__tz;
static PyObject *__pyx_n_s__tz1;
static PyObject *__pyx_n_s__tz2;
static PyObject *__pyx_n_s__tz_convert;
static PyObject *__pyx_n_s__tz_convert_single;
static PyObject *__pyx_n_s__tz_localize;
static PyObject *__pyx_n_s__tz_localize_to_utc;
static PyObject *__pyx_n_s__tzinfo;
static PyObject *__pyx_n_s__tzlocal;
static PyObject *__pyx_n_s__tzutc;
static PyObject *__pyx_n_s__u;
static PyObject *__pyx_n_s__uint16;
static PyObject *__pyx_n_s__uint32;
static PyObject *__pyx_n_s__uint64;
static PyObject *__pyx_n_s__uint8;
static PyObject *__pyx_n_s__unicode;
static PyObject *__pyx_n_s__unicode_;
static PyObject *__pyx_n_s__unique;
static PyObject *__pyx_n_s__unique_deltas;
static PyObject *__pyx_n_s__uniques;
static PyObject *__pyx_n_s__unit;
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;
static PyObject *__pyx_n_s__utc_offset_cache;
static PyObject *__pyx_n_s__utcfromtimestamp;
static PyObject *__pyx_n_s__utcoffset;
static PyObject *__pyx_n_s__v;
static PyObject *__pyx_n_s__val;
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  /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1314
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 *     NA = np.nan             # <<<<<<<<<<<<<<
 * 
 *     b = 0
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 *     NA = np.nan
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 *     b = 0             # <<<<<<<<<<<<<<
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 *         raise NotImplementedError
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  /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1317
 * 
 *     b = 0
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    /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1318
 *     b = 0
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    /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1320
 *         raise NotImplementedError
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      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1321
 *     else:
 *         for i in range(N):
 *             while b < ngroups - 1 and i >= bins[b]:             # <<<<<<<<<<<<<<
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        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1322
 *         for i in range(N):
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 *                     out[b, 0] = NA
 *                     out[b, 1] = NA
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        __pyx_t_13 = (!__pyx_v_got_first);
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          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1323
 *             while b < ngroups - 1 and i >= bins[b]:
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 *                     out[b, 0] = NA             # <<<<<<<<<<<<<<
 *                     out[b, 1] = NA
 *                     out[b, 2] = NA
 */
          __pyx_t_14 = __pyx_v_b;
          __pyx_t_15 = 0;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_14, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_15, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1324
 *                 if not got_first:
 *                     out[b, 0] = NA
 *                     out[b, 1] = NA             # <<<<<<<<<<<<<<
 *                     out[b, 2] = NA
 *                     out[b, 3] = NA
 */
          __pyx_t_16 = __pyx_v_b;
          __pyx_t_17 = 1;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_16, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_17, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1325
 *                     out[b, 0] = NA
 *                     out[b, 1] = NA
 *                     out[b, 2] = NA             # <<<<<<<<<<<<<<
 *                     out[b, 3] = NA
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          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_18, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_19, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1326
 *                     out[b, 1] = NA
 *                     out[b, 2] = NA
 *                     out[b, 3] = NA             # <<<<<<<<<<<<<<
 *                 else:
 *                     out[b, 0] = vopen
 */
          __pyx_t_20 = __pyx_v_b;
          __pyx_t_21 = 3;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_20, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_21, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;
          goto __pyx_L12;
        }
        /*else*/ {

          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1328
 *                     out[b, 3] = NA
 *                 else:
 *                     out[b, 0] = vopen             # <<<<<<<<<<<<<<
 *                     out[b, 1] = vhigh
 *                     out[b, 2] = vlow
 */
          __pyx_t_22 = __pyx_v_b;
          __pyx_t_23 = 0;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_22, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_23, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vopen;

          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1329
 *                 else:
 *                     out[b, 0] = vopen
 *                     out[b, 1] = vhigh             # <<<<<<<<<<<<<<
 *                     out[b, 2] = vlow
 *                     out[b, 3] = vclose
 */
          __pyx_t_24 = __pyx_v_b;
          __pyx_t_25 = 1;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_24, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_25, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vhigh;

          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1330
 *                     out[b, 0] = vopen
 *                     out[b, 1] = vhigh
 *                     out[b, 2] = vlow             # <<<<<<<<<<<<<<
 *                     out[b, 3] = vclose
 *                 b += 1
 */
          __pyx_t_26 = __pyx_v_b;
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          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_26, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_27, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vlow;

          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1331
 *                     out[b, 1] = vhigh
 *                     out[b, 2] = vlow
 *                     out[b, 3] = vclose             # <<<<<<<<<<<<<<
 *                 b += 1
 *                 got_first = 0
 */
          __pyx_t_28 = __pyx_v_b;
          __pyx_t_29 = 3;
          *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_28, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_29, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_vclose;
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        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1332
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 *                     out[b, 3] = vclose
 *                 b += 1             # <<<<<<<<<<<<<<
 *                 got_first = 0
 * 
 */
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        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1333
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 *                 got_first = 0             # <<<<<<<<<<<<<<
 * 
 *             counts[b] += 1
 */
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      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1335
 *                 got_first = 0
 * 
 *             counts[b] += 1             # <<<<<<<<<<<<<<
 *             val = values[i, 0]
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 */
      __pyx_t_30 = __pyx_v_b;
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_counts.rcbuffer->pybuffer.buf, __pyx_t_30, __pyx_pybuffernd_counts.diminfo[0].strides) += 1;

      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1336
 * 
 *             counts[b] += 1
 *             val = values[i, 0]             # <<<<<<<<<<<<<<
 * 
 *             # not nan
 */
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      __pyx_t_32 = 0;
      __pyx_v_val = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_31, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_32, __pyx_pybuffernd_values.diminfo[1].strides));

      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1339
 * 
 *             # not nan
 *             if val == val:             # <<<<<<<<<<<<<<
 *                 if not got_first:
 *                     got_first = 1
 */
      __pyx_t_13 = (__pyx_v_val == __pyx_v_val);
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        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1340
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 *                     got_first = 1
 *                     vopen = val
 */
        __pyx_t_13 = (!__pyx_v_got_first);
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          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1341
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 *                 if not got_first:
 *                     got_first = 1             # <<<<<<<<<<<<<<
 *                     vopen = val
 *                     vlow = val
 */
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          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1342
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 *                     vopen = val             # <<<<<<<<<<<<<<
 *                     vlow = val
 *                     vhigh = val
 */
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          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1343
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 *                     vopen = val
 *                     vlow = val             # <<<<<<<<<<<<<<
 *                     vhigh = val
 *                 else:
 */
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          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1344
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 *                     vhigh = val             # <<<<<<<<<<<<<<
 *                 else:
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 */
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          goto __pyx_L14;
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        /*else*/ {

          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1346
 *                     vhigh = val
 *                 else:
 *                     if val < vlow:             # <<<<<<<<<<<<<<
 *                         vlow = val
 *                     if val > vhigh:
 */
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          if (__pyx_t_13) {

            /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1347
 *                 else:
 *                     if val < vlow:
 *                         vlow = val             # <<<<<<<<<<<<<<
 *                     if val > vhigh:
 *                         vhigh = val
 */
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            goto __pyx_L15;
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          __pyx_L15:;

          /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1348
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 *                     if val > vhigh:             # <<<<<<<<<<<<<<
 *                         vhigh = val
 *                 vclose = val
 */
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          if (__pyx_t_13) {

            /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1349
 *                         vlow = val
 *                     if val > vhigh:
 *                         vhigh = val             # <<<<<<<<<<<<<<
 *                 vclose = val
 * 
 */
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            goto __pyx_L16;
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        __pyx_L14:;

        /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1350
 *                     if val > vhigh:
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 * 
 *         if not got_first:
 */
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        goto __pyx_L13;
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    /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1352
 *                 vclose = val
 * 
 *         if not got_first:             # <<<<<<<<<<<<<<
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 *             out[b, 1] = NA
 */
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      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1353
 * 
 *         if not got_first:
 *             out[b, 0] = NA             # <<<<<<<<<<<<<<
 *             out[b, 1] = NA
 *             out[b, 2] = NA
 */
      __pyx_t_1 = __pyx_v_b;
      __pyx_t_33 = 0;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_1, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_33, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1354
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 *             out[b, 1] = NA             # <<<<<<<<<<<<<<
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 */
      __pyx_t_3 = __pyx_v_b;
      __pyx_t_34 = 1;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_3, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_34, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1355
 *             out[b, 0] = NA
 *             out[b, 1] = NA
 *             out[b, 2] = NA             # <<<<<<<<<<<<<<
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 */
      __pyx_t_35 = __pyx_v_b;
      __pyx_t_36 = 2;
      *__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_35, __pyx_pybuffernd_out.diminfo[0].strides, __pyx_t_36, __pyx_pybuffernd_out.diminfo[1].strides) = __pyx_v_NA;

      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1356
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 *             out[b, 2] = NA
 *             out[b, 3] = NA             # <<<<<<<<<<<<<<
 *         else:
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 */
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      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1358
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 *             out[b, 1] = vhigh
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 */
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 */
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      /* "/home/wesm/code/pandas/pandas/src/groupby.pyx":1361
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 *             out[b, 3] = vclose             # <<<<<<<<<<<<<<
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 * 
 */
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 *             counts[b] += 1
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 *     for i in range(ngroups):             # <<<<<<<<<<<<<<
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 *     for i in range(ngroups):
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 *     for i from minp - 1 <= i < N:
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 * 
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 *                 xxx -= prev * prev * prev
 *                 xxxx -= prev * prev * prev * prev
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 *                 xxx -= prev * prev * prev             # <<<<<<<<<<<<<<
 *                 xxxx -= prev * prev * prev * prev
 * 
 */
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 * 
 *                 nobs -= 1
 */
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 * 
 *         if val == val:
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 *         if nobs >= minp:
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 */
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 * 
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 * 
 *             K = (nobs * nobs - 1.)*D/(B*B) - 3*((nobs-1.)**2)
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 * 
 *             output[i] = K
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 * 
 *             output[i] = K             # <<<<<<<<<<<<<<
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    /*else*/ {

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 * 
 *     return output
 */
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 * 
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 * 
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    /* "/home/wesm/code/pandas/pandas/src/moments.pyx":710
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    /* "/home/wesm/code/pandas/pandas/src/moments.pyx":711
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      /* "/home/wesm/code/pandas/pandas/src/moments.pyx":716
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        /* "/home/wesm/code/pandas/pandas/src/moments.pyx":718
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        /* "/home/wesm/code/pandas/pandas/src/moments.pyx":729
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 *         dups += 1
 *         val = sorted_data[i]
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    /* "/home/wesm/code/pandas/pandas/src/stats.pyx":116
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 *         sum_ranks += i + 1
 *         dups += 1             # <<<<<<<<<<<<<<
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 */
    __pyx_v_dups = (__pyx_v_dups + 1);

    /* "/home/wesm/code/pandas/pandas/src/stats.pyx":117
 *         sum_ranks += i + 1
 *         dups += 1
 *         val = sorted_data[i]             # <<<<<<<<<<<<<<
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    __pyx_t_3 = -1;
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      __Pyx_RaiseBufferIndexError(__pyx_t_3);
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    __pyx_v_val = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_sorted_data.rcbuffer->pybuffer.buf, __pyx_t_16, __pyx_pybuffernd_sorted_data.diminfo[0].strides));

    /* "/home/wesm/code/pandas/pandas/src/stats.pyx":118
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    __pyx_t_9 = (__pyx_v_val == __pyx_v_nan_value);
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      /* "/home/wesm/code/pandas/pandas/src/stats.pyx":119
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      __pyx_t_3 = -1;
      if (__pyx_t_17 < 0) {
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        if (unlikely(__pyx_t_17 < 0)) __pyx_t_3 = 0;
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        __Pyx_RaiseBufferIndexError(__pyx_t_3);
        {__pyx_filename = __pyx_f[1]; __pyx_lineno = 119; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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      __pyx_t_18 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_17, __pyx_pybuffernd_argsorted.diminfo[0].strides));
      __pyx_t_3 = -1;
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        __pyx_t_18 += __pyx_pybuffernd_ranks.diminfo[0].shape;
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        __Pyx_RaiseBufferIndexError(__pyx_t_3);
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      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_ranks.rcbuffer->pybuffer.buf, __pyx_t_18, __pyx_pybuffernd_ranks.diminfo[0].strides) = __pyx_v_6pandas_3lib_nan;

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      goto __pyx_L9;
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    /* "/home/wesm/code/pandas/pandas/src/stats.pyx":121
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 *         if i == n - 1 or fabs(sorted_data[i + 1] - val) > FP_ERR:             # <<<<<<<<<<<<<<
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      __pyx_t_19 = (__pyx_v_i + 1);
      __pyx_t_3 = -1;
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        __pyx_t_19 += __pyx_pybuffernd_sorted_data.diminfo[0].shape;
        if (unlikely(__pyx_t_19 < 0)) __pyx_t_3 = 0;
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      if (unlikely(__pyx_t_3 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_3);
        {__pyx_filename = __pyx_f[1]; __pyx_lineno = 121; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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      __pyx_t_13 = (fabs(((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_sorted_data.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_sorted_data.diminfo[0].strides)) - __pyx_v_val)) > __pyx_v_6pandas_3lib_FP_ERR);
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      /* "/home/wesm/code/pandas/pandas/src/stats.pyx":122
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        /* "/home/wesm/code/pandas/pandas/src/stats.pyx":123
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        __pyx_t_21 = (__pyx_v_i + 1);
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          /* "/home/wesm/code/pandas/pandas/src/stats.pyx":124
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          __pyx_t_3 = -1;
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
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          __pyx_t_24 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_23, __pyx_pybuffernd_argsorted.diminfo[0].strides));
          __pyx_t_3 = -1;
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
            {__pyx_filename = __pyx_f[1]; __pyx_lineno = 124; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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          *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_ranks.rcbuffer->pybuffer.buf, __pyx_t_24, __pyx_pybuffernd_ranks.diminfo[0].strides) = (__pyx_v_sum_ranks / __pyx_v_dups);
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 *                 for j in range(i - dups + 1, i + 1):
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        /* "/home/wesm/code/pandas/pandas/src/stats.pyx":126
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          /* "/home/wesm/code/pandas/pandas/src/stats.pyx":127
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          /* "/home/wesm/code/pandas/pandas/src/stats.pyx":130
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          /* "/home/wesm/code/pandas/pandas/src/stats.pyx":133
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      /* "/home/wesm/code/pandas/pandas/src/stats.pyx":134
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 *             elif tiebreak == TIEBREAK_FIRST_DESCENDING:
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          /* "/home/wesm/code/pandas/pandas/src/stats.pyx":136
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            __Pyx_RaiseBufferIndexError(__pyx_t_3);
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 * 
 *     for i in range(n):
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      /* "/home/wesm/code/pandas/pandas/src/stats.pyx":249
 *         dups = sum_ranks = 0
 *         for j in range(k):
 *             sum_ranks += j + 1             # <<<<<<<<<<<<<<
 *             dups += 1
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      /* "/home/wesm/code/pandas/pandas/src/stats.pyx":250
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 *             dups += 1             # <<<<<<<<<<<<<<
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 */
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 *             sum_ranks += j + 1
 *             dups += 1
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        __Pyx_RaiseBufferIndexError(__pyx_t_3);
        {__pyx_filename = __pyx_f[1]; __pyx_lineno = 251; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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      __pyx_v_val = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_19, __pyx_pybuffernd_values.diminfo[0].strides, __pyx_t_20, __pyx_pybuffernd_values.diminfo[1].strides));

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          __Pyx_RaiseBufferIndexError(__pyx_t_3);
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        __pyx_t_23 = __pyx_v_i;
        __pyx_t_24 = (*__Pyx_BufPtrStrided2d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_argsorted.rcbuffer->pybuffer.buf, __pyx_t_21, __pyx_pybuffernd_argsorted.diminfo[0].strides, __pyx_t_22, __pyx_pybuffernd_argsorted.diminfo[1].strides));
        __pyx_t_3 = -1;
        if (__pyx_t_23 < 0) {
          __pyx_t_23 += __pyx_pybuffernd_ranks.diminfo[0].shape;
          if (unlikely(__pyx_t_23 < 0)) __pyx_t_3 = 0;
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      /* "/home/wesm/code/pandas/pandas/src/stats.pyx":255
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 *             if j == k - 1 or fabs(values[i, j + 1] - val) > FP_ERR:             # <<<<<<<<<<<<<<
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        __pyx_t_3 = -1;
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        /* "/home/wesm/code/pandas/pandas/src/stats.pyx":256
 *                 continue
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          /* "/home/wesm/code/pandas/pandas/src/stats.pyx":257
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            /* "/home/wesm/code/pandas/pandas/src/stats.pyx":258
 *                 if tiebreak == TIEBREAK_AVERAGE:
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            /* "/home/wesm/code/pandas/pandas/src/stats.pyx":264
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 *                 info.shape = info.strides + ndim             # <<<<<<<<<<<<<<
 *                 for i in range(ndim):
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 */
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      /* "numpy.pxd":230
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 */
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  /* "numpy.pxd":254
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 */
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    /* "numpy.pxd":255
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    /* "numpy.pxd":256
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    /* "numpy.pxd":259
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    __pyx_t_1 = (__pyx_v_t == NPY_BYTE);
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    /* "numpy.pxd":260
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 *                 elif t == NPY_UBYTE:       f = "B"             # <<<<<<<<<<<<<<
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    /* "numpy.pxd":261
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    /* "numpy.pxd":262
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    /* "numpy.pxd":263
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 */
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    /* "numpy.pxd":264
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    /* "numpy.pxd":265
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 */
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    /* "numpy.pxd":266
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    /* "numpy.pxd":267
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    /* "numpy.pxd":268
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    /* "numpy.pxd":269
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    /* "numpy.pxd":270
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    /* "numpy.pxd":271
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  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_HashTable = {
  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_HashTable = {
  0, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_HashTable = {
  #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_HashTable = {
  PyVarObject_HEAD_INIT(0, 0)
  __Pyx_NAMESTR("pandas.lib.HashTable"), /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_3lib_HashTable), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_3lib_HashTable, /*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_HashTable, /*tp_as_number*/
  &__pyx_tp_as_sequence_HashTable, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_HashTable, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_HashTable, /*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_HashTable, /*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_HashTable, /*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_StringHashTable __pyx_vtable_6pandas_3lib_StringHashTable;

static PyObject *__pyx_tp_new_6pandas_3lib_StringHashTable(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_3lib_StringHashTable *p;
  PyObject *o = __pyx_tp_new_6pandas_3lib_HashTable(t, a, k);
  if (!o) return 0;
  p = ((struct __pyx_obj_6pandas_3lib_StringHashTable *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_3lib_StringHashTable;
  if (__pyx_pw_6pandas_3lib_15StringHashTable_1__cinit__(o, a, k) < 0) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_6pandas_3lib_StringHashTable(PyObject *o) {
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_3lib_15StringHashTable_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_StringHashTable[] = {
  {__Pyx_NAMESTR("get_item"), (PyCFunction)__pyx_pw_6pandas_3lib_15StringHashTable_5get_item, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_iter_test"), (PyCFunction)__pyx_pw_6pandas_3lib_15StringHashTable_7get_iter_test, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("set_item"), (PyCFunction)__pyx_pw_6pandas_3lib_15StringHashTable_9set_item, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("get_indexer"), (PyCFunction)__pyx_pw_6pandas_3lib_15StringHashTable_11get_indexer, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("unique"), (PyCFunction)__pyx_pw_6pandas_3lib_15StringHashTable_13unique, METH_O, __Pyx_DOCSTR(0)},
  {__Pyx_NAMESTR("factorize"), (PyCFunction)__pyx_pw_6pandas_3lib_15StringHashTable_15factorize, METH_O, __Pyx_DOCSTR(0)},
  {0, 0, 0, 0}
};

static PyNumberMethods __pyx_tp_as_number_StringHashTable = {
  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_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[] = {
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  {(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 = {
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  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*/
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  0, /*reserved*/
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  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
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  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
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  0, /*nb_inplace_add*/
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  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[] = {
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  {__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[] = {
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  {(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 = {
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  __pyx_pw_6pandas_3lib_10_Timestamp_9__sub__, /*nb_subtract*/
  0, /*nb_multiply*/
  #if PY_MAJOR_VERSION < 3
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  #endif
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  0, /*nb_power*/
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  0, /*nb_positive*/
  0, /*nb_absolute*/
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  #if PY_MAJOR_VERSION < 3
  0, /*nb_coerce*/
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  0, /*nb_int*/
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  0, /*nb_long*/
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  0, /*reserved*/
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  0, /*nb_float*/
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  0, /*nb_oct*/
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  0, /*nb_hex*/
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  0, /*nb_inplace_add*/
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  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
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  0, /*nb_inplace_power*/
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  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*/
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};

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 = {
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  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;
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}

static PyMethodDef __pyx_methods_6pandas_3lib__NaT[] = {
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};

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*/
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  0, /*nb_divide*/
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  0, /*nb_power*/
  0, /*nb_negative*/
  0, /*nb_positive*/
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  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*/
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  0, /*reserved*/
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  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
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  #if PY_MAJOR_VERSION < 3
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  0, /*nb_inplace_add*/
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  #if PY_MAJOR_VERSION < 3
  0, /*nb_inplace_divide*/
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  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*/
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  #if PY_VERSION_HEX >= 0x02050000
  0, /*nb_index*/
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};

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 = {
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  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 = {
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  __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*/
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  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*/
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  0, /*nb_float*/
  #if PY_MAJOR_VERSION < 3
  0, /*nb_oct*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*nb_hex*/
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  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*/
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};

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

static PyBufferProcs __pyx_tp_as_buffer_DatetimeEngine = {
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  0, /*bf_getreadbuffer*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getwritebuffer*/
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static PyTypeObject __pyx_type_6pandas_3lib_DatetimeEngine = {
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  __Pyx_NAMESTR("pandas.lib.DatetimeEngine"), /*tp_name*/
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  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
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  &__pyx_tp_as_sequence_DatetimeEngine, /*tp_as_sequence*/
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  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
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  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*/
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  0, /*tp_base*/
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  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
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  __pyx_pw_6pandas_3lib_11IndexEngine_1__init__, /*tp_init*/
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  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_3lib_DatetimeEngine, /*tp_new*/
  0, /*tp_free*/
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  0, /*tp_del*/
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static PyObject *__pyx_tp_new_6pandas_3lib___pyx_scope_struct__try_parse_dates(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
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}

static void __pyx_tp_dealloc_6pandas_3lib___pyx_scope_struct__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;
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}

static int __pyx_tp_traverse_6pandas_3lib___pyx_scope_struct__try_parse_dates(PyObject *o, visitproc v, void *a) {
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static int __pyx_tp_clear_6pandas_3lib___pyx_scope_struct__try_parse_dates(PyObject *o) {
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}

static PyMethodDef __pyx_methods_6pandas_3lib___pyx_scope_struct__try_parse_dates[] = {
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static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct__try_parse_dates = {
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static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct__try_parse_dates = {
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static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct__try_parse_dates = {
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static PyObject *__pyx_tp_new_6pandas_3lib___pyx_scope_struct_1_try_parse_date_and_time(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
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static void __pyx_tp_dealloc_6pandas_3lib___pyx_scope_struct_1_try_parse_date_and_time(PyObject *o) {
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  Py_CLEAR(p->__pyx_v_parse);
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}

static int __pyx_tp_traverse_6pandas_3lib___pyx_scope_struct_1_try_parse_date_and_time(PyObject *o, visitproc v, void *a) {
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static int __pyx_tp_clear_6pandas_3lib___pyx_scope_struct_1_try_parse_date_and_time(PyObject *o) {
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}

static PyMethodDef __pyx_methods_6pandas_3lib___pyx_scope_struct_1_try_parse_date_and_time[] = {
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static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_1_try_parse_date_and_time = {
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  __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;
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  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 = 376; __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 = 376; __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 = 376; __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 = 496; __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 = 496; __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 = 496; __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 = 529; __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 = 529; __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;
  __pyx_vtable_6pandas_3lib_IndexableSkiplist.get = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_IndexableSkiplist *, Py_ssize_t, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_17IndexableSkiplist_get;
  __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;}
  __pyx_ptype_6pandas_3lib_Reducer = &__pyx_type_6pandas_3lib_Reducer;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_SeriesBinGrouper) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 109; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  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;}
  __pyx_ptype_6pandas_3lib_SeriesBinGrouper = &__pyx_type_6pandas_3lib_SeriesBinGrouper;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_SeriesGrouper) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 220; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  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;
  __pyx_vtable_6pandas_3lib_Slider.advance = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_Slider *, Py_ssize_t, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_6Slider_advance;
  __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;
  __pyx_vtable_6pandas_3lib_Slider.cleanup = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_Slider *, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_6Slider_cleanup;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_Slider) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 331; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetVtable(__pyx_type_6pandas_3lib_Slider.tp_dict, __pyx_vtabptr_6pandas_3lib_Slider) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 331; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "Slider", (PyObject *)&__pyx_type_6pandas_3lib_Slider) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 331; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_Slider = &__pyx_type_6pandas_3lib_Slider;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_cache_readonly) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 3; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "cache_readonly", (PyObject *)&__pyx_type_6pandas_3lib_cache_readonly) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 3; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_cache_readonly = &__pyx_type_6pandas_3lib_cache_readonly;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_AxisProperty) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "AxisProperty", (PyObject *)&__pyx_type_6pandas_3lib_AxisProperty) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_AxisProperty = &__pyx_type_6pandas_3lib_AxisProperty;
  if (PyType_Ready(&__pyx_type_6pandas_3lib_SeriesIndex) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 45; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "SeriesIndex", (PyObject *)&__pyx_type_6pandas_3lib_SeriesIndex) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 45; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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  if (PyType_Ready(&__pyx_type_6pandas_3lib_ValuesProperty) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 61; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  if (__Pyx_SetAttrString(__pyx_m, "ValuesProperty", (PyObject *)&__pyx_type_6pandas_3lib_ValuesProperty) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 61; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
  __pyx_ptype_6pandas_3lib_ValuesProperty = &__pyx_type_6pandas_3lib_ValuesProperty;
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  __pyx_vtable_6pandas_3lib_IndexEngine.set_value = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyArrayObject *, PyObject *, PyObject *, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_11IndexEngine_set_value;
  __pyx_vtable_6pandas_3lib_IndexEngine.get_loc = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyObject *, int __pyx_skip_dispatch))__pyx_f_6pandas_3lib_11IndexEngine_get_loc;
  __pyx_vtable_6pandas_3lib_IndexEngine._get_loc_duplicates = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyObject *))__pyx_f_6pandas_3lib_11IndexEngine__get_loc_duplicates;
  __pyx_vtable_6pandas_3lib_IndexEngine._maybe_get_bool_indexer = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_IndexEngine *, PyObject *))__pyx_f_6pandas_3lib_11IndexEngine__maybe_get_bool_indexer;
  __pyx_vtable_6pandas_3lib_IndexEngine._do_monotonic_check = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_IndexEngine *))__pyx_f_6pandas_3lib_11IndexEngine__do_monotonic_check;
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  __pyx_vtable_6pandas_3lib_IndexEngine._do_unique_check = (PyObject *(*)(struct __pyx_obj_6pandas_3lib_IndexEngine *))__pyx_f_6pandas_3lib_11IndexEngine__do_unique_check;
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 * #               Series: Prentice-Hall Series in Automatic Computation
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 * def kth_smallest(ndarray[double_t] a, Py_ssize_t k):             # <<<<<<<<<<<<<<
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 * 
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 * def min_subseq(ndarray[double_t] arr):             # <<<<<<<<<<<<<<
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 * # Rolling sum
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 * def roll_sum(ndarray[double_t] input, int win, int minp):             # <<<<<<<<<<<<<<
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 * # Rolling mean
 * 
 * def roll_mean(ndarray[double_t] input,             # <<<<<<<<<<<<<<
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 * # Exponentially weighted moving average
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 * def ewma(ndarray[double_t] input, double_t com, int adjust):             # <<<<<<<<<<<<<<
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 * # Rolling variance
 * 
 * def roll_var(ndarray[double_t] input, int win, int minp, int ddof=1):             # <<<<<<<<<<<<<<
 *     cdef double val, prev, sum_x = 0, sum_xx = 0, nobs = 0
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 * # Rolling skewness
 * 
 * def roll_skew(ndarray[double_t] input, int win, int minp):             # <<<<<<<<<<<<<<
 *     cdef double val, prev
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 * 
 * 
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 * from skiplist cimport *
 * 
 * def roll_median_c(ndarray[float64_t] arg, int win, int minp):             # <<<<<<<<<<<<<<
 *     cdef double val, res, prev
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 *     return output
 * 
 * def roll_median_cython(ndarray input, int win, int minp):             # <<<<<<<<<<<<<<
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 * @cython.boundscheck(False)
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 *     return y
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 * def roll_max(ndarray input, int win, int minp):             # <<<<<<<<<<<<<<
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 *         return NaN
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 * def roll_min(ndarray input, int win, int minp):             # <<<<<<<<<<<<<<
 *     '''
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 *         return NaN
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 *     return output
 * 
 * def roll_generic(ndarray[float64_t, cast=True] input, int win,             # <<<<<<<<<<<<<<
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 * 
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  /* "/home/wesm/code/pandas/pandas/src/engines.pyx":13
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  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
   on the first member of the struct. This will probably the same as above,
   but we don't have any guarantees.
 */
typedef struct { short x; char c; } __Pyx_pad_short;
typedef struct { int x; char c; } __Pyx_pad_int;
typedef struct { long x; char c; } __Pyx_pad_long;
typedef struct { float x; char c; } __Pyx_pad_float;
typedef struct { double x; char c; } __Pyx_pad_double;
typedef struct { long double x; char c; } __Pyx_pad_longdouble;
typedef struct { void *x; char c; } __Pyx_pad_void_p;
#ifdef HAVE_LONG_LONG
typedef struct { PY_LONG_LONG x; char c; } __Pyx_pad_longlong;
#endif
static size_t __Pyx_BufFmt_TypeCharToPadding(char ch, CYTHON_UNUSED int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(__Pyx_pad_short) - sizeof(short);
    case 'i': case 'I': return sizeof(__Pyx_pad_int) - sizeof(int);
    case 'l': case 'L': return sizeof(__Pyx_pad_long) - sizeof(long);
#ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(__Pyx_pad_longlong) - sizeof(PY_LONG_LONG);
#endif
    case 'f': return sizeof(__Pyx_pad_float) - sizeof(float);
    case 'd': return sizeof(__Pyx_pad_double) - sizeof(double);
    case 'g': return sizeof(__Pyx_pad_longdouble) - sizeof(long double);
    case 'P': case 'O': return sizeof(__Pyx_pad_void_p) - sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
static char __Pyx_BufFmt_TypeCharToGroup(char ch, int is_complex) {
  switch (ch) {
    case 'c':
        return 'H';
    case 'b': case 'h': case 'i':
    case 'l': case 'q': case 's': case 'p':
        return 'I';
    case 'B': case 'H': case 'I': case 'L': case 'Q':
        return 'U';
    case 'f': case 'd': case 'g':
        return (is_complex ? 'C' : 'R');
    case 'O':
        return 'O';
    case 'P':
        return 'P';
    default: {
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
  }
}
static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
  if (ctx->head == NULL || ctx->head->field == &ctx->root) {
    const char* expected;
    const char* quote;
    if (ctx->head == NULL) {
      expected = "end";
      quote = "";
    } else {
      expected = ctx->head->field->type->name;
      quote = "'";
    }
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected %s%s%s but got %s",
                 quote, expected, quote,
                 __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex));
  } else {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_StructField* parent = (ctx->head - 1)->field;
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected '%s' but got %s in '%s.%s'",
                 field->type->name, __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex),
                 parent->type->name, field->name);
  }
}
static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
  char group;
  size_t size, offset, arraysize = 1;
  if (ctx->enc_type == 0) return 0;
  if (ctx->head->field->type->arraysize[0]) {
    int i, ndim = 0;
    if (ctx->enc_type == 's' || ctx->enc_type == 'p') {
        ctx->is_valid_array = ctx->head->field->type->ndim == 1;
        ndim = 1;
        if (ctx->enc_count != ctx->head->field->type->arraysize[0]) {
            PyErr_Format(PyExc_ValueError,
                         "Expected a dimension of size %zu, got %zu",
                         ctx->head->field->type->arraysize[0], ctx->enc_count);
            return -1;
        }
    }
    if (!ctx->is_valid_array) {
      PyErr_Format(PyExc_ValueError, "Expected %d dimensions, got %d",
                   ctx->head->field->type->ndim, ndim);
      return -1;
    }
    for (i = 0; i < ctx->head->field->type->ndim; i++) {
      arraysize *= ctx->head->field->type->arraysize[i];
    }
    ctx->is_valid_array = 0;
    ctx->enc_count = 1;
  }
  group = __Pyx_BufFmt_TypeCharToGroup(ctx->enc_type, ctx->is_complex);
  do {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_TypeInfo* type = field->type;
    if (ctx->enc_packmode == '@' || ctx->enc_packmode == '^') {
      size = __Pyx_BufFmt_TypeCharToNativeSize(ctx->enc_type, ctx->is_complex);
    } else {
      size = __Pyx_BufFmt_TypeCharToStandardSize(ctx->enc_type, ctx->is_complex);
    }
    if (ctx->enc_packmode == '@') {
      size_t align_at = __Pyx_BufFmt_TypeCharToAlignment(ctx->enc_type, ctx->is_complex);
      size_t align_mod_offset;
      if (align_at == 0) return -1;
      align_mod_offset = ctx->fmt_offset % align_at;
      if (align_mod_offset > 0) ctx->fmt_offset += align_at - align_mod_offset;
      if (ctx->struct_alignment == 0)
          ctx->struct_alignment = __Pyx_BufFmt_TypeCharToPadding(ctx->enc_type,
                                                                 ctx->is_complex);
    }
    if (type->size != size || type->typegroup != group) {
      if (type->typegroup == 'C' && type->fields != NULL) {
        size_t parent_offset = ctx->head->parent_offset + field->offset;
        ++ctx->head;
        ctx->head->field = type->fields;
        ctx->head->parent_offset = parent_offset;
        continue;
      }
      if ((type->typegroup == 'H' || group == 'H') && type->size == size) {
      } else {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return -1;
      }
    }
    offset = ctx->head->parent_offset + field->offset;
    if (ctx->fmt_offset != offset) {
      PyErr_Format(PyExc_ValueError,
                   "Buffer dtype mismatch; next field is at offset %" CYTHON_FORMAT_SSIZE_T "d but %" CYTHON_FORMAT_SSIZE_T "d expected",
                   (Py_ssize_t)ctx->fmt_offset, (Py_ssize_t)offset);
      return -1;
    }
    ctx->fmt_offset += size;
    if (arraysize)
      ctx->fmt_offset += (arraysize - 1) * size;
    --ctx->enc_count; /* 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 */
