/* Generated by Cython 0.29.6 */

/* BEGIN: Cython Metadata
{
    "distutils": {
        "name": "analysis",
        "sources": [
            "analysis.py"
        ]
    },
    "module_name": "analysis"
}
END: Cython Metadata */

#define PY_SSIZE_T_CLEAN
#include "Python.h"
#ifndef Py_PYTHON_H
    #error Python headers needed to compile C extensions, please install development version of Python.
#elif PY_VERSION_HEX < 0x02060000 || (0x03000000 <= PY_VERSION_HEX && PY_VERSION_HEX < 0x03030000)
    #error Cython requires Python 2.6+ or Python 3.3+.
#else
#define CYTHON_ABI "0_29_6"
#define CYTHON_HEX_VERSION 0x001D06F0
#define CYTHON_FUTURE_DIVISION 0
#include <stddef.h>
#ifndef offsetof
  #define offsetof(type, member) ( (size_t) & ((type*)0) -> member )
#endif
#if !defined(WIN32) && !defined(MS_WINDOWS)
  #ifndef __stdcall
    #define __stdcall
  #endif
  #ifndef __cdecl
    #define __cdecl
  #endif
  #ifndef __fastcall
    #define __fastcall
  #endif
#endif
#ifndef DL_IMPORT
  #define DL_IMPORT(t) t
#endif
#ifndef DL_EXPORT
  #define DL_EXPORT(t) t
#endif
#define __PYX_COMMA ,
#ifndef HAVE_LONG_LONG
  #if PY_VERSION_HEX >= 0x02070000
    #define HAVE_LONG_LONG
  #endif
#endif
#ifndef PY_LONG_LONG
  #define PY_LONG_LONG LONG_LONG
#endif
#ifndef Py_HUGE_VAL
  #define Py_HUGE_VAL HUGE_VAL
#endif
#ifdef PYPY_VERSION
  #define CYTHON_COMPILING_IN_PYPY 1
  #define CYTHON_COMPILING_IN_PYSTON 0
  #define CYTHON_COMPILING_IN_CPYTHON 0
  #undef CYTHON_USE_TYPE_SLOTS
  #define CYTHON_USE_TYPE_SLOTS 0
  #undef CYTHON_USE_PYTYPE_LOOKUP
  #define CYTHON_USE_PYTYPE_LOOKUP 0
  #if PY_VERSION_HEX < 0x03050000
    #undef CYTHON_USE_ASYNC_SLOTS
    #define CYTHON_USE_ASYNC_SLOTS 0
  #elif !defined(CYTHON_USE_ASYNC_SLOTS)
    #define CYTHON_USE_ASYNC_SLOTS 1
  #endif
  #undef CYTHON_USE_PYLIST_INTERNALS
  #define CYTHON_USE_PYLIST_INTERNALS 0
  #undef CYTHON_USE_UNICODE_INTERNALS
  #define CYTHON_USE_UNICODE_INTERNALS 0
  #undef CYTHON_USE_UNICODE_WRITER
  #define CYTHON_USE_UNICODE_WRITER 0
  #undef CYTHON_USE_PYLONG_INTERNALS
  #define CYTHON_USE_PYLONG_INTERNALS 0
  #undef CYTHON_AVOID_BORROWED_REFS
  #define CYTHON_AVOID_BORROWED_REFS 1
  #undef CYTHON_ASSUME_SAFE_MACROS
  #define CYTHON_ASSUME_SAFE_MACROS 0
  #undef CYTHON_UNPACK_METHODS
  #define CYTHON_UNPACK_METHODS 0
  #undef CYTHON_FAST_THREAD_STATE
  #define CYTHON_FAST_THREAD_STATE 0
  #undef CYTHON_FAST_PYCALL
  #define CYTHON_FAST_PYCALL 0
  #undef CYTHON_PEP489_MULTI_PHASE_INIT
  #define CYTHON_PEP489_MULTI_PHASE_INIT 0
  #undef CYTHON_USE_TP_FINALIZE
  #define CYTHON_USE_TP_FINALIZE 0
  #undef CYTHON_USE_DICT_VERSIONS
  #define CYTHON_USE_DICT_VERSIONS 0
  #undef CYTHON_USE_EXC_INFO_STACK
  #define CYTHON_USE_EXC_INFO_STACK 0
#elif defined(PYSTON_VERSION)
  #define CYTHON_COMPILING_IN_PYPY 0
  #define CYTHON_COMPILING_IN_PYSTON 1
  #define CYTHON_COMPILING_IN_CPYTHON 0
  #ifndef CYTHON_USE_TYPE_SLOTS
    #define CYTHON_USE_TYPE_SLOTS 1
  #endif
  #undef CYTHON_USE_PYTYPE_LOOKUP
  #define CYTHON_USE_PYTYPE_LOOKUP 0
  #undef CYTHON_USE_ASYNC_SLOTS
  #define CYTHON_USE_ASYNC_SLOTS 0
  #undef CYTHON_USE_PYLIST_INTERNALS
  #define CYTHON_USE_PYLIST_INTERNALS 0
  #ifndef CYTHON_USE_UNICODE_INTERNALS
    #define CYTHON_USE_UNICODE_INTERNALS 1
  #endif
  #undef CYTHON_USE_UNICODE_WRITER
  #define CYTHON_USE_UNICODE_WRITER 0
  #undef CYTHON_USE_PYLONG_INTERNALS
  #define CYTHON_USE_PYLONG_INTERNALS 0
  #ifndef CYTHON_AVOID_BORROWED_REFS
    #define CYTHON_AVOID_BORROWED_REFS 0
  #endif
  #ifndef CYTHON_ASSUME_SAFE_MACROS
    #define CYTHON_ASSUME_SAFE_MACROS 1
  #endif
  #ifndef CYTHON_UNPACK_METHODS
    #define CYTHON_UNPACK_METHODS 1
  #endif
  #undef CYTHON_FAST_THREAD_STATE
  #define CYTHON_FAST_THREAD_STATE 0
  #undef CYTHON_FAST_PYCALL
  #define CYTHON_FAST_PYCALL 0
  #undef CYTHON_PEP489_MULTI_PHASE_INIT
  #define CYTHON_PEP489_MULTI_PHASE_INIT 0
  #undef CYTHON_USE_TP_FINALIZE
  #define CYTHON_USE_TP_FINALIZE 0
  #undef CYTHON_USE_DICT_VERSIONS
  #define CYTHON_USE_DICT_VERSIONS 0
  #undef CYTHON_USE_EXC_INFO_STACK
  #define CYTHON_USE_EXC_INFO_STACK 0
#else
  #define CYTHON_COMPILING_IN_PYPY 0
  #define CYTHON_COMPILING_IN_PYSTON 0
  #define CYTHON_COMPILING_IN_CPYTHON 1
  #ifndef CYTHON_USE_TYPE_SLOTS
    #define CYTHON_USE_TYPE_SLOTS 1
  #endif
  #if PY_VERSION_HEX < 0x02070000
    #undef CYTHON_USE_PYTYPE_LOOKUP
    #define CYTHON_USE_PYTYPE_LOOKUP 0
  #elif !defined(CYTHON_USE_PYTYPE_LOOKUP)
    #define CYTHON_USE_PYTYPE_LOOKUP 1
  #endif
  #if PY_MAJOR_VERSION < 3
    #undef CYTHON_USE_ASYNC_SLOTS
    #define CYTHON_USE_ASYNC_SLOTS 0
  #elif !defined(CYTHON_USE_ASYNC_SLOTS)
    #define CYTHON_USE_ASYNC_SLOTS 1
  #endif
  #if PY_VERSION_HEX < 0x02070000
    #undef CYTHON_USE_PYLONG_INTERNALS
    #define CYTHON_USE_PYLONG_INTERNALS 0
  #elif !defined(CYTHON_USE_PYLONG_INTERNALS)
    #define CYTHON_USE_PYLONG_INTERNALS 1
  #endif
  #ifndef CYTHON_USE_PYLIST_INTERNALS
    #define CYTHON_USE_PYLIST_INTERNALS 1
  #endif
  #ifndef CYTHON_USE_UNICODE_INTERNALS
    #define CYTHON_USE_UNICODE_INTERNALS 1
  #endif
  #if PY_VERSION_HEX < 0x030300F0
    #undef CYTHON_USE_UNICODE_WRITER
    #define CYTHON_USE_UNICODE_WRITER 0
  #elif !defined(CYTHON_USE_UNICODE_WRITER)
    #define CYTHON_USE_UNICODE_WRITER 1
  #endif
  #ifndef CYTHON_AVOID_BORROWED_REFS
    #define CYTHON_AVOID_BORROWED_REFS 0
  #endif
  #ifndef CYTHON_ASSUME_SAFE_MACROS
    #define CYTHON_ASSUME_SAFE_MACROS 1
  #endif
  #ifndef CYTHON_UNPACK_METHODS
    #define CYTHON_UNPACK_METHODS 1
  #endif
  #ifndef CYTHON_FAST_THREAD_STATE
    #define CYTHON_FAST_THREAD_STATE 1
  #endif
  #ifndef CYTHON_FAST_PYCALL
    #define CYTHON_FAST_PYCALL 1
  #endif
  #ifndef CYTHON_PEP489_MULTI_PHASE_INIT
    #define CYTHON_PEP489_MULTI_PHASE_INIT (PY_VERSION_HEX >= 0x03050000)
  #endif
  #ifndef CYTHON_USE_TP_FINALIZE
    #define CYTHON_USE_TP_FINALIZE (PY_VERSION_HEX >= 0x030400a1)
  #endif
  #ifndef CYTHON_USE_DICT_VERSIONS
    #define CYTHON_USE_DICT_VERSIONS (PY_VERSION_HEX >= 0x030600B1)
  #endif
  #ifndef CYTHON_USE_EXC_INFO_STACK
    #define CYTHON_USE_EXC_INFO_STACK (PY_VERSION_HEX >= 0x030700A3)
  #endif
#endif
#if !defined(CYTHON_FAST_PYCCALL)
#define CYTHON_FAST_PYCCALL  (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1)
#endif
#if CYTHON_USE_PYLONG_INTERNALS
  #include "longintrepr.h"
  #undef SHIFT
  #undef BASE
  #undef MASK
  #ifdef SIZEOF_VOID_P
    enum { __pyx_check_sizeof_voidp = 1 / (int)(SIZEOF_VOID_P == sizeof(void*)) };
  #endif
#endif
#ifndef __has_attribute
  #define __has_attribute(x) 0
#endif
#ifndef __has_cpp_attribute
  #define __has_cpp_attribute(x) 0
#endif
#ifndef CYTHON_RESTRICT
  #if defined(__GNUC__)
    #define CYTHON_RESTRICT __restrict__
  #elif defined(_MSC_VER) && _MSC_VER >= 1400
    #define CYTHON_RESTRICT __restrict
  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define CYTHON_RESTRICT restrict
  #else
    #define CYTHON_RESTRICT
  #endif
#endif
#ifndef CYTHON_UNUSED
# if defined(__GNUC__)
#   if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4))
#     define CYTHON_UNUSED __attribute__ ((__unused__))
#   else
#     define CYTHON_UNUSED
#   endif
# elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER))
#   define CYTHON_UNUSED __attribute__ ((__unused__))
# else
#   define CYTHON_UNUSED
# endif
#endif
#ifndef CYTHON_MAYBE_UNUSED_VAR
#  if defined(__cplusplus)
     template<class T> void CYTHON_MAYBE_UNUSED_VAR( const T& ) { }
#  else
#    define CYTHON_MAYBE_UNUSED_VAR(x) (void)(x)
#  endif
#endif
#ifndef CYTHON_NCP_UNUSED
# if CYTHON_COMPILING_IN_CPYTHON
#  define CYTHON_NCP_UNUSED
# else
#  define CYTHON_NCP_UNUSED CYTHON_UNUSED
# endif
#endif
#define __Pyx_void_to_None(void_result) ((void)(void_result), Py_INCREF(Py_None), Py_None)
#ifdef _MSC_VER
    #ifndef _MSC_STDINT_H_
        #if _MSC_VER < 1300
           typedef unsigned char     uint8_t;
           typedef unsigned int      uint32_t;
        #else
           typedef unsigned __int8   uint8_t;
           typedef unsigned __int32  uint32_t;
        #endif
    #endif
#else
   #include <stdint.h>
#endif
#ifndef CYTHON_FALLTHROUGH
  #if defined(__cplusplus) && __cplusplus >= 201103L
    #if __has_cpp_attribute(fallthrough)
      #define CYTHON_FALLTHROUGH [[fallthrough]]
    #elif __has_cpp_attribute(clang::fallthrough)
      #define CYTHON_FALLTHROUGH [[clang::fallthrough]]
    #elif __has_cpp_attribute(gnu::fallthrough)
      #define CYTHON_FALLTHROUGH [[gnu::fallthrough]]
    #endif
  #endif
  #ifndef CYTHON_FALLTHROUGH
    #if __has_attribute(fallthrough)
      #define CYTHON_FALLTHROUGH __attribute__((fallthrough))
    #else
      #define CYTHON_FALLTHROUGH
    #endif
  #endif
  #if defined(__clang__ ) && defined(__apple_build_version__)
    #if __apple_build_version__ < 7000000
      #undef  CYTHON_FALLTHROUGH
      #define CYTHON_FALLTHROUGH
    #endif
  #endif
#endif

#ifndef CYTHON_INLINE
  #if defined(__clang__)
    #define CYTHON_INLINE __inline__ __attribute__ ((__unused__))
  #elif defined(__GNUC__)
    #define CYTHON_INLINE __inline__
  #elif defined(_MSC_VER)
    #define CYTHON_INLINE __inline
  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define CYTHON_INLINE inline
  #else
    #define CYTHON_INLINE
  #endif
#endif

#if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX < 0x02070600 && !defined(Py_OptimizeFlag)
  #define Py_OptimizeFlag 0
#endif
#define __PYX_BUILD_PY_SSIZE_T "n"
#define CYTHON_FORMAT_SSIZE_T "z"
#if PY_MAJOR_VERSION < 3
  #define __Pyx_BUILTIN_MODULE_NAME "__builtin__"
  #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
          PyCode_New(a+k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
  #define __Pyx_DefaultClassType PyClass_Type
#else
  #define __Pyx_BUILTIN_MODULE_NAME "builtins"
  #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
          PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
  #define __Pyx_DefaultClassType PyType_Type
#endif
#ifndef Py_TPFLAGS_CHECKTYPES
  #define Py_TPFLAGS_CHECKTYPES 0
#endif
#ifndef Py_TPFLAGS_HAVE_INDEX
  #define Py_TPFLAGS_HAVE_INDEX 0
#endif
#ifndef Py_TPFLAGS_HAVE_NEWBUFFER
  #define Py_TPFLAGS_HAVE_NEWBUFFER 0
#endif
#ifndef Py_TPFLAGS_HAVE_FINALIZE
  #define Py_TPFLAGS_HAVE_FINALIZE 0
#endif
#ifndef METH_STACKLESS
  #define METH_STACKLESS 0
#endif
#if PY_VERSION_HEX <= 0x030700A3 || !defined(METH_FASTCALL)
  #ifndef METH_FASTCALL
     #define METH_FASTCALL 0x80
  #endif
  typedef PyObject *(*__Pyx_PyCFunctionFast) (PyObject *self, PyObject *const *args, Py_ssize_t nargs);
  typedef PyObject *(*__Pyx_PyCFunctionFastWithKeywords) (PyObject *self, PyObject *const *args,
                                                          Py_ssize_t nargs, PyObject *kwnames);
#else
  #define __Pyx_PyCFunctionFast _PyCFunctionFast
  #define __Pyx_PyCFunctionFastWithKeywords _PyCFunctionFastWithKeywords
#endif
#if CYTHON_FAST_PYCCALL
#define __Pyx_PyFastCFunction_Check(func)\
    ((PyCFunction_Check(func) && (METH_FASTCALL == (PyCFunction_GET_FLAGS(func) & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_KEYWORDS | METH_STACKLESS)))))
#else
#define __Pyx_PyFastCFunction_Check(func) 0
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Malloc)
  #define PyObject_Malloc(s)   PyMem_Malloc(s)
  #define PyObject_Free(p)     PyMem_Free(p)
  #define PyObject_Realloc(p)  PyMem_Realloc(p)
#endif
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030400A1
  #define PyMem_RawMalloc(n)           PyMem_Malloc(n)
  #define PyMem_RawRealloc(p, n)       PyMem_Realloc(p, n)
  #define PyMem_RawFree(p)             PyMem_Free(p)
#endif
#if CYTHON_COMPILING_IN_PYSTON
  #define __Pyx_PyCode_HasFreeVars(co)  PyCode_HasFreeVars(co)
  #define __Pyx_PyFrame_SetLineNumber(frame, lineno) PyFrame_SetLineNumber(frame, lineno)
#else
  #define __Pyx_PyCode_HasFreeVars(co)  (PyCode_GetNumFree(co) > 0)
  #define __Pyx_PyFrame_SetLineNumber(frame, lineno)  (frame)->f_lineno = (lineno)
#endif
#if !CYTHON_FAST_THREAD_STATE || PY_VERSION_HEX < 0x02070000
  #define __Pyx_PyThreadState_Current PyThreadState_GET()
#elif PY_VERSION_HEX >= 0x03060000
  #define __Pyx_PyThreadState_Current _PyThreadState_UncheckedGet()
#elif PY_VERSION_HEX >= 0x03000000
  #define __Pyx_PyThreadState_Current PyThreadState_GET()
#else
  #define __Pyx_PyThreadState_Current _PyThreadState_Current
#endif
#if PY_VERSION_HEX < 0x030700A2 && !defined(PyThread_tss_create) && !defined(Py_tss_NEEDS_INIT)
#include "pythread.h"
#define Py_tss_NEEDS_INIT 0
typedef int Py_tss_t;
static CYTHON_INLINE int PyThread_tss_create(Py_tss_t *key) {
  *key = PyThread_create_key();
  return 0;
}
static CYTHON_INLINE Py_tss_t * PyThread_tss_alloc(void) {
  Py_tss_t *key = (Py_tss_t *)PyObject_Malloc(sizeof(Py_tss_t));
  *key = Py_tss_NEEDS_INIT;
  return key;
}
static CYTHON_INLINE void PyThread_tss_free(Py_tss_t *key) {
  PyObject_Free(key);
}
static CYTHON_INLINE int PyThread_tss_is_created(Py_tss_t *key) {
  return *key != Py_tss_NEEDS_INIT;
}
static CYTHON_INLINE void PyThread_tss_delete(Py_tss_t *key) {
  PyThread_delete_key(*key);
  *key = Py_tss_NEEDS_INIT;
}
static CYTHON_INLINE int PyThread_tss_set(Py_tss_t *key, void *value) {
  return PyThread_set_key_value(*key, value);
}
static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) {
  return PyThread_get_key_value(*key);
}
#endif
#if CYTHON_COMPILING_IN_CPYTHON || defined(_PyDict_NewPresized)
#define __Pyx_PyDict_NewPresized(n)  ((n <= 8) ? PyDict_New() : _PyDict_NewPresized(n))
#else
#define __Pyx_PyDict_NewPresized(n)  PyDict_New()
#endif
#if PY_MAJOR_VERSION >= 3 || CYTHON_FUTURE_DIVISION
  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_TrueDivide(x,y)
  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceTrueDivide(x,y)
#else
  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_Divide(x,y)
  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceDivide(x,y)
#endif
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1 && CYTHON_USE_UNICODE_INTERNALS
#define __Pyx_PyDict_GetItemStr(dict, name)  _PyDict_GetItem_KnownHash(dict, name, ((PyASCIIObject *) name)->hash)
#else
#define __Pyx_PyDict_GetItemStr(dict, name)  PyDict_GetItem(dict, name)
#endif
#if PY_VERSION_HEX > 0x03030000 && defined(PyUnicode_KIND)
  #define CYTHON_PEP393_ENABLED 1
  #define __Pyx_PyUnicode_READY(op)       (likely(PyUnicode_IS_READY(op)) ?\
                                              0 : _PyUnicode_Ready((PyObject *)(op)))
  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GET_LENGTH(u)
  #define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_READ_CHAR(u, i)
  #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u)   PyUnicode_MAX_CHAR_VALUE(u)
  #define __Pyx_PyUnicode_KIND(u)         PyUnicode_KIND(u)
  #define __Pyx_PyUnicode_DATA(u)         PyUnicode_DATA(u)
  #define __Pyx_PyUnicode_READ(k, d, i)   PyUnicode_READ(k, d, i)
  #define __Pyx_PyUnicode_WRITE(k, d, i, ch)  PyUnicode_WRITE(k, d, i, ch)
  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u)))
#else
  #define CYTHON_PEP393_ENABLED 0
  #define PyUnicode_1BYTE_KIND  1
  #define PyUnicode_2BYTE_KIND  2
  #define PyUnicode_4BYTE_KIND  4
  #define __Pyx_PyUnicode_READY(op)       (0)
  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GET_SIZE(u)
  #define __Pyx_PyUnicode_READ_CHAR(u, i) ((Py_UCS4)(PyUnicode_AS_UNICODE(u)[i]))
  #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u)   ((sizeof(Py_UNICODE) == 2) ? 65535 : 1114111)
  #define __Pyx_PyUnicode_KIND(u)         (sizeof(Py_UNICODE))
  #define __Pyx_PyUnicode_DATA(u)         ((void*)PyUnicode_AS_UNICODE(u))
  #define __Pyx_PyUnicode_READ(k, d, i)   ((void)(k), (Py_UCS4)(((Py_UNICODE*)d)[i]))
  #define __Pyx_PyUnicode_WRITE(k, d, i, ch)  (((void)(k)), ((Py_UNICODE*)d)[i] = ch)
  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != PyUnicode_GET_SIZE(u))
#endif
#if CYTHON_COMPILING_IN_PYPY
  #define __Pyx_PyUnicode_Concat(a, b)      PyNumber_Add(a, b)
  #define __Pyx_PyUnicode_ConcatSafe(a, b)  PyNumber_Add(a, b)
#else
  #define __Pyx_PyUnicode_Concat(a, b)      PyUnicode_Concat(a, b)
  #define __Pyx_PyUnicode_ConcatSafe(a, b)  ((unlikely((a) == Py_None) || unlikely((b) == Py_None)) ?\
      PyNumber_Add(a, b) : __Pyx_PyUnicode_Concat(a, b))
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyUnicode_Contains)
  #define PyUnicode_Contains(u, s)  PySequence_Contains(u, s)
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyByteArray_Check)
  #define PyByteArray_Check(obj)  PyObject_TypeCheck(obj, &PyByteArray_Type)
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Format)
  #define PyObject_Format(obj, fmt)  PyObject_CallMethod(obj, "__format__", "O", fmt)
#endif
#define __Pyx_PyString_FormatSafe(a, b)   ((unlikely((a) == Py_None || (PyString_Check(b) && !PyString_CheckExact(b)))) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
#define __Pyx_PyUnicode_FormatSafe(a, b)  ((unlikely((a) == Py_None || (PyUnicode_Check(b) && !PyUnicode_CheckExact(b)))) ? PyNumber_Remainder(a, b) : PyUnicode_Format(a, b))
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyString_Format(a, b)  PyUnicode_Format(a, b)
#else
  #define __Pyx_PyString_Format(a, b)  PyString_Format(a, b)
#endif
#if PY_MAJOR_VERSION < 3 && !defined(PyObject_ASCII)
  #define PyObject_ASCII(o)            PyObject_Repr(o)
#endif
#if PY_MAJOR_VERSION >= 3
  #define PyBaseString_Type            PyUnicode_Type
  #define PyStringObject               PyUnicodeObject
  #define PyString_Type                PyUnicode_Type
  #define PyString_Check               PyUnicode_Check
  #define PyString_CheckExact          PyUnicode_CheckExact
  #define PyObject_Unicode             PyObject_Str
#endif
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj)
  #define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj)
#else
  #define __Pyx_PyBaseString_Check(obj) (PyString_Check(obj) || PyUnicode_Check(obj))
  #define __Pyx_PyBaseString_CheckExact(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj))
#endif
#ifndef PySet_CheckExact
  #define PySet_CheckExact(obj)        (Py_TYPE(obj) == &PySet_Type)
#endif
#if CYTHON_ASSUME_SAFE_MACROS
  #define __Pyx_PySequence_SIZE(seq)  Py_SIZE(seq)
#else
  #define __Pyx_PySequence_SIZE(seq)  PySequence_Size(seq)
#endif
#if PY_MAJOR_VERSION >= 3
  #define PyIntObject                  PyLongObject
  #define PyInt_Type                   PyLong_Type
  #define PyInt_Check(op)              PyLong_Check(op)
  #define PyInt_CheckExact(op)         PyLong_CheckExact(op)
  #define PyInt_FromString             PyLong_FromString
  #define PyInt_FromUnicode            PyLong_FromUnicode
  #define PyInt_FromLong               PyLong_FromLong
  #define PyInt_FromSize_t             PyLong_FromSize_t
  #define PyInt_FromSsize_t            PyLong_FromSsize_t
  #define PyInt_AsLong                 PyLong_AsLong
  #define PyInt_AS_LONG                PyLong_AS_LONG
  #define PyInt_AsSsize_t              PyLong_AsSsize_t
  #define PyInt_AsUnsignedLongMask     PyLong_AsUnsignedLongMask
  #define PyInt_AsUnsignedLongLongMask PyLong_AsUnsignedLongLongMask
  #define PyNumber_Int                 PyNumber_Long
#endif
#if PY_MAJOR_VERSION >= 3
  #define PyBoolObject                 PyLongObject
#endif
#if PY_MAJOR_VERSION >= 3 && CYTHON_COMPILING_IN_PYPY
  #ifndef PyUnicode_InternFromString
    #define PyUnicode_InternFromString(s) PyUnicode_FromString(s)
  #endif
#endif
#if PY_VERSION_HEX < 0x030200A4
  typedef long Py_hash_t;
  #define __Pyx_PyInt_FromHash_t PyInt_FromLong
  #define __Pyx_PyInt_AsHash_t   PyInt_AsLong
#else
  #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
  #define __Pyx_PyInt_AsHash_t   PyInt_AsSsize_t
#endif
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : (Py_INCREF(func), func))
#else
  #define __Pyx_PyMethod_New(func, self, klass) PyMethod_New(func, self, klass)
#endif
#if CYTHON_USE_ASYNC_SLOTS
  #if PY_VERSION_HEX >= 0x030500B1
    #define __Pyx_PyAsyncMethodsStruct PyAsyncMethods
    #define __Pyx_PyType_AsAsync(obj) (Py_TYPE(obj)->tp_as_async)
  #else
    #define __Pyx_PyType_AsAsync(obj) ((__Pyx_PyAsyncMethodsStruct*) (Py_TYPE(obj)->tp_reserved))
  #endif
#else
  #define __Pyx_PyType_AsAsync(obj) NULL
#endif
#ifndef __Pyx_PyAsyncMethodsStruct
    typedef struct {
        unaryfunc am_await;
        unaryfunc am_aiter;
        unaryfunc am_anext;
    } __Pyx_PyAsyncMethodsStruct;
#endif

#if defined(WIN32) || defined(MS_WINDOWS)
  #define _USE_MATH_DEFINES
#endif
#include <math.h>
#ifdef NAN
#define __PYX_NAN() ((float) NAN)
#else
static CYTHON_INLINE float __PYX_NAN() {
  float value;
  memset(&value, 0xFF, sizeof(value));
  return value;
}
#endif
#if defined(__CYGWIN__) && defined(_LDBL_EQ_DBL)
#define __Pyx_truncl trunc
#else
#define __Pyx_truncl truncl
#endif


#define __PYX_ERR(f_index, lineno, Ln_error) \
{ \
  __pyx_filename = __pyx_f[f_index]; __pyx_lineno = lineno; __pyx_clineno = __LINE__; goto Ln_error; \
}

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

#define __PYX_HAVE__analysis
#define __PYX_HAVE_API__analysis
/* Early includes */
#ifdef _OPENMP
#include <omp.h>
#endif /* _OPENMP */

#if defined(PYREX_WITHOUT_ASSERTIONS) && !defined(CYTHON_WITHOUT_ASSERTIONS)
#define CYTHON_WITHOUT_ASSERTIONS
#endif

typedef struct {PyObject **p; const char *s; const Py_ssize_t n; const char* encoding;
                const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry;

#define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0
#define __PYX_DEFAULT_STRING_ENCODING_IS_UTF8 0
#define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT (PY_MAJOR_VERSION >= 3 && __PYX_DEFAULT_STRING_ENCODING_IS_UTF8)
#define __PYX_DEFAULT_STRING_ENCODING ""
#define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString
#define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
#define __Pyx_uchar_cast(c) ((unsigned char)c)
#define __Pyx_long_cast(x) ((long)x)
#define __Pyx_fits_Py_ssize_t(v, type, is_signed)  (\
    (sizeof(type) < sizeof(Py_ssize_t))  ||\
    (sizeof(type) > sizeof(Py_ssize_t) &&\
          likely(v < (type)PY_SSIZE_T_MAX ||\
                 v == (type)PY_SSIZE_T_MAX)  &&\
          (!is_signed || likely(v > (type)PY_SSIZE_T_MIN ||\
                                v == (type)PY_SSIZE_T_MIN)))  ||\
    (sizeof(type) == sizeof(Py_ssize_t) &&\
          (is_signed || likely(v < (type)PY_SSIZE_T_MAX ||\
                               v == (type)PY_SSIZE_T_MAX)))  )
static CYTHON_INLINE int __Pyx_is_valid_index(Py_ssize_t i, Py_ssize_t limit) {
    return (size_t) i < (size_t) limit;
}
#if defined (__cplusplus) && __cplusplus >= 201103L
    #include <cstdlib>
    #define __Pyx_sst_abs(value) std::abs(value)
#elif SIZEOF_INT >= SIZEOF_SIZE_T
    #define __Pyx_sst_abs(value) abs(value)
#elif SIZEOF_LONG >= SIZEOF_SIZE_T
    #define __Pyx_sst_abs(value) labs(value)
#elif defined (_MSC_VER)
    #define __Pyx_sst_abs(value) ((Py_ssize_t)_abs64(value))
#elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define __Pyx_sst_abs(value) llabs(value)
#elif defined (__GNUC__)
    #define __Pyx_sst_abs(value) __builtin_llabs(value)
#else
    #define __Pyx_sst_abs(value) ((value<0) ? -value : value)
#endif
static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject*);
static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject*, Py_ssize_t* length);
#define __Pyx_PyByteArray_FromString(s) PyByteArray_FromStringAndSize((const char*)s, strlen((const char*)s))
#define __Pyx_PyByteArray_FromStringAndSize(s, l) PyByteArray_FromStringAndSize((const char*)s, l)
#define __Pyx_PyBytes_FromString        PyBytes_FromString
#define __Pyx_PyBytes_FromStringAndSize PyBytes_FromStringAndSize
static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char*);
#if PY_MAJOR_VERSION < 3
    #define __Pyx_PyStr_FromString        __Pyx_PyBytes_FromString
    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
#else
    #define __Pyx_PyStr_FromString        __Pyx_PyUnicode_FromString
    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyUnicode_FromStringAndSize
#endif
#define __Pyx_PyBytes_AsWritableString(s)     ((char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsWritableSString(s)    ((signed char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsWritableUString(s)    ((unsigned char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsString(s)     ((const char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsSString(s)    ((const signed char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsUString(s)    ((const unsigned char*) PyBytes_AS_STRING(s))
#define __Pyx_PyObject_AsWritableString(s)    ((char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsWritableSString(s)    ((signed char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsWritableUString(s)    ((unsigned char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsSString(s)    ((const signed char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsUString(s)    ((const unsigned char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_FromCString(s)  __Pyx_PyObject_FromString((const char*)s)
#define __Pyx_PyBytes_FromCString(s)   __Pyx_PyBytes_FromString((const char*)s)
#define __Pyx_PyByteArray_FromCString(s)   __Pyx_PyByteArray_FromString((const char*)s)
#define __Pyx_PyStr_FromCString(s)     __Pyx_PyStr_FromString((const char*)s)
#define __Pyx_PyUnicode_FromCString(s) __Pyx_PyUnicode_FromString((const char*)s)
static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u) {
    const Py_UNICODE *u_end = u;
    while (*u_end++) ;
    return (size_t)(u_end - u - 1);
}
#define __Pyx_PyUnicode_FromUnicode(u)       PyUnicode_FromUnicode(u, __Pyx_Py_UNICODE_strlen(u))
#define __Pyx_PyUnicode_FromUnicodeAndLength PyUnicode_FromUnicode
#define __Pyx_PyUnicode_AsUnicode            PyUnicode_AsUnicode
#define __Pyx_NewRef(obj) (Py_INCREF(obj), obj)
#define __Pyx_Owned_Py_None(b) __Pyx_NewRef(Py_None)
static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b);
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject*);
static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x);
#define __Pyx_PySequence_Tuple(obj)\
    (likely(PyTuple_CheckExact(obj)) ? __Pyx_NewRef(obj) : PySequence_Tuple(obj))
static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t);
#if CYTHON_ASSUME_SAFE_MACROS
#define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))
#else
#define __pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x)
#endif
#define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x))
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyNumber_Int(x) (PyLong_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Long(x))
#else
#define __Pyx_PyNumber_Int(x) (PyInt_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Int(x))
#endif
#define __Pyx_PyNumber_Float(x) (PyFloat_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Float(x))
#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
static int __Pyx_sys_getdefaultencoding_not_ascii;
static int __Pyx_init_sys_getdefaultencoding_params(void) {
    PyObject* sys;
    PyObject* default_encoding = NULL;
    PyObject* ascii_chars_u = NULL;
    PyObject* ascii_chars_b = NULL;
    const char* default_encoding_c;
    sys = PyImport_ImportModule("sys");
    if (!sys) goto bad;
    default_encoding = PyObject_CallMethod(sys, (char*) "getdefaultencoding", NULL);
    Py_DECREF(sys);
    if (!default_encoding) goto bad;
    default_encoding_c = PyBytes_AsString(default_encoding);
    if (!default_encoding_c) goto bad;
    if (strcmp(default_encoding_c, "ascii") == 0) {
        __Pyx_sys_getdefaultencoding_not_ascii = 0;
    } else {
        char ascii_chars[128];
        int c;
        for (c = 0; c < 128; c++) {
            ascii_chars[c] = c;
        }
        __Pyx_sys_getdefaultencoding_not_ascii = 1;
        ascii_chars_u = PyUnicode_DecodeASCII(ascii_chars, 128, NULL);
        if (!ascii_chars_u) goto bad;
        ascii_chars_b = PyUnicode_AsEncodedString(ascii_chars_u, default_encoding_c, NULL);
        if (!ascii_chars_b || !PyBytes_Check(ascii_chars_b) || memcmp(ascii_chars, PyBytes_AS_STRING(ascii_chars_b), 128) != 0) {
            PyErr_Format(
                PyExc_ValueError,
                "This module compiled with c_string_encoding=ascii, but default encoding '%.200s' is not a superset of ascii.",
                default_encoding_c);
            goto bad;
        }
        Py_DECREF(ascii_chars_u);
        Py_DECREF(ascii_chars_b);
    }
    Py_DECREF(default_encoding);
    return 0;
bad:
    Py_XDECREF(default_encoding);
    Py_XDECREF(ascii_chars_u);
    Py_XDECREF(ascii_chars_b);
    return -1;
}
#endif
#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT && PY_MAJOR_VERSION >= 3
#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_DecodeUTF8(c_str, size, NULL)
#else
#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_Decode(c_str, size, __PYX_DEFAULT_STRING_ENCODING, NULL)
#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
static char* __PYX_DEFAULT_STRING_ENCODING;
static int __Pyx_init_sys_getdefaultencoding_params(void) {
    PyObject* sys;
    PyObject* default_encoding = NULL;
    char* default_encoding_c;
    sys = PyImport_ImportModule("sys");
    if (!sys) goto bad;
    default_encoding = PyObject_CallMethod(sys, (char*) (const char*) "getdefaultencoding", NULL);
    Py_DECREF(sys);
    if (!default_encoding) goto bad;
    default_encoding_c = PyBytes_AsString(default_encoding);
    if (!default_encoding_c) goto bad;
    __PYX_DEFAULT_STRING_ENCODING = (char*) malloc(strlen(default_encoding_c) + 1);
    if (!__PYX_DEFAULT_STRING_ENCODING) goto bad;
    strcpy(__PYX_DEFAULT_STRING_ENCODING, default_encoding_c);
    Py_DECREF(default_encoding);
    return 0;
bad:
    Py_XDECREF(default_encoding);
    return -1;
}
#endif
#endif


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

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


static const char *__pyx_f[] = {
  "analysis.py",
};

/*--- Type declarations ---*/
struct __pyx_obj_8analysis___pyx_scope_struct___sum;
struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr;
struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg;
struct __pyx_obj_8analysis___pyx_scope_struct_3__ss;
struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr;
struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr;

/* "analysis.py":962
 * 
 * 
 * def _sum(data, start=0):             # <<<<<<<<<<<<<<
 *     count = 0
 *     n, d = _exact_ratio(start)
 */
struct __pyx_obj_8analysis___pyx_scope_struct___sum {
  PyObject_HEAD
  PyObject *__pyx_v_partials;
};


/* "analysis.py":979
 *     else:
 * 
 *         total = sum(Fraction(n, d) for d, n in sorted(partials.items()))             # <<<<<<<<<<<<<<
 *     return (T, total, count)
 * 
 */
struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr {
  PyObject_HEAD
  struct __pyx_obj_8analysis___pyx_scope_struct___sum *__pyx_outer_scope;
  PyObject *__pyx_v_d;
  PyObject *__pyx_v_n;
  PyObject *__pyx_t_0;
  Py_ssize_t __pyx_t_1;
};


/* "analysis.py":1092
 * 
 * 
 * def _fail_neg(values, errmsg='negative value'):             # <<<<<<<<<<<<<<
 * 
 *     for x in values:
 */
struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg {
  PyObject_HEAD
  PyObject *__pyx_v_errmsg;
  PyObject *__pyx_v_values;
  PyObject *__pyx_v_x;
  PyObject *__pyx_t_0;
  Py_ssize_t __pyx_t_1;
  PyObject *(*__pyx_t_2)(PyObject *);
};


/* "analysis.py":1138
 * 
 * 
 * def _ss(data, c=None):             # <<<<<<<<<<<<<<
 * 
 *     if c is None:
 */
struct __pyx_obj_8analysis___pyx_scope_struct_3__ss {
  PyObject_HEAD
  PyObject *__pyx_v_c;
  PyObject *__pyx_v_data;
};


/* "analysis.py":1142
 *     if c is None:
 *         c = mean(data)
 *     T, total, count = _sum((x - c)**2 for x in data)             # <<<<<<<<<<<<<<
 * 
 *     U, total2, count2 = _sum((x - c) for x in data)
 */
struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr {
  PyObject_HEAD
  struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *__pyx_outer_scope;
  PyObject *__pyx_v_x;
  PyObject *__pyx_t_0;
  Py_ssize_t __pyx_t_1;
  PyObject *(*__pyx_t_2)(PyObject *);
};


/* "analysis.py":1144
 *     T, total, count = _sum((x - c)**2 for x in data)
 * 
 *     U, total2, count2 = _sum((x - c) for x in data)             # <<<<<<<<<<<<<<
 *     assert T == U and count == count2
 *     total -= total2**2 / len(data)
 */
struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr {
  PyObject_HEAD
  struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *__pyx_outer_scope;
  PyObject *__pyx_v_x;
  PyObject *__pyx_t_0;
  Py_ssize_t __pyx_t_1;
  PyObject *(*__pyx_t_2)(PyObject *);
};


/* --- Runtime support code (head) --- */
/* Refnanny.proto */
#ifndef CYTHON_REFNANNY
  #define CYTHON_REFNANNY 0
#endif
#if CYTHON_REFNANNY
  typedef struct {
    void (*INCREF)(void*, PyObject*, int);
    void (*DECREF)(void*, PyObject*, int);
    void (*GOTREF)(void*, PyObject*, int);
    void (*GIVEREF)(void*, PyObject*, int);
    void* (*SetupContext)(const char*, int, const char*);
    void (*FinishContext)(void**);
  } __Pyx_RefNannyAPIStruct;
  static __Pyx_RefNannyAPIStruct *__Pyx_RefNanny = NULL;
  static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname);
  #define __Pyx_RefNannyDeclarations void *__pyx_refnanny = NULL;
#ifdef WITH_THREAD
  #define __Pyx_RefNannySetupContext(name, acquire_gil)\
          if (acquire_gil) {\
              PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();\
              __pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__);\
              PyGILState_Release(__pyx_gilstate_save);\
          } else {\
              __pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__);\
          }
#else
  #define __Pyx_RefNannySetupContext(name, acquire_gil)\
          __pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__)
#endif
  #define __Pyx_RefNannyFinishContext()\
          __Pyx_RefNanny->FinishContext(&__pyx_refnanny)
  #define __Pyx_INCREF(r)  __Pyx_RefNanny->INCREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_DECREF(r)  __Pyx_RefNanny->DECREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_GOTREF(r)  __Pyx_RefNanny->GOTREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_GIVEREF(r) __Pyx_RefNanny->GIVEREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_XINCREF(r)  do { if((r) != NULL) {__Pyx_INCREF(r); }} while(0)
  #define __Pyx_XDECREF(r)  do { if((r) != NULL) {__Pyx_DECREF(r); }} while(0)
  #define __Pyx_XGOTREF(r)  do { if((r) != NULL) {__Pyx_GOTREF(r); }} while(0)
  #define __Pyx_XGIVEREF(r) do { if((r) != NULL) {__Pyx_GIVEREF(r);}} while(0)
#else
  #define __Pyx_RefNannyDeclarations
  #define __Pyx_RefNannySetupContext(name, acquire_gil)
  #define __Pyx_RefNannyFinishContext()
  #define __Pyx_INCREF(r) Py_INCREF(r)
  #define __Pyx_DECREF(r) Py_DECREF(r)
  #define __Pyx_GOTREF(r)
  #define __Pyx_GIVEREF(r)
  #define __Pyx_XINCREF(r) Py_XINCREF(r)
  #define __Pyx_XDECREF(r) Py_XDECREF(r)
  #define __Pyx_XGOTREF(r)
  #define __Pyx_XGIVEREF(r)
#endif
#define __Pyx_XDECREF_SET(r, v) do {\
        PyObject *tmp = (PyObject *) r;\
        r = v; __Pyx_XDECREF(tmp);\
    } while (0)
#define __Pyx_DECREF_SET(r, v) do {\
        PyObject *tmp = (PyObject *) r;\
        r = v; __Pyx_DECREF(tmp);\
    } while (0)
#define __Pyx_CLEAR(r)    do { PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);} while(0)
#define __Pyx_XCLEAR(r)   do { if((r) != NULL) {PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);}} while(0)

/* PyObjectGetAttrStr.proto */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name);
#else
#define __Pyx_PyObject_GetAttrStr(o,n) PyObject_GetAttr(o,n)
#endif

/* GetBuiltinName.proto */
static PyObject *__Pyx_GetBuiltinName(PyObject *name);

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

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

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

/* IncludeStringH.proto */
#include <string.h>

/* BytesEquals.proto */
static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals);

/* UnicodeEquals.proto */
static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals);

/* StrEquals.proto */
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyString_Equals __Pyx_PyUnicode_Equals
#else
#define __Pyx_PyString_Equals __Pyx_PyBytes_Equals
#endif

/* PyDictVersioning.proto */
#if CYTHON_USE_DICT_VERSIONS && CYTHON_USE_TYPE_SLOTS
#define __PYX_DICT_VERSION_INIT  ((PY_UINT64_T) -1)
#define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
#define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)\
    (version_var) = __PYX_GET_DICT_VERSION(dict);\
    (cache_var) = (value);
#define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP) {\
    static PY_UINT64_T __pyx_dict_version = 0;\
    static PyObject *__pyx_dict_cached_value = NULL;\
    if (likely(__PYX_GET_DICT_VERSION(DICT) == __pyx_dict_version)) {\
        (VAR) = __pyx_dict_cached_value;\
    } else {\
        (VAR) = __pyx_dict_cached_value = (LOOKUP);\
        __pyx_dict_version = __PYX_GET_DICT_VERSION(DICT);\
    }\
}
static CYTHON_INLINE PY_UINT64_T __Pyx_get_tp_dict_version(PyObject *obj);
static CYTHON_INLINE PY_UINT64_T __Pyx_get_object_dict_version(PyObject *obj);
static CYTHON_INLINE int __Pyx_object_dict_version_matches(PyObject* obj, PY_UINT64_T tp_dict_version, PY_UINT64_T obj_dict_version);
#else
#define __PYX_GET_DICT_VERSION(dict)  (0)
#define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)
#define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP)  (VAR) = (LOOKUP);
#endif

/* GetModuleGlobalName.proto */
#if CYTHON_USE_DICT_VERSIONS
#define __Pyx_GetModuleGlobalName(var, name)  {\
    static PY_UINT64_T __pyx_dict_version = 0;\
    static PyObject *__pyx_dict_cached_value = NULL;\
    (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
        (likely(__pyx_dict_cached_value) ? __Pyx_NewRef(__pyx_dict_cached_value) : __Pyx_GetBuiltinName(name)) :\
        __Pyx__GetModuleGlobalName(name, &__pyx_dict_version, &__pyx_dict_cached_value);\
}
#define __Pyx_GetModuleGlobalNameUncached(var, name)  {\
    PY_UINT64_T __pyx_dict_version;\
    PyObject *__pyx_dict_cached_value;\
    (var) = __Pyx__GetModuleGlobalName(name, &__pyx_dict_version, &__pyx_dict_cached_value);\
}
static PyObject *__Pyx__GetModuleGlobalName(PyObject *name, PY_UINT64_T *dict_version, PyObject **dict_cached_value);
#else
#define __Pyx_GetModuleGlobalName(var, name)  (var) = __Pyx__GetModuleGlobalName(name)
#define __Pyx_GetModuleGlobalNameUncached(var, name)  (var) = __Pyx__GetModuleGlobalName(name)
static CYTHON_INLINE PyObject *__Pyx__GetModuleGlobalName(PyObject *name);
#endif

/* PyFunctionFastCall.proto */
#if CYTHON_FAST_PYCALL
#define __Pyx_PyFunction_FastCall(func, args, nargs)\
    __Pyx_PyFunction_FastCallDict((func), (args), (nargs), NULL)
#if 1 || PY_VERSION_HEX < 0x030600B1
static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, int nargs, PyObject *kwargs);
#else
#define __Pyx_PyFunction_FastCallDict(func, args, nargs, kwargs) _PyFunction_FastCallDict(func, args, nargs, kwargs)
#endif
#define __Pyx_BUILD_ASSERT_EXPR(cond)\
    (sizeof(char [1 - 2*!(cond)]) - 1)
#ifndef Py_MEMBER_SIZE
#define Py_MEMBER_SIZE(type, member) sizeof(((type *)0)->member)
#endif
  static size_t __pyx_pyframe_localsplus_offset = 0;
  #include "frameobject.h"
  #define __Pxy_PyFrame_Initialize_Offsets()\
    ((void)__Pyx_BUILD_ASSERT_EXPR(sizeof(PyFrameObject) == offsetof(PyFrameObject, f_localsplus) + Py_MEMBER_SIZE(PyFrameObject, f_localsplus)),\
     (void)(__pyx_pyframe_localsplus_offset = ((size_t)PyFrame_Type.tp_basicsize) - Py_MEMBER_SIZE(PyFrameObject, f_localsplus)))
  #define __Pyx_PyFrame_GetLocalsplus(frame)\
    (assert(__pyx_pyframe_localsplus_offset), (PyObject **)(((char *)(frame)) + __pyx_pyframe_localsplus_offset))
#endif

/* PyObjectCall.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw);
#else
#define __Pyx_PyObject_Call(func, arg, kw) PyObject_Call(func, arg, kw)
#endif

/* PyObjectCallMethO.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg);
#endif

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

/* PyCFunctionFastCall.proto */
#if CYTHON_FAST_PYCCALL
static CYTHON_INLINE PyObject *__Pyx_PyCFunction_FastCall(PyObject *func, PyObject **args, Py_ssize_t nargs);
#else
#define __Pyx_PyCFunction_FastCall(func, args, nargs)  (assert(0), NULL)
#endif

/* PyObjectCallOneArg.proto */
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg);

/* PyObjectCall2Args.proto */
static CYTHON_UNUSED PyObject* __Pyx_PyObject_Call2Args(PyObject* function, PyObject* arg1, PyObject* arg2);

/* GetTopmostException.proto */
#if CYTHON_USE_EXC_INFO_STACK
static _PyErr_StackItem * __Pyx_PyErr_GetTopmostException(PyThreadState *tstate);
#endif

/* PyThreadStateGet.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyThreadState_declare  PyThreadState *__pyx_tstate;
#define __Pyx_PyThreadState_assign  __pyx_tstate = __Pyx_PyThreadState_Current;
#define __Pyx_PyErr_Occurred()  __pyx_tstate->curexc_type
#else
#define __Pyx_PyThreadState_declare
#define __Pyx_PyThreadState_assign
#define __Pyx_PyErr_Occurred()  PyErr_Occurred()
#endif

/* SaveResetException.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_ExceptionSave(type, value, tb)  __Pyx__ExceptionSave(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#define __Pyx_ExceptionReset(type, value, tb)  __Pyx__ExceptionReset(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
#else
#define __Pyx_ExceptionSave(type, value, tb)   PyErr_GetExcInfo(type, value, tb)
#define __Pyx_ExceptionReset(type, value, tb)  PyErr_SetExcInfo(type, value, tb)
#endif

/* GetException.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_GetException(type, value, tb)  __Pyx__GetException(__pyx_tstate, type, value, tb)
static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#else
static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb);
#endif

/* PyErrFetchRestore.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyErr_Clear() __Pyx_ErrRestore(NULL, NULL, NULL)
#define __Pyx_ErrRestoreWithState(type, value, tb)  __Pyx_ErrRestoreInState(PyThreadState_GET(), type, value, tb)
#define __Pyx_ErrFetchWithState(type, value, tb)    __Pyx_ErrFetchInState(PyThreadState_GET(), type, value, tb)
#define __Pyx_ErrRestore(type, value, tb)  __Pyx_ErrRestoreInState(__pyx_tstate, type, value, tb)
#define __Pyx_ErrFetch(type, value, tb)    __Pyx_ErrFetchInState(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_PyErr_SetNone(exc) (Py_INCREF(exc), __Pyx_ErrRestore((exc), NULL, NULL))
#else
#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
#endif
#else
#define __Pyx_PyErr_Clear() PyErr_Clear()
#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
#define __Pyx_ErrRestoreWithState(type, value, tb)  PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetchWithState(type, value, tb)  PyErr_Fetch(type, value, tb)
#define __Pyx_ErrRestoreInState(tstate, type, value, tb)  PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetchInState(tstate, type, value, tb)  PyErr_Fetch(type, value, tb)
#define __Pyx_ErrRestore(type, value, tb)  PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetch(type, value, tb)  PyErr_Fetch(type, value, tb)
#endif

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

/* PyObjectSetAttrStr.proto */
#if CYTHON_USE_TYPE_SLOTS
#define __Pyx_PyObject_DelAttrStr(o,n) __Pyx_PyObject_SetAttrStr(o, n, NULL)
static CYTHON_INLINE int __Pyx_PyObject_SetAttrStr(PyObject* obj, PyObject* attr_name, PyObject* value);
#else
#define __Pyx_PyObject_DelAttrStr(o,n)   PyObject_DelAttr(o,n)
#define __Pyx_PyObject_SetAttrStr(o,n,v) PyObject_SetAttr(o,n,v)
#endif

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

/* PyObjectGetMethod.proto */
static int __Pyx_PyObject_GetMethod(PyObject *obj, PyObject *name, PyObject **method);

/* PyObjectCallMethod1.proto */
static PyObject* __Pyx_PyObject_CallMethod1(PyObject* obj, PyObject* method_name, PyObject* arg);

/* append.proto */
static CYTHON_INLINE int __Pyx_PyObject_Append(PyObject* L, PyObject* x);

/* GetItemInt.proto */
#define __Pyx_GetItemInt(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
    __Pyx_GetItemInt_Fast(o, (Py_ssize_t)i, is_list, wraparound, boundscheck) :\
    (is_list ? (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL) :\
               __Pyx_GetItemInt_Generic(o, to_py_func(i))))
#define __Pyx_GetItemInt_List(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
    __Pyx_GetItemInt_List_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) :\
    (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL))
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
                                                              int wraparound, int boundscheck);
#define __Pyx_GetItemInt_Tuple(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
    __Pyx_GetItemInt_Tuple_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) :\
    (PyErr_SetString(PyExc_IndexError, "tuple index out of range"), (PyObject*)NULL))
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
                                                              int wraparound, int boundscheck);
static PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j);
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i,
                                                     int is_list, int wraparound, int boundscheck);

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

/* PyObjectLookupSpecial.proto */
#if CYTHON_USE_PYTYPE_LOOKUP && CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PyObject* __Pyx_PyObject_LookupSpecial(PyObject* obj, PyObject* attr_name) {
    PyObject *res;
    PyTypeObject *tp = Py_TYPE(obj);
#if PY_MAJOR_VERSION < 3
    if (unlikely(PyInstance_Check(obj)))
        return __Pyx_PyObject_GetAttrStr(obj, attr_name);
#endif
    res = _PyType_Lookup(tp, attr_name);
    if (likely(res)) {
        descrgetfunc f = Py_TYPE(res)->tp_descr_get;
        if (!f) {
            Py_INCREF(res);
        } else {
            res = f(res, obj, (PyObject *)tp);
        }
    } else {
        PyErr_SetObject(PyExc_AttributeError, attr_name);
    }
    return res;
}
#else
#define __Pyx_PyObject_LookupSpecial(o,n) __Pyx_PyObject_GetAttrStr(o,n)
#endif

/* None.proto */
static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname);

/* PyIntCompare.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_EqObjC(PyObject *op1, PyObject *op2, long intval, long inplace);

/* ObjectGetItem.proto */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PyObject *__Pyx_PyObject_GetItem(PyObject *obj, PyObject* key);
#else
#define __Pyx_PyObject_GetItem(obj, key)  PyObject_GetItem(obj, key)
#endif

/* RaiseTooManyValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);

/* RaiseNeedMoreValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);

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

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

/* pyobject_as_double.proto */
static double __Pyx__PyObject_AsDouble(PyObject* obj);
#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

/* PyIntBinop.proto */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_SubtractObjC(PyObject *op1, PyObject *op2, long intval, int inplace, int zerodivision_check);
#else
#define __Pyx_PyInt_SubtractObjC(op1, op2, intval, inplace, zerodivision_check)\
    (inplace ? PyNumber_InPlaceSubtract(op1, op2) : PyNumber_Subtract(op1, op2))
#endif

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

/* PyIntBinop.proto */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_AddObjC(PyObject *op1, PyObject *op2, long intval, int inplace, int zerodivision_check);
#else
#define __Pyx_PyInt_AddObjC(op1, op2, intval, inplace, zerodivision_check)\
    (inplace ? PyNumber_InPlaceAdd(op1, op2) : PyNumber_Add(op1, op2))
#endif

/* FetchCommonType.proto */
static PyTypeObject* __Pyx_FetchCommonType(PyTypeObject* type);

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

/* pop_index.proto */
static PyObject* __Pyx__PyObject_PopNewIndex(PyObject* L, PyObject* py_ix);
static PyObject* __Pyx__PyObject_PopIndex(PyObject* L, PyObject* py_ix);
#if CYTHON_USE_PYLIST_INTERNALS && CYTHON_ASSUME_SAFE_MACROS
static PyObject* __Pyx__PyList_PopIndex(PyObject* L, PyObject* py_ix, Py_ssize_t ix);
#define __Pyx_PyObject_PopIndex(L, py_ix, ix, is_signed, type, to_py_func) (\
    (likely(PyList_CheckExact(L) && __Pyx_fits_Py_ssize_t(ix, type, is_signed))) ?\
        __Pyx__PyList_PopIndex(L, py_ix, ix) : (\
        (unlikely((py_ix) == Py_None)) ? __Pyx__PyObject_PopNewIndex(L, to_py_func(ix)) :\
            __Pyx__PyObject_PopIndex(L, py_ix)))
#define __Pyx_PyList_PopIndex(L, py_ix, ix, is_signed, type, to_py_func) (\
    __Pyx_fits_Py_ssize_t(ix, type, is_signed) ?\
        __Pyx__PyList_PopIndex(L, py_ix, ix) : (\
        (unlikely((py_ix) == Py_None)) ? __Pyx__PyObject_PopNewIndex(L, to_py_func(ix)) :\
            __Pyx__PyObject_PopIndex(L, py_ix)))
#else
#define __Pyx_PyList_PopIndex(L, py_ix, ix, is_signed, type, to_py_func)\
    __Pyx_PyObject_PopIndex(L, py_ix, ix, is_signed, type, to_py_func)
#define __Pyx_PyObject_PopIndex(L, py_ix, ix, is_signed, type, to_py_func) (\
    (unlikely((py_ix) == Py_None)) ? __Pyx__PyObject_PopNewIndex(L, to_py_func(ix)) :\
        __Pyx__PyObject_PopIndex(L, py_ix))
#endif

/* UnpackUnboundCMethod.proto */
typedef struct {
    PyObject *type;
    PyObject **method_name;
    PyCFunction func;
    PyObject *method;
    int flag;
} __Pyx_CachedCFunction;

/* CallUnboundCMethod1.proto */
static PyObject* __Pyx__CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg);
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg);
#else
#define __Pyx_CallUnboundCMethod1(cfunc, self, arg)  __Pyx__CallUnboundCMethod1(cfunc, self, arg)
#endif

/* py_dict_items.proto */
static CYTHON_INLINE PyObject* __Pyx_PyDict_Items(PyObject* d);

/* CallUnboundCMethod0.proto */
static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self);
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_CallUnboundCMethod0(cfunc, self)\
    (likely((cfunc)->func) ?\
        (likely((cfunc)->flag == METH_NOARGS) ?  (*((cfunc)->func))(self, NULL) :\
         (PY_VERSION_HEX >= 0x030600B1 && likely((cfunc)->flag == METH_FASTCALL) ?\
            (PY_VERSION_HEX >= 0x030700A0 ?\
                (*(__Pyx_PyCFunctionFast)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0) :\
                (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0, NULL)) :\
          (PY_VERSION_HEX >= 0x030700A0 && (cfunc)->flag == (METH_FASTCALL | METH_KEYWORDS) ?\
            (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0, NULL) :\
            (likely((cfunc)->flag == (METH_VARARGS | METH_KEYWORDS)) ?  ((*(PyCFunctionWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, __pyx_empty_tuple, NULL)) :\
               ((cfunc)->flag == METH_VARARGS ?  (*((cfunc)->func))(self, __pyx_empty_tuple) :\
               __Pyx__CallUnboundCMethod0(cfunc, self)))))) :\
        __Pyx__CallUnboundCMethod0(cfunc, self))
#else
#define __Pyx_CallUnboundCMethod0(cfunc, self)  __Pyx__CallUnboundCMethod0(cfunc, self)
#endif

/* None.proto */
static CYTHON_INLINE void __Pyx_RaiseClosureNameError(const char *varname);

/* dict_getitem_default.proto */
static PyObject* __Pyx_PyDict_GetItemDefault(PyObject* d, PyObject* key, PyObject* default_value);

/* CallUnboundCMethod2.proto */
static PyObject* __Pyx__CallUnboundCMethod2(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg1, PyObject* arg2);
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030600B1
static CYTHON_INLINE PyObject *__Pyx_CallUnboundCMethod2(__Pyx_CachedCFunction *cfunc, PyObject *self, PyObject *arg1, PyObject *arg2);
#else
#define __Pyx_CallUnboundCMethod2(cfunc, self, arg1, arg2)  __Pyx__CallUnboundCMethod2(cfunc, self, arg1, arg2)
#endif

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

/* DictGetItem.proto */
#if PY_MAJOR_VERSION >= 3 && !CYTHON_COMPILING_IN_PYPY
static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key);
#define __Pyx_PyObject_Dict_GetItem(obj, name)\
    (likely(PyDict_CheckExact(obj)) ?\
     __Pyx_PyDict_GetItem(obj, name) : PyObject_GetItem(obj, name))
#else
#define __Pyx_PyDict_GetItem(d, key) PyObject_GetItem(d, key)
#define __Pyx_PyObject_Dict_GetItem(obj, name)  PyObject_GetItem(obj, name)
#endif

/* PyErrExceptionMatches.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyErr_ExceptionMatches(err) __Pyx_PyErr_ExceptionMatchesInState(__pyx_tstate, err)
static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err);
#else
#define __Pyx_PyErr_ExceptionMatches(err)  PyErr_ExceptionMatches(err)
#endif

/* PyIntCompare.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_NeObjC(PyObject *op1, PyObject *op2, long intval, long inplace);

/* PyIntBinop.proto */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_RemainderObjC(PyObject *op1, PyObject *op2, long intval, int inplace, int zerodivision_check);
#else
#define __Pyx_PyInt_RemainderObjC(op1, op2, intval, inplace, zerodivision_check)\
    (inplace ? PyNumber_InPlaceRemainder(op1, op2) : PyNumber_Remainder(op1, op2))
#endif

/* PyIntBinop.proto */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_FloorDivideObjC(PyObject *op1, PyObject *op2, long intval, int inplace, int zerodivision_check);
#else
#define __Pyx_PyInt_FloorDivideObjC(op1, op2, intval, inplace, zerodivision_check)\
    (inplace ? PyNumber_InPlaceFloorDivide(op1, op2) : PyNumber_FloorDivide(op1, op2))
#endif

/* PyObject_GenericGetAttrNoDict.proto */
#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
static CYTHON_INLINE PyObject* __Pyx_PyObject_GenericGetAttrNoDict(PyObject* obj, PyObject* attr_name);
#else
#define __Pyx_PyObject_GenericGetAttrNoDict PyObject_GenericGetAttr
#endif

/* Import.proto */
static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);

/* ImportFrom.proto */
static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name);

/* CalculateMetaclass.proto */
static PyObject *__Pyx_CalculateMetaclass(PyTypeObject *metaclass, PyObject *bases);

/* Py3ClassCreate.proto */
static PyObject *__Pyx_Py3MetaclassPrepare(PyObject *metaclass, PyObject *bases, PyObject *name, PyObject *qualname,
                                           PyObject *mkw, PyObject *modname, PyObject *doc);
static PyObject *__Pyx_Py3ClassCreate(PyObject *metaclass, PyObject *name, PyObject *bases, PyObject *dict,
                                      PyObject *mkw, int calculate_metaclass, int allow_py2_metaclass);

/* SetNameInClass.proto */
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1
#define __Pyx_SetNameInClass(ns, name, value)\
    (likely(PyDict_CheckExact(ns)) ? _PyDict_SetItem_KnownHash(ns, name, value, ((PyASCIIObject *) name)->hash) : PyObject_SetItem(ns, name, value))
#elif CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_SetNameInClass(ns, name, value)\
    (likely(PyDict_CheckExact(ns)) ? PyDict_SetItem(ns, name, value) : PyObject_SetItem(ns, name, value))
#else
#define __Pyx_SetNameInClass(ns, name, value)  PyObject_SetItem(ns, name, value)
#endif

/* CLineInTraceback.proto */
#ifdef CYTHON_CLINE_IN_TRACEBACK
#define __Pyx_CLineForTraceback(tstate, c_line)  (((CYTHON_CLINE_IN_TRACEBACK)) ? c_line : 0)
#else
static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line);
#endif

/* CodeObjectCache.proto */
typedef struct {
    PyCodeObject* code_object;
    int code_line;
} __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);

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

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

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value);

/* PyExec.proto */
static PyObject* __Pyx_PyExec3(PyObject*, PyObject*, PyObject*);
static CYTHON_INLINE PyObject* __Pyx_PyExec2(PyObject*, PyObject*);

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

/* GetAttr.proto */
static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *, PyObject *);

/* Globals.proto */
static PyObject* __Pyx_Globals(void);

/* CIntFromPy.proto */
static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);

/* CIntFromPy.proto */
static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);

/* FastTypeChecks.proto */
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_TypeCheck(obj, type) __Pyx_IsSubtype(Py_TYPE(obj), (PyTypeObject *)type)
static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject *type);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2);
#else
#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
#define __Pyx_PyErr_GivenExceptionMatches(err, type) PyErr_GivenExceptionMatches(err, type)
#define __Pyx_PyErr_GivenExceptionMatches2(err, type1, type2) (PyErr_GivenExceptionMatches(err, type1) || PyErr_GivenExceptionMatches(err, type2))
#endif
#define __Pyx_PyException_Check(obj) __Pyx_TypeCheck(obj, PyExc_Exception)

/* SwapException.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_ExceptionSwap(type, value, tb)  __Pyx__ExceptionSwap(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx__ExceptionSwap(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#else
static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb);
#endif

/* CoroutineBase.proto */
typedef PyObject *(*__pyx_coroutine_body_t)(PyObject *, PyThreadState *, PyObject *);
#if CYTHON_USE_EXC_INFO_STACK
#define __Pyx_ExcInfoStruct  _PyErr_StackItem
#else
typedef struct {
    PyObject *exc_type;
    PyObject *exc_value;
    PyObject *exc_traceback;
} __Pyx_ExcInfoStruct;
#endif
typedef struct {
    PyObject_HEAD
    __pyx_coroutine_body_t body;
    PyObject *closure;
    __Pyx_ExcInfoStruct gi_exc_state;
    PyObject *gi_weakreflist;
    PyObject *classobj;
    PyObject *yieldfrom;
    PyObject *gi_name;
    PyObject *gi_qualname;
    PyObject *gi_modulename;
    PyObject *gi_code;
    int resume_label;
    char is_running;
} __pyx_CoroutineObject;
static __pyx_CoroutineObject *__Pyx__Coroutine_New(
    PyTypeObject *type, __pyx_coroutine_body_t body, PyObject *code, PyObject *closure,
    PyObject *name, PyObject *qualname, PyObject *module_name);
static __pyx_CoroutineObject *__Pyx__Coroutine_NewInit(
            __pyx_CoroutineObject *gen, __pyx_coroutine_body_t body, PyObject *code, PyObject *closure,
            PyObject *name, PyObject *qualname, PyObject *module_name);
static CYTHON_INLINE void __Pyx_Coroutine_ExceptionClear(__Pyx_ExcInfoStruct *self);
static int __Pyx_Coroutine_clear(PyObject *self);
static PyObject *__Pyx_Coroutine_Send(PyObject *self, PyObject *value);
static PyObject *__Pyx_Coroutine_Close(PyObject *self);
static PyObject *__Pyx_Coroutine_Throw(PyObject *gen, PyObject *args);
#if CYTHON_USE_EXC_INFO_STACK
#define __Pyx_Coroutine_SwapException(self)
#define __Pyx_Coroutine_ResetAndClearException(self)  __Pyx_Coroutine_ExceptionClear(&(self)->gi_exc_state)
#else
#define __Pyx_Coroutine_SwapException(self) {\
    __Pyx_ExceptionSwap(&(self)->gi_exc_state.exc_type, &(self)->gi_exc_state.exc_value, &(self)->gi_exc_state.exc_traceback);\
    __Pyx_Coroutine_ResetFrameBackpointer(&(self)->gi_exc_state);\
    }
#define __Pyx_Coroutine_ResetAndClearException(self) {\
    __Pyx_ExceptionReset((self)->gi_exc_state.exc_type, (self)->gi_exc_state.exc_value, (self)->gi_exc_state.exc_traceback);\
    (self)->gi_exc_state.exc_type = (self)->gi_exc_state.exc_value = (self)->gi_exc_state.exc_traceback = NULL;\
    }
#endif
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyGen_FetchStopIterationValue(pvalue)\
    __Pyx_PyGen__FetchStopIterationValue(__pyx_tstate, pvalue)
#else
#define __Pyx_PyGen_FetchStopIterationValue(pvalue)\
    __Pyx_PyGen__FetchStopIterationValue(__Pyx_PyThreadState_Current, pvalue)
#endif
static int __Pyx_PyGen__FetchStopIterationValue(PyThreadState *tstate, PyObject **pvalue);
static CYTHON_INLINE void __Pyx_Coroutine_ResetFrameBackpointer(__Pyx_ExcInfoStruct *exc_state);

/* PatchModuleWithCoroutine.proto */
static PyObject* __Pyx_Coroutine_patch_module(PyObject* module, const char* py_code);

/* PatchGeneratorABC.proto */
static int __Pyx_patch_abc(void);

/* Generator.proto */
#define __Pyx_Generator_USED
static PyTypeObject *__pyx_GeneratorType = 0;
#define __Pyx_Generator_CheckExact(obj) (Py_TYPE(obj) == __pyx_GeneratorType)
#define __Pyx_Generator_New(body, code, closure, name, qualname, module_name)\
    __Pyx__Coroutine_New(__pyx_GeneratorType, body, code, closure, name, qualname, module_name)
static PyObject *__Pyx_Generator_Next(PyObject *self);
static int __pyx_Generator_init(void);

/* CStringEquals.proto */
static CYTHON_INLINE int __Pyx_StrEq(const char *, const char *);

/* CheckBinaryVersion.proto */
static int __Pyx_check_binary_version(void);

/* InitStrings.proto */
static int __Pyx_InitStrings(__Pyx_StringTabEntry *t);


/* Module declarations from 'analysis' */
static PyTypeObject *__pyx_ptype_8analysis___pyx_scope_struct___sum = 0;
static PyTypeObject *__pyx_ptype_8analysis___pyx_scope_struct_1_genexpr = 0;
static PyTypeObject *__pyx_ptype_8analysis___pyx_scope_struct_2__fail_neg = 0;
static PyTypeObject *__pyx_ptype_8analysis___pyx_scope_struct_3__ss = 0;
static PyTypeObject *__pyx_ptype_8analysis___pyx_scope_struct_4_genexpr = 0;
static PyTypeObject *__pyx_ptype_8analysis___pyx_scope_struct_5_genexpr = 0;
#define __Pyx_MODULE_NAME "analysis"
extern int __pyx_module_is_main_analysis;
int __pyx_module_is_main_analysis = 0;

/* Implementation of 'analysis' */
static PyObject *__pyx_builtin_ValueError;
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_open;
static PyObject *__pyx_builtin_sorted;
static PyObject *__pyx_builtin_max;
static PyObject *__pyx_builtin_map;
static PyObject *__pyx_builtin_sum;
static PyObject *__pyx_builtin_AttributeError;
static PyObject *__pyx_builtin_TypeError;
static PyObject *__pyx_builtin_OverflowError;
static const char __pyx_k_[] = ":";
static const char __pyx_k_S[] = "S";
static const char __pyx_k_T[] = "T";
static const char __pyx_k_U[] = "U";
static const char __pyx_k_a[] = "a";
static const char __pyx_k_b[] = "b";
static const char __pyx_k_c[] = "c";
static const char __pyx_k_d[] = "d";
static const char __pyx_k_e[] = "e";
static const char __pyx_k_i[] = "i";
static const char __pyx_k_j[] = "j";
static const char __pyx_k_l[] = "l";
static const char __pyx_k_n[] = "n";
static const char __pyx_k_w[] = "w";
static const char __pyx_k_x[] = "x";
static const char __pyx_k_y[] = "y";
static const char __pyx_k_z[] = "*(z**";
static const char __pyx_k_1d[] = "1d";
static const char __pyx_k__2[] = "";
static const char __pyx_k__5[] = ")+";
static const char __pyx_k__6[] = ")";
static const char __pyx_k__7[] = "))+";
static const char __pyx_k__8[] = "(";
static const char __pyx_k__9[] = "**(";
static const char __pyx_k_lo[] = "lo";
static const char __pyx_k_np[] = "np";
static const char __pyx_k_pi[] = "pi";
static const char __pyx_k_ss[] = "_ss";
static const char __pyx_k__10[] = "))";
static const char __pyx_k__13[] = ")) + ";
static const char __pyx_k__14[] = ",";
static const char __pyx_k__15[] = "\n";
static const char __pyx_k__17[] = "*";
static const char __pyx_k_all[] = "__all__";
static const char __pyx_k_arg[] = "arg";
static const char __pyx_k_cpu[] = "cpu";
static const char __pyx_k_csv[] = "csv";
static const char __pyx_k_deg[] = "deg";
static const char __pyx_k_doc[] = "__doc__";
static const char __pyx_k_end[] = "end";
static const char __pyx_k_eqs[] = "eqs";
static const char __pyx_k_eve[] = "eve";
static const char __pyx_k_get[] = "get";
static const char __pyx_k_ids[] = "ids";
static const char __pyx_k_ind[] = "ind";
static const char __pyx_k_key[] = "key";
static const char __pyx_k_log[] = "log";
static const char __pyx_k_low[] = "low";
static const char __pyx_k_map[] = "map";
static const char __pyx_k_max[] = "max";
static const char __pyx_k_msg[] = "msg";
static const char __pyx_k_pop[] = "pop";
static const char __pyx_k_pos[] = "pos";
static const char __pyx_k_r2s[] = "r2s";
static const char __pyx_k_rms[] = "_rms";
static const char __pyx_k_row[] = "row";
static const char __pyx_k_sum[] = "sum";
static const char __pyx_k_typ[] = "typ";
static const char __pyx_k_var[] = "var";
static const char __pyx_k_z_2[] = "z";
static const char __pyx_k_z_3[] = "*z))*(";
static const char __pyx_k_z_4[] = "*(z - ";
static const char __pyx_k_adam[] = "adam";
static const char __pyx_k_args[] = "args";
static const char __pyx_k_b_eq[] = "b_eq";
static const char __pyx_k_b_r2[] = "b_r2";
static const char __pyx_k_base[] = "base";
static const char __pyx_k_both[] = "both";
static const char __pyx_k_cuda[] = "cuda";
static const char __pyx_k_data[] = "data";
static const char __pyx_k_edit[] = "edit";
static const char __pyx_k_exit[] = "__exit__";
static const char __pyx_k_file[] = "file";
static const char __pyx_k_high[] = "high";
static const char __pyx_k_init[] = "__init__";
static const char __pyx_k_main[] = "__main__";
static const char __pyx_k_math[] = "math";
static const char __pyx_k_mean[] = "mean";
static const char __pyx_k_mode[] = "mode";
static const char __pyx_k_n_id[] = "n_id";
static const char __pyx_k_name[] = "__name__";
static const char __pyx_k_null[] = "null";
static const char __pyx_k_open[] = "open";
static const char __pyx_k_rmss[] = "rmss";
static const char __pyx_k_self[] = "self";
static const char __pyx_k_send[] = "send";
static const char __pyx_k_sqrt[] = "sqrt";
static const char __pyx_k_ss_2[] = "ss";
static const char __pyx_k_tanh[] = "tanh";
static const char __pyx_k_temp[] = "temp";
static const char __pyx_k_test[] = "__test__";
static const char __pyx_k_time[] = "time";
static const char __pyx_k_vals[] = "vals";
static const char __pyx_k_xbar[] = "xbar";
static const char __pyx_k_array[] = "array";
static const char __pyx_k_b_rms[] = "b_rms";
static const char __pyx_k_c_ids[] = "c_ids";
static const char __pyx_k_c_pos[] = "c_pos";
static const char __pyx_k_close[] = "close";
static const char __pyx_k_count[] = "count";
static const char __pyx_k_debug[] = "debug";
static const char __pyx_k_delta[] = "delta";
static const char __pyx_k_end_a[] = "end_a";
static const char __pyx_k_end_g[] = "end_g";
static const char __pyx_k_enter[] = "__enter__";
static const char __pyx_k_error[] = "error";
static const char __pyx_k_floor[] = "floor";
static const char __pyx_k_index[] = "index";
static const char __pyx_k_items[] = "items";
static const char __pyx_k_logic[] = "logic";
static const char __pyx_k_n_pos[] = "n_pos";
static const char __pyx_k_names[] = "names";
static const char __pyx_k_numpy[] = "numpy";
static const char __pyx_k_point[] = "point";
static const char __pyx_k_power[] = "power";
static const char __pyx_k_print[] = "print";
static const char __pyx_k_q_str[] = "q_str";
static const char __pyx_k_r2_d2[] = "r2_d2";
static const char __pyx_k_range[] = "range";
static const char __pyx_k_rms_2[] = "rms";
static const char __pyx_k_scipy[] = "scipy";
static const char __pyx_k_score[] = "score";
static const char __pyx_k_start[] = "start";
static const char __pyx_k_stats[] = "stats";
static const char __pyx_k_stdev[] = "stdev";
static const char __pyx_k_sum_2[] = "_sum";
static const char __pyx_k_table[] = "table";
static const char __pyx_k_throw[] = "throw";
static const char __pyx_k_torch[] = "torch";
static const char __pyx_k_total[] = "total";
static const char __pyx_k_value[] = "value";
static const char __pyx_k_write[] = "write";
static const char __pyx_k_x_fit[] = "x_fit";
static const char __pyx_k_y_fit[] = "y_fit";
static const char __pyx_k_append[] = "append";
static const char __pyx_k_argmax[] = "argmax";
static const char __pyx_k_argmin[] = "argmin";
static const char __pyx_k_author[] = "__author__";
static const char __pyx_k_bisect[] = "bisect";
static const char __pyx_k_c_data[] = "c_data";
static const char __pyx_k_coerce[] = "_coerce";
static const char __pyx_k_column[] = "column";
static const char __pyx_k_count2[] = "count2";
static const char __pyx_k_counts[] = "_counts";
static const char __pyx_k_data_t[] = "data_t";
static const char __pyx_k_device[] = "device";
static const char __pyx_k_eq_str[] = "eq_str";
static const char __pyx_k_errmsg[] = "errmsg";
static const char __pyx_k_format[] = "format";
static const char __pyx_k_import[] = "__import__";
static const char __pyx_k_mean_2[] = "_mean";
static const char __pyx_k_median[] = "median";
static const char __pyx_k_method[] = "method";
static const char __pyx_k_mode_2[] = "_mode";
static const char __pyx_k_module[] = "__module__";
static const char __pyx_k_n_name[] = "n_name";
static const char __pyx_k_pandas[] = "pandas";
static const char __pyx_k_perims[] = "perims";
static const char __pyx_k_r_data[] = "r_data";
static const char __pyx_k_random[] = "random";
static const char __pyx_k_reader[] = "reader";
static const char __pyx_k_reg_eq[] = "reg_eq";
static const char __pyx_k_remove[] = "remove";
static const char __pyx_k_search[] = "search";
static const char __pyx_k_sorted[] = "sorted";
static const char __pyx_k_tolist[] = "tolist";
static const char __pyx_k_total2[] = "total2";
static const char __pyx_k_values[] = "values";
static const char __pyx_k_x_norm[] = "x_norm";
static const char __pyx_k_x_test[] = "x_test";
static const char __pyx_k_y_norm[] = "y_norm";
static const char __pyx_k_y_test[] = "y_test";
static const char __pyx_k_Counter[] = "Counter";
static const char __pyx_k_Decimal[] = "Decimal";
static const char __pyx_k_c_logic[] = "c_logic";
static const char __pyx_k_c_names[] = "c_names";
static const char __pyx_k_c_perim[] = "c_perim";
static const char __pyx_k_convert[] = "_convert";
static const char __pyx_k_csvfile[] = "csvfile";
static const char __pyx_k_decimal[] = "decimal";
static const char __pyx_k_effects[] = "effects";
static const char __pyx_k_float64[] = "float64";
static const char __pyx_k_genexpr[] = "genexpr";
static const char __pyx_k_groupby[] = "groupby";
static const char __pyx_k_max_r2s[] = "max_r2s";
static const char __pyx_k_maxfreq[] = "maxfreq";
static const char __pyx_k_metrics[] = "metrics";
static const char __pyx_k_n_logic[] = "n_logic";
static const char __pyx_k_n_perim[] = "n_perim";
static const char __pyx_k_newline[] = "newline";
static const char __pyx_k_np_tanh[] = " * np.tanh(";
static const char __pyx_k_numbers[] = "numbers";
static const char __pyx_k_overfit[] = "overfit";
static const char __pyx_k_p_value[] = "p_value";
static const char __pyx_k_polyfit[] = "polyfit";
static const char __pyx_k_prepare[] = "__prepare__";
static const char __pyx_k_r2_test[] = "r2_test";
static const char __pyx_k_randint[] = "randint";
static const char __pyx_k_range_2[] = "_range";
static const char __pyx_k_setting[] = "setting";
static const char __pyx_k_sklearn[] = "sklearn";
static const char __pyx_k_start_a[] = "start_a";
static const char __pyx_k_start_g[] = "start_g";
static const char __pyx_k_stdev_2[] = "_stdev";
static const char __pyx_k_targets[] = "targets";
static const char __pyx_k_uniform[] = "uniform";
static const char __pyx_k_version[] = "__version__";
static const char __pyx_k_x_train[] = "x_train";
static const char __pyx_k_y_train[] = "y_train";
static const char __pyx_k_z_score[] = "z_score";
static const char __pyx_k_z_split[] = "z_split";
static const char __pyx_k_Fraction[] = "Fraction";
static const char __pyx_k_analysis[] = "analysis";
static const char __pyx_k_builtins[] = "__builtins__";
static const char __pyx_k_equation[] = "equation";
static const char __pyx_k_fail_neg[] = "_fail_neg";
static const char __pyx_k_filename[] = "filename";
static const char __pyx_k_filepath[] = "filepath";
static const char __pyx_k_isfinite[] = "_isfinite";
static const char __pyx_k_load_csv[] = "load_csv";
static const char __pyx_k_median_2[] = "_median";
static const char __pyx_k_n_effect[] = "n_effect";
static const char __pyx_k_partials[] = "partials";
static const char __pyx_k_position[] = "position";
static const char __pyx_k_qualname[] = "__qualname__";
static const char __pyx_k_r2_score[] = "r2_score";
static const char __pyx_k_r2_train[] = "r2_train";
static const char __pyx_k_rms_test[] = "rms_test";
static const char __pyx_k_selector[] = "selector";
static const char __pyx_k_variance[] = "variance";
static const char __pyx_k_1_0_8_005[] = "1.0.8.005";
static const char __pyx_k_TypeError[] = "TypeError";
static const char __pyx_k_b_overfit[] = "b_overfit";
static const char __pyx_k_benchmark[] = "benchmark";
static const char __pyx_k_c_effects[] = "c_effects";
static const char __pyx_k_changelog[] = "__changelog__";
static const char __pyx_k_curve_fit[] = "curve_fit";
static const char __pyx_k_find_lteq[] = "_find_lteq";
static const char __pyx_k_find_rteq[] = "_find_rteq";
static const char __pyx_k_fractions[] = "fractions";
static const char __pyx_k_functools[] = "functools";
static const char __pyx_k_hist_data[] = "hist_data";
static const char __pyx_k_is_finite[] = "is_finite";
static const char __pyx_k_itertools[] = "itertools";
static const char __pyx_k_low_bound[] = "low_bound";
static const char __pyx_k_metaclass[] = "__metaclass__";
static const char __pyx_k_numerator[] = "numerator";
static const char __pyx_k_obstacles[] = "obstacles";
static const char __pyx_k_r_squared[] = "r_squared";
static const char __pyx_k_rms_train[] = "rms_train";
static const char __pyx_k_row_histo[] = "row_histo";
static const char __pyx_k_ttest_ind[] = "ttest_ind";
static const char __pyx_k_ValueError[] = "ValueError";
static const char __pyx_k_c_entities[] = "c_entities";
static const char __pyx_k_column_max[] = "column_max";
static const char __pyx_k_derivative[] = "derivative";
static const char __pyx_k_file_array[] = "file_array";
static const char __pyx_k_high_bound[] = "high_bound";
static const char __pyx_k_isfinite_2[] = "isfinite";
static const char __pyx_k_matplotlib[] = "matplotlib";
static const char __pyx_k_mode_error[] = "mode error";
static const char __pyx_k_n_property[] = "n_property";
static const char __pyx_k_objectives[] = "objectives";
static const char __pyx_k_properties[] = "properties";
static const char __pyx_k_resolution[] = "resolution";
static const char __pyx_k_strip_data[] = "strip_data";
static const char __pyx_k_variance_2[] = "_variance";
static const char __pyx_k_analysis_py[] = "analysis.py";
static const char __pyx_k_basic_stats[] = "basic_stats";
static const char __pyx_k_bisect_left[] = "bisect_left";
static const char __pyx_k_collections[] = "collections";
static const char __pyx_k_denominator[] = "denominator";
static const char __pyx_k_exact_ratio[] = "_exact_ratio";
static const char __pyx_k_init_device[] = "_init_device";
static const char __pyx_k_min_overfit[] = "min_overfit";
static const char __pyx_k_most_common[] = "most_common";
static const char __pyx_k_nc_entities[] = "nc_entities";
static const char __pyx_k_pred_change[] = "pred_change";
static const char __pyx_k_predictions[] = "predictions";
static const char __pyx_k_regurgitate[] = "regurgitate";
static const char __pyx_k_row_b_stats[] = "row_b_stats";
static const char __pyx_k_vals_append[] = "vals.append(";
static const char __pyx_k_z_normalize[] = "z_normalize";
static const char __pyx_k_bisect_right[] = "bisect_right";
static const char __pyx_k_c_properties[] = "c_properties";
static const char __pyx_k_calc_overfit[] = "calc_overfit";
static const char __pyx_k_is_available[] = "is_available";
static const char __pyx_k_method_error[] = "method error";
static const char __pyx_k_partials_get[] = "partials_get";
static const char __pyx_k_OverflowError[] = "OverflowError";
static const char __pyx_k_c_data_sorted[] = "c_data_sorted";
static const char __pyx_k_data_data_csv[] = "data/data.csv";
static const char __pyx_k_generate_data[] = "generate_data";
static const char __pyx_k_stdev_z_split[] = "stdev_z_split";
static const char __pyx_k_AttributeError[] = "AttributeError";
static const char __pyx_k_basic_analysis[] = "basic_analysis";
static const char __pyx_k_column_b_stats[] = "column_b_stats";
static const char __pyx_k_exp_regression[] = "exp_regression";
static const char __pyx_k_histo_analysis[] = "histo_analysis";
static const char __pyx_k_log_regression[] = "log_regression";
static const char __pyx_k_negative_value[] = "negative value";
static const char __pyx_k_obstacles_edit[] = "obstacles.edit";
static const char __pyx_k_scipy_optimize[] = "scipy.optimize";
static const char __pyx_k_StatisticsError[] = "StatisticsError";
static const char __pyx_k_c_entities_edit[] = "c_entities.edit";
static const char __pyx_k_mean_derivative[] = "mean_derivative";
static const char __pyx_k_np_log_z_np_log[] = "* (np.log(z) / np.log(";
static const char __pyx_k_objectives_edit[] = "objectives.edit";
static const char __pyx_k_obstacles_debug[] = "obstacles.debug";
static const char __pyx_k_poly_regression[] = "poly_regression";
static const char __pyx_k_tanh_regression[] = "tanh_regression";
static const char __pyx_k_as_integer_ratio[] = "as_integer_ratio";
static const char __pyx_k_c_entities_debug[] = "c_entities.debug";
static const char __pyx_k_nc_entities_edit[] = "nc_entities.edit";
static const char __pyx_k_objectives_debug[] = "objectives.debug";
static const char __pyx_k_obstacles___init[] = "obstacles.__init__";
static const char __pyx_k_obstacles_append[] = "obstacles.append";
static const char __pyx_k_obstacles_search[] = "obstacles.search";
static const char __pyx_k_stdev_derivative[] = "stdev_derivative";
static const char __pyx_k_c_entities___init[] = "c_entities.__init__";
static const char __pyx_k_c_entities_append[] = "c_entities.append";
static const char __pyx_k_c_entities_search[] = "c_entities.search";
static const char __pyx_k_derivative_sorted[] = "derivative_sorted";
static const char __pyx_k_nc_entities_debug[] = "nc_entities.debug";
static const char __pyx_k_objectives___init[] = "objectives.__init__";
static const char __pyx_k_objectives_append[] = "objectives.append";
static const char __pyx_k_objectives_search[] = "objectives.search";
static const char __pyx_k_ss_locals_genexpr[] = "_ss.<locals>.genexpr";
static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
static const char __pyx_k_nc_entities___init[] = "nc_entities.__init__";
static const char __pyx_k_nc_entities_append[] = "nc_entities.append";
static const char __pyx_k_nc_entities_search[] = "nc_entities.search";
static const char __pyx_k_sum_locals_genexpr[] = "_sum.<locals>.genexpr";
static const char __pyx_k_optimize_regression[] = "optimize_regression";
static const char __pyx_k_could_not_assign_cpu[] = "could not assign cpu";
static const char __pyx_k_obstacles_regurgitate[] = "obstacles.regurgitate";
static const char __pyx_k_c_entities_regurgitate[] = "c_entities.regurgitate";
static const char __pyx_k_initial_type_T_is_bool[] = "initial type T is bool";
static const char __pyx_k_no_mode_for_empty_data[] = "no mode for empty data";
static const char __pyx_k_objectives_regurgitate[] = "objectives.regurgitate";
static const char __pyx_k_resolution_must_be_int[] = "resolution must be int";
static const char __pyx_k_select_best_regression[] = "select_best_regression";
static const char __pyx_k_nc_entities_regurgitate[] = "nc_entities.regurgitate";
static const char __pyx_k_no_median_for_empty_data[] = "no median for empty data";
static const char __pyx_k_tanh_regression_locals_tanh[] = "tanh_regression.<locals>.tanh";
static const char __pyx_k_could_not_assign_cuda_or_cpu[] = "could not assign cuda or cpu";
static const char __pyx_k_c_entities_has_attributes_names[] = "c_entities has attributes names, ids, positions, properties, and logic. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, nd array of properties, and nd array of logic";
static const char __pyx_k_can_t_convert_type_to_numerator[] = "can't convert type '{}' to numerator/denominator";
static const char __pyx_k_changelog_1_0_8_005_minor_fixes[] = "changelog:\n1.0.8.005:\n    - minor fixes\n1.0.8.004:\n    - removed a few unused dependencies\n1.0.8.003:\n    - added p_value function\n1.0.8.002:\n    - updated __all__ correctly to contain changes made in v 1.0.8.000 and v 1.0.8.001\n1.0.8.001:\n    - refactors\n    - bugfixes\n1.0.8.000:\n    - depreciated histo_analysis_old\n    - depreciated debug\n    - altered basic_analysis to take array data instead of filepath\n    - refactor\n    - optimization\n1.0.7.002:\n    - bug fixes\n1.0.7.001:\n    - bug fixes\n1.0.7.000:\n    - added tanh_regression (logistical regression)\n    - bug fixes\n1.0.6.005:\n    - added z_normalize function to normalize dataset\n    - bug fixes\n1.0.6.004:\n    - bug fixes\n1.0.6.003:\n    - bug fixes\n1.0.6.002:\n    - bug fixes\n1.0.6.001:\n    - corrected __all__ to contain all of the functions\n1.0.6.000:\n    - added calc_overfit, which calculates two measures of overfit, error and performance\n    - added calculating overfit to optimize_regression\n1.0.5.000:\n    - added optimize_regression function, which is a sample function to find the optimal regressions\n    - optimize_regression function filters out some overfit funtions (functions with r^2 = 1)\n    - planned addition: overfit detection in the optimize_regression function\n1.0.4.002:\n    - added __changelog__\n    - updated debug function with log and exponential regressions\n1.0.4.001:\n    - added log regressions\n    - added exponential regressions\n    - added log_regression and exp_regression to __all__\n1.0.3.008:\n    - added debug function to further consolidate functions\n1.0.3.007:\n    - added builtin benchmark function\n    - added builtin random (linear) data generation function\n    - added device initialization (_init_device)\n1.0.3.006:\n    - reorganized the imports list to be in alphabetical order\n    - added search and regurgitate functions to c_entities, nc_entities, obstacles, objectives\n1.0.3.005:\n    - major bug fixes\n    - updated historical"" analysis\n    - depreciated old historical analysis\n1.0.3.004:\n    - added __version__, __author__, __all__\n    - added polynomial regression\n    - added root mean squared function\n    - added r squared function\n1.0.3.003:\n    - bug fixes\n    - added c_entities\n1.0.3.002:\n    - bug fixes\n    - added nc_entities, obstacles, objectives\n    - consolidated statistics.py to analysis.py\n1.0.3.001:\n    - compiled 1d, column, and row basic stats into basic stats function\n1.0.3.000:\n    - added historical analysis function\n1.0.2.xxx:\n    - added z score test\n1.0.1.xxx:\n    - major bug fixes\n1.0.0.xxx:\n    - added loading csv\n    - added 1d, column, row basic stats\n";
static const char __pyx_k_mean_requires_at_least_one_data[] = "mean requires at least one data point";
static const char __pyx_k_specified_device_does_not_exist[] = "specified device does not exist";
static const char __pyx_k_Arthur_Lu_arthurlu_ttic_edu_Jaco[] = "Arthur Lu <arthurlu@ttic.edu>, Jacob Levine <jlevine@ttic.edu>,";
static const char __pyx_k_basic_stats_requires_3_args_data[] = "basic_stats requires 3 args: data, mode, arg; where data is data to be analyzed, mode is an int from 0 - 2 depending on type of analysis (by column or by row) and is only applicable to 2d arrays (for 1d arrays use mode 1), and arg is row/column number for mode 1 or mode 2; function returns: [mean, median, mode, stdev, variance]";
static const char __pyx_k_don_t_know_how_to_coerce_s_and_s[] = "don't know how to coerce %s and %s";
static const char __pyx_k_nc_entities_non_controlable_enti[] = "nc_entities (non-controlable entities) has attributes names, ids, positions, properties, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, 2d array of properties, and 2d array of effects.";
static const char __pyx_k_negative_sum_of_square_deviation[] = "negative sum of square deviations: %f";
static const char __pyx_k_no_unique_mode_found_d_equally_c[] = "no unique mode; found %d equally common values";
static const char __pyx_k_objectives_has_atributes_names_i[] = "objectives has atributes names, ids, positions, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 1d array of effects.";
static const char __pyx_k_obstacles_has_atributes_names_id[] = "obstacles has atributes names, ids, positions, perimeters, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 3d array of perimeters, 2d array of effects.";
static const char __pyx_k_returns_list_of_predicted_values[] = "returns list of predicted values based on historical data; input delta for delta step in z-score and lower and higher bounds in number of standard deviations";
static const char __pyx_k_variance_requires_at_least_two_d[] = "variance requires at least two data points";
static PyObject *__pyx_kp_s_;
static PyObject *__pyx_kp_s_1_0_8_005;
static PyObject *__pyx_kp_s_1d;
static PyObject *__pyx_kp_s_Arthur_Lu_arthurlu_ttic_edu_Jaco;
static PyObject *__pyx_n_s_AttributeError;
static PyObject *__pyx_n_s_Counter;
static PyObject *__pyx_n_s_Decimal;
static PyObject *__pyx_n_s_Fraction;
static PyObject *__pyx_n_s_OverflowError;
static PyObject *__pyx_n_s_S;
static PyObject *__pyx_n_s_StatisticsError;
static PyObject *__pyx_n_s_T;
static PyObject *__pyx_n_s_TypeError;
static PyObject *__pyx_n_s_U;
static PyObject *__pyx_n_s_ValueError;
static PyObject *__pyx_kp_s__10;
static PyObject *__pyx_kp_s__13;
static PyObject *__pyx_kp_s__14;
static PyObject *__pyx_kp_s__15;
static PyObject *__pyx_n_s__17;
static PyObject *__pyx_kp_s__2;
static PyObject *__pyx_kp_s__5;
static PyObject *__pyx_kp_s__6;
static PyObject *__pyx_kp_s__7;
static PyObject *__pyx_kp_s__8;
static PyObject *__pyx_kp_s__9;
static PyObject *__pyx_n_s_a;
static PyObject *__pyx_n_s_adam;
static PyObject *__pyx_n_s_all;
static PyObject *__pyx_n_s_analysis;
static PyObject *__pyx_kp_s_analysis_py;
static PyObject *__pyx_n_s_append;
static PyObject *__pyx_n_s_arg;
static PyObject *__pyx_n_s_argmax;
static PyObject *__pyx_n_s_argmin;
static PyObject *__pyx_n_s_args;
static PyObject *__pyx_n_s_array;
static PyObject *__pyx_n_s_as_integer_ratio;
static PyObject *__pyx_n_s_author;
static PyObject *__pyx_n_s_b;
static PyObject *__pyx_n_s_b_eq;
static PyObject *__pyx_n_s_b_overfit;
static PyObject *__pyx_n_s_b_r2;
static PyObject *__pyx_n_s_b_rms;
static PyObject *__pyx_n_s_base;
static PyObject *__pyx_n_s_basic_analysis;
static PyObject *__pyx_n_s_basic_stats;
static PyObject *__pyx_kp_s_basic_stats_requires_3_args_data;
static PyObject *__pyx_n_s_benchmark;
static PyObject *__pyx_n_s_bisect;
static PyObject *__pyx_n_s_bisect_left;
static PyObject *__pyx_n_s_bisect_right;
static PyObject *__pyx_n_s_both;
static PyObject *__pyx_n_s_builtins;
static PyObject *__pyx_n_s_c;
static PyObject *__pyx_n_s_c_data;
static PyObject *__pyx_n_s_c_data_sorted;
static PyObject *__pyx_n_s_c_effects;
static PyObject *__pyx_n_s_c_entities;
static PyObject *__pyx_n_s_c_entities___init;
static PyObject *__pyx_n_s_c_entities_append;
static PyObject *__pyx_n_s_c_entities_debug;
static PyObject *__pyx_n_s_c_entities_edit;
static PyObject *__pyx_kp_s_c_entities_has_attributes_names;
static PyObject *__pyx_n_s_c_entities_regurgitate;
static PyObject *__pyx_n_s_c_entities_search;
static PyObject *__pyx_n_s_c_ids;
static PyObject *__pyx_n_s_c_logic;
static PyObject *__pyx_n_s_c_names;
static PyObject *__pyx_n_s_c_perim;
static PyObject *__pyx_n_s_c_pos;
static PyObject *__pyx_n_s_c_properties;
static PyObject *__pyx_n_s_calc_overfit;
static PyObject *__pyx_kp_s_can_t_convert_type_to_numerator;
static PyObject *__pyx_n_s_changelog;
static PyObject *__pyx_kp_s_changelog_1_0_8_005_minor_fixes;
static PyObject *__pyx_n_s_cline_in_traceback;
static PyObject *__pyx_n_s_close;
static PyObject *__pyx_n_s_coerce;
static PyObject *__pyx_n_s_collections;
static PyObject *__pyx_n_s_column;
static PyObject *__pyx_n_s_column_b_stats;
static PyObject *__pyx_n_s_column_max;
static PyObject *__pyx_n_s_convert;
static PyObject *__pyx_kp_s_could_not_assign_cpu;
static PyObject *__pyx_kp_s_could_not_assign_cuda_or_cpu;
static PyObject *__pyx_n_s_count;
static PyObject *__pyx_n_s_count2;
static PyObject *__pyx_n_s_counts;
static PyObject *__pyx_n_s_cpu;
static PyObject *__pyx_n_s_csv;
static PyObject *__pyx_n_s_csvfile;
static PyObject *__pyx_n_s_cuda;
static PyObject *__pyx_n_s_curve_fit;
static PyObject *__pyx_n_s_d;
static PyObject *__pyx_n_s_data;
static PyObject *__pyx_kp_s_data_data_csv;
static PyObject *__pyx_n_s_data_t;
static PyObject *__pyx_n_s_debug;
static PyObject *__pyx_n_s_decimal;
static PyObject *__pyx_n_s_deg;
static PyObject *__pyx_n_s_delta;
static PyObject *__pyx_n_s_denominator;
static PyObject *__pyx_n_s_derivative;
static PyObject *__pyx_n_s_derivative_sorted;
static PyObject *__pyx_n_s_device;
static PyObject *__pyx_n_s_doc;
static PyObject *__pyx_kp_s_don_t_know_how_to_coerce_s_and_s;
static PyObject *__pyx_n_s_e;
static PyObject *__pyx_n_s_edit;
static PyObject *__pyx_n_s_effects;
static PyObject *__pyx_n_s_end;
static PyObject *__pyx_n_s_end_a;
static PyObject *__pyx_n_s_end_g;
static PyObject *__pyx_n_s_enter;
static PyObject *__pyx_n_s_eq_str;
static PyObject *__pyx_n_s_eqs;
static PyObject *__pyx_n_s_equation;
static PyObject *__pyx_n_s_errmsg;
static PyObject *__pyx_n_s_error;
static PyObject *__pyx_n_s_eve;
static PyObject *__pyx_n_s_exact_ratio;
static PyObject *__pyx_n_s_exit;
static PyObject *__pyx_n_s_exp_regression;
static PyObject *__pyx_n_s_fail_neg;
static PyObject *__pyx_n_s_file;
static PyObject *__pyx_n_s_file_array;
static PyObject *__pyx_n_s_filename;
static PyObject *__pyx_n_s_filepath;
static PyObject *__pyx_n_s_find_lteq;
static PyObject *__pyx_n_s_find_rteq;
static PyObject *__pyx_n_s_float64;
static PyObject *__pyx_n_s_floor;
static PyObject *__pyx_n_s_format;
static PyObject *__pyx_n_s_fractions;
static PyObject *__pyx_n_s_functools;
static PyObject *__pyx_n_s_generate_data;
static PyObject *__pyx_n_s_genexpr;
static PyObject *__pyx_n_s_get;
static PyObject *__pyx_n_s_groupby;
static PyObject *__pyx_n_s_high;
static PyObject *__pyx_n_s_high_bound;
static PyObject *__pyx_n_s_hist_data;
static PyObject *__pyx_n_s_histo_analysis;
static PyObject *__pyx_n_s_i;
static PyObject *__pyx_n_s_ids;
static PyObject *__pyx_n_s_import;
static PyObject *__pyx_n_s_ind;
static PyObject *__pyx_n_s_index;
static PyObject *__pyx_n_s_init;
static PyObject *__pyx_n_s_init_device;
static PyObject *__pyx_kp_s_initial_type_T_is_bool;
static PyObject *__pyx_n_s_is_available;
static PyObject *__pyx_n_s_is_finite;
static PyObject *__pyx_n_s_isfinite;
static PyObject *__pyx_n_s_isfinite_2;
static PyObject *__pyx_n_s_items;
static PyObject *__pyx_n_s_itertools;
static PyObject *__pyx_n_s_j;
static PyObject *__pyx_n_s_key;
static PyObject *__pyx_n_s_l;
static PyObject *__pyx_n_s_lo;
static PyObject *__pyx_n_s_load_csv;
static PyObject *__pyx_n_s_log;
static PyObject *__pyx_n_s_log_regression;
static PyObject *__pyx_n_s_logic;
static PyObject *__pyx_n_s_low;
static PyObject *__pyx_n_s_low_bound;
static PyObject *__pyx_n_s_main;
static PyObject *__pyx_n_s_map;
static PyObject *__pyx_n_s_math;
static PyObject *__pyx_n_s_matplotlib;
static PyObject *__pyx_n_s_max;
static PyObject *__pyx_n_s_max_r2s;
static PyObject *__pyx_n_s_maxfreq;
static PyObject *__pyx_n_s_mean;
static PyObject *__pyx_n_s_mean_2;
static PyObject *__pyx_n_s_mean_derivative;
static PyObject *__pyx_kp_s_mean_requires_at_least_one_data;
static PyObject *__pyx_n_s_median;
static PyObject *__pyx_n_s_median_2;
static PyObject *__pyx_n_s_metaclass;
static PyObject *__pyx_n_s_method;
static PyObject *__pyx_kp_s_method_error;
static PyObject *__pyx_n_s_metrics;
static PyObject *__pyx_n_s_min_overfit;
static PyObject *__pyx_n_s_mode;
static PyObject *__pyx_n_s_mode_2;
static PyObject *__pyx_kp_s_mode_error;
static PyObject *__pyx_n_s_module;
static PyObject *__pyx_n_s_most_common;
static PyObject *__pyx_n_s_msg;
static PyObject *__pyx_n_s_n;
static PyObject *__pyx_n_s_n_effect;
static PyObject *__pyx_n_s_n_id;
static PyObject *__pyx_n_s_n_logic;
static PyObject *__pyx_n_s_n_name;
static PyObject *__pyx_n_s_n_perim;
static PyObject *__pyx_n_s_n_pos;
static PyObject *__pyx_n_s_n_property;
static PyObject *__pyx_n_s_name;
static PyObject *__pyx_n_s_names;
static PyObject *__pyx_n_s_nc_entities;
static PyObject *__pyx_n_s_nc_entities___init;
static PyObject *__pyx_n_s_nc_entities_append;
static PyObject *__pyx_n_s_nc_entities_debug;
static PyObject *__pyx_n_s_nc_entities_edit;
static PyObject *__pyx_kp_s_nc_entities_non_controlable_enti;
static PyObject *__pyx_n_s_nc_entities_regurgitate;
static PyObject *__pyx_n_s_nc_entities_search;
static PyObject *__pyx_kp_s_negative_sum_of_square_deviation;
static PyObject *__pyx_kp_s_negative_value;
static PyObject *__pyx_n_s_newline;
static PyObject *__pyx_kp_s_no_median_for_empty_data;
static PyObject *__pyx_kp_s_no_mode_for_empty_data;
static PyObject *__pyx_kp_s_no_unique_mode_found_d_equally_c;
static PyObject *__pyx_n_s_np;
static PyObject *__pyx_kp_s_np_log_z_np_log;
static PyObject *__pyx_kp_s_np_tanh;
static PyObject *__pyx_n_s_null;
static PyObject *__pyx_n_s_numbers;
static PyObject *__pyx_n_s_numerator;
static PyObject *__pyx_n_s_numpy;
static PyObject *__pyx_n_s_objectives;
static PyObject *__pyx_n_s_objectives___init;
static PyObject *__pyx_n_s_objectives_append;
static PyObject *__pyx_n_s_objectives_debug;
static PyObject *__pyx_n_s_objectives_edit;
static PyObject *__pyx_kp_s_objectives_has_atributes_names_i;
static PyObject *__pyx_n_s_objectives_regurgitate;
static PyObject *__pyx_n_s_objectives_search;
static PyObject *__pyx_n_s_obstacles;
static PyObject *__pyx_n_s_obstacles___init;
static PyObject *__pyx_n_s_obstacles_append;
static PyObject *__pyx_n_s_obstacles_debug;
static PyObject *__pyx_n_s_obstacles_edit;
static PyObject *__pyx_kp_s_obstacles_has_atributes_names_id;
static PyObject *__pyx_n_s_obstacles_regurgitate;
static PyObject *__pyx_n_s_obstacles_search;
static PyObject *__pyx_n_s_open;
static PyObject *__pyx_n_s_optimize_regression;
static PyObject *__pyx_n_s_overfit;
static PyObject *__pyx_n_s_p_value;
static PyObject *__pyx_n_s_pandas;
static PyObject *__pyx_n_s_partials;
static PyObject *__pyx_n_s_partials_get;
static PyObject *__pyx_n_s_perims;
static PyObject *__pyx_n_s_pi;
static PyObject *__pyx_n_s_point;
static PyObject *__pyx_n_s_poly_regression;
static PyObject *__pyx_n_s_polyfit;
static PyObject *__pyx_n_s_pop;
static PyObject *__pyx_n_s_pos;
static PyObject *__pyx_n_s_position;
static PyObject *__pyx_n_s_power;
static PyObject *__pyx_n_s_pred_change;
static PyObject *__pyx_n_s_predictions;
static PyObject *__pyx_n_s_prepare;
static PyObject *__pyx_n_s_print;
static PyObject *__pyx_n_s_properties;
static PyObject *__pyx_n_s_q_str;
static PyObject *__pyx_n_s_qualname;
static PyObject *__pyx_n_s_r2_d2;
static PyObject *__pyx_n_s_r2_score;
static PyObject *__pyx_n_s_r2_test;
static PyObject *__pyx_n_s_r2_train;
static PyObject *__pyx_n_s_r2s;
static PyObject *__pyx_n_s_r_data;
static PyObject *__pyx_n_s_r_squared;
static PyObject *__pyx_n_s_randint;
static PyObject *__pyx_n_s_random;
static PyObject *__pyx_n_s_range;
static PyObject *__pyx_n_s_range_2;
static PyObject *__pyx_n_s_reader;
static PyObject *__pyx_n_s_reg_eq;
static PyObject *__pyx_n_s_regurgitate;
static PyObject *__pyx_n_s_remove;
static PyObject *__pyx_n_s_resolution;
static PyObject *__pyx_kp_s_resolution_must_be_int;
static PyObject *__pyx_kp_s_returns_list_of_predicted_values;
static PyObject *__pyx_n_s_rms;
static PyObject *__pyx_n_s_rms_2;
static PyObject *__pyx_n_s_rms_test;
static PyObject *__pyx_n_s_rms_train;
static PyObject *__pyx_n_s_rmss;
static PyObject *__pyx_n_s_row;
static PyObject *__pyx_n_s_row_b_stats;
static PyObject *__pyx_n_s_row_histo;
static PyObject *__pyx_n_s_scipy;
static PyObject *__pyx_n_s_scipy_optimize;
static PyObject *__pyx_n_s_score;
static PyObject *__pyx_n_s_search;
static PyObject *__pyx_n_s_select_best_regression;
static PyObject *__pyx_n_s_selector;
static PyObject *__pyx_n_s_self;
static PyObject *__pyx_n_s_send;
static PyObject *__pyx_n_s_setting;
static PyObject *__pyx_n_s_sklearn;
static PyObject *__pyx_n_s_sorted;
static PyObject *__pyx_kp_s_specified_device_does_not_exist;
static PyObject *__pyx_n_s_sqrt;
static PyObject *__pyx_n_s_ss;
static PyObject *__pyx_n_s_ss_2;
static PyObject *__pyx_n_s_ss_locals_genexpr;
static PyObject *__pyx_n_s_start;
static PyObject *__pyx_n_s_start_a;
static PyObject *__pyx_n_s_start_g;
static PyObject *__pyx_n_s_stats;
static PyObject *__pyx_n_s_stdev;
static PyObject *__pyx_n_s_stdev_2;
static PyObject *__pyx_n_s_stdev_derivative;
static PyObject *__pyx_n_s_stdev_z_split;
static PyObject *__pyx_n_s_strip_data;
static PyObject *__pyx_n_s_sum;
static PyObject *__pyx_n_s_sum_2;
static PyObject *__pyx_n_s_sum_locals_genexpr;
static PyObject *__pyx_n_s_table;
static PyObject *__pyx_n_s_tanh;
static PyObject *__pyx_n_s_tanh_regression;
static PyObject *__pyx_n_s_tanh_regression_locals_tanh;
static PyObject *__pyx_n_s_targets;
static PyObject *__pyx_n_s_temp;
static PyObject *__pyx_n_s_test;
static PyObject *__pyx_n_s_throw;
static PyObject *__pyx_n_s_time;
static PyObject *__pyx_n_s_tolist;
static PyObject *__pyx_n_s_torch;
static PyObject *__pyx_n_s_total;
static PyObject *__pyx_n_s_total2;
static PyObject *__pyx_n_s_ttest_ind;
static PyObject *__pyx_n_s_typ;
static PyObject *__pyx_n_s_uniform;
static PyObject *__pyx_n_s_vals;
static PyObject *__pyx_kp_s_vals_append;
static PyObject *__pyx_n_s_value;
static PyObject *__pyx_n_s_values;
static PyObject *__pyx_n_s_var;
static PyObject *__pyx_n_s_variance;
static PyObject *__pyx_n_s_variance_2;
static PyObject *__pyx_kp_s_variance_requires_at_least_two_d;
static PyObject *__pyx_n_s_version;
static PyObject *__pyx_n_s_w;
static PyObject *__pyx_n_s_write;
static PyObject *__pyx_n_s_x;
static PyObject *__pyx_n_s_x_fit;
static PyObject *__pyx_n_s_x_norm;
static PyObject *__pyx_n_s_x_test;
static PyObject *__pyx_n_s_x_train;
static PyObject *__pyx_n_s_xbar;
static PyObject *__pyx_n_s_y;
static PyObject *__pyx_n_s_y_fit;
static PyObject *__pyx_n_s_y_norm;
static PyObject *__pyx_n_s_y_test;
static PyObject *__pyx_n_s_y_train;
static PyObject *__pyx_kp_s_z;
static PyObject *__pyx_n_s_z_2;
static PyObject *__pyx_kp_s_z_3;
static PyObject *__pyx_kp_s_z_4;
static PyObject *__pyx_n_s_z_normalize;
static PyObject *__pyx_n_s_z_score;
static PyObject *__pyx_n_s_z_split;
static PyObject *__pyx_pf_8analysis__init_device(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_setting, PyObject *__pyx_v_arg); /* proto */
static PyObject *__pyx_pf_8analysis_10c_entities_debug(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_8analysis_10c_entities_2__init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_names, PyObject *__pyx_v_ids, PyObject *__pyx_v_pos, PyObject *__pyx_v_properties, PyObject *__pyx_v_logic); /* proto */
static PyObject *__pyx_pf_8analysis_10c_entities_4append(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_property, PyObject *__pyx_v_n_logic); /* proto */
static PyObject *__pyx_pf_8analysis_10c_entities_6edit(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_property, PyObject *__pyx_v_n_logic); /* proto */
static PyObject *__pyx_pf_8analysis_10c_entities_8search(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search); /* proto */
static PyObject *__pyx_pf_8analysis_10c_entities_10regurgitate(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_8analysis_11nc_entities_debug(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_8analysis_11nc_entities_2__init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_names, PyObject *__pyx_v_ids, PyObject *__pyx_v_pos, PyObject *__pyx_v_properties, PyObject *__pyx_v_effects); /* proto */
static PyObject *__pyx_pf_8analysis_11nc_entities_4append(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_property, PyObject *__pyx_v_n_effect); /* proto */
static PyObject *__pyx_pf_8analysis_11nc_entities_6edit(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_property, PyObject *__pyx_v_n_effect); /* proto */
static PyObject *__pyx_pf_8analysis_11nc_entities_8search(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search); /* proto */
static PyObject *__pyx_pf_8analysis_11nc_entities_10regurgitate(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_8analysis_9obstacles_debug(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_8analysis_9obstacles_2__init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_names, PyObject *__pyx_v_ids, PyObject *__pyx_v_perims, PyObject *__pyx_v_effects); /* proto */
static PyObject *__pyx_pf_8analysis_9obstacles_4append(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_perim, PyObject *__pyx_v_n_effect); /* proto */
static PyObject *__pyx_pf_8analysis_9obstacles_6edit(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_perim, PyObject *__pyx_v_n_effect); /* proto */
static PyObject *__pyx_pf_8analysis_9obstacles_8search(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search); /* proto */
static PyObject *__pyx_pf_8analysis_9obstacles_10regurgitate(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_8analysis_10objectives_debug(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_8analysis_10objectives_2__init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_names, PyObject *__pyx_v_ids, PyObject *__pyx_v_pos, PyObject *__pyx_v_effects); /* proto */
static PyObject *__pyx_pf_8analysis_10objectives_4append(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_effect); /* proto */
static PyObject *__pyx_pf_8analysis_10objectives_6edit(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_effect); /* proto */
static PyObject *__pyx_pf_8analysis_10objectives_8search(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search); /* proto */
static PyObject *__pyx_pf_8analysis_10objectives_10regurgitate(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_8analysis_2load_csv(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_filepath); /* proto */
static PyObject *__pyx_pf_8analysis_4basic_stats(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_method, PyObject *__pyx_v_arg); /* proto */
static PyObject *__pyx_pf_8analysis_6z_score(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_point, PyObject *__pyx_v_mean, PyObject *__pyx_v_stdev); /* proto */
static PyObject *__pyx_pf_8analysis_8z_normalize(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v_mode); /* proto */
static PyObject *__pyx_pf_8analysis_10stdev_z_split(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_mean, PyObject *__pyx_v_stdev, PyObject *__pyx_v_delta, PyObject *__pyx_v_low_bound, PyObject *__pyx_v_high_bound); /* proto */
static PyObject *__pyx_pf_8analysis_12histo_analysis(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_hist_data, PyObject *__pyx_v_delta, PyObject *__pyx_v_low_bound, PyObject *__pyx_v_high_bound); /* proto */
static PyObject *__pyx_pf_8analysis_14poly_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v_power); /* proto */
static PyObject *__pyx_pf_8analysis_16log_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v_base); /* proto */
static PyObject *__pyx_pf_8analysis_18exp_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v_base); /* proto */
static PyObject *__pyx_pf_8analysis_15tanh_regression_tanh(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c, PyObject *__pyx_v_d); /* proto */
static PyObject *__pyx_pf_8analysis_20tanh_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y); /* proto */
static PyObject *__pyx_pf_8analysis_22r_squared(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_predictions, PyObject *__pyx_v_targets); /* proto */
static PyObject *__pyx_pf_8analysis_24rms(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_predictions, PyObject *__pyx_v_targets); /* proto */
static PyObject *__pyx_pf_8analysis_26calc_overfit(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_equation, PyObject *__pyx_v_rms_train, PyObject *__pyx_v_r2_train, PyObject *__pyx_v_x_test, PyObject *__pyx_v_y_test); /* proto */
static PyObject *__pyx_pf_8analysis_28strip_data(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_data, PyObject *__pyx_v_mode); /* proto */
static PyObject *__pyx_pf_8analysis_30optimize_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v__range, PyObject *__pyx_v_resolution); /* proto */
static PyObject *__pyx_pf_8analysis_32select_best_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_eqs, PyObject *__pyx_v_rmss, PyObject *__pyx_v_r2s, PyObject *__pyx_v_overfit, PyObject *__pyx_v_selector); /* proto */
static PyObject *__pyx_pf_8analysis_34p_value(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y); /* proto */
static PyObject *__pyx_pf_8analysis_36basic_analysis(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data); /* proto */
static PyObject *__pyx_pf_8analysis_38benchmark(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y); /* proto */
static PyObject *__pyx_pf_8analysis_40generate_data(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_filename, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v_low, PyObject *__pyx_v_high); /* proto */
static PyObject *__pyx_pf_8analysis_4_sum_genexpr(PyObject *__pyx_self); /* proto */
static PyObject *__pyx_pf_8analysis_42_sum(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_start); /* proto */
static PyObject *__pyx_pf_8analysis_44_isfinite(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_pf_8analysis_46_coerce(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_T, PyObject *__pyx_v_S); /* proto */
static PyObject *__pyx_pf_8analysis_48_exact_ratio(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_pf_8analysis_50_convert(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_value, PyObject *__pyx_v_T); /* proto */
static PyObject *__pyx_pf_8analysis_52_counts(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data); /* proto */
static PyObject *__pyx_pf_8analysis_54_find_lteq(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_a, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_pf_8analysis_56_find_rteq(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_a, PyObject *__pyx_v_l, PyObject *__pyx_v_x); /* proto */
static PyObject *__pyx_pf_8analysis_58_fail_neg(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_values, PyObject *__pyx_v_errmsg); /* proto */
static PyObject *__pyx_pf_8analysis_61mean(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data); /* proto */
static PyObject *__pyx_pf_8analysis_63median(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data); /* proto */
static PyObject *__pyx_pf_8analysis_65mode(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data); /* proto */
static PyObject *__pyx_pf_8analysis_3_ss_genexpr(PyObject *__pyx_self); /* proto */
static PyObject *__pyx_pf_8analysis_3_ss_3genexpr(PyObject *__pyx_self); /* proto */
static PyObject *__pyx_pf_8analysis_67_ss(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_c); /* proto */
static PyObject *__pyx_pf_8analysis_69variance(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_xbar); /* proto */
static PyObject *__pyx_pf_8analysis_71stdev(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_xbar); /* proto */
static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct___sum(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct_1_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct_2__fail_neg(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct_3__ss(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct_4_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct_5_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static __Pyx_CachedCFunction __pyx_umethod_PyDict_Type_get = {0, &__pyx_n_s_get, 0, 0, 0};
static __Pyx_CachedCFunction __pyx_umethod_PyDict_Type_items = {0, &__pyx_n_s_items, 0, 0, 0};
static __Pyx_CachedCFunction __pyx_umethod_PyList_Type_remove = {0, &__pyx_n_s_remove, 0, 0, 0};
static PyObject *__pyx_float_0_67449;
static PyObject *__pyx_float_neg_0_5;
static PyObject *__pyx_float_neg_0_67449;
static PyObject *__pyx_int_0;
static PyObject *__pyx_int_1;
static PyObject *__pyx_int_2;
static PyObject *__pyx_int_10;
static PyObject *__pyx_int_100;
static PyObject *__pyx_int_neg_1;
static PyObject *__pyx_int_neg_10;
static PyObject *__pyx_slice__4;
static PyObject *__pyx_tuple__3;
static PyObject *__pyx_tuple__11;
static PyObject *__pyx_tuple__18;
static PyObject *__pyx_tuple__19;
static PyObject *__pyx_tuple__21;
static PyObject *__pyx_tuple__23;
static PyObject *__pyx_tuple__25;
static PyObject *__pyx_tuple__27;
static PyObject *__pyx_tuple__29;
static PyObject *__pyx_tuple__31;
static PyObject *__pyx_tuple__33;
static PyObject *__pyx_tuple__35;
static PyObject *__pyx_tuple__37;
static PyObject *__pyx_tuple__39;
static PyObject *__pyx_tuple__41;
static PyObject *__pyx_tuple__43;
static PyObject *__pyx_tuple__45;
static PyObject *__pyx_tuple__47;
static PyObject *__pyx_tuple__49;
static PyObject *__pyx_tuple__51;
static PyObject *__pyx_tuple__53;
static PyObject *__pyx_tuple__55;
static PyObject *__pyx_tuple__57;
static PyObject *__pyx_tuple__59;
static PyObject *__pyx_tuple__61;
static PyObject *__pyx_tuple__63;
static PyObject *__pyx_tuple__65;
static PyObject *__pyx_tuple__67;
static PyObject *__pyx_tuple__69;
static PyObject *__pyx_tuple__71;
static PyObject *__pyx_tuple__73;
static PyObject *__pyx_tuple__75;
static PyObject *__pyx_tuple__77;
static PyObject *__pyx_tuple__79;
static PyObject *__pyx_tuple__81;
static PyObject *__pyx_tuple__83;
static PyObject *__pyx_tuple__85;
static PyObject *__pyx_tuple__87;
static PyObject *__pyx_tuple__89;
static PyObject *__pyx_tuple__91;
static PyObject *__pyx_tuple__93;
static PyObject *__pyx_tuple__95;
static PyObject *__pyx_tuple__97;
static PyObject *__pyx_tuple__99;
static PyObject *__pyx_tuple__101;
static PyObject *__pyx_tuple__103;
static PyObject *__pyx_tuple__105;
static PyObject *__pyx_tuple__107;
static PyObject *__pyx_tuple__109;
static PyObject *__pyx_tuple__110;
static PyObject *__pyx_tuple__112;
static PyObject *__pyx_tuple__113;
static PyObject *__pyx_tuple__115;
static PyObject *__pyx_tuple__117;
static PyObject *__pyx_tuple__119;
static PyObject *__pyx_tuple__121;
static PyObject *__pyx_tuple__123;
static PyObject *__pyx_tuple__125;
static PyObject *__pyx_tuple__127;
static PyObject *__pyx_tuple__128;
static PyObject *__pyx_tuple__129;
static PyObject *__pyx_tuple__131;
static PyObject *__pyx_tuple__133;
static PyObject *__pyx_tuple__135;
static PyObject *__pyx_tuple__137;
static PyObject *__pyx_tuple__138;
static PyObject *__pyx_tuple__140;
static PyObject *__pyx_tuple__141;
static PyObject *__pyx_tuple__143;
static PyObject *__pyx_codeobj__12;
static PyObject *__pyx_codeobj__16;
static PyObject *__pyx_codeobj__20;
static PyObject *__pyx_codeobj__22;
static PyObject *__pyx_codeobj__24;
static PyObject *__pyx_codeobj__26;
static PyObject *__pyx_codeobj__28;
static PyObject *__pyx_codeobj__30;
static PyObject *__pyx_codeobj__32;
static PyObject *__pyx_codeobj__34;
static PyObject *__pyx_codeobj__36;
static PyObject *__pyx_codeobj__38;
static PyObject *__pyx_codeobj__40;
static PyObject *__pyx_codeobj__42;
static PyObject *__pyx_codeobj__44;
static PyObject *__pyx_codeobj__46;
static PyObject *__pyx_codeobj__48;
static PyObject *__pyx_codeobj__50;
static PyObject *__pyx_codeobj__52;
static PyObject *__pyx_codeobj__54;
static PyObject *__pyx_codeobj__56;
static PyObject *__pyx_codeobj__58;
static PyObject *__pyx_codeobj__60;
static PyObject *__pyx_codeobj__62;
static PyObject *__pyx_codeobj__64;
static PyObject *__pyx_codeobj__66;
static PyObject *__pyx_codeobj__68;
static PyObject *__pyx_codeobj__70;
static PyObject *__pyx_codeobj__72;
static PyObject *__pyx_codeobj__74;
static PyObject *__pyx_codeobj__76;
static PyObject *__pyx_codeobj__78;
static PyObject *__pyx_codeobj__80;
static PyObject *__pyx_codeobj__82;
static PyObject *__pyx_codeobj__84;
static PyObject *__pyx_codeobj__86;
static PyObject *__pyx_codeobj__88;
static PyObject *__pyx_codeobj__90;
static PyObject *__pyx_codeobj__92;
static PyObject *__pyx_codeobj__94;
static PyObject *__pyx_codeobj__96;
static PyObject *__pyx_codeobj__98;
static PyObject *__pyx_codeobj__100;
static PyObject *__pyx_codeobj__102;
static PyObject *__pyx_codeobj__104;
static PyObject *__pyx_codeobj__106;
static PyObject *__pyx_codeobj__108;
static PyObject *__pyx_codeobj__111;
static PyObject *__pyx_codeobj__114;
static PyObject *__pyx_codeobj__116;
static PyObject *__pyx_codeobj__118;
static PyObject *__pyx_codeobj__120;
static PyObject *__pyx_codeobj__122;
static PyObject *__pyx_codeobj__124;
static PyObject *__pyx_codeobj__126;
static PyObject *__pyx_codeobj__130;
static PyObject *__pyx_codeobj__132;
static PyObject *__pyx_codeobj__134;
static PyObject *__pyx_codeobj__136;
static PyObject *__pyx_codeobj__139;
static PyObject *__pyx_codeobj__142;
/* Late includes */

/* "analysis.py":161
 * 
 * 
 * def _init_device(setting, arg):  # initiates computation device for ANNs             # <<<<<<<<<<<<<<
 *     if setting == "cuda":
 *         try:
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_1_init_device(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_1_init_device = {"_init_device", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_1_init_device, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_1_init_device(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_setting = 0;
  PyObject *__pyx_v_arg = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_init_device (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_setting,&__pyx_n_s_arg,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_setting)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_arg)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("_init_device", 1, 2, 2, 1); __PYX_ERR(0, 161, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "_init_device") < 0)) __PYX_ERR(0, 161, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_setting = values[0];
    __pyx_v_arg = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("_init_device", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 161, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis._init_device", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis__init_device(__pyx_self, __pyx_v_setting, __pyx_v_arg);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis__init_device(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_setting, PyObject *__pyx_v_arg) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  __Pyx_RefNannySetupContext("_init_device", 0);

  /* "analysis.py":162
 * 
 * def _init_device(setting, arg):  # initiates computation device for ANNs
 *     if setting == "cuda":             # <<<<<<<<<<<<<<
 *         try:
 *             return torch.device(setting + ":" + str(arg) if torch.cuda.is_available() else "cpu")
 */
  __pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_setting, __pyx_n_s_cuda, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 162, __pyx_L1_error)
  if (__pyx_t_1) {

    /* "analysis.py":163
 * def _init_device(setting, arg):  # initiates computation device for ANNs
 *     if setting == "cuda":
 *         try:             # <<<<<<<<<<<<<<
 *             return torch.device(setting + ":" + str(arg) if torch.cuda.is_available() else "cpu")
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_2, &__pyx_t_3, &__pyx_t_4);
      __Pyx_XGOTREF(__pyx_t_2);
      __Pyx_XGOTREF(__pyx_t_3);
      __Pyx_XGOTREF(__pyx_t_4);
      /*try:*/ {

        /* "analysis.py":164
 *     if setting == "cuda":
 *         try:
 *             return torch.device(setting + ":" + str(arg) if torch.cuda.is_available() else "cpu")             # <<<<<<<<<<<<<<
 *         except:
 *             raise error("could not assign cuda or cpu")
 */
        __Pyx_XDECREF(__pyx_r);
        __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_torch); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 164, __pyx_L4_error)
        __Pyx_GOTREF(__pyx_t_6);
        __pyx_t_7 = __Pyx_PyObject_GetAttrStr(__pyx_t_6, __pyx_n_s_device); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 164, __pyx_L4_error)
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
        __Pyx_GetModuleGlobalName(__pyx_t_9, __pyx_n_s_torch); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 164, __pyx_L4_error)
        __Pyx_GOTREF(__pyx_t_9);
        __pyx_t_10 = __Pyx_PyObject_GetAttrStr(__pyx_t_9, __pyx_n_s_cuda); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 164, __pyx_L4_error)
        __Pyx_GOTREF(__pyx_t_10);
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_t_10, __pyx_n_s_is_available); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 164, __pyx_L4_error)
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        __pyx_t_10 = NULL;
        if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_9))) {
          __pyx_t_10 = PyMethod_GET_SELF(__pyx_t_9);
          if (likely(__pyx_t_10)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_9);
            __Pyx_INCREF(__pyx_t_10);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_9, function);
          }
        }
        __pyx_t_8 = (__pyx_t_10) ? __Pyx_PyObject_CallOneArg(__pyx_t_9, __pyx_t_10) : __Pyx_PyObject_CallNoArg(__pyx_t_9);
        __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
        if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 164, __pyx_L4_error)
        __Pyx_GOTREF(__pyx_t_8);
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_8); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 164, __pyx_L4_error)
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        if (__pyx_t_1) {
          __pyx_t_8 = PyNumber_Add(__pyx_v_setting, __pyx_kp_s_); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 164, __pyx_L4_error)
          __Pyx_GOTREF(__pyx_t_8);
          __pyx_t_9 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_v_arg); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 164, __pyx_L4_error)
          __Pyx_GOTREF(__pyx_t_9);
          __pyx_t_10 = PyNumber_Add(__pyx_t_8, __pyx_t_9); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 164, __pyx_L4_error)
          __Pyx_GOTREF(__pyx_t_10);
          __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
          __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
          __pyx_t_6 = __pyx_t_10;
          __pyx_t_10 = 0;
        } else {
          __Pyx_INCREF(__pyx_n_s_cpu);
          __pyx_t_6 = __pyx_n_s_cpu;
        }
        __pyx_t_10 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_7))) {
          __pyx_t_10 = PyMethod_GET_SELF(__pyx_t_7);
          if (likely(__pyx_t_10)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
            __Pyx_INCREF(__pyx_t_10);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_7, function);
          }
        }
        __pyx_t_5 = (__pyx_t_10) ? __Pyx_PyObject_Call2Args(__pyx_t_7, __pyx_t_10, __pyx_t_6) : __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_t_6);
        __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
        if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 164, __pyx_L4_error)
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_r = __pyx_t_5;
        __pyx_t_5 = 0;
        goto __pyx_L8_try_return;

        /* "analysis.py":163
 * def _init_device(setting, arg):  # initiates computation device for ANNs
 *     if setting == "cuda":
 *         try:             # <<<<<<<<<<<<<<
 *             return torch.device(setting + ":" + str(arg) if torch.cuda.is_available() else "cpu")
 *         except:
 */
      }
      __pyx_L4_error:;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

      /* "analysis.py":165
 *         try:
 *             return torch.device(setting + ":" + str(arg) if torch.cuda.is_available() else "cpu")
 *         except:             # <<<<<<<<<<<<<<
 *             raise error("could not assign cuda or cpu")
 *     elif setting == "cpu":
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis._init_device", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_7, &__pyx_t_6) < 0) __PYX_ERR(0, 165, __pyx_L6_except_error)
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_GOTREF(__pyx_t_6);

        /* "analysis.py":166
 *             return torch.device(setting + ":" + str(arg) if torch.cuda.is_available() else "cpu")
 *         except:
 *             raise error("could not assign cuda or cpu")             # <<<<<<<<<<<<<<
 *     elif setting == "cpu":
 *         try:
 */
        __Pyx_GetModuleGlobalName(__pyx_t_9, __pyx_n_s_error); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 166, __pyx_L6_except_error)
        __Pyx_GOTREF(__pyx_t_9);
        __pyx_t_8 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_9))) {
          __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_9);
          if (likely(__pyx_t_8)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_9);
            __Pyx_INCREF(__pyx_t_8);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_9, function);
          }
        }
        __pyx_t_10 = (__pyx_t_8) ? __Pyx_PyObject_Call2Args(__pyx_t_9, __pyx_t_8, __pyx_kp_s_could_not_assign_cuda_or_cpu) : __Pyx_PyObject_CallOneArg(__pyx_t_9, __pyx_kp_s_could_not_assign_cuda_or_cpu);
        __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
        if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 166, __pyx_L6_except_error)
        __Pyx_GOTREF(__pyx_t_10);
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        __Pyx_Raise(__pyx_t_10, 0, 0, 0);
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        __PYX_ERR(0, 166, __pyx_L6_except_error)
      }
      __pyx_L6_except_error:;

      /* "analysis.py":163
 * def _init_device(setting, arg):  # initiates computation device for ANNs
 *     if setting == "cuda":
 *         try:             # <<<<<<<<<<<<<<
 *             return torch.device(setting + ":" + str(arg) if torch.cuda.is_available() else "cpu")
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_2);
      __Pyx_XGIVEREF(__pyx_t_3);
      __Pyx_XGIVEREF(__pyx_t_4);
      __Pyx_ExceptionReset(__pyx_t_2, __pyx_t_3, __pyx_t_4);
      goto __pyx_L1_error;
      __pyx_L8_try_return:;
      __Pyx_XGIVEREF(__pyx_t_2);
      __Pyx_XGIVEREF(__pyx_t_3);
      __Pyx_XGIVEREF(__pyx_t_4);
      __Pyx_ExceptionReset(__pyx_t_2, __pyx_t_3, __pyx_t_4);
      goto __pyx_L0;
    }

    /* "analysis.py":162
 * 
 * def _init_device(setting, arg):  # initiates computation device for ANNs
 *     if setting == "cuda":             # <<<<<<<<<<<<<<
 *         try:
 *             return torch.device(setting + ":" + str(arg) if torch.cuda.is_available() else "cpu")
 */
  }

  /* "analysis.py":167
 *         except:
 *             raise error("could not assign cuda or cpu")
 *     elif setting == "cpu":             # <<<<<<<<<<<<<<
 *         try:
 *             return torch.device("cpu")
 */
  __pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_setting, __pyx_n_s_cpu, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 167, __pyx_L1_error)
  if (likely(__pyx_t_1)) {

    /* "analysis.py":168
 *             raise error("could not assign cuda or cpu")
 *     elif setting == "cpu":
 *         try:             # <<<<<<<<<<<<<<
 *             return torch.device("cpu")
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_4, &__pyx_t_3, &__pyx_t_2);
      __Pyx_XGOTREF(__pyx_t_4);
      __Pyx_XGOTREF(__pyx_t_3);
      __Pyx_XGOTREF(__pyx_t_2);
      /*try:*/ {

        /* "analysis.py":169
 *     elif setting == "cpu":
 *         try:
 *             return torch.device("cpu")             # <<<<<<<<<<<<<<
 *         except:
 *             raise error("could not assign cpu")
 */
        __Pyx_XDECREF(__pyx_r);
        __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_torch); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 169, __pyx_L12_error)
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_7, __pyx_n_s_device); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 169, __pyx_L12_error)
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
          __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_5);
          if (likely(__pyx_t_7)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
            __Pyx_INCREF(__pyx_t_7);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_5, function);
          }
        }
        __pyx_t_6 = (__pyx_t_7) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_7, __pyx_n_s_cpu) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_n_s_cpu);
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 169, __pyx_L12_error)
        __Pyx_GOTREF(__pyx_t_6);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
        __pyx_r = __pyx_t_6;
        __pyx_t_6 = 0;
        goto __pyx_L16_try_return;

        /* "analysis.py":168
 *             raise error("could not assign cuda or cpu")
 *     elif setting == "cpu":
 *         try:             # <<<<<<<<<<<<<<
 *             return torch.device("cpu")
 *         except:
 */
      }
      __pyx_L12_error:;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

      /* "analysis.py":170
 *         try:
 *             return torch.device("cpu")
 *         except:             # <<<<<<<<<<<<<<
 *             raise error("could not assign cpu")
 *     else:
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis._init_device", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_6, &__pyx_t_5, &__pyx_t_7) < 0) __PYX_ERR(0, 170, __pyx_L14_except_error)
        __Pyx_GOTREF(__pyx_t_6);
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GOTREF(__pyx_t_7);

        /* "analysis.py":171
 *             return torch.device("cpu")
 *         except:
 *             raise error("could not assign cpu")             # <<<<<<<<<<<<<<
 *     else:
 *         raise error("specified device does not exist")
 */
        __Pyx_GetModuleGlobalName(__pyx_t_9, __pyx_n_s_error); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 171, __pyx_L14_except_error)
        __Pyx_GOTREF(__pyx_t_9);
        __pyx_t_8 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_9))) {
          __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_9);
          if (likely(__pyx_t_8)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_9);
            __Pyx_INCREF(__pyx_t_8);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_9, function);
          }
        }
        __pyx_t_10 = (__pyx_t_8) ? __Pyx_PyObject_Call2Args(__pyx_t_9, __pyx_t_8, __pyx_kp_s_could_not_assign_cpu) : __Pyx_PyObject_CallOneArg(__pyx_t_9, __pyx_kp_s_could_not_assign_cpu);
        __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
        if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 171, __pyx_L14_except_error)
        __Pyx_GOTREF(__pyx_t_10);
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        __Pyx_Raise(__pyx_t_10, 0, 0, 0);
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        __PYX_ERR(0, 171, __pyx_L14_except_error)
      }
      __pyx_L14_except_error:;

      /* "analysis.py":168
 *             raise error("could not assign cuda or cpu")
 *     elif setting == "cpu":
 *         try:             # <<<<<<<<<<<<<<
 *             return torch.device("cpu")
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_4);
      __Pyx_XGIVEREF(__pyx_t_3);
      __Pyx_XGIVEREF(__pyx_t_2);
      __Pyx_ExceptionReset(__pyx_t_4, __pyx_t_3, __pyx_t_2);
      goto __pyx_L1_error;
      __pyx_L16_try_return:;
      __Pyx_XGIVEREF(__pyx_t_4);
      __Pyx_XGIVEREF(__pyx_t_3);
      __Pyx_XGIVEREF(__pyx_t_2);
      __Pyx_ExceptionReset(__pyx_t_4, __pyx_t_3, __pyx_t_2);
      goto __pyx_L0;
    }

    /* "analysis.py":167
 *         except:
 *             raise error("could not assign cuda or cpu")
 *     elif setting == "cpu":             # <<<<<<<<<<<<<<
 *         try:
 *             return torch.device("cpu")
 */
  }

  /* "analysis.py":173
 *             raise error("could not assign cpu")
 *     else:
 *         raise error("specified device does not exist")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  /*else*/ {
    __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_error); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 173, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_6 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
      __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_5);
      if (likely(__pyx_t_6)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
        __Pyx_INCREF(__pyx_t_6);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_5, function);
      }
    }
    __pyx_t_7 = (__pyx_t_6) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_6, __pyx_kp_s_specified_device_does_not_exist) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_kp_s_specified_device_does_not_exist);
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 173, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_Raise(__pyx_t_7, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __PYX_ERR(0, 173, __pyx_L1_error)
  }

  /* "analysis.py":161
 * 
 * 
 * def _init_device(setting, arg):  # initiates computation device for ANNs             # <<<<<<<<<<<<<<
 *     if setting == "cuda":
 *         try:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_AddTraceback("analysis._init_device", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":184
 *     c_logic = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("c_entities has attributes names, ids, positions, properties, and logic. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, nd array of properties, and nd array of logic")
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10c_entities_1debug(PyObject *__pyx_self, PyObject *__pyx_v_self); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10c_entities_1debug = {"debug", (PyCFunction)__pyx_pw_8analysis_10c_entities_1debug, METH_O, 0};
static PyObject *__pyx_pw_8analysis_10c_entities_1debug(PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("debug (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_10c_entities_debug(__pyx_self, ((PyObject *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10c_entities_debug(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("debug", 0);

  /* "analysis.py":185
 * 
 *     def debug(self):
 *         print("c_entities has attributes names, ids, positions, properties, and logic. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, nd array of properties, and nd array of logic")             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 * 
 */
  if (__Pyx_PrintOne(0, __pyx_kp_s_c_entities_has_attributes_names) < 0) __PYX_ERR(0, 185, __pyx_L1_error)

  /* "analysis.py":186
 *     def debug(self):
 *         print("c_entities has attributes names, ids, positions, properties, and logic. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, nd array of properties, and nd array of logic")
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]             # <<<<<<<<<<<<<<
 * 
 *     def __init__(self, names, ids, pos, properties, logic):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 186, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 186, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 186, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_properties); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 186, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_logic); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 186, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = PyList_New(5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 186, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_GIVEREF(__pyx_t_1);
  PyList_SET_ITEM(__pyx_t_6, 0, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyList_SET_ITEM(__pyx_t_6, 1, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_3);
  PyList_SET_ITEM(__pyx_t_6, 2, __pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_4);
  PyList_SET_ITEM(__pyx_t_6, 3, __pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_5);
  PyList_SET_ITEM(__pyx_t_6, 4, __pyx_t_5);
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_t_3 = 0;
  __pyx_t_4 = 0;
  __pyx_t_5 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "analysis.py":184
 *     c_logic = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("c_entities has attributes names, ids, positions, properties, and logic. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, nd array of properties, and nd array of logic")
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("analysis.c_entities.debug", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":188
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 * 
 *     def __init__(self, names, ids, pos, properties, logic):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10c_entities_3__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10c_entities_3__init__ = {"__init__", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_10c_entities_3__init__, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_10c_entities_3__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_names = 0;
  PyObject *__pyx_v_ids = 0;
  PyObject *__pyx_v_pos = 0;
  PyObject *__pyx_v_properties = 0;
  PyObject *__pyx_v_logic = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_names,&__pyx_n_s_ids,&__pyx_n_s_pos,&__pyx_n_s_properties,&__pyx_n_s_logic,0};
    PyObject* values[6] = {0,0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_names)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, 1); __PYX_ERR(0, 188, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_ids)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, 2); __PYX_ERR(0, 188, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_pos)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, 3); __PYX_ERR(0, 188, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_properties)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, 4); __PYX_ERR(0, 188, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  5:
        if (likely((values[5] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_logic)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, 5); __PYX_ERR(0, 188, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__init__") < 0)) __PYX_ERR(0, 188, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 6) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
      values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
    }
    __pyx_v_self = values[0];
    __pyx_v_names = values[1];
    __pyx_v_ids = values[2];
    __pyx_v_pos = values[3];
    __pyx_v_properties = values[4];
    __pyx_v_logic = values[5];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 188, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.c_entities.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_10c_entities_2__init__(__pyx_self, __pyx_v_self, __pyx_v_names, __pyx_v_ids, __pyx_v_pos, __pyx_v_properties, __pyx_v_logic);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10c_entities_2__init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_names, PyObject *__pyx_v_ids, PyObject *__pyx_v_pos, PyObject *__pyx_v_properties, PyObject *__pyx_v_logic) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__", 0);

  /* "analysis.py":189
 * 
 *     def __init__(self, names, ids, pos, properties, logic):
 *         self.c_names = names             # <<<<<<<<<<<<<<
 *         self.c_ids = ids
 *         self.c_pos = pos
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_names, __pyx_v_names) < 0) __PYX_ERR(0, 189, __pyx_L1_error)

  /* "analysis.py":190
 *     def __init__(self, names, ids, pos, properties, logic):
 *         self.c_names = names
 *         self.c_ids = ids             # <<<<<<<<<<<<<<
 *         self.c_pos = pos
 *         self.c_properties = properties
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_ids, __pyx_v_ids) < 0) __PYX_ERR(0, 190, __pyx_L1_error)

  /* "analysis.py":191
 *         self.c_names = names
 *         self.c_ids = ids
 *         self.c_pos = pos             # <<<<<<<<<<<<<<
 *         self.c_properties = properties
 *         self.c_logic = logic
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_pos, __pyx_v_pos) < 0) __PYX_ERR(0, 191, __pyx_L1_error)

  /* "analysis.py":192
 *         self.c_ids = ids
 *         self.c_pos = pos
 *         self.c_properties = properties             # <<<<<<<<<<<<<<
 *         self.c_logic = logic
 *         return None
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_properties, __pyx_v_properties) < 0) __PYX_ERR(0, 192, __pyx_L1_error)

  /* "analysis.py":193
 *         self.c_pos = pos
 *         self.c_properties = properties
 *         self.c_logic = logic             # <<<<<<<<<<<<<<
 *         return None
 * 
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_logic, __pyx_v_logic) < 0) __PYX_ERR(0, 193, __pyx_L1_error)

  /* "analysis.py":194
 *         self.c_properties = properties
 *         self.c_logic = logic
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_logic):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":188
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 * 
 *     def __init__(self, names, ids, pos, properties, logic):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_AddTraceback("analysis.c_entities.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":196
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_logic):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10c_entities_5append(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10c_entities_5append = {"append", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_10c_entities_5append, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_10c_entities_5append(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_n_name = 0;
  PyObject *__pyx_v_n_id = 0;
  PyObject *__pyx_v_n_pos = 0;
  PyObject *__pyx_v_n_property = 0;
  PyObject *__pyx_v_n_logic = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("append (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_n_name,&__pyx_n_s_n_id,&__pyx_n_s_n_pos,&__pyx_n_s_n_property,&__pyx_n_s_n_logic,0};
    PyObject* values[6] = {0,0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_name)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, 1); __PYX_ERR(0, 196, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_id)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, 2); __PYX_ERR(0, 196, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_pos)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, 3); __PYX_ERR(0, 196, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_property)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, 4); __PYX_ERR(0, 196, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  5:
        if (likely((values[5] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_logic)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, 5); __PYX_ERR(0, 196, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "append") < 0)) __PYX_ERR(0, 196, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 6) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
      values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
    }
    __pyx_v_self = values[0];
    __pyx_v_n_name = values[1];
    __pyx_v_n_id = values[2];
    __pyx_v_n_pos = values[3];
    __pyx_v_n_property = values[4];
    __pyx_v_n_logic = values[5];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 196, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.c_entities.append", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_10c_entities_4append(__pyx_self, __pyx_v_self, __pyx_v_n_name, __pyx_v_n_id, __pyx_v_n_pos, __pyx_v_n_property, __pyx_v_n_logic);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10c_entities_4append(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_property, PyObject *__pyx_v_n_logic) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  __Pyx_RefNannySetupContext("append", 0);

  /* "analysis.py":197
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_logic):
 *         self.c_names.append(n_name)             # <<<<<<<<<<<<<<
 *         self.c_ids.append(n_id)
 *         self.c_pos.append(n_pos)
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 197, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_name); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 197, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":198
 *     def append(self, n_name, n_id, n_pos, n_property, n_logic):
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)             # <<<<<<<<<<<<<<
 *         self.c_pos.append(n_pos)
 *         self.c_properties.append(n_property)
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 198, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_id); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 198, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":199
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 *         self.c_pos.append(n_pos)             # <<<<<<<<<<<<<<
 *         self.c_properties.append(n_property)
 *         self.c_logic.append(n_logic)
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 199, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_pos); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 199, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":200
 *         self.c_ids.append(n_id)
 *         self.c_pos.append(n_pos)
 *         self.c_properties.append(n_property)             # <<<<<<<<<<<<<<
 *         self.c_logic.append(n_logic)
 *         return None
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_properties); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 200, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_property); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 200, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":201
 *         self.c_pos.append(n_pos)
 *         self.c_properties.append(n_property)
 *         self.c_logic.append(n_logic)             # <<<<<<<<<<<<<<
 *         return None
 * 
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_logic); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 201, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_logic); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 201, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":202
 *         self.c_properties.append(n_property)
 *         self.c_logic.append(n_logic)
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_logic):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":196
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_logic):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("analysis.c_entities.append", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":204
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_logic):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10c_entities_7edit(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10c_entities_7edit = {"edit", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_10c_entities_7edit, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_10c_entities_7edit(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_search = 0;
  PyObject *__pyx_v_n_name = 0;
  PyObject *__pyx_v_n_id = 0;
  PyObject *__pyx_v_n_pos = 0;
  PyObject *__pyx_v_n_property = 0;
  PyObject *__pyx_v_n_logic = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("edit (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_search,&__pyx_n_s_n_name,&__pyx_n_s_n_id,&__pyx_n_s_n_pos,&__pyx_n_s_n_property,&__pyx_n_s_n_logic,0};
    PyObject* values[7] = {0,0,0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  7: values[6] = PyTuple_GET_ITEM(__pyx_args, 6);
        CYTHON_FALLTHROUGH;
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_search)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 1); __PYX_ERR(0, 204, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_name)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 2); __PYX_ERR(0, 204, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_id)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 3); __PYX_ERR(0, 204, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_pos)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 4); __PYX_ERR(0, 204, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  5:
        if (likely((values[5] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_property)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 5); __PYX_ERR(0, 204, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  6:
        if (likely((values[6] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_logic)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 6); __PYX_ERR(0, 204, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "edit") < 0)) __PYX_ERR(0, 204, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 7) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
      values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
      values[6] = PyTuple_GET_ITEM(__pyx_args, 6);
    }
    __pyx_v_self = values[0];
    __pyx_v_search = values[1];
    __pyx_v_n_name = values[2];
    __pyx_v_n_id = values[3];
    __pyx_v_n_pos = values[4];
    __pyx_v_n_property = values[5];
    __pyx_v_n_logic = values[6];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 204, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.c_entities.edit", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_10c_entities_6edit(__pyx_self, __pyx_v_self, __pyx_v_search, __pyx_v_n_name, __pyx_v_n_id, __pyx_v_n_pos, __pyx_v_n_property, __pyx_v_n_logic);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10c_entities_6edit(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_property, PyObject *__pyx_v_n_logic) {
  Py_ssize_t __pyx_v_position;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  __Pyx_RefNannySetupContext("edit", 0);

  /* "analysis.py":205
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_logic):
 *         position = 0             # <<<<<<<<<<<<<<
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 */
  __pyx_v_position = 0;

  /* "analysis.py":206
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_logic):
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):             # <<<<<<<<<<<<<<
 *             if self.c_ids[i] == search:
 *                 position = i
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 206, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 206, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":207
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 *         if n_name != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 207, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 207, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = PyObject_RichCompare(__pyx_t_5, __pyx_v_search, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 207, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 207, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    if (__pyx_t_6) {

      /* "analysis.py":208
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 *                 position = i             # <<<<<<<<<<<<<<
 *         if n_name != "null":
 *             self.c_names[position] = n_name
 */
      __pyx_v_position = __pyx_v_i;

      /* "analysis.py":207
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 *         if n_name != "null":
 */
    }
  }

  /* "analysis.py":209
 *             if self.c_ids[i] == search:
 *                 position = i
 *         if n_name != "null":             # <<<<<<<<<<<<<<
 *             self.c_names[position] = n_name
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_name, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 209, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":210
 *                 position = i
 *         if n_name != "null":
 *             self.c_names[position] = n_name             # <<<<<<<<<<<<<<
 * 
 *         if n_id != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 210, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_name, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 210, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":209
 *             if self.c_ids[i] == search:
 *                 position = i
 *         if n_name != "null":             # <<<<<<<<<<<<<<
 *             self.c_names[position] = n_name
 * 
 */
  }

  /* "analysis.py":212
 *             self.c_names[position] = n_name
 * 
 *         if n_id != "null":             # <<<<<<<<<<<<<<
 *             self.c_ids[position] = n_id
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_id, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 212, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":213
 * 
 *         if n_id != "null":
 *             self.c_ids[position] = n_id             # <<<<<<<<<<<<<<
 * 
 *         if n_pos != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 213, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_id, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 213, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":212
 *             self.c_names[position] = n_name
 * 
 *         if n_id != "null":             # <<<<<<<<<<<<<<
 *             self.c_ids[position] = n_id
 * 
 */
  }

  /* "analysis.py":215
 *             self.c_ids[position] = n_id
 * 
 *         if n_pos != "null":             # <<<<<<<<<<<<<<
 *             self.c_pos[position] = n_pos
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_pos, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 215, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":216
 * 
 *         if n_pos != "null":
 *             self.c_pos[position] = n_pos             # <<<<<<<<<<<<<<
 * 
 *         if n_property != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 216, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_pos, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 216, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":215
 *             self.c_ids[position] = n_id
 * 
 *         if n_pos != "null":             # <<<<<<<<<<<<<<
 *             self.c_pos[position] = n_pos
 * 
 */
  }

  /* "analysis.py":218
 *             self.c_pos[position] = n_pos
 * 
 *         if n_property != "null":             # <<<<<<<<<<<<<<
 *             self.c_properties[position] = n_property
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_property, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 218, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":219
 * 
 *         if n_property != "null":
 *             self.c_properties[position] = n_property             # <<<<<<<<<<<<<<
 * 
 *         if n_logic != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_properties); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 219, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_property, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 219, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":218
 *             self.c_pos[position] = n_pos
 * 
 *         if n_property != "null":             # <<<<<<<<<<<<<<
 *             self.c_properties[position] = n_property
 * 
 */
  }

  /* "analysis.py":221
 *             self.c_properties[position] = n_property
 * 
 *         if n_logic != "null":             # <<<<<<<<<<<<<<
 *             self.c_logic[position] = n_logic
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_logic, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 221, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":222
 * 
 *         if n_logic != "null":
 *             self.c_logic[position] = n_logic             # <<<<<<<<<<<<<<
 * 
 *         return None
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_logic); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 222, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_logic, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 222, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":221
 *             self.c_properties[position] = n_property
 * 
 *         if n_logic != "null":             # <<<<<<<<<<<<<<
 *             self.c_logic[position] = n_logic
 * 
 */
  }

  /* "analysis.py":224
 *             self.c_logic[position] = n_logic
 * 
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def search(self, search):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":204
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_logic):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis.c_entities.edit", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":226
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10c_entities_9search(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10c_entities_9search = {"search", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_10c_entities_9search, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_10c_entities_9search(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_search = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("search (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_search,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_search)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("search", 1, 2, 2, 1); __PYX_ERR(0, 226, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "search") < 0)) __PYX_ERR(0, 226, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_self = values[0];
    __pyx_v_search = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("search", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 226, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.c_entities.search", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_10c_entities_8search(__pyx_self, __pyx_v_self, __pyx_v_search);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10c_entities_8search(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search) {
  Py_ssize_t __pyx_v_position;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  __Pyx_RefNannySetupContext("search", 0);

  /* "analysis.py":227
 * 
 *     def search(self, search):
 *         position = 0             # <<<<<<<<<<<<<<
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 */
  __pyx_v_position = 0;

  /* "analysis.py":228
 *     def search(self, search):
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):             # <<<<<<<<<<<<<<
 *             if self.c_ids[i] == search:
 *                 position = i
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 228, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 228, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":229
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 229, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 229, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = PyObject_RichCompare(__pyx_t_5, __pyx_v_search, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 229, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 229, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    if (__pyx_t_6) {

      /* "analysis.py":230
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 *                 position = i             # <<<<<<<<<<<<<<
 * 
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_logic[position]]
 */
      __pyx_v_position = __pyx_v_i;

      /* "analysis.py":229
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    }
  }

  /* "analysis.py":232
 *                 position = i
 * 
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_logic[position]]             # <<<<<<<<<<<<<<
 * 
 *     def regurgitate(self):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 232, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 232, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 232, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 232, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 232, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_8 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 232, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_properties); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 232, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_9 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 232, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_logic); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 232, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_10 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 232, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyList_New(5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 232, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_5);
  PyList_SET_ITEM(__pyx_t_1, 0, __pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_7);
  PyList_SET_ITEM(__pyx_t_1, 1, __pyx_t_7);
  __Pyx_GIVEREF(__pyx_t_8);
  PyList_SET_ITEM(__pyx_t_1, 2, __pyx_t_8);
  __Pyx_GIVEREF(__pyx_t_9);
  PyList_SET_ITEM(__pyx_t_1, 3, __pyx_t_9);
  __Pyx_GIVEREF(__pyx_t_10);
  PyList_SET_ITEM(__pyx_t_1, 4, __pyx_t_10);
  __pyx_t_5 = 0;
  __pyx_t_7 = 0;
  __pyx_t_8 = 0;
  __pyx_t_9 = 0;
  __pyx_t_10 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "analysis.py":226
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_AddTraceback("analysis.c_entities.search", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":234
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_logic[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10c_entities_11regurgitate(PyObject *__pyx_self, PyObject *__pyx_v_self); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10c_entities_11regurgitate = {"regurgitate", (PyCFunction)__pyx_pw_8analysis_10c_entities_11regurgitate, METH_O, 0};
static PyObject *__pyx_pw_8analysis_10c_entities_11regurgitate(PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("regurgitate (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_10c_entities_10regurgitate(__pyx_self, ((PyObject *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10c_entities_10regurgitate(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("regurgitate", 0);

  /* "analysis.py":235
 * 
 *     def regurgitate(self):
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 235, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 235, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 235, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_properties); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 235, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_logic); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 235, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = PyList_New(5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 235, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_GIVEREF(__pyx_t_1);
  PyList_SET_ITEM(__pyx_t_6, 0, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyList_SET_ITEM(__pyx_t_6, 1, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_3);
  PyList_SET_ITEM(__pyx_t_6, 2, __pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_4);
  PyList_SET_ITEM(__pyx_t_6, 3, __pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_5);
  PyList_SET_ITEM(__pyx_t_6, 4, __pyx_t_5);
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_t_3 = 0;
  __pyx_t_4 = 0;
  __pyx_t_5 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "analysis.py":234
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_logic[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("analysis.c_entities.regurgitate", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":246
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("nc_entities (non-controlable entities) has attributes names, ids, positions, properties, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, 2d array of properties, and 2d array of effects.")
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_11nc_entities_1debug(PyObject *__pyx_self, PyObject *__pyx_v_self); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_11nc_entities_1debug = {"debug", (PyCFunction)__pyx_pw_8analysis_11nc_entities_1debug, METH_O, 0};
static PyObject *__pyx_pw_8analysis_11nc_entities_1debug(PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("debug (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_11nc_entities_debug(__pyx_self, ((PyObject *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_11nc_entities_debug(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("debug", 0);

  /* "analysis.py":247
 * 
 *     def debug(self):
 *         print("nc_entities (non-controlable entities) has attributes names, ids, positions, properties, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, 2d array of properties, and 2d array of effects.")             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 * 
 */
  if (__Pyx_PrintOne(0, __pyx_kp_s_nc_entities_non_controlable_enti) < 0) __PYX_ERR(0, 247, __pyx_L1_error)

  /* "analysis.py":248
 *     def debug(self):
 *         print("nc_entities (non-controlable entities) has attributes names, ids, positions, properties, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, 2d array of properties, and 2d array of effects.")
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]             # <<<<<<<<<<<<<<
 * 
 *     def __init__(self, names, ids, pos, properties, effects):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 248, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 248, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 248, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_properties); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 248, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 248, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = PyList_New(5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 248, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_GIVEREF(__pyx_t_1);
  PyList_SET_ITEM(__pyx_t_6, 0, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyList_SET_ITEM(__pyx_t_6, 1, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_3);
  PyList_SET_ITEM(__pyx_t_6, 2, __pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_4);
  PyList_SET_ITEM(__pyx_t_6, 3, __pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_5);
  PyList_SET_ITEM(__pyx_t_6, 4, __pyx_t_5);
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_t_3 = 0;
  __pyx_t_4 = 0;
  __pyx_t_5 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "analysis.py":246
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("nc_entities (non-controlable entities) has attributes names, ids, positions, properties, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, 2d array of properties, and 2d array of effects.")
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("analysis.nc_entities.debug", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":250
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 * 
 *     def __init__(self, names, ids, pos, properties, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_11nc_entities_3__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_11nc_entities_3__init__ = {"__init__", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_11nc_entities_3__init__, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_11nc_entities_3__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_names = 0;
  PyObject *__pyx_v_ids = 0;
  PyObject *__pyx_v_pos = 0;
  PyObject *__pyx_v_properties = 0;
  PyObject *__pyx_v_effects = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_names,&__pyx_n_s_ids,&__pyx_n_s_pos,&__pyx_n_s_properties,&__pyx_n_s_effects,0};
    PyObject* values[6] = {0,0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_names)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, 1); __PYX_ERR(0, 250, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_ids)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, 2); __PYX_ERR(0, 250, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_pos)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, 3); __PYX_ERR(0, 250, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_properties)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, 4); __PYX_ERR(0, 250, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  5:
        if (likely((values[5] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_effects)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, 5); __PYX_ERR(0, 250, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__init__") < 0)) __PYX_ERR(0, 250, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 6) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
      values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
    }
    __pyx_v_self = values[0];
    __pyx_v_names = values[1];
    __pyx_v_ids = values[2];
    __pyx_v_pos = values[3];
    __pyx_v_properties = values[4];
    __pyx_v_effects = values[5];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__init__", 1, 6, 6, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 250, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.nc_entities.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_11nc_entities_2__init__(__pyx_self, __pyx_v_self, __pyx_v_names, __pyx_v_ids, __pyx_v_pos, __pyx_v_properties, __pyx_v_effects);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_11nc_entities_2__init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_names, PyObject *__pyx_v_ids, PyObject *__pyx_v_pos, PyObject *__pyx_v_properties, PyObject *__pyx_v_effects) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__", 0);

  /* "analysis.py":251
 * 
 *     def __init__(self, names, ids, pos, properties, effects):
 *         self.c_names = names             # <<<<<<<<<<<<<<
 *         self.c_ids = ids
 *         self.c_pos = pos
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_names, __pyx_v_names) < 0) __PYX_ERR(0, 251, __pyx_L1_error)

  /* "analysis.py":252
 *     def __init__(self, names, ids, pos, properties, effects):
 *         self.c_names = names
 *         self.c_ids = ids             # <<<<<<<<<<<<<<
 *         self.c_pos = pos
 *         self.c_properties = properties
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_ids, __pyx_v_ids) < 0) __PYX_ERR(0, 252, __pyx_L1_error)

  /* "analysis.py":253
 *         self.c_names = names
 *         self.c_ids = ids
 *         self.c_pos = pos             # <<<<<<<<<<<<<<
 *         self.c_properties = properties
 *         self.c_effects = effects
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_pos, __pyx_v_pos) < 0) __PYX_ERR(0, 253, __pyx_L1_error)

  /* "analysis.py":254
 *         self.c_ids = ids
 *         self.c_pos = pos
 *         self.c_properties = properties             # <<<<<<<<<<<<<<
 *         self.c_effects = effects
 *         return None
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_properties, __pyx_v_properties) < 0) __PYX_ERR(0, 254, __pyx_L1_error)

  /* "analysis.py":255
 *         self.c_pos = pos
 *         self.c_properties = properties
 *         self.c_effects = effects             # <<<<<<<<<<<<<<
 *         return None
 * 
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_effects, __pyx_v_effects) < 0) __PYX_ERR(0, 255, __pyx_L1_error)

  /* "analysis.py":256
 *         self.c_properties = properties
 *         self.c_effects = effects
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_effect):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":250
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 * 
 *     def __init__(self, names, ids, pos, properties, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_AddTraceback("analysis.nc_entities.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":258
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_11nc_entities_5append(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_11nc_entities_5append = {"append", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_11nc_entities_5append, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_11nc_entities_5append(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_n_name = 0;
  PyObject *__pyx_v_n_id = 0;
  PyObject *__pyx_v_n_pos = 0;
  PyObject *__pyx_v_n_property = 0;
  PyObject *__pyx_v_n_effect = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("append (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_n_name,&__pyx_n_s_n_id,&__pyx_n_s_n_pos,&__pyx_n_s_n_property,&__pyx_n_s_n_effect,0};
    PyObject* values[6] = {0,0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_name)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, 1); __PYX_ERR(0, 258, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_id)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, 2); __PYX_ERR(0, 258, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_pos)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, 3); __PYX_ERR(0, 258, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_property)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, 4); __PYX_ERR(0, 258, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  5:
        if (likely((values[5] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_effect)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, 5); __PYX_ERR(0, 258, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "append") < 0)) __PYX_ERR(0, 258, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 6) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
      values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
    }
    __pyx_v_self = values[0];
    __pyx_v_n_name = values[1];
    __pyx_v_n_id = values[2];
    __pyx_v_n_pos = values[3];
    __pyx_v_n_property = values[4];
    __pyx_v_n_effect = values[5];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("append", 1, 6, 6, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 258, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.nc_entities.append", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_11nc_entities_4append(__pyx_self, __pyx_v_self, __pyx_v_n_name, __pyx_v_n_id, __pyx_v_n_pos, __pyx_v_n_property, __pyx_v_n_effect);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_11nc_entities_4append(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_property, PyObject *__pyx_v_n_effect) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  __Pyx_RefNannySetupContext("append", 0);

  /* "analysis.py":259
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_effect):
 *         self.c_names.append(n_name)             # <<<<<<<<<<<<<<
 *         self.c_ids.append(n_id)
 *         self.c_pos.append(n_pos)
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 259, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_name); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 259, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":260
 *     def append(self, n_name, n_id, n_pos, n_property, n_effect):
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)             # <<<<<<<<<<<<<<
 *         self.c_pos.append(n_pos)
 *         self.c_properties.append(n_property)
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 260, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_id); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 260, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":261
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 *         self.c_pos.append(n_pos)             # <<<<<<<<<<<<<<
 *         self.c_properties.append(n_property)
 *         self.c_effects.append(n_effect)
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 261, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_pos); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 261, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":262
 *         self.c_ids.append(n_id)
 *         self.c_pos.append(n_pos)
 *         self.c_properties.append(n_property)             # <<<<<<<<<<<<<<
 *         self.c_effects.append(n_effect)
 * 
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_properties); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 262, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_property); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 262, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":263
 *         self.c_pos.append(n_pos)
 *         self.c_properties.append(n_property)
 *         self.c_effects.append(n_effect)             # <<<<<<<<<<<<<<
 * 
 *         return None
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 263, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_effect); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 263, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":265
 *         self.c_effects.append(n_effect)
 * 
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_effect):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":258
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("analysis.nc_entities.append", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":267
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_11nc_entities_7edit(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_11nc_entities_7edit = {"edit", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_11nc_entities_7edit, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_11nc_entities_7edit(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_search = 0;
  PyObject *__pyx_v_n_name = 0;
  PyObject *__pyx_v_n_id = 0;
  PyObject *__pyx_v_n_pos = 0;
  PyObject *__pyx_v_n_property = 0;
  PyObject *__pyx_v_n_effect = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("edit (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_search,&__pyx_n_s_n_name,&__pyx_n_s_n_id,&__pyx_n_s_n_pos,&__pyx_n_s_n_property,&__pyx_n_s_n_effect,0};
    PyObject* values[7] = {0,0,0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  7: values[6] = PyTuple_GET_ITEM(__pyx_args, 6);
        CYTHON_FALLTHROUGH;
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_search)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 1); __PYX_ERR(0, 267, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_name)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 2); __PYX_ERR(0, 267, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_id)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 3); __PYX_ERR(0, 267, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_pos)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 4); __PYX_ERR(0, 267, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  5:
        if (likely((values[5] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_property)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 5); __PYX_ERR(0, 267, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  6:
        if (likely((values[6] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_effect)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, 6); __PYX_ERR(0, 267, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "edit") < 0)) __PYX_ERR(0, 267, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 7) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
      values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
      values[6] = PyTuple_GET_ITEM(__pyx_args, 6);
    }
    __pyx_v_self = values[0];
    __pyx_v_search = values[1];
    __pyx_v_n_name = values[2];
    __pyx_v_n_id = values[3];
    __pyx_v_n_pos = values[4];
    __pyx_v_n_property = values[5];
    __pyx_v_n_effect = values[6];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("edit", 1, 7, 7, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 267, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.nc_entities.edit", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_11nc_entities_6edit(__pyx_self, __pyx_v_self, __pyx_v_search, __pyx_v_n_name, __pyx_v_n_id, __pyx_v_n_pos, __pyx_v_n_property, __pyx_v_n_effect);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_11nc_entities_6edit(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_property, PyObject *__pyx_v_n_effect) {
  Py_ssize_t __pyx_v_position;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  __Pyx_RefNannySetupContext("edit", 0);

  /* "analysis.py":268
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_effect):
 *         position = 0             # <<<<<<<<<<<<<<
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 */
  __pyx_v_position = 0;

  /* "analysis.py":269
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_effect):
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):             # <<<<<<<<<<<<<<
 *             if self.c_ids[i] == search:
 *                 position = i
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 269, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 269, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":270
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 *         if n_name != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 270, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 270, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = PyObject_RichCompare(__pyx_t_5, __pyx_v_search, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 270, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 270, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    if (__pyx_t_6) {

      /* "analysis.py":271
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 *                 position = i             # <<<<<<<<<<<<<<
 *         if n_name != "null":
 *             self.c_names[position] = n_name
 */
      __pyx_v_position = __pyx_v_i;

      /* "analysis.py":270
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 *         if n_name != "null":
 */
    }
  }

  /* "analysis.py":272
 *             if self.c_ids[i] == search:
 *                 position = i
 *         if n_name != "null":             # <<<<<<<<<<<<<<
 *             self.c_names[position] = n_name
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_name, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 272, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":273
 *                 position = i
 *         if n_name != "null":
 *             self.c_names[position] = n_name             # <<<<<<<<<<<<<<
 * 
 *         if n_id != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 273, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_name, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 273, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":272
 *             if self.c_ids[i] == search:
 *                 position = i
 *         if n_name != "null":             # <<<<<<<<<<<<<<
 *             self.c_names[position] = n_name
 * 
 */
  }

  /* "analysis.py":275
 *             self.c_names[position] = n_name
 * 
 *         if n_id != "null":             # <<<<<<<<<<<<<<
 *             self.c_ids[position] = n_id
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_id, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 275, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":276
 * 
 *         if n_id != "null":
 *             self.c_ids[position] = n_id             # <<<<<<<<<<<<<<
 * 
 *         if n_pos != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 276, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_id, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 276, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":275
 *             self.c_names[position] = n_name
 * 
 *         if n_id != "null":             # <<<<<<<<<<<<<<
 *             self.c_ids[position] = n_id
 * 
 */
  }

  /* "analysis.py":278
 *             self.c_ids[position] = n_id
 * 
 *         if n_pos != "null":             # <<<<<<<<<<<<<<
 *             self.c_pos[position] = n_pos
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_pos, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 278, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":279
 * 
 *         if n_pos != "null":
 *             self.c_pos[position] = n_pos             # <<<<<<<<<<<<<<
 * 
 *         if n_property != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 279, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_pos, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 279, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":278
 *             self.c_ids[position] = n_id
 * 
 *         if n_pos != "null":             # <<<<<<<<<<<<<<
 *             self.c_pos[position] = n_pos
 * 
 */
  }

  /* "analysis.py":281
 *             self.c_pos[position] = n_pos
 * 
 *         if n_property != "null":             # <<<<<<<<<<<<<<
 *             self.c_properties[position] = n_property
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_property, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 281, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":282
 * 
 *         if n_property != "null":
 *             self.c_properties[position] = n_property             # <<<<<<<<<<<<<<
 * 
 *         if n_effect != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_properties); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 282, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_property, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 282, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":281
 *             self.c_pos[position] = n_pos
 * 
 *         if n_property != "null":             # <<<<<<<<<<<<<<
 *             self.c_properties[position] = n_property
 * 
 */
  }

  /* "analysis.py":284
 *             self.c_properties[position] = n_property
 * 
 *         if n_effect != "null":             # <<<<<<<<<<<<<<
 *             self.c_effects[position] = n_effect
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_effect, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 284, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":285
 * 
 *         if n_effect != "null":
 *             self.c_effects[position] = n_effect             # <<<<<<<<<<<<<<
 * 
 *         return None
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 285, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_effect, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 285, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":284
 *             self.c_properties[position] = n_property
 * 
 *         if n_effect != "null":             # <<<<<<<<<<<<<<
 *             self.c_effects[position] = n_effect
 * 
 */
  }

  /* "analysis.py":287
 *             self.c_effects[position] = n_effect
 * 
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def search(self, search):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":267
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis.nc_entities.edit", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":289
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_11nc_entities_9search(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_11nc_entities_9search = {"search", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_11nc_entities_9search, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_11nc_entities_9search(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_search = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("search (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_search,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_search)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("search", 1, 2, 2, 1); __PYX_ERR(0, 289, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "search") < 0)) __PYX_ERR(0, 289, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_self = values[0];
    __pyx_v_search = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("search", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 289, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.nc_entities.search", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_11nc_entities_8search(__pyx_self, __pyx_v_self, __pyx_v_search);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_11nc_entities_8search(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search) {
  Py_ssize_t __pyx_v_position;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  __Pyx_RefNannySetupContext("search", 0);

  /* "analysis.py":290
 * 
 *     def search(self, search):
 *         position = 0             # <<<<<<<<<<<<<<
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 */
  __pyx_v_position = 0;

  /* "analysis.py":291
 *     def search(self, search):
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):             # <<<<<<<<<<<<<<
 *             if self.c_ids[i] == search:
 *                 position = i
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 291, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 291, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":292
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 292, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 292, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = PyObject_RichCompare(__pyx_t_5, __pyx_v_search, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 292, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 292, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    if (__pyx_t_6) {

      /* "analysis.py":293
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 *                 position = i             # <<<<<<<<<<<<<<
 * 
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_effects[position]]
 */
      __pyx_v_position = __pyx_v_i;

      /* "analysis.py":292
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    }
  }

  /* "analysis.py":295
 *                 position = i
 * 
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_effects[position]]             # <<<<<<<<<<<<<<
 * 
 *     def regurgitate(self):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 295, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 295, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 295, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 295, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 295, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_8 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 295, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_properties); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 295, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_9 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 295, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 295, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_10 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 295, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyList_New(5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 295, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_5);
  PyList_SET_ITEM(__pyx_t_1, 0, __pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_7);
  PyList_SET_ITEM(__pyx_t_1, 1, __pyx_t_7);
  __Pyx_GIVEREF(__pyx_t_8);
  PyList_SET_ITEM(__pyx_t_1, 2, __pyx_t_8);
  __Pyx_GIVEREF(__pyx_t_9);
  PyList_SET_ITEM(__pyx_t_1, 3, __pyx_t_9);
  __Pyx_GIVEREF(__pyx_t_10);
  PyList_SET_ITEM(__pyx_t_1, 4, __pyx_t_10);
  __pyx_t_5 = 0;
  __pyx_t_7 = 0;
  __pyx_t_8 = 0;
  __pyx_t_9 = 0;
  __pyx_t_10 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "analysis.py":289
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_AddTraceback("analysis.nc_entities.search", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":297
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 * 
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_11nc_entities_11regurgitate(PyObject *__pyx_self, PyObject *__pyx_v_self); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_11nc_entities_11regurgitate = {"regurgitate", (PyCFunction)__pyx_pw_8analysis_11nc_entities_11regurgitate, METH_O, 0};
static PyObject *__pyx_pw_8analysis_11nc_entities_11regurgitate(PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("regurgitate (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_11nc_entities_10regurgitate(__pyx_self, ((PyObject *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_11nc_entities_10regurgitate(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("regurgitate", 0);

  /* "analysis.py":299
 *     def regurgitate(self):
 * 
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 299, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 299, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 299, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_properties); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 299, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 299, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = PyList_New(5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 299, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_GIVEREF(__pyx_t_1);
  PyList_SET_ITEM(__pyx_t_6, 0, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyList_SET_ITEM(__pyx_t_6, 1, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_3);
  PyList_SET_ITEM(__pyx_t_6, 2, __pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_4);
  PyList_SET_ITEM(__pyx_t_6, 3, __pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_5);
  PyList_SET_ITEM(__pyx_t_6, 4, __pyx_t_5);
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_t_3 = 0;
  __pyx_t_4 = 0;
  __pyx_t_5 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "analysis.py":297
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 * 
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("analysis.nc_entities.regurgitate", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":309
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("obstacles has atributes names, ids, positions, perimeters, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 3d array of perimeters, 2d array of effects.")
 *         return [self.c_names, self.c_ids, self.c_perim, self.c_effects]
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_9obstacles_1debug(PyObject *__pyx_self, PyObject *__pyx_v_self); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_9obstacles_1debug = {"debug", (PyCFunction)__pyx_pw_8analysis_9obstacles_1debug, METH_O, 0};
static PyObject *__pyx_pw_8analysis_9obstacles_1debug(PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("debug (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_9obstacles_debug(__pyx_self, ((PyObject *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_9obstacles_debug(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_RefNannySetupContext("debug", 0);

  /* "analysis.py":310
 * 
 *     def debug(self):
 *         print("obstacles has atributes names, ids, positions, perimeters, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 3d array of perimeters, 2d array of effects.")             # <<<<<<<<<<<<<<
 *         return [self.c_names, self.c_ids, self.c_perim, self.c_effects]
 * 
 */
  if (__Pyx_PrintOne(0, __pyx_kp_s_obstacles_has_atributes_names_id) < 0) __PYX_ERR(0, 310, __pyx_L1_error)

  /* "analysis.py":311
 *     def debug(self):
 *         print("obstacles has atributes names, ids, positions, perimeters, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 3d array of perimeters, 2d array of effects.")
 *         return [self.c_names, self.c_ids, self.c_perim, self.c_effects]             # <<<<<<<<<<<<<<
 * 
 *     def __init__(self, names, ids, perims, effects):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 311, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 311, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_perim); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 311, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 311, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = PyList_New(4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 311, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_1);
  PyList_SET_ITEM(__pyx_t_5, 0, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyList_SET_ITEM(__pyx_t_5, 1, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_3);
  PyList_SET_ITEM(__pyx_t_5, 2, __pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_4);
  PyList_SET_ITEM(__pyx_t_5, 3, __pyx_t_4);
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_t_3 = 0;
  __pyx_t_4 = 0;
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "analysis.py":309
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("obstacles has atributes names, ids, positions, perimeters, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 3d array of perimeters, 2d array of effects.")
 *         return [self.c_names, self.c_ids, self.c_perim, self.c_effects]
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis.obstacles.debug", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":313
 *         return [self.c_names, self.c_ids, self.c_perim, self.c_effects]
 * 
 *     def __init__(self, names, ids, perims, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_9obstacles_3__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_9obstacles_3__init__ = {"__init__", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_9obstacles_3__init__, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_9obstacles_3__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_names = 0;
  PyObject *__pyx_v_ids = 0;
  PyObject *__pyx_v_perims = 0;
  PyObject *__pyx_v_effects = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_names,&__pyx_n_s_ids,&__pyx_n_s_perims,&__pyx_n_s_effects,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_names)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 5, 5, 1); __PYX_ERR(0, 313, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_ids)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 5, 5, 2); __PYX_ERR(0, 313, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_perims)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 5, 5, 3); __PYX_ERR(0, 313, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_effects)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 5, 5, 4); __PYX_ERR(0, 313, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__init__") < 0)) __PYX_ERR(0, 313, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 5) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
    }
    __pyx_v_self = values[0];
    __pyx_v_names = values[1];
    __pyx_v_ids = values[2];
    __pyx_v_perims = values[3];
    __pyx_v_effects = values[4];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__init__", 1, 5, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 313, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.obstacles.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_9obstacles_2__init__(__pyx_self, __pyx_v_self, __pyx_v_names, __pyx_v_ids, __pyx_v_perims, __pyx_v_effects);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_9obstacles_2__init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_names, PyObject *__pyx_v_ids, PyObject *__pyx_v_perims, PyObject *__pyx_v_effects) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__", 0);

  /* "analysis.py":314
 * 
 *     def __init__(self, names, ids, perims, effects):
 *         self.c_names = names             # <<<<<<<<<<<<<<
 *         self.c_ids = ids
 *         self.c_perim = perims
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_names, __pyx_v_names) < 0) __PYX_ERR(0, 314, __pyx_L1_error)

  /* "analysis.py":315
 *     def __init__(self, names, ids, perims, effects):
 *         self.c_names = names
 *         self.c_ids = ids             # <<<<<<<<<<<<<<
 *         self.c_perim = perims
 *         self.c_effects = effects
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_ids, __pyx_v_ids) < 0) __PYX_ERR(0, 315, __pyx_L1_error)

  /* "analysis.py":316
 *         self.c_names = names
 *         self.c_ids = ids
 *         self.c_perim = perims             # <<<<<<<<<<<<<<
 *         self.c_effects = effects
 *         return None
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_perim, __pyx_v_perims) < 0) __PYX_ERR(0, 316, __pyx_L1_error)

  /* "analysis.py":317
 *         self.c_ids = ids
 *         self.c_perim = perims
 *         self.c_effects = effects             # <<<<<<<<<<<<<<
 *         return None
 * 
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_effects, __pyx_v_effects) < 0) __PYX_ERR(0, 317, __pyx_L1_error)

  /* "analysis.py":318
 *         self.c_perim = perims
 *         self.c_effects = effects
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def append(self, n_name, n_id, n_perim, n_effect):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":313
 *         return [self.c_names, self.c_ids, self.c_perim, self.c_effects]
 * 
 *     def __init__(self, names, ids, perims, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_AddTraceback("analysis.obstacles.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":320
 *         return None
 * 
 *     def append(self, n_name, n_id, n_perim, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_9obstacles_5append(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_9obstacles_5append = {"append", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_9obstacles_5append, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_9obstacles_5append(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_n_name = 0;
  PyObject *__pyx_v_n_id = 0;
  PyObject *__pyx_v_n_perim = 0;
  PyObject *__pyx_v_n_effect = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("append (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_n_name,&__pyx_n_s_n_id,&__pyx_n_s_n_perim,&__pyx_n_s_n_effect,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_name)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 5, 5, 1); __PYX_ERR(0, 320, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_id)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 5, 5, 2); __PYX_ERR(0, 320, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_perim)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 5, 5, 3); __PYX_ERR(0, 320, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_effect)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 5, 5, 4); __PYX_ERR(0, 320, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "append") < 0)) __PYX_ERR(0, 320, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 5) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
    }
    __pyx_v_self = values[0];
    __pyx_v_n_name = values[1];
    __pyx_v_n_id = values[2];
    __pyx_v_n_perim = values[3];
    __pyx_v_n_effect = values[4];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("append", 1, 5, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 320, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.obstacles.append", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_9obstacles_4append(__pyx_self, __pyx_v_self, __pyx_v_n_name, __pyx_v_n_id, __pyx_v_n_perim, __pyx_v_n_effect);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_9obstacles_4append(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_perim, PyObject *__pyx_v_n_effect) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  __Pyx_RefNannySetupContext("append", 0);

  /* "analysis.py":321
 * 
 *     def append(self, n_name, n_id, n_perim, n_effect):
 *         self.c_names.append(n_name)             # <<<<<<<<<<<<<<
 *         self.c_ids.append(n_id)
 *         self.c_perim.append(n_perim)
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_name); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":322
 *     def append(self, n_name, n_id, n_perim, n_effect):
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)             # <<<<<<<<<<<<<<
 *         self.c_perim.append(n_perim)
 *         self.c_effects.append(n_effect)
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 322, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_id); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 322, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":323
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 *         self.c_perim.append(n_perim)             # <<<<<<<<<<<<<<
 *         self.c_effects.append(n_effect)
 *         return None
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_perim); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 323, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_perim); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 323, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":324
 *         self.c_ids.append(n_id)
 *         self.c_perim.append(n_perim)
 *         self.c_effects.append(n_effect)             # <<<<<<<<<<<<<<
 *         return None
 * 
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 324, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_effect); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 324, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":325
 *         self.c_perim.append(n_perim)
 *         self.c_effects.append(n_effect)
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def edit(self, search, n_name, n_id, n_perim, n_effect):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":320
 *         return None
 * 
 *     def append(self, n_name, n_id, n_perim, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("analysis.obstacles.append", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":327
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_perim, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_9obstacles_7edit(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_9obstacles_7edit = {"edit", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_9obstacles_7edit, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_9obstacles_7edit(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_search = 0;
  PyObject *__pyx_v_n_name = 0;
  PyObject *__pyx_v_n_id = 0;
  PyObject *__pyx_v_n_perim = 0;
  PyObject *__pyx_v_n_effect = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("edit (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_search,&__pyx_n_s_n_name,&__pyx_n_s_n_id,&__pyx_n_s_n_perim,&__pyx_n_s_n_effect,0};
    PyObject* values[6] = {0,0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_search)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, 1); __PYX_ERR(0, 327, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_name)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, 2); __PYX_ERR(0, 327, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_id)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, 3); __PYX_ERR(0, 327, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_perim)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, 4); __PYX_ERR(0, 327, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  5:
        if (likely((values[5] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_effect)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, 5); __PYX_ERR(0, 327, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "edit") < 0)) __PYX_ERR(0, 327, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 6) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
      values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
    }
    __pyx_v_self = values[0];
    __pyx_v_search = values[1];
    __pyx_v_n_name = values[2];
    __pyx_v_n_id = values[3];
    __pyx_v_n_perim = values[4];
    __pyx_v_n_effect = values[5];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 327, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.obstacles.edit", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_9obstacles_6edit(__pyx_self, __pyx_v_self, __pyx_v_search, __pyx_v_n_name, __pyx_v_n_id, __pyx_v_n_perim, __pyx_v_n_effect);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_9obstacles_6edit(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_perim, PyObject *__pyx_v_n_effect) {
  Py_ssize_t __pyx_v_position;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  __Pyx_RefNannySetupContext("edit", 0);

  /* "analysis.py":328
 * 
 *     def edit(self, search, n_name, n_id, n_perim, n_effect):
 *         position = 0             # <<<<<<<<<<<<<<
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 */
  __pyx_v_position = 0;

  /* "analysis.py":329
 *     def edit(self, search, n_name, n_id, n_perim, n_effect):
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):             # <<<<<<<<<<<<<<
 *             if self.c_ids[i] == search:
 *                 position = i
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 329, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 329, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":330
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 330, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 330, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = PyObject_RichCompare(__pyx_t_5, __pyx_v_search, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 330, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 330, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    if (__pyx_t_6) {

      /* "analysis.py":331
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 *                 position = i             # <<<<<<<<<<<<<<
 * 
 *         if n_name != "null":
 */
      __pyx_v_position = __pyx_v_i;

      /* "analysis.py":330
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    }
  }

  /* "analysis.py":333
 *                 position = i
 * 
 *         if n_name != "null":             # <<<<<<<<<<<<<<
 *             self.c_names[position] = n_name
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_name, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 333, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":334
 * 
 *         if n_name != "null":
 *             self.c_names[position] = n_name             # <<<<<<<<<<<<<<
 * 
 *         if n_id != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 334, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_name, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 334, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":333
 *                 position = i
 * 
 *         if n_name != "null":             # <<<<<<<<<<<<<<
 *             self.c_names[position] = n_name
 * 
 */
  }

  /* "analysis.py":336
 *             self.c_names[position] = n_name
 * 
 *         if n_id != "null":             # <<<<<<<<<<<<<<
 *             self.c_ids[position] = n_id
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_id, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 336, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":337
 * 
 *         if n_id != "null":
 *             self.c_ids[position] = n_id             # <<<<<<<<<<<<<<
 * 
 *         if n_perim != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 337, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_id, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 337, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":336
 *             self.c_names[position] = n_name
 * 
 *         if n_id != "null":             # <<<<<<<<<<<<<<
 *             self.c_ids[position] = n_id
 * 
 */
  }

  /* "analysis.py":339
 *             self.c_ids[position] = n_id
 * 
 *         if n_perim != "null":             # <<<<<<<<<<<<<<
 *             self.c_perim[position] = n_perim
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_perim, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 339, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":340
 * 
 *         if n_perim != "null":
 *             self.c_perim[position] = n_perim             # <<<<<<<<<<<<<<
 * 
 *         if n_effect != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_perim); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 340, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_perim, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 340, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":339
 *             self.c_ids[position] = n_id
 * 
 *         if n_perim != "null":             # <<<<<<<<<<<<<<
 *             self.c_perim[position] = n_perim
 * 
 */
  }

  /* "analysis.py":342
 *             self.c_perim[position] = n_perim
 * 
 *         if n_effect != "null":             # <<<<<<<<<<<<<<
 *             self.c_effects[position] = n_effect
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_effect, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 342, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":343
 * 
 *         if n_effect != "null":
 *             self.c_effects[position] = n_effect             # <<<<<<<<<<<<<<
 * 
 *         return None
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 343, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_effect, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 343, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":342
 *             self.c_perim[position] = n_perim
 * 
 *         if n_effect != "null":             # <<<<<<<<<<<<<<
 *             self.c_effects[position] = n_effect
 * 
 */
  }

  /* "analysis.py":345
 *             self.c_effects[position] = n_effect
 * 
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def search(self, search):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":327
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_perim, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis.obstacles.edit", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":347
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_9obstacles_9search(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_9obstacles_9search = {"search", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_9obstacles_9search, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_9obstacles_9search(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_search = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("search (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_search,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_search)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("search", 1, 2, 2, 1); __PYX_ERR(0, 347, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "search") < 0)) __PYX_ERR(0, 347, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_self = values[0];
    __pyx_v_search = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("search", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 347, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.obstacles.search", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_9obstacles_8search(__pyx_self, __pyx_v_self, __pyx_v_search);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_9obstacles_8search(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search) {
  Py_ssize_t __pyx_v_position;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  __Pyx_RefNannySetupContext("search", 0);

  /* "analysis.py":348
 * 
 *     def search(self, search):
 *         position = 0             # <<<<<<<<<<<<<<
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 */
  __pyx_v_position = 0;

  /* "analysis.py":349
 *     def search(self, search):
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):             # <<<<<<<<<<<<<<
 *             if self.c_ids[i] == search:
 *                 position = i
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 349, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 349, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":350
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 350, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 350, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = PyObject_RichCompare(__pyx_t_5, __pyx_v_search, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 350, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 350, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    if (__pyx_t_6) {

      /* "analysis.py":351
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 *                 position = i             # <<<<<<<<<<<<<<
 * 
 *         return [self.c_names[position], self.c_ids[position], self.c_perim[position], self.c_effects[position]]
 */
      __pyx_v_position = __pyx_v_i;

      /* "analysis.py":350
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    }
  }

  /* "analysis.py":353
 *                 position = i
 * 
 *         return [self.c_names[position], self.c_ids[position], self.c_perim[position], self.c_effects[position]]             # <<<<<<<<<<<<<<
 * 
 *     def regurgitate(self):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 353, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 353, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 353, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 353, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_perim); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 353, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_8 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 353, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 353, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_9 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 353, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyList_New(4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 353, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_5);
  PyList_SET_ITEM(__pyx_t_1, 0, __pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_7);
  PyList_SET_ITEM(__pyx_t_1, 1, __pyx_t_7);
  __Pyx_GIVEREF(__pyx_t_8);
  PyList_SET_ITEM(__pyx_t_1, 2, __pyx_t_8);
  __Pyx_GIVEREF(__pyx_t_9);
  PyList_SET_ITEM(__pyx_t_1, 3, __pyx_t_9);
  __pyx_t_5 = 0;
  __pyx_t_7 = 0;
  __pyx_t_8 = 0;
  __pyx_t_9 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "analysis.py":347
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_AddTraceback("analysis.obstacles.search", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":355
 *         return [self.c_names[position], self.c_ids[position], self.c_perim[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_perim, self.c_effects]
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_9obstacles_11regurgitate(PyObject *__pyx_self, PyObject *__pyx_v_self); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_9obstacles_11regurgitate = {"regurgitate", (PyCFunction)__pyx_pw_8analysis_9obstacles_11regurgitate, METH_O, 0};
static PyObject *__pyx_pw_8analysis_9obstacles_11regurgitate(PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("regurgitate (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_9obstacles_10regurgitate(__pyx_self, ((PyObject *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_9obstacles_10regurgitate(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_RefNannySetupContext("regurgitate", 0);

  /* "analysis.py":356
 * 
 *     def regurgitate(self):
 *         return[self.c_names, self.c_ids, self.c_perim, self.c_effects]             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 356, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 356, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_perim); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 356, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 356, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = PyList_New(4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 356, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_1);
  PyList_SET_ITEM(__pyx_t_5, 0, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyList_SET_ITEM(__pyx_t_5, 1, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_3);
  PyList_SET_ITEM(__pyx_t_5, 2, __pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_4);
  PyList_SET_ITEM(__pyx_t_5, 3, __pyx_t_4);
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_t_3 = 0;
  __pyx_t_4 = 0;
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "analysis.py":355
 *         return [self.c_names[position], self.c_ids[position], self.c_perim[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_perim, self.c_effects]
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis.obstacles.regurgitate", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":366
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("objectives has atributes names, ids, positions, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 1d array of effects.")
 *         return [self.c_names, self.c_ids, self.c_pos, self.c_effects]
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10objectives_1debug(PyObject *__pyx_self, PyObject *__pyx_v_self); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10objectives_1debug = {"debug", (PyCFunction)__pyx_pw_8analysis_10objectives_1debug, METH_O, 0};
static PyObject *__pyx_pw_8analysis_10objectives_1debug(PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("debug (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_10objectives_debug(__pyx_self, ((PyObject *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10objectives_debug(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_RefNannySetupContext("debug", 0);

  /* "analysis.py":367
 * 
 *     def debug(self):
 *         print("objectives has atributes names, ids, positions, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 1d array of effects.")             # <<<<<<<<<<<<<<
 *         return [self.c_names, self.c_ids, self.c_pos, self.c_effects]
 * 
 */
  if (__Pyx_PrintOne(0, __pyx_kp_s_objectives_has_atributes_names_i) < 0) __PYX_ERR(0, 367, __pyx_L1_error)

  /* "analysis.py":368
 *     def debug(self):
 *         print("objectives has atributes names, ids, positions, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 1d array of effects.")
 *         return [self.c_names, self.c_ids, self.c_pos, self.c_effects]             # <<<<<<<<<<<<<<
 * 
 *     def __init__(self, names, ids, pos, effects):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 368, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 368, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 368, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 368, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = PyList_New(4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 368, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_1);
  PyList_SET_ITEM(__pyx_t_5, 0, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyList_SET_ITEM(__pyx_t_5, 1, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_3);
  PyList_SET_ITEM(__pyx_t_5, 2, __pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_4);
  PyList_SET_ITEM(__pyx_t_5, 3, __pyx_t_4);
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_t_3 = 0;
  __pyx_t_4 = 0;
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "analysis.py":366
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("objectives has atributes names, ids, positions, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 1d array of effects.")
 *         return [self.c_names, self.c_ids, self.c_pos, self.c_effects]
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis.objectives.debug", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":370
 *         return [self.c_names, self.c_ids, self.c_pos, self.c_effects]
 * 
 *     def __init__(self, names, ids, pos, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10objectives_3__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10objectives_3__init__ = {"__init__", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_10objectives_3__init__, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_10objectives_3__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_names = 0;
  PyObject *__pyx_v_ids = 0;
  PyObject *__pyx_v_pos = 0;
  PyObject *__pyx_v_effects = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_names,&__pyx_n_s_ids,&__pyx_n_s_pos,&__pyx_n_s_effects,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_names)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 5, 5, 1); __PYX_ERR(0, 370, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_ids)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 5, 5, 2); __PYX_ERR(0, 370, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_pos)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 5, 5, 3); __PYX_ERR(0, 370, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_effects)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__init__", 1, 5, 5, 4); __PYX_ERR(0, 370, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__init__") < 0)) __PYX_ERR(0, 370, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 5) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
    }
    __pyx_v_self = values[0];
    __pyx_v_names = values[1];
    __pyx_v_ids = values[2];
    __pyx_v_pos = values[3];
    __pyx_v_effects = values[4];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__init__", 1, 5, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 370, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.objectives.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_10objectives_2__init__(__pyx_self, __pyx_v_self, __pyx_v_names, __pyx_v_ids, __pyx_v_pos, __pyx_v_effects);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10objectives_2__init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_names, PyObject *__pyx_v_ids, PyObject *__pyx_v_pos, PyObject *__pyx_v_effects) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__", 0);

  /* "analysis.py":371
 * 
 *     def __init__(self, names, ids, pos, effects):
 *         self.c_names = names             # <<<<<<<<<<<<<<
 *         self.c_ids = ids
 *         self.c_pos = pos
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_names, __pyx_v_names) < 0) __PYX_ERR(0, 371, __pyx_L1_error)

  /* "analysis.py":372
 *     def __init__(self, names, ids, pos, effects):
 *         self.c_names = names
 *         self.c_ids = ids             # <<<<<<<<<<<<<<
 *         self.c_pos = pos
 *         self.c_effects = effects
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_ids, __pyx_v_ids) < 0) __PYX_ERR(0, 372, __pyx_L1_error)

  /* "analysis.py":373
 *         self.c_names = names
 *         self.c_ids = ids
 *         self.c_pos = pos             # <<<<<<<<<<<<<<
 *         self.c_effects = effects
 *         return None
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_pos, __pyx_v_pos) < 0) __PYX_ERR(0, 373, __pyx_L1_error)

  /* "analysis.py":374
 *         self.c_ids = ids
 *         self.c_pos = pos
 *         self.c_effects = effects             # <<<<<<<<<<<<<<
 *         return None
 * 
 */
  if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_c_effects, __pyx_v_effects) < 0) __PYX_ERR(0, 374, __pyx_L1_error)

  /* "analysis.py":375
 *         self.c_pos = pos
 *         self.c_effects = effects
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def append(self, n_name, n_id, n_pos, n_effect):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":370
 *         return [self.c_names, self.c_ids, self.c_pos, self.c_effects]
 * 
 *     def __init__(self, names, ids, pos, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_AddTraceback("analysis.objectives.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":377
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10objectives_5append(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10objectives_5append = {"append", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_10objectives_5append, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_10objectives_5append(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_n_name = 0;
  PyObject *__pyx_v_n_id = 0;
  PyObject *__pyx_v_n_pos = 0;
  PyObject *__pyx_v_n_effect = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("append (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_n_name,&__pyx_n_s_n_id,&__pyx_n_s_n_pos,&__pyx_n_s_n_effect,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_name)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 5, 5, 1); __PYX_ERR(0, 377, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_id)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 5, 5, 2); __PYX_ERR(0, 377, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_pos)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 5, 5, 3); __PYX_ERR(0, 377, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_effect)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("append", 1, 5, 5, 4); __PYX_ERR(0, 377, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "append") < 0)) __PYX_ERR(0, 377, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 5) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
    }
    __pyx_v_self = values[0];
    __pyx_v_n_name = values[1];
    __pyx_v_n_id = values[2];
    __pyx_v_n_pos = values[3];
    __pyx_v_n_effect = values[4];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("append", 1, 5, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 377, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.objectives.append", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_10objectives_4append(__pyx_self, __pyx_v_self, __pyx_v_n_name, __pyx_v_n_id, __pyx_v_n_pos, __pyx_v_n_effect);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10objectives_4append(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_effect) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  __Pyx_RefNannySetupContext("append", 0);

  /* "analysis.py":378
 * 
 *     def append(self, n_name, n_id, n_pos, n_effect):
 *         self.c_names.append(n_name)             # <<<<<<<<<<<<<<
 *         self.c_ids.append(n_id)
 *         self.c_pos.append(n_pos)
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 378, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_name); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 378, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":379
 *     def append(self, n_name, n_id, n_pos, n_effect):
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)             # <<<<<<<<<<<<<<
 *         self.c_pos.append(n_pos)
 *         self.c_effects.append(n_effect)
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 379, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_id); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 379, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":380
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 *         self.c_pos.append(n_pos)             # <<<<<<<<<<<<<<
 *         self.c_effects.append(n_effect)
 *         return None
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 380, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_pos); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 380, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":381
 *         self.c_ids.append(n_id)
 *         self.c_pos.append(n_pos)
 *         self.c_effects.append(n_effect)             # <<<<<<<<<<<<<<
 *         return None
 * 
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 381, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_Append(__pyx_t_1, __pyx_v_n_effect); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 381, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":382
 *         self.c_pos.append(n_pos)
 *         self.c_effects.append(n_effect)
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_effect):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":377
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("analysis.objectives.append", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":384
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         print(self.c_ids)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10objectives_7edit(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10objectives_7edit = {"edit", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_10objectives_7edit, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_10objectives_7edit(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_search = 0;
  PyObject *__pyx_v_n_name = 0;
  PyObject *__pyx_v_n_id = 0;
  PyObject *__pyx_v_n_pos = 0;
  PyObject *__pyx_v_n_effect = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("edit (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_search,&__pyx_n_s_n_name,&__pyx_n_s_n_id,&__pyx_n_s_n_pos,&__pyx_n_s_n_effect,0};
    PyObject* values[6] = {0,0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  6: values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
        CYTHON_FALLTHROUGH;
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_search)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, 1); __PYX_ERR(0, 384, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_name)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, 2); __PYX_ERR(0, 384, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_id)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, 3); __PYX_ERR(0, 384, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_pos)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, 4); __PYX_ERR(0, 384, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  5:
        if (likely((values[5] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_n_effect)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, 5); __PYX_ERR(0, 384, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "edit") < 0)) __PYX_ERR(0, 384, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 6) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
      values[5] = PyTuple_GET_ITEM(__pyx_args, 5);
    }
    __pyx_v_self = values[0];
    __pyx_v_search = values[1];
    __pyx_v_n_name = values[2];
    __pyx_v_n_id = values[3];
    __pyx_v_n_pos = values[4];
    __pyx_v_n_effect = values[5];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("edit", 1, 6, 6, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 384, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.objectives.edit", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_10objectives_6edit(__pyx_self, __pyx_v_self, __pyx_v_search, __pyx_v_n_name, __pyx_v_n_id, __pyx_v_n_pos, __pyx_v_n_effect);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10objectives_6edit(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search, PyObject *__pyx_v_n_name, PyObject *__pyx_v_n_id, PyObject *__pyx_v_n_pos, PyObject *__pyx_v_n_effect) {
  Py_ssize_t __pyx_v_position;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  __Pyx_RefNannySetupContext("edit", 0);

  /* "analysis.py":385
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_effect):
 *         position = 0             # <<<<<<<<<<<<<<
 *         print(self.c_ids)
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_v_position = 0;

  /* "analysis.py":386
 *     def edit(self, search, n_name, n_id, n_pos, n_effect):
 *         position = 0
 *         print(self.c_ids)             # <<<<<<<<<<<<<<
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 386, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_PrintOne(0, __pyx_t_1) < 0) __PYX_ERR(0, 386, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":387
 *         position = 0
 *         print(self.c_ids)
 *         for i in range(0, len(self.c_ids), 1):             # <<<<<<<<<<<<<<
 *             if self.c_ids[i] == search:
 *                 position = i
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 387, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 387, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":388
 *         print(self.c_ids)
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 388, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 388, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = PyObject_RichCompare(__pyx_t_5, __pyx_v_search, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 388, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 388, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    if (__pyx_t_6) {

      /* "analysis.py":389
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 *                 position = i             # <<<<<<<<<<<<<<
 * 
 *         if n_name != "null":
 */
      __pyx_v_position = __pyx_v_i;

      /* "analysis.py":388
 *         print(self.c_ids)
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    }
  }

  /* "analysis.py":391
 *                 position = i
 * 
 *         if n_name != "null":             # <<<<<<<<<<<<<<
 *             self.c_names[position] = n_name
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_name, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 391, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":392
 * 
 *         if n_name != "null":
 *             self.c_names[position] = n_name             # <<<<<<<<<<<<<<
 * 
 *         if n_id != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 392, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_name, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 392, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":391
 *                 position = i
 * 
 *         if n_name != "null":             # <<<<<<<<<<<<<<
 *             self.c_names[position] = n_name
 * 
 */
  }

  /* "analysis.py":394
 *             self.c_names[position] = n_name
 * 
 *         if n_id != "null":             # <<<<<<<<<<<<<<
 *             self.c_ids[position] = n_id
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_id, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 394, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":395
 * 
 *         if n_id != "null":
 *             self.c_ids[position] = n_id             # <<<<<<<<<<<<<<
 * 
 *         if n_pos != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 395, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_id, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 395, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":394
 *             self.c_names[position] = n_name
 * 
 *         if n_id != "null":             # <<<<<<<<<<<<<<
 *             self.c_ids[position] = n_id
 * 
 */
  }

  /* "analysis.py":397
 *             self.c_ids[position] = n_id
 * 
 *         if n_pos != "null":             # <<<<<<<<<<<<<<
 *             self.c_pos[position] = n_pos
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_pos, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 397, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":398
 * 
 *         if n_pos != "null":
 *             self.c_pos[position] = n_pos             # <<<<<<<<<<<<<<
 * 
 *         if n_effect != "null":
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 398, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_pos, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 398, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":397
 *             self.c_ids[position] = n_id
 * 
 *         if n_pos != "null":             # <<<<<<<<<<<<<<
 *             self.c_pos[position] = n_pos
 * 
 */
  }

  /* "analysis.py":400
 *             self.c_pos[position] = n_pos
 * 
 *         if n_effect != "null":             # <<<<<<<<<<<<<<
 *             self.c_effects[position] = n_effect
 * 
 */
  __pyx_t_6 = (__Pyx_PyString_Equals(__pyx_v_n_effect, __pyx_n_s_null, Py_NE)); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 400, __pyx_L1_error)
  if (__pyx_t_6) {

    /* "analysis.py":401
 * 
 *         if n_effect != "null":
 *             self.c_effects[position] = n_effect             # <<<<<<<<<<<<<<
 * 
 *         return None
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 401, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (unlikely(__Pyx_SetItemInt(__pyx_t_1, __pyx_v_position, __pyx_v_n_effect, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1) < 0)) __PYX_ERR(0, 401, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":400
 *             self.c_pos[position] = n_pos
 * 
 *         if n_effect != "null":             # <<<<<<<<<<<<<<
 *             self.c_effects[position] = n_effect
 * 
 */
  }

  /* "analysis.py":403
 *             self.c_effects[position] = n_effect
 * 
 *         return None             # <<<<<<<<<<<<<<
 * 
 *     def search(self, search):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;

  /* "analysis.py":384
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         print(self.c_ids)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis.objectives.edit", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":405
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10objectives_9search(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10objectives_9search = {"search", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_10objectives_9search, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_10objectives_9search(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_self = 0;
  PyObject *__pyx_v_search = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("search (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_search,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_search)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("search", 1, 2, 2, 1); __PYX_ERR(0, 405, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "search") < 0)) __PYX_ERR(0, 405, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_self = values[0];
    __pyx_v_search = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("search", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 405, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.objectives.search", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_10objectives_8search(__pyx_self, __pyx_v_self, __pyx_v_search);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10objectives_8search(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_search) {
  Py_ssize_t __pyx_v_position;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  __Pyx_RefNannySetupContext("search", 0);

  /* "analysis.py":406
 * 
 *     def search(self, search):
 *         position = 0             # <<<<<<<<<<<<<<
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 */
  __pyx_v_position = 0;

  /* "analysis.py":407
 *     def search(self, search):
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):             # <<<<<<<<<<<<<<
 *             if self.c_ids[i] == search:
 *                 position = i
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 407, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 407, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":408
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 408, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 408, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = PyObject_RichCompare(__pyx_t_5, __pyx_v_search, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 408, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 408, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    if (__pyx_t_6) {

      /* "analysis.py":409
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:
 *                 position = i             # <<<<<<<<<<<<<<
 * 
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_effects[position]]
 */
      __pyx_v_position = __pyx_v_i;

      /* "analysis.py":408
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 *             if self.c_ids[i] == search:             # <<<<<<<<<<<<<<
 *                 position = i
 * 
 */
    }
  }

  /* "analysis.py":411
 *                 position = i
 * 
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_effects[position]]             # <<<<<<<<<<<<<<
 * 
 *     def regurgitate(self):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 411, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 411, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 411, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_7 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 411, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 411, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_8 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 411, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 411, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_9 = __Pyx_GetItemInt(__pyx_t_1, __pyx_v_position, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 411, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyList_New(4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 411, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_5);
  PyList_SET_ITEM(__pyx_t_1, 0, __pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_7);
  PyList_SET_ITEM(__pyx_t_1, 1, __pyx_t_7);
  __Pyx_GIVEREF(__pyx_t_8);
  PyList_SET_ITEM(__pyx_t_1, 2, __pyx_t_8);
  __Pyx_GIVEREF(__pyx_t_9);
  PyList_SET_ITEM(__pyx_t_1, 3, __pyx_t_9);
  __pyx_t_5 = 0;
  __pyx_t_7 = 0;
  __pyx_t_8 = 0;
  __pyx_t_9 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "analysis.py":405
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_AddTraceback("analysis.objectives.search", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":413
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_effects]
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_10objectives_11regurgitate(PyObject *__pyx_self, PyObject *__pyx_v_self); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_10objectives_11regurgitate = {"regurgitate", (PyCFunction)__pyx_pw_8analysis_10objectives_11regurgitate, METH_O, 0};
static PyObject *__pyx_pw_8analysis_10objectives_11regurgitate(PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("regurgitate (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_10objectives_10regurgitate(__pyx_self, ((PyObject *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10objectives_10regurgitate(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_RefNannySetupContext("regurgitate", 0);

  /* "analysis.py":414
 * 
 *     def regurgitate(self):
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_effects]             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_names); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 414, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_ids); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 414, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_pos); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 414, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_c_effects); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 414, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = PyList_New(4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 414, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_1);
  PyList_SET_ITEM(__pyx_t_5, 0, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyList_SET_ITEM(__pyx_t_5, 1, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_3);
  PyList_SET_ITEM(__pyx_t_5, 2, __pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_4);
  PyList_SET_ITEM(__pyx_t_5, 3, __pyx_t_4);
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_t_3 = 0;
  __pyx_t_4 = 0;
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "analysis.py":413
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_effects]
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis.objectives.regurgitate", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":417
 * 
 * 
 * def load_csv(filepath):             # <<<<<<<<<<<<<<
 *     with open(filepath, newline='') as csvfile:
 *         file_array = list(csv.reader(csvfile))
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_3load_csv(PyObject *__pyx_self, PyObject *__pyx_v_filepath); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_3load_csv = {"load_csv", (PyCFunction)__pyx_pw_8analysis_3load_csv, METH_O, 0};
static PyObject *__pyx_pw_8analysis_3load_csv(PyObject *__pyx_self, PyObject *__pyx_v_filepath) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("load_csv (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_2load_csv(__pyx_self, ((PyObject *)__pyx_v_filepath));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_2load_csv(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_filepath) {
  PyObject *__pyx_v_csvfile = NULL;
  PyObject *__pyx_v_file_array = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  int __pyx_t_10;
  int __pyx_t_11;
  __Pyx_RefNannySetupContext("load_csv", 0);

  /* "analysis.py":418
 * 
 * def load_csv(filepath):
 *     with open(filepath, newline='') as csvfile:             # <<<<<<<<<<<<<<
 *         file_array = list(csv.reader(csvfile))
 *         csvfile.close()
 */
  /*with:*/ {
    __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 418, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_INCREF(__pyx_v_filepath);
    __Pyx_GIVEREF(__pyx_v_filepath);
    PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_filepath);
    __pyx_t_2 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 418, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_newline, __pyx_kp_s__2) < 0) __PYX_ERR(0, 418, __pyx_L1_error)
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_open, __pyx_t_1, __pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 418, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_4 = __Pyx_PyObject_LookupSpecial(__pyx_t_3, __pyx_n_s_exit); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 418, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_1 = __Pyx_PyObject_LookupSpecial(__pyx_t_3, __pyx_n_s_enter); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 418, __pyx_L3_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_1))) {
      __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_1);
      if (likely(__pyx_t_5)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
        __Pyx_INCREF(__pyx_t_5);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_1, function);
      }
    }
    __pyx_t_2 = (__pyx_t_5) ? __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_t_5) : __Pyx_PyObject_CallNoArg(__pyx_t_1);
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
    if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 418, __pyx_L3_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = __pyx_t_2;
    __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    /*try:*/ {
      {
        __Pyx_PyThreadState_declare
        __Pyx_PyThreadState_assign
        __Pyx_ExceptionSave(&__pyx_t_6, &__pyx_t_7, &__pyx_t_8);
        __Pyx_XGOTREF(__pyx_t_6);
        __Pyx_XGOTREF(__pyx_t_7);
        __Pyx_XGOTREF(__pyx_t_8);
        /*try:*/ {
          __pyx_v_csvfile = __pyx_t_1;
          __pyx_t_1 = 0;

          /* "analysis.py":419
 * def load_csv(filepath):
 *     with open(filepath, newline='') as csvfile:
 *         file_array = list(csv.reader(csvfile))             # <<<<<<<<<<<<<<
 *         csvfile.close()
 *     return file_array
 */
          __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_csv); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 419, __pyx_L7_error)
          __Pyx_GOTREF(__pyx_t_3);
          __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_reader); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 419, __pyx_L7_error)
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
          __pyx_t_3 = NULL;
          if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
            __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_2);
            if (likely(__pyx_t_3)) {
              PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
              __Pyx_INCREF(__pyx_t_3);
              __Pyx_INCREF(function);
              __Pyx_DECREF_SET(__pyx_t_2, function);
            }
          }
          __pyx_t_1 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_2, __pyx_t_3, __pyx_v_csvfile) : __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_v_csvfile);
          __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
          if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 419, __pyx_L7_error)
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
          __pyx_t_2 = PySequence_List(__pyx_t_1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 419, __pyx_L7_error)
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __pyx_v_file_array = ((PyObject*)__pyx_t_2);
          __pyx_t_2 = 0;

          /* "analysis.py":420
 *     with open(filepath, newline='') as csvfile:
 *         file_array = list(csv.reader(csvfile))
 *         csvfile.close()             # <<<<<<<<<<<<<<
 *     return file_array
 * 
 */
          __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_csvfile, __pyx_n_s_close); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 420, __pyx_L7_error)
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_3 = NULL;
          if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_1))) {
            __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_1);
            if (likely(__pyx_t_3)) {
              PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
              __Pyx_INCREF(__pyx_t_3);
              __Pyx_INCREF(function);
              __Pyx_DECREF_SET(__pyx_t_1, function);
            }
          }
          __pyx_t_2 = (__pyx_t_3) ? __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_t_3) : __Pyx_PyObject_CallNoArg(__pyx_t_1);
          __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
          if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 420, __pyx_L7_error)
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
          __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

          /* "analysis.py":418
 * 
 * def load_csv(filepath):
 *     with open(filepath, newline='') as csvfile:             # <<<<<<<<<<<<<<
 *         file_array = list(csv.reader(csvfile))
 *         csvfile.close()
 */
        }
        __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
        goto __pyx_L12_try_end;
        __pyx_L7_error:;
        __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
        __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        /*except:*/ {
          __Pyx_AddTraceback("analysis.load_csv", __pyx_clineno, __pyx_lineno, __pyx_filename);
          if (__Pyx_GetException(&__pyx_t_2, &__pyx_t_1, &__pyx_t_3) < 0) __PYX_ERR(0, 418, __pyx_L9_except_error)
          __Pyx_GOTREF(__pyx_t_2);
          __Pyx_GOTREF(__pyx_t_1);
          __Pyx_GOTREF(__pyx_t_3);
          __pyx_t_5 = PyTuple_Pack(3, __pyx_t_2, __pyx_t_1, __pyx_t_3); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 418, __pyx_L9_except_error)
          __Pyx_GOTREF(__pyx_t_5);
          __pyx_t_9 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_5, NULL);
          __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
          __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
          if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 418, __pyx_L9_except_error)
          __Pyx_GOTREF(__pyx_t_9);
          __pyx_t_10 = __Pyx_PyObject_IsTrue(__pyx_t_9);
          __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
          if (__pyx_t_10 < 0) __PYX_ERR(0, 418, __pyx_L9_except_error)
          __pyx_t_11 = ((!(__pyx_t_10 != 0)) != 0);
          if (__pyx_t_11) {
            __Pyx_GIVEREF(__pyx_t_2);
            __Pyx_GIVEREF(__pyx_t_1);
            __Pyx_XGIVEREF(__pyx_t_3);
            __Pyx_ErrRestoreWithState(__pyx_t_2, __pyx_t_1, __pyx_t_3);
            __pyx_t_2 = 0; __pyx_t_1 = 0; __pyx_t_3 = 0; 
            __PYX_ERR(0, 418, __pyx_L9_except_error)
          }
          __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
          __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
          __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
          goto __pyx_L8_exception_handled;
        }
        __pyx_L9_except_error:;
        __Pyx_XGIVEREF(__pyx_t_6);
        __Pyx_XGIVEREF(__pyx_t_7);
        __Pyx_XGIVEREF(__pyx_t_8);
        __Pyx_ExceptionReset(__pyx_t_6, __pyx_t_7, __pyx_t_8);
        goto __pyx_L1_error;
        __pyx_L8_exception_handled:;
        __Pyx_XGIVEREF(__pyx_t_6);
        __Pyx_XGIVEREF(__pyx_t_7);
        __Pyx_XGIVEREF(__pyx_t_8);
        __Pyx_ExceptionReset(__pyx_t_6, __pyx_t_7, __pyx_t_8);
        __pyx_L12_try_end:;
      }
    }
    /*finally:*/ {
      /*normal exit:*/{
        if (__pyx_t_4) {
          __pyx_t_8 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_tuple__3, NULL);
          __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
          if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 418, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_8);
          __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        }
        goto __pyx_L6;
      }
      __pyx_L6:;
    }
    goto __pyx_L16;
    __pyx_L3_error:;
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    goto __pyx_L1_error;
    __pyx_L16:;
  }

  /* "analysis.py":421
 *         file_array = list(csv.reader(csvfile))
 *         csvfile.close()
 *     return file_array             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  if (unlikely(!__pyx_v_file_array)) { __Pyx_RaiseUnboundLocalError("file_array"); __PYX_ERR(0, 421, __pyx_L1_error) }
  __Pyx_INCREF(__pyx_v_file_array);
  __pyx_r = __pyx_v_file_array;
  goto __pyx_L0;

  /* "analysis.py":417
 * 
 * 
 * def load_csv(filepath):             # <<<<<<<<<<<<<<
 *     with open(filepath, newline='') as csvfile:
 *         file_array = list(csv.reader(csvfile))
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis.load_csv", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_csvfile);
  __Pyx_XDECREF(__pyx_v_file_array);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":425
 * 
 * # data=array, mode = ['1d':1d_basic_stats, 'column':c_basic_stats, 'row':r_basic_stats], arg for mode 1 or mode 2 for column or row
 * def basic_stats(data, method, arg):             # <<<<<<<<<<<<<<
 * 
 *     if method == 'debug':
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_5basic_stats(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_5basic_stats = {"basic_stats", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_5basic_stats, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_5basic_stats(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_data = 0;
  PyObject *__pyx_v_method = 0;
  PyObject *__pyx_v_arg = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("basic_stats (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_data,&__pyx_n_s_method,&__pyx_n_s_arg,0};
    PyObject* values[3] = {0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_data)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_method)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("basic_stats", 1, 3, 3, 1); __PYX_ERR(0, 425, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_arg)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("basic_stats", 1, 3, 3, 2); __PYX_ERR(0, 425, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "basic_stats") < 0)) __PYX_ERR(0, 425, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
    }
    __pyx_v_data = values[0];
    __pyx_v_method = values[1];
    __pyx_v_arg = values[2];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("basic_stats", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 425, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.basic_stats", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_4basic_stats(__pyx_self, __pyx_v_data, __pyx_v_method, __pyx_v_arg);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_4basic_stats(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_method, PyObject *__pyx_v_arg) {
  PyObject *__pyx_v_data_t = NULL;
  PyObject *__pyx_v_i = NULL;
  PyObject *__pyx_v__mean = NULL;
  PyObject *__pyx_v__median = NULL;
  PyObject *__pyx_v__mode = NULL;
  PyObject *__pyx_v__stdev = NULL;
  PyObject *__pyx_v__variance = NULL;
  PyObject *__pyx_v_c_data = NULL;
  CYTHON_UNUSED PyObject *__pyx_v_c_data_sorted = NULL;
  PyObject *__pyx_v_r_data = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *(*__pyx_t_6)(PyObject *);
  PyObject *__pyx_t_7 = NULL;
  int __pyx_t_8;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  PyObject *__pyx_t_11 = NULL;
  __Pyx_RefNannySetupContext("basic_stats", 0);

  /* "analysis.py":427
 * def basic_stats(data, method, arg):
 * 
 *     if method == 'debug':             # <<<<<<<<<<<<<<
 *         return "basic_stats requires 3 args: data, mode, arg; where data is data to be analyzed, mode is an int from 0 - 2 depending on type of analysis (by column or by row) and is only applicable to 2d arrays (for 1d arrays use mode 1), and arg is row/column number for mode 1 or mode 2; function returns: [mean, median, mode, stdev, variance]"
 * 
 */
  __pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_method, __pyx_n_s_debug, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 427, __pyx_L1_error)
  if (__pyx_t_1) {

    /* "analysis.py":428
 * 
 *     if method == 'debug':
 *         return "basic_stats requires 3 args: data, mode, arg; where data is data to be analyzed, mode is an int from 0 - 2 depending on type of analysis (by column or by row) and is only applicable to 2d arrays (for 1d arrays use mode 1), and arg is row/column number for mode 1 or mode 2; function returns: [mean, median, mode, stdev, variance]"             # <<<<<<<<<<<<<<
 * 
 *     if method == "1d" or method == 0:
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_kp_s_basic_stats_requires_3_args_data);
    __pyx_r = __pyx_kp_s_basic_stats_requires_3_args_data;
    goto __pyx_L0;

    /* "analysis.py":427
 * def basic_stats(data, method, arg):
 * 
 *     if method == 'debug':             # <<<<<<<<<<<<<<
 *         return "basic_stats requires 3 args: data, mode, arg; where data is data to be analyzed, mode is an int from 0 - 2 depending on type of analysis (by column or by row) and is only applicable to 2d arrays (for 1d arrays use mode 1), and arg is row/column number for mode 1 or mode 2; function returns: [mean, median, mode, stdev, variance]"
 * 
 */
  }

  /* "analysis.py":430
 *         return "basic_stats requires 3 args: data, mode, arg; where data is data to be analyzed, mode is an int from 0 - 2 depending on type of analysis (by column or by row) and is only applicable to 2d arrays (for 1d arrays use mode 1), and arg is row/column number for mode 1 or mode 2; function returns: [mean, median, mode, stdev, variance]"
 * 
 *     if method == "1d" or method == 0:             # <<<<<<<<<<<<<<
 * 
 *         data_t = []
 */
  __pyx_t_2 = (__Pyx_PyString_Equals(__pyx_v_method, __pyx_kp_s_1d, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 430, __pyx_L1_error)
  if (!__pyx_t_2) {
  } else {
    __pyx_t_1 = __pyx_t_2;
    goto __pyx_L5_bool_binop_done;
  }
  __pyx_t_3 = __Pyx_PyInt_EqObjC(__pyx_v_method, __pyx_int_0, 0, 0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 430, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_2 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 430, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_1 = __pyx_t_2;
  __pyx_L5_bool_binop_done:;
  if (__pyx_t_1) {

    /* "analysis.py":432
 *     if method == "1d" or method == 0:
 * 
 *         data_t = []             # <<<<<<<<<<<<<<
 * 
 *         for i in range(0, len(data), 1):
 */
    __pyx_t_3 = PyList_New(0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 432, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_v_data_t = ((PyObject*)__pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":434
 *         data_t = []
 * 
 *         for i in range(0, len(data), 1):             # <<<<<<<<<<<<<<
 *             data_t.append(float(data[i]))
 * 
 */
    __pyx_t_4 = PyObject_Length(__pyx_v_data); if (unlikely(__pyx_t_4 == ((Py_ssize_t)-1))) __PYX_ERR(0, 434, __pyx_L1_error)
    __pyx_t_3 = PyInt_FromSsize_t(__pyx_t_4); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 434, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_5 = PyTuple_New(3); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 434, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_INCREF(__pyx_int_0);
    __Pyx_GIVEREF(__pyx_int_0);
    PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_int_0);
    __Pyx_GIVEREF(__pyx_t_3);
    PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_t_3);
    __Pyx_INCREF(__pyx_int_1);
    __Pyx_GIVEREF(__pyx_int_1);
    PyTuple_SET_ITEM(__pyx_t_5, 2, __pyx_int_1);
    __pyx_t_3 = 0;
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_5, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 434, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    if (likely(PyList_CheckExact(__pyx_t_3)) || PyTuple_CheckExact(__pyx_t_3)) {
      __pyx_t_5 = __pyx_t_3; __Pyx_INCREF(__pyx_t_5); __pyx_t_4 = 0;
      __pyx_t_6 = NULL;
    } else {
      __pyx_t_4 = -1; __pyx_t_5 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 434, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_6 = Py_TYPE(__pyx_t_5)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 434, __pyx_L1_error)
    }
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    for (;;) {
      if (likely(!__pyx_t_6)) {
        if (likely(PyList_CheckExact(__pyx_t_5))) {
          if (__pyx_t_4 >= PyList_GET_SIZE(__pyx_t_5)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_3 = PyList_GET_ITEM(__pyx_t_5, __pyx_t_4); __Pyx_INCREF(__pyx_t_3); __pyx_t_4++; if (unlikely(0 < 0)) __PYX_ERR(0, 434, __pyx_L1_error)
          #else
          __pyx_t_3 = PySequence_ITEM(__pyx_t_5, __pyx_t_4); __pyx_t_4++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 434, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_3);
          #endif
        } else {
          if (__pyx_t_4 >= PyTuple_GET_SIZE(__pyx_t_5)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_3 = PyTuple_GET_ITEM(__pyx_t_5, __pyx_t_4); __Pyx_INCREF(__pyx_t_3); __pyx_t_4++; if (unlikely(0 < 0)) __PYX_ERR(0, 434, __pyx_L1_error)
          #else
          __pyx_t_3 = PySequence_ITEM(__pyx_t_5, __pyx_t_4); __pyx_t_4++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 434, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_3);
          #endif
        }
      } else {
        __pyx_t_3 = __pyx_t_6(__pyx_t_5);
        if (unlikely(!__pyx_t_3)) {
          PyObject* exc_type = PyErr_Occurred();
          if (exc_type) {
            if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
            else __PYX_ERR(0, 434, __pyx_L1_error)
          }
          break;
        }
        __Pyx_GOTREF(__pyx_t_3);
      }
      __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_3);
      __pyx_t_3 = 0;

      /* "analysis.py":435
 * 
 *         for i in range(0, len(data), 1):
 *             data_t.append(float(data[i]))             # <<<<<<<<<<<<<<
 * 
 *         _mean = mean(data_t)
 */
      __pyx_t_3 = __Pyx_PyObject_GetItem(__pyx_v_data, __pyx_v_i); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 435, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_7 = __Pyx_PyNumber_Float(__pyx_t_3); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 435, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_8 = __Pyx_PyList_Append(__pyx_v_data_t, __pyx_t_7); if (unlikely(__pyx_t_8 == ((int)-1))) __PYX_ERR(0, 435, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "analysis.py":434
 *         data_t = []
 * 
 *         for i in range(0, len(data), 1):             # <<<<<<<<<<<<<<
 *             data_t.append(float(data[i]))
 * 
 */
    }
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

    /* "analysis.py":437
 *             data_t.append(float(data[i]))
 * 
 *         _mean = mean(data_t)             # <<<<<<<<<<<<<<
 *         _median = median(data_t)
 *         try:
 */
    __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_mean); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 437, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_3 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_7))) {
      __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_7);
      if (likely(__pyx_t_3)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
        __Pyx_INCREF(__pyx_t_3);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_7, function);
      }
    }
    __pyx_t_5 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_7, __pyx_t_3, __pyx_v_data_t) : __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_v_data_t);
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 437, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_v__mean = __pyx_t_5;
    __pyx_t_5 = 0;

    /* "analysis.py":438
 * 
 *         _mean = mean(data_t)
 *         _median = median(data_t)             # <<<<<<<<<<<<<<
 *         try:
 *             _mode = mode(data_t)
 */
    __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_median); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 438, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_3 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_7))) {
      __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_7);
      if (likely(__pyx_t_3)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
        __Pyx_INCREF(__pyx_t_3);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_7, function);
      }
    }
    __pyx_t_5 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_7, __pyx_t_3, __pyx_v_data_t) : __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_v_data_t);
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 438, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_v__median = __pyx_t_5;
    __pyx_t_5 = 0;

    /* "analysis.py":439
 *         _mean = mean(data_t)
 *         _median = median(data_t)
 *         try:             # <<<<<<<<<<<<<<
 *             _mode = mode(data_t)
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_9, &__pyx_t_10, &__pyx_t_11);
      __Pyx_XGOTREF(__pyx_t_9);
      __Pyx_XGOTREF(__pyx_t_10);
      __Pyx_XGOTREF(__pyx_t_11);
      /*try:*/ {

        /* "analysis.py":440
 *         _median = median(data_t)
 *         try:
 *             _mode = mode(data_t)             # <<<<<<<<<<<<<<
 *         except:
 *             _mode = None
 */
        __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_mode); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 440, __pyx_L9_error)
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_3 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_7))) {
          __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_7);
          if (likely(__pyx_t_3)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
            __Pyx_INCREF(__pyx_t_3);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_7, function);
          }
        }
        __pyx_t_5 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_7, __pyx_t_3, __pyx_v_data_t) : __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_v_data_t);
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 440, __pyx_L9_error)
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_v__mode = __pyx_t_5;
        __pyx_t_5 = 0;

        /* "analysis.py":439
 *         _mean = mean(data_t)
 *         _median = median(data_t)
 *         try:             # <<<<<<<<<<<<<<
 *             _mode = mode(data_t)
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      goto __pyx_L14_try_end;
      __pyx_L9_error:;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "analysis.py":441
 *         try:
 *             _mode = mode(data_t)
 *         except:             # <<<<<<<<<<<<<<
 *             _mode = None
 *         try:
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis.basic_stats", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_7, &__pyx_t_3) < 0) __PYX_ERR(0, 441, __pyx_L11_except_error)
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_GOTREF(__pyx_t_3);

        /* "analysis.py":442
 *             _mode = mode(data_t)
 *         except:
 *             _mode = None             # <<<<<<<<<<<<<<
 *         try:
 *             _stdev = stdev(data_t)
 */
        __Pyx_INCREF(Py_None);
        __Pyx_XDECREF_SET(__pyx_v__mode, Py_None);
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        goto __pyx_L10_exception_handled;
      }
      __pyx_L11_except_error:;

      /* "analysis.py":439
 *         _mean = mean(data_t)
 *         _median = median(data_t)
 *         try:             # <<<<<<<<<<<<<<
 *             _mode = mode(data_t)
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_ExceptionReset(__pyx_t_9, __pyx_t_10, __pyx_t_11);
      goto __pyx_L1_error;
      __pyx_L10_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_ExceptionReset(__pyx_t_9, __pyx_t_10, __pyx_t_11);
      __pyx_L14_try_end:;
    }

    /* "analysis.py":443
 *         except:
 *             _mode = None
 *         try:             # <<<<<<<<<<<<<<
 *             _stdev = stdev(data_t)
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_11, &__pyx_t_10, &__pyx_t_9);
      __Pyx_XGOTREF(__pyx_t_11);
      __Pyx_XGOTREF(__pyx_t_10);
      __Pyx_XGOTREF(__pyx_t_9);
      /*try:*/ {

        /* "analysis.py":444
 *             _mode = None
 *         try:
 *             _stdev = stdev(data_t)             # <<<<<<<<<<<<<<
 *         except:
 *             _stdev = None
 */
        __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_stdev); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 444, __pyx_L17_error)
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_5 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_7))) {
          __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_7);
          if (likely(__pyx_t_5)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
            __Pyx_INCREF(__pyx_t_5);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_7, function);
          }
        }
        __pyx_t_3 = (__pyx_t_5) ? __Pyx_PyObject_Call2Args(__pyx_t_7, __pyx_t_5, __pyx_v_data_t) : __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_v_data_t);
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 444, __pyx_L17_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_v__stdev = __pyx_t_3;
        __pyx_t_3 = 0;

        /* "analysis.py":443
 *         except:
 *             _mode = None
 *         try:             # <<<<<<<<<<<<<<
 *             _stdev = stdev(data_t)
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      goto __pyx_L22_try_end;
      __pyx_L17_error:;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "analysis.py":445
 *         try:
 *             _stdev = stdev(data_t)
 *         except:             # <<<<<<<<<<<<<<
 *             _stdev = None
 *         try:
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis.basic_stats", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_3, &__pyx_t_7, &__pyx_t_5) < 0) __PYX_ERR(0, 445, __pyx_L19_except_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_GOTREF(__pyx_t_5);

        /* "analysis.py":446
 *             _stdev = stdev(data_t)
 *         except:
 *             _stdev = None             # <<<<<<<<<<<<<<
 *         try:
 *             _variance = variance(data_t)
 */
        __Pyx_INCREF(Py_None);
        __Pyx_XDECREF_SET(__pyx_v__stdev, Py_None);
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        goto __pyx_L18_exception_handled;
      }
      __pyx_L19_except_error:;

      /* "analysis.py":443
 *         except:
 *             _mode = None
 *         try:             # <<<<<<<<<<<<<<
 *             _stdev = stdev(data_t)
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_ExceptionReset(__pyx_t_11, __pyx_t_10, __pyx_t_9);
      goto __pyx_L1_error;
      __pyx_L18_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_ExceptionReset(__pyx_t_11, __pyx_t_10, __pyx_t_9);
      __pyx_L22_try_end:;
    }

    /* "analysis.py":447
 *         except:
 *             _stdev = None
 *         try:             # <<<<<<<<<<<<<<
 *             _variance = variance(data_t)
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_9, &__pyx_t_10, &__pyx_t_11);
      __Pyx_XGOTREF(__pyx_t_9);
      __Pyx_XGOTREF(__pyx_t_10);
      __Pyx_XGOTREF(__pyx_t_11);
      /*try:*/ {

        /* "analysis.py":448
 *             _stdev = None
 *         try:
 *             _variance = variance(data_t)             # <<<<<<<<<<<<<<
 *         except:
 *             _variance = None
 */
        __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_variance); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 448, __pyx_L25_error)
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_3 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_7))) {
          __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_7);
          if (likely(__pyx_t_3)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
            __Pyx_INCREF(__pyx_t_3);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_7, function);
          }
        }
        __pyx_t_5 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_7, __pyx_t_3, __pyx_v_data_t) : __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_v_data_t);
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 448, __pyx_L25_error)
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_v__variance = __pyx_t_5;
        __pyx_t_5 = 0;

        /* "analysis.py":447
 *         except:
 *             _stdev = None
 *         try:             # <<<<<<<<<<<<<<
 *             _variance = variance(data_t)
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      goto __pyx_L30_try_end;
      __pyx_L25_error:;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "analysis.py":449
 *         try:
 *             _variance = variance(data_t)
 *         except:             # <<<<<<<<<<<<<<
 *             _variance = None
 * 
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis.basic_stats", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_7, &__pyx_t_3) < 0) __PYX_ERR(0, 449, __pyx_L27_except_error)
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_GOTREF(__pyx_t_3);

        /* "analysis.py":450
 *             _variance = variance(data_t)
 *         except:
 *             _variance = None             # <<<<<<<<<<<<<<
 * 
 *         return _mean, _median, _mode, _stdev, _variance
 */
        __Pyx_INCREF(Py_None);
        __Pyx_XDECREF_SET(__pyx_v__variance, Py_None);
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        goto __pyx_L26_exception_handled;
      }
      __pyx_L27_except_error:;

      /* "analysis.py":447
 *         except:
 *             _stdev = None
 *         try:             # <<<<<<<<<<<<<<
 *             _variance = variance(data_t)
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_ExceptionReset(__pyx_t_9, __pyx_t_10, __pyx_t_11);
      goto __pyx_L1_error;
      __pyx_L26_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_ExceptionReset(__pyx_t_9, __pyx_t_10, __pyx_t_11);
      __pyx_L30_try_end:;
    }

    /* "analysis.py":452
 *             _variance = None
 * 
 *         return _mean, _median, _mode, _stdev, _variance             # <<<<<<<<<<<<<<
 * 
 *     elif method == "column" or method == 1:
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_3 = PyTuple_New(5); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 452, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_INCREF(__pyx_v__mean);
    __Pyx_GIVEREF(__pyx_v__mean);
    PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v__mean);
    __Pyx_INCREF(__pyx_v__median);
    __Pyx_GIVEREF(__pyx_v__median);
    PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_v__median);
    __Pyx_INCREF(__pyx_v__mode);
    __Pyx_GIVEREF(__pyx_v__mode);
    PyTuple_SET_ITEM(__pyx_t_3, 2, __pyx_v__mode);
    __Pyx_INCREF(__pyx_v__stdev);
    __Pyx_GIVEREF(__pyx_v__stdev);
    PyTuple_SET_ITEM(__pyx_t_3, 3, __pyx_v__stdev);
    __Pyx_INCREF(__pyx_v__variance);
    __Pyx_GIVEREF(__pyx_v__variance);
    PyTuple_SET_ITEM(__pyx_t_3, 4, __pyx_v__variance);
    __pyx_r = __pyx_t_3;
    __pyx_t_3 = 0;
    goto __pyx_L0;

    /* "analysis.py":430
 *         return "basic_stats requires 3 args: data, mode, arg; where data is data to be analyzed, mode is an int from 0 - 2 depending on type of analysis (by column or by row) and is only applicable to 2d arrays (for 1d arrays use mode 1), and arg is row/column number for mode 1 or mode 2; function returns: [mean, median, mode, stdev, variance]"
 * 
 *     if method == "1d" or method == 0:             # <<<<<<<<<<<<<<
 * 
 *         data_t = []
 */
  }

  /* "analysis.py":454
 *         return _mean, _median, _mode, _stdev, _variance
 * 
 *     elif method == "column" or method == 1:             # <<<<<<<<<<<<<<
 * 
 *         c_data = []
 */
  __pyx_t_2 = (__Pyx_PyString_Equals(__pyx_v_method, __pyx_n_s_column, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 454, __pyx_L1_error)
  if (!__pyx_t_2) {
  } else {
    __pyx_t_1 = __pyx_t_2;
    goto __pyx_L33_bool_binop_done;
  }
  __pyx_t_3 = __Pyx_PyInt_EqObjC(__pyx_v_method, __pyx_int_1, 1, 0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 454, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_2 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 454, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_1 = __pyx_t_2;
  __pyx_L33_bool_binop_done:;
  if (__pyx_t_1) {

    /* "analysis.py":456
 *     elif method == "column" or method == 1:
 * 
 *         c_data = []             # <<<<<<<<<<<<<<
 *         c_data_sorted = []
 * 
 */
    __pyx_t_3 = PyList_New(0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 456, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_v_c_data = ((PyObject*)__pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":457
 * 
 *         c_data = []
 *         c_data_sorted = []             # <<<<<<<<<<<<<<
 * 
 *         for i in data:
 */
    __pyx_t_3 = PyList_New(0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 457, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_v_c_data_sorted = ((PyObject*)__pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":459
 *         c_data_sorted = []
 * 
 *         for i in data:             # <<<<<<<<<<<<<<
 *             try:
 *                 c_data.append(float(i[arg]))
 */
    if (likely(PyList_CheckExact(__pyx_v_data)) || PyTuple_CheckExact(__pyx_v_data)) {
      __pyx_t_3 = __pyx_v_data; __Pyx_INCREF(__pyx_t_3); __pyx_t_4 = 0;
      __pyx_t_6 = NULL;
    } else {
      __pyx_t_4 = -1; __pyx_t_3 = PyObject_GetIter(__pyx_v_data); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 459, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_6 = Py_TYPE(__pyx_t_3)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 459, __pyx_L1_error)
    }
    for (;;) {
      if (likely(!__pyx_t_6)) {
        if (likely(PyList_CheckExact(__pyx_t_3))) {
          if (__pyx_t_4 >= PyList_GET_SIZE(__pyx_t_3)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_7 = PyList_GET_ITEM(__pyx_t_3, __pyx_t_4); __Pyx_INCREF(__pyx_t_7); __pyx_t_4++; if (unlikely(0 < 0)) __PYX_ERR(0, 459, __pyx_L1_error)
          #else
          __pyx_t_7 = PySequence_ITEM(__pyx_t_3, __pyx_t_4); __pyx_t_4++; if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 459, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_7);
          #endif
        } else {
          if (__pyx_t_4 >= PyTuple_GET_SIZE(__pyx_t_3)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_7 = PyTuple_GET_ITEM(__pyx_t_3, __pyx_t_4); __Pyx_INCREF(__pyx_t_7); __pyx_t_4++; if (unlikely(0 < 0)) __PYX_ERR(0, 459, __pyx_L1_error)
          #else
          __pyx_t_7 = PySequence_ITEM(__pyx_t_3, __pyx_t_4); __pyx_t_4++; if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 459, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_7);
          #endif
        }
      } else {
        __pyx_t_7 = __pyx_t_6(__pyx_t_3);
        if (unlikely(!__pyx_t_7)) {
          PyObject* exc_type = PyErr_Occurred();
          if (exc_type) {
            if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
            else __PYX_ERR(0, 459, __pyx_L1_error)
          }
          break;
        }
        __Pyx_GOTREF(__pyx_t_7);
      }
      __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_7);
      __pyx_t_7 = 0;

      /* "analysis.py":460
 * 
 *         for i in data:
 *             try:             # <<<<<<<<<<<<<<
 *                 c_data.append(float(i[arg]))
 *             except:
 */
      {
        __Pyx_PyThreadState_declare
        __Pyx_PyThreadState_assign
        __Pyx_ExceptionSave(&__pyx_t_11, &__pyx_t_10, &__pyx_t_9);
        __Pyx_XGOTREF(__pyx_t_11);
        __Pyx_XGOTREF(__pyx_t_10);
        __Pyx_XGOTREF(__pyx_t_9);
        /*try:*/ {

          /* "analysis.py":461
 *         for i in data:
 *             try:
 *                 c_data.append(float(i[arg]))             # <<<<<<<<<<<<<<
 *             except:
 *                 pass
 */
          __pyx_t_7 = __Pyx_PyObject_GetItem(__pyx_v_i, __pyx_v_arg); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 461, __pyx_L37_error)
          __Pyx_GOTREF(__pyx_t_7);
          __pyx_t_5 = __Pyx_PyNumber_Float(__pyx_t_7); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 461, __pyx_L37_error)
          __Pyx_GOTREF(__pyx_t_5);
          __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
          __pyx_t_8 = __Pyx_PyList_Append(__pyx_v_c_data, __pyx_t_5); if (unlikely(__pyx_t_8 == ((int)-1))) __PYX_ERR(0, 461, __pyx_L37_error)
          __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

          /* "analysis.py":460
 * 
 *         for i in data:
 *             try:             # <<<<<<<<<<<<<<
 *                 c_data.append(float(i[arg]))
 *             except:
 */
        }
        __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
        __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
        __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
        goto __pyx_L44_try_end;
        __pyx_L37_error:;
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

        /* "analysis.py":462
 *             try:
 *                 c_data.append(float(i[arg]))
 *             except:             # <<<<<<<<<<<<<<
 *                 pass
 * 
 */
        /*except:*/ {
          __Pyx_ErrRestore(0,0,0);
          goto __pyx_L38_exception_handled;
        }
        __pyx_L38_exception_handled:;
        __Pyx_XGIVEREF(__pyx_t_11);
        __Pyx_XGIVEREF(__pyx_t_10);
        __Pyx_XGIVEREF(__pyx_t_9);
        __Pyx_ExceptionReset(__pyx_t_11, __pyx_t_10, __pyx_t_9);
        __pyx_L44_try_end:;
      }

      /* "analysis.py":459
 *         c_data_sorted = []
 * 
 *         for i in data:             # <<<<<<<<<<<<<<
 *             try:
 *                 c_data.append(float(i[arg]))
 */
    }
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

    /* "analysis.py":465
 *                 pass
 * 
 *         _mean = mean(c_data)             # <<<<<<<<<<<<<<
 *         _median = median(c_data)
 *         try:
 */
    __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_mean); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 465, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_7 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
      __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_5);
      if (likely(__pyx_t_7)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
        __Pyx_INCREF(__pyx_t_7);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_5, function);
      }
    }
    __pyx_t_3 = (__pyx_t_7) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_7, __pyx_v_c_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_c_data);
    __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
    if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 465, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_v__mean = __pyx_t_3;
    __pyx_t_3 = 0;

    /* "analysis.py":466
 * 
 *         _mean = mean(c_data)
 *         _median = median(c_data)             # <<<<<<<<<<<<<<
 *         try:
 *             _mode = mode(c_data)
 */
    __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_median); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 466, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_7 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
      __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_5);
      if (likely(__pyx_t_7)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
        __Pyx_INCREF(__pyx_t_7);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_5, function);
      }
    }
    __pyx_t_3 = (__pyx_t_7) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_7, __pyx_v_c_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_c_data);
    __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
    if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 466, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_v__median = __pyx_t_3;
    __pyx_t_3 = 0;

    /* "analysis.py":467
 *         _mean = mean(c_data)
 *         _median = median(c_data)
 *         try:             # <<<<<<<<<<<<<<
 *             _mode = mode(c_data)
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_9, &__pyx_t_10, &__pyx_t_11);
      __Pyx_XGOTREF(__pyx_t_9);
      __Pyx_XGOTREF(__pyx_t_10);
      __Pyx_XGOTREF(__pyx_t_11);
      /*try:*/ {

        /* "analysis.py":468
 *         _median = median(c_data)
 *         try:
 *             _mode = mode(c_data)             # <<<<<<<<<<<<<<
 *         except:
 *             _mode = None
 */
        __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_mode); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 468, __pyx_L45_error)
        __Pyx_GOTREF(__pyx_t_5);
        __pyx_t_7 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
          __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_5);
          if (likely(__pyx_t_7)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
            __Pyx_INCREF(__pyx_t_7);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_5, function);
          }
        }
        __pyx_t_3 = (__pyx_t_7) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_7, __pyx_v_c_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_c_data);
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 468, __pyx_L45_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
        __pyx_v__mode = __pyx_t_3;
        __pyx_t_3 = 0;

        /* "analysis.py":467
 *         _mean = mean(c_data)
 *         _median = median(c_data)
 *         try:             # <<<<<<<<<<<<<<
 *             _mode = mode(c_data)
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      goto __pyx_L50_try_end;
      __pyx_L45_error:;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "analysis.py":469
 *         try:
 *             _mode = mode(c_data)
 *         except:             # <<<<<<<<<<<<<<
 *             _mode = None
 *         try:
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis.basic_stats", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_3, &__pyx_t_5, &__pyx_t_7) < 0) __PYX_ERR(0, 469, __pyx_L47_except_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GOTREF(__pyx_t_7);

        /* "analysis.py":470
 *             _mode = mode(c_data)
 *         except:
 *             _mode = None             # <<<<<<<<<<<<<<
 *         try:
 *             _stdev = stdev(c_data)
 */
        __Pyx_INCREF(Py_None);
        __Pyx_XDECREF_SET(__pyx_v__mode, Py_None);
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        goto __pyx_L46_exception_handled;
      }
      __pyx_L47_except_error:;

      /* "analysis.py":467
 *         _mean = mean(c_data)
 *         _median = median(c_data)
 *         try:             # <<<<<<<<<<<<<<
 *             _mode = mode(c_data)
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_ExceptionReset(__pyx_t_9, __pyx_t_10, __pyx_t_11);
      goto __pyx_L1_error;
      __pyx_L46_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_ExceptionReset(__pyx_t_9, __pyx_t_10, __pyx_t_11);
      __pyx_L50_try_end:;
    }

    /* "analysis.py":471
 *         except:
 *             _mode = None
 *         try:             # <<<<<<<<<<<<<<
 *             _stdev = stdev(c_data)
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_11, &__pyx_t_10, &__pyx_t_9);
      __Pyx_XGOTREF(__pyx_t_11);
      __Pyx_XGOTREF(__pyx_t_10);
      __Pyx_XGOTREF(__pyx_t_9);
      /*try:*/ {

        /* "analysis.py":472
 *             _mode = None
 *         try:
 *             _stdev = stdev(c_data)             # <<<<<<<<<<<<<<
 *         except:
 *             _stdev = None
 */
        __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_stdev); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 472, __pyx_L53_error)
        __Pyx_GOTREF(__pyx_t_5);
        __pyx_t_3 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
          __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_5);
          if (likely(__pyx_t_3)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
            __Pyx_INCREF(__pyx_t_3);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_5, function);
          }
        }
        __pyx_t_7 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_3, __pyx_v_c_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_c_data);
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 472, __pyx_L53_error)
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
        __pyx_v__stdev = __pyx_t_7;
        __pyx_t_7 = 0;

        /* "analysis.py":471
 *         except:
 *             _mode = None
 *         try:             # <<<<<<<<<<<<<<
 *             _stdev = stdev(c_data)
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      goto __pyx_L58_try_end;
      __pyx_L53_error:;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "analysis.py":473
 *         try:
 *             _stdev = stdev(c_data)
 *         except:             # <<<<<<<<<<<<<<
 *             _stdev = None
 *         try:
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis.basic_stats", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_7, &__pyx_t_5, &__pyx_t_3) < 0) __PYX_ERR(0, 473, __pyx_L55_except_error)
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GOTREF(__pyx_t_3);

        /* "analysis.py":474
 *             _stdev = stdev(c_data)
 *         except:
 *             _stdev = None             # <<<<<<<<<<<<<<
 *         try:
 *             _variance = variance(c_data)
 */
        __Pyx_INCREF(Py_None);
        __Pyx_XDECREF_SET(__pyx_v__stdev, Py_None);
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        goto __pyx_L54_exception_handled;
      }
      __pyx_L55_except_error:;

      /* "analysis.py":471
 *         except:
 *             _mode = None
 *         try:             # <<<<<<<<<<<<<<
 *             _stdev = stdev(c_data)
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_ExceptionReset(__pyx_t_11, __pyx_t_10, __pyx_t_9);
      goto __pyx_L1_error;
      __pyx_L54_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_ExceptionReset(__pyx_t_11, __pyx_t_10, __pyx_t_9);
      __pyx_L58_try_end:;
    }

    /* "analysis.py":475
 *         except:
 *             _stdev = None
 *         try:             # <<<<<<<<<<<<<<
 *             _variance = variance(c_data)
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_9, &__pyx_t_10, &__pyx_t_11);
      __Pyx_XGOTREF(__pyx_t_9);
      __Pyx_XGOTREF(__pyx_t_10);
      __Pyx_XGOTREF(__pyx_t_11);
      /*try:*/ {

        /* "analysis.py":476
 *             _stdev = None
 *         try:
 *             _variance = variance(c_data)             # <<<<<<<<<<<<<<
 *         except:
 *             _variance = None
 */
        __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_variance); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 476, __pyx_L61_error)
        __Pyx_GOTREF(__pyx_t_5);
        __pyx_t_7 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
          __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_5);
          if (likely(__pyx_t_7)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
            __Pyx_INCREF(__pyx_t_7);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_5, function);
          }
        }
        __pyx_t_3 = (__pyx_t_7) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_7, __pyx_v_c_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_c_data);
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 476, __pyx_L61_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
        __pyx_v__variance = __pyx_t_3;
        __pyx_t_3 = 0;

        /* "analysis.py":475
 *         except:
 *             _stdev = None
 *         try:             # <<<<<<<<<<<<<<
 *             _variance = variance(c_data)
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      goto __pyx_L66_try_end;
      __pyx_L61_error:;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "analysis.py":477
 *         try:
 *             _variance = variance(c_data)
 *         except:             # <<<<<<<<<<<<<<
 *             _variance = None
 * 
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis.basic_stats", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_3, &__pyx_t_5, &__pyx_t_7) < 0) __PYX_ERR(0, 477, __pyx_L63_except_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GOTREF(__pyx_t_7);

        /* "analysis.py":478
 *             _variance = variance(c_data)
 *         except:
 *             _variance = None             # <<<<<<<<<<<<<<
 * 
 *         return _mean, _median, _mode, _stdev, _variance
 */
        __Pyx_INCREF(Py_None);
        __Pyx_XDECREF_SET(__pyx_v__variance, Py_None);
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        goto __pyx_L62_exception_handled;
      }
      __pyx_L63_except_error:;

      /* "analysis.py":475
 *         except:
 *             _stdev = None
 *         try:             # <<<<<<<<<<<<<<
 *             _variance = variance(c_data)
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_ExceptionReset(__pyx_t_9, __pyx_t_10, __pyx_t_11);
      goto __pyx_L1_error;
      __pyx_L62_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_ExceptionReset(__pyx_t_9, __pyx_t_10, __pyx_t_11);
      __pyx_L66_try_end:;
    }

    /* "analysis.py":480
 *             _variance = None
 * 
 *         return _mean, _median, _mode, _stdev, _variance             # <<<<<<<<<<<<<<
 * 
 *     elif method == "row" or method == 2:
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_7 = PyTuple_New(5); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 480, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_INCREF(__pyx_v__mean);
    __Pyx_GIVEREF(__pyx_v__mean);
    PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_v__mean);
    __Pyx_INCREF(__pyx_v__median);
    __Pyx_GIVEREF(__pyx_v__median);
    PyTuple_SET_ITEM(__pyx_t_7, 1, __pyx_v__median);
    __Pyx_INCREF(__pyx_v__mode);
    __Pyx_GIVEREF(__pyx_v__mode);
    PyTuple_SET_ITEM(__pyx_t_7, 2, __pyx_v__mode);
    __Pyx_INCREF(__pyx_v__stdev);
    __Pyx_GIVEREF(__pyx_v__stdev);
    PyTuple_SET_ITEM(__pyx_t_7, 3, __pyx_v__stdev);
    __Pyx_INCREF(__pyx_v__variance);
    __Pyx_GIVEREF(__pyx_v__variance);
    PyTuple_SET_ITEM(__pyx_t_7, 4, __pyx_v__variance);
    __pyx_r = __pyx_t_7;
    __pyx_t_7 = 0;
    goto __pyx_L0;

    /* "analysis.py":454
 *         return _mean, _median, _mode, _stdev, _variance
 * 
 *     elif method == "column" or method == 1:             # <<<<<<<<<<<<<<
 * 
 *         c_data = []
 */
  }

  /* "analysis.py":482
 *         return _mean, _median, _mode, _stdev, _variance
 * 
 *     elif method == "row" or method == 2:             # <<<<<<<<<<<<<<
 * 
 *         r_data = []
 */
  __pyx_t_2 = (__Pyx_PyString_Equals(__pyx_v_method, __pyx_n_s_row, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 482, __pyx_L1_error)
  if (!__pyx_t_2) {
  } else {
    __pyx_t_1 = __pyx_t_2;
    goto __pyx_L69_bool_binop_done;
  }
  __pyx_t_7 = __Pyx_PyInt_EqObjC(__pyx_v_method, __pyx_int_2, 2, 0); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 482, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_t_2 = __Pyx_PyObject_IsTrue(__pyx_t_7); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 482, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  __pyx_t_1 = __pyx_t_2;
  __pyx_L69_bool_binop_done:;
  if (likely(__pyx_t_1)) {

    /* "analysis.py":484
 *     elif method == "row" or method == 2:
 * 
 *         r_data = []             # <<<<<<<<<<<<<<
 * 
 *         for i in range(len(data[arg])):
 */
    __pyx_t_7 = PyList_New(0); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 484, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_v_r_data = ((PyObject*)__pyx_t_7);
    __pyx_t_7 = 0;

    /* "analysis.py":486
 *         r_data = []
 * 
 *         for i in range(len(data[arg])):             # <<<<<<<<<<<<<<
 *             r_data.append(float(data[arg][i]))
 * 
 */
    __pyx_t_7 = __Pyx_PyObject_GetItem(__pyx_v_data, __pyx_v_arg); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 486, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_4 = PyObject_Length(__pyx_t_7); if (unlikely(__pyx_t_4 == ((Py_ssize_t)-1))) __PYX_ERR(0, 486, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_7 = PyInt_FromSsize_t(__pyx_t_4); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 486, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_5 = __Pyx_PyObject_CallOneArg(__pyx_builtin_range, __pyx_t_7); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 486, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    if (likely(PyList_CheckExact(__pyx_t_5)) || PyTuple_CheckExact(__pyx_t_5)) {
      __pyx_t_7 = __pyx_t_5; __Pyx_INCREF(__pyx_t_7); __pyx_t_4 = 0;
      __pyx_t_6 = NULL;
    } else {
      __pyx_t_4 = -1; __pyx_t_7 = PyObject_GetIter(__pyx_t_5); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 486, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_6 = Py_TYPE(__pyx_t_7)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 486, __pyx_L1_error)
    }
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    for (;;) {
      if (likely(!__pyx_t_6)) {
        if (likely(PyList_CheckExact(__pyx_t_7))) {
          if (__pyx_t_4 >= PyList_GET_SIZE(__pyx_t_7)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_5 = PyList_GET_ITEM(__pyx_t_7, __pyx_t_4); __Pyx_INCREF(__pyx_t_5); __pyx_t_4++; if (unlikely(0 < 0)) __PYX_ERR(0, 486, __pyx_L1_error)
          #else
          __pyx_t_5 = PySequence_ITEM(__pyx_t_7, __pyx_t_4); __pyx_t_4++; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 486, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_5);
          #endif
        } else {
          if (__pyx_t_4 >= PyTuple_GET_SIZE(__pyx_t_7)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_5 = PyTuple_GET_ITEM(__pyx_t_7, __pyx_t_4); __Pyx_INCREF(__pyx_t_5); __pyx_t_4++; if (unlikely(0 < 0)) __PYX_ERR(0, 486, __pyx_L1_error)
          #else
          __pyx_t_5 = PySequence_ITEM(__pyx_t_7, __pyx_t_4); __pyx_t_4++; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 486, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_5);
          #endif
        }
      } else {
        __pyx_t_5 = __pyx_t_6(__pyx_t_7);
        if (unlikely(!__pyx_t_5)) {
          PyObject* exc_type = PyErr_Occurred();
          if (exc_type) {
            if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
            else __PYX_ERR(0, 486, __pyx_L1_error)
          }
          break;
        }
        __Pyx_GOTREF(__pyx_t_5);
      }
      __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_5);
      __pyx_t_5 = 0;

      /* "analysis.py":487
 * 
 *         for i in range(len(data[arg])):
 *             r_data.append(float(data[arg][i]))             # <<<<<<<<<<<<<<
 * 
 *         _mean = mean(r_data)
 */
      __pyx_t_5 = __Pyx_PyObject_GetItem(__pyx_v_data, __pyx_v_arg); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 487, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = __Pyx_PyObject_GetItem(__pyx_t_5, __pyx_v_i); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 487, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_5 = __Pyx_PyNumber_Float(__pyx_t_3); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 487, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_8 = __Pyx_PyList_Append(__pyx_v_r_data, __pyx_t_5); if (unlikely(__pyx_t_8 == ((int)-1))) __PYX_ERR(0, 487, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

      /* "analysis.py":486
 *         r_data = []
 * 
 *         for i in range(len(data[arg])):             # <<<<<<<<<<<<<<
 *             r_data.append(float(data[arg][i]))
 * 
 */
    }
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

    /* "analysis.py":489
 *             r_data.append(float(data[arg][i]))
 * 
 *         _mean = mean(r_data)             # <<<<<<<<<<<<<<
 *         _median = median(r_data)
 *         try:
 */
    __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_mean); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 489, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_3 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
      __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_5);
      if (likely(__pyx_t_3)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
        __Pyx_INCREF(__pyx_t_3);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_5, function);
      }
    }
    __pyx_t_7 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_3, __pyx_v_r_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_r_data);
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 489, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_v__mean = __pyx_t_7;
    __pyx_t_7 = 0;

    /* "analysis.py":490
 * 
 *         _mean = mean(r_data)
 *         _median = median(r_data)             # <<<<<<<<<<<<<<
 *         try:
 *             _mode = mode(r_data)
 */
    __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_median); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 490, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_3 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
      __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_5);
      if (likely(__pyx_t_3)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
        __Pyx_INCREF(__pyx_t_3);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_5, function);
      }
    }
    __pyx_t_7 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_3, __pyx_v_r_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_r_data);
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 490, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_v__median = __pyx_t_7;
    __pyx_t_7 = 0;

    /* "analysis.py":491
 *         _mean = mean(r_data)
 *         _median = median(r_data)
 *         try:             # <<<<<<<<<<<<<<
 *             _mode = mode(r_data)
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_11, &__pyx_t_10, &__pyx_t_9);
      __Pyx_XGOTREF(__pyx_t_11);
      __Pyx_XGOTREF(__pyx_t_10);
      __Pyx_XGOTREF(__pyx_t_9);
      /*try:*/ {

        /* "analysis.py":492
 *         _median = median(r_data)
 *         try:
 *             _mode = mode(r_data)             # <<<<<<<<<<<<<<
 *         except:
 *             _mode = None
 */
        __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_mode); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 492, __pyx_L73_error)
        __Pyx_GOTREF(__pyx_t_5);
        __pyx_t_3 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
          __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_5);
          if (likely(__pyx_t_3)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
            __Pyx_INCREF(__pyx_t_3);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_5, function);
          }
        }
        __pyx_t_7 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_3, __pyx_v_r_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_r_data);
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 492, __pyx_L73_error)
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
        __pyx_v__mode = __pyx_t_7;
        __pyx_t_7 = 0;

        /* "analysis.py":491
 *         _mean = mean(r_data)
 *         _median = median(r_data)
 *         try:             # <<<<<<<<<<<<<<
 *             _mode = mode(r_data)
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      goto __pyx_L78_try_end;
      __pyx_L73_error:;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "analysis.py":493
 *         try:
 *             _mode = mode(r_data)
 *         except:             # <<<<<<<<<<<<<<
 *             _mode = None
 *         try:
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis.basic_stats", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_7, &__pyx_t_5, &__pyx_t_3) < 0) __PYX_ERR(0, 493, __pyx_L75_except_error)
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GOTREF(__pyx_t_3);

        /* "analysis.py":494
 *             _mode = mode(r_data)
 *         except:
 *             _mode = None             # <<<<<<<<<<<<<<
 *         try:
 *             _stdev = stdev(r_data)
 */
        __Pyx_INCREF(Py_None);
        __Pyx_XDECREF_SET(__pyx_v__mode, Py_None);
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        goto __pyx_L74_exception_handled;
      }
      __pyx_L75_except_error:;

      /* "analysis.py":491
 *         _mean = mean(r_data)
 *         _median = median(r_data)
 *         try:             # <<<<<<<<<<<<<<
 *             _mode = mode(r_data)
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_ExceptionReset(__pyx_t_11, __pyx_t_10, __pyx_t_9);
      goto __pyx_L1_error;
      __pyx_L74_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_ExceptionReset(__pyx_t_11, __pyx_t_10, __pyx_t_9);
      __pyx_L78_try_end:;
    }

    /* "analysis.py":495
 *         except:
 *             _mode = None
 *         try:             # <<<<<<<<<<<<<<
 *             _stdev = stdev(r_data)
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_9, &__pyx_t_10, &__pyx_t_11);
      __Pyx_XGOTREF(__pyx_t_9);
      __Pyx_XGOTREF(__pyx_t_10);
      __Pyx_XGOTREF(__pyx_t_11);
      /*try:*/ {

        /* "analysis.py":496
 *             _mode = None
 *         try:
 *             _stdev = stdev(r_data)             # <<<<<<<<<<<<<<
 *         except:
 *             _stdev = None
 */
        __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_stdev); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 496, __pyx_L81_error)
        __Pyx_GOTREF(__pyx_t_5);
        __pyx_t_7 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
          __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_5);
          if (likely(__pyx_t_7)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
            __Pyx_INCREF(__pyx_t_7);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_5, function);
          }
        }
        __pyx_t_3 = (__pyx_t_7) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_7, __pyx_v_r_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_r_data);
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 496, __pyx_L81_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
        __pyx_v__stdev = __pyx_t_3;
        __pyx_t_3 = 0;

        /* "analysis.py":495
 *         except:
 *             _mode = None
 *         try:             # <<<<<<<<<<<<<<
 *             _stdev = stdev(r_data)
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      goto __pyx_L86_try_end;
      __pyx_L81_error:;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "analysis.py":497
 *         try:
 *             _stdev = stdev(r_data)
 *         except:             # <<<<<<<<<<<<<<
 *             _stdev = None
 *         try:
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis.basic_stats", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_3, &__pyx_t_5, &__pyx_t_7) < 0) __PYX_ERR(0, 497, __pyx_L83_except_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GOTREF(__pyx_t_7);

        /* "analysis.py":498
 *             _stdev = stdev(r_data)
 *         except:
 *             _stdev = None             # <<<<<<<<<<<<<<
 *         try:
 *             _variance = variance(r_data)
 */
        __Pyx_INCREF(Py_None);
        __Pyx_XDECREF_SET(__pyx_v__stdev, Py_None);
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        goto __pyx_L82_exception_handled;
      }
      __pyx_L83_except_error:;

      /* "analysis.py":495
 *         except:
 *             _mode = None
 *         try:             # <<<<<<<<<<<<<<
 *             _stdev = stdev(r_data)
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_ExceptionReset(__pyx_t_9, __pyx_t_10, __pyx_t_11);
      goto __pyx_L1_error;
      __pyx_L82_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_ExceptionReset(__pyx_t_9, __pyx_t_10, __pyx_t_11);
      __pyx_L86_try_end:;
    }

    /* "analysis.py":499
 *         except:
 *             _stdev = None
 *         try:             # <<<<<<<<<<<<<<
 *             _variance = variance(r_data)
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_11, &__pyx_t_10, &__pyx_t_9);
      __Pyx_XGOTREF(__pyx_t_11);
      __Pyx_XGOTREF(__pyx_t_10);
      __Pyx_XGOTREF(__pyx_t_9);
      /*try:*/ {

        /* "analysis.py":500
 *             _stdev = None
 *         try:
 *             _variance = variance(r_data)             # <<<<<<<<<<<<<<
 *         except:
 *             _variance = None
 */
        __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_variance); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 500, __pyx_L89_error)
        __Pyx_GOTREF(__pyx_t_5);
        __pyx_t_3 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
          __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_5);
          if (likely(__pyx_t_3)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
            __Pyx_INCREF(__pyx_t_3);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_5, function);
          }
        }
        __pyx_t_7 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_3, __pyx_v_r_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_r_data);
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 500, __pyx_L89_error)
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
        __pyx_v__variance = __pyx_t_7;
        __pyx_t_7 = 0;

        /* "analysis.py":499
 *         except:
 *             _stdev = None
 *         try:             # <<<<<<<<<<<<<<
 *             _variance = variance(r_data)
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      goto __pyx_L94_try_end;
      __pyx_L89_error:;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "analysis.py":501
 *         try:
 *             _variance = variance(r_data)
 *         except:             # <<<<<<<<<<<<<<
 *             _variance = None
 * 
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis.basic_stats", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_7, &__pyx_t_5, &__pyx_t_3) < 0) __PYX_ERR(0, 501, __pyx_L91_except_error)
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GOTREF(__pyx_t_3);

        /* "analysis.py":502
 *             _variance = variance(r_data)
 *         except:
 *             _variance = None             # <<<<<<<<<<<<<<
 * 
 *         return _mean, _median, _mode, _stdev, _variance
 */
        __Pyx_INCREF(Py_None);
        __Pyx_XDECREF_SET(__pyx_v__variance, Py_None);
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
        goto __pyx_L90_exception_handled;
      }
      __pyx_L91_except_error:;

      /* "analysis.py":499
 *         except:
 *             _stdev = None
 *         try:             # <<<<<<<<<<<<<<
 *             _variance = variance(r_data)
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_ExceptionReset(__pyx_t_11, __pyx_t_10, __pyx_t_9);
      goto __pyx_L1_error;
      __pyx_L90_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_9);
      __Pyx_ExceptionReset(__pyx_t_11, __pyx_t_10, __pyx_t_9);
      __pyx_L94_try_end:;
    }

    /* "analysis.py":504
 *             _variance = None
 * 
 *         return _mean, _median, _mode, _stdev, _variance             # <<<<<<<<<<<<<<
 * 
 *     else:
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_3 = PyTuple_New(5); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 504, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_INCREF(__pyx_v__mean);
    __Pyx_GIVEREF(__pyx_v__mean);
    PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v__mean);
    __Pyx_INCREF(__pyx_v__median);
    __Pyx_GIVEREF(__pyx_v__median);
    PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_v__median);
    __Pyx_INCREF(__pyx_v__mode);
    __Pyx_GIVEREF(__pyx_v__mode);
    PyTuple_SET_ITEM(__pyx_t_3, 2, __pyx_v__mode);
    __Pyx_INCREF(__pyx_v__stdev);
    __Pyx_GIVEREF(__pyx_v__stdev);
    PyTuple_SET_ITEM(__pyx_t_3, 3, __pyx_v__stdev);
    __Pyx_INCREF(__pyx_v__variance);
    __Pyx_GIVEREF(__pyx_v__variance);
    PyTuple_SET_ITEM(__pyx_t_3, 4, __pyx_v__variance);
    __pyx_r = __pyx_t_3;
    __pyx_t_3 = 0;
    goto __pyx_L0;

    /* "analysis.py":482
 *         return _mean, _median, _mode, _stdev, _variance
 * 
 *     elif method == "row" or method == 2:             # <<<<<<<<<<<<<<
 * 
 *         r_data = []
 */
  }

  /* "analysis.py":507
 * 
 *     else:
 *         raise error("method error")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  /*else*/ {
    __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_error); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 507, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_7 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
      __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_5);
      if (likely(__pyx_t_7)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
        __Pyx_INCREF(__pyx_t_7);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_5, function);
      }
    }
    __pyx_t_3 = (__pyx_t_7) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_7, __pyx_kp_s_method_error) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_kp_s_method_error);
    __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
    if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 507, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_Raise(__pyx_t_3, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __PYX_ERR(0, 507, __pyx_L1_error)
  }

  /* "analysis.py":425
 * 
 * # data=array, mode = ['1d':1d_basic_stats, 'column':c_basic_stats, 'row':r_basic_stats], arg for mode 1 or mode 2 for column or row
 * def basic_stats(data, method, arg):             # <<<<<<<<<<<<<<
 * 
 *     if method == 'debug':
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_AddTraceback("analysis.basic_stats", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_data_t);
  __Pyx_XDECREF(__pyx_v_i);
  __Pyx_XDECREF(__pyx_v__mean);
  __Pyx_XDECREF(__pyx_v__median);
  __Pyx_XDECREF(__pyx_v__mode);
  __Pyx_XDECREF(__pyx_v__stdev);
  __Pyx_XDECREF(__pyx_v__variance);
  __Pyx_XDECREF(__pyx_v_c_data);
  __Pyx_XDECREF(__pyx_v_c_data_sorted);
  __Pyx_XDECREF(__pyx_v_r_data);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":511
 * 
 * # returns z score with inputs of point, mean and standard deviation of spread
 * def z_score(point, mean, stdev):             # <<<<<<<<<<<<<<
 *     score = (point - mean) / stdev
 *     return score
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_7z_score(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_7z_score = {"z_score", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_7z_score, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_7z_score(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_point = 0;
  PyObject *__pyx_v_mean = 0;
  PyObject *__pyx_v_stdev = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("z_score (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_point,&__pyx_n_s_mean,&__pyx_n_s_stdev,0};
    PyObject* values[3] = {0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_point)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_mean)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("z_score", 1, 3, 3, 1); __PYX_ERR(0, 511, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_stdev)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("z_score", 1, 3, 3, 2); __PYX_ERR(0, 511, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "z_score") < 0)) __PYX_ERR(0, 511, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
    }
    __pyx_v_point = values[0];
    __pyx_v_mean = values[1];
    __pyx_v_stdev = values[2];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("z_score", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 511, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.z_score", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_6z_score(__pyx_self, __pyx_v_point, __pyx_v_mean, __pyx_v_stdev);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_6z_score(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_point, PyObject *__pyx_v_mean, PyObject *__pyx_v_stdev) {
  PyObject *__pyx_v_score = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("z_score", 0);

  /* "analysis.py":512
 * # returns z score with inputs of point, mean and standard deviation of spread
 * def z_score(point, mean, stdev):
 *     score = (point - mean) / stdev             # <<<<<<<<<<<<<<
 *     return score
 * 
 */
  __pyx_t_1 = PyNumber_Subtract(__pyx_v_point, __pyx_v_mean); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 512, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyNumber_Divide(__pyx_t_1, __pyx_v_stdev); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 512, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_score = __pyx_t_2;
  __pyx_t_2 = 0;

  /* "analysis.py":513
 * def z_score(point, mean, stdev):
 *     score = (point - mean) / stdev
 *     return score             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_score);
  __pyx_r = __pyx_v_score;
  goto __pyx_L0;

  /* "analysis.py":511
 * 
 * # returns z score with inputs of point, mean and standard deviation of spread
 * def z_score(point, mean, stdev):             # <<<<<<<<<<<<<<
 *     score = (point - mean) / stdev
 *     return score
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("analysis.z_score", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_score);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":517
 * 
 * # mode is either 'x' or 'y' or 'both' depending on the variable(s) to be normalized
 * def z_normalize(x, y, mode):             # <<<<<<<<<<<<<<
 * 
 *     x_norm = []
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_9z_normalize(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_9z_normalize = {"z_normalize", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_9z_normalize, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_9z_normalize(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_v_y = 0;
  PyObject *__pyx_v_mode = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("z_normalize (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_x,&__pyx_n_s_y,&__pyx_n_s_mode,0};
    PyObject* values[3] = {0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("z_normalize", 1, 3, 3, 1); __PYX_ERR(0, 517, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_mode)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("z_normalize", 1, 3, 3, 2); __PYX_ERR(0, 517, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "z_normalize") < 0)) __PYX_ERR(0, 517, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
    }
    __pyx_v_x = values[0];
    __pyx_v_y = values[1];
    __pyx_v_mode = values[2];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("z_normalize", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 517, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.z_normalize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_8z_normalize(__pyx_self, __pyx_v_x, __pyx_v_y, __pyx_v_mode);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_8z_normalize(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v_mode) {
  PyObject *__pyx_v_x_norm = NULL;
  PyObject *__pyx_v_y_norm = NULL;
  CYTHON_UNUSED long __pyx_v_mean;
  CYTHON_UNUSED long __pyx_v_stdev;
  PyObject *__pyx_v__mean = NULL;
  CYTHON_UNUSED PyObject *__pyx_v__median = NULL;
  CYTHON_UNUSED PyObject *__pyx_v__mode = NULL;
  PyObject *__pyx_v__stdev = NULL;
  CYTHON_UNUSED PyObject *__pyx_v__variance = NULL;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  int __pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *(*__pyx_t_10)(PyObject *);
  Py_ssize_t __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  int __pyx_t_14;
  __Pyx_RefNannySetupContext("z_normalize", 0);

  /* "analysis.py":519
 * def z_normalize(x, y, mode):
 * 
 *     x_norm = []             # <<<<<<<<<<<<<<
 *     y_norm = []
 * 
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 519, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_x_norm = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "analysis.py":520
 * 
 *     x_norm = []
 *     y_norm = []             # <<<<<<<<<<<<<<
 * 
 *     mean = 0
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 520, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_y_norm = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "analysis.py":522
 *     y_norm = []
 * 
 *     mean = 0             # <<<<<<<<<<<<<<
 *     stdev = 0
 * 
 */
  __pyx_v_mean = 0;

  /* "analysis.py":523
 * 
 *     mean = 0
 *     stdev = 0             # <<<<<<<<<<<<<<
 * 
 *     if mode == 'x':
 */
  __pyx_v_stdev = 0;

  /* "analysis.py":525
 *     stdev = 0
 * 
 *     if mode == 'x':             # <<<<<<<<<<<<<<
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(x, "1d", 0)
 * 
 */
  __pyx_t_2 = (__Pyx_PyString_Equals(__pyx_v_mode, __pyx_n_s_x, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 525, __pyx_L1_error)
  if (__pyx_t_2) {

    /* "analysis.py":526
 * 
 *     if mode == 'x':
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(x, "1d", 0)             # <<<<<<<<<<<<<<
 * 
 *         for i in range(0, len(x), 1):
 */
    __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_basic_stats); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 526, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = NULL;
    __pyx_t_5 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
      __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
      if (likely(__pyx_t_4)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_4);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_3, function);
        __pyx_t_5 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_3)) {
      PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_v_x, __pyx_kp_s_1d, __pyx_int_0};
      __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 526, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
      PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_v_x, __pyx_kp_s_1d, __pyx_int_0};
      __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 526, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    {
      __pyx_t_6 = PyTuple_New(3+__pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 526, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      if (__pyx_t_4) {
        __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_4); __pyx_t_4 = NULL;
      }
      __Pyx_INCREF(__pyx_v_x);
      __Pyx_GIVEREF(__pyx_v_x);
      PyTuple_SET_ITEM(__pyx_t_6, 0+__pyx_t_5, __pyx_v_x);
      __Pyx_INCREF(__pyx_kp_s_1d);
      __Pyx_GIVEREF(__pyx_kp_s_1d);
      PyTuple_SET_ITEM(__pyx_t_6, 1+__pyx_t_5, __pyx_kp_s_1d);
      __Pyx_INCREF(__pyx_int_0);
      __Pyx_GIVEREF(__pyx_int_0);
      PyTuple_SET_ITEM(__pyx_t_6, 2+__pyx_t_5, __pyx_int_0);
      __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_6, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 526, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    }
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    if ((likely(PyTuple_CheckExact(__pyx_t_1))) || (PyList_CheckExact(__pyx_t_1))) {
      PyObject* sequence = __pyx_t_1;
      Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
      if (unlikely(size != 5)) {
        if (size > 5) __Pyx_RaiseTooManyValuesError(5);
        else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
        __PYX_ERR(0, 526, __pyx_L1_error)
      }
      #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
      if (likely(PyTuple_CheckExact(sequence))) {
        __pyx_t_3 = PyTuple_GET_ITEM(sequence, 0); 
        __pyx_t_6 = PyTuple_GET_ITEM(sequence, 1); 
        __pyx_t_4 = PyTuple_GET_ITEM(sequence, 2); 
        __pyx_t_7 = PyTuple_GET_ITEM(sequence, 3); 
        __pyx_t_8 = PyTuple_GET_ITEM(sequence, 4); 
      } else {
        __pyx_t_3 = PyList_GET_ITEM(sequence, 0); 
        __pyx_t_6 = PyList_GET_ITEM(sequence, 1); 
        __pyx_t_4 = PyList_GET_ITEM(sequence, 2); 
        __pyx_t_7 = PyList_GET_ITEM(sequence, 3); 
        __pyx_t_8 = PyList_GET_ITEM(sequence, 4); 
      }
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_7);
      __Pyx_INCREF(__pyx_t_8);
      #else
      {
        Py_ssize_t i;
        PyObject** temps[5] = {&__pyx_t_3,&__pyx_t_6,&__pyx_t_4,&__pyx_t_7,&__pyx_t_8};
        for (i=0; i < 5; i++) {
          PyObject* item = PySequence_ITEM(sequence, i); if (unlikely(!item)) __PYX_ERR(0, 526, __pyx_L1_error)
          __Pyx_GOTREF(item);
          *(temps[i]) = item;
        }
      }
      #endif
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    } else {
      Py_ssize_t index = -1;
      PyObject** temps[5] = {&__pyx_t_3,&__pyx_t_6,&__pyx_t_4,&__pyx_t_7,&__pyx_t_8};
      __pyx_t_9 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 526, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_10 = Py_TYPE(__pyx_t_9)->tp_iternext;
      for (index=0; index < 5; index++) {
        PyObject* item = __pyx_t_10(__pyx_t_9); if (unlikely(!item)) goto __pyx_L4_unpacking_failed;
        __Pyx_GOTREF(item);
        *(temps[index]) = item;
      }
      if (__Pyx_IternextUnpackEndCheck(__pyx_t_10(__pyx_t_9), 5) < 0) __PYX_ERR(0, 526, __pyx_L1_error)
      __pyx_t_10 = NULL;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      goto __pyx_L5_unpacking_done;
      __pyx_L4_unpacking_failed:;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_t_10 = NULL;
      if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
      __PYX_ERR(0, 526, __pyx_L1_error)
      __pyx_L5_unpacking_done:;
    }
    __pyx_v__mean = __pyx_t_3;
    __pyx_t_3 = 0;
    __pyx_v__median = __pyx_t_6;
    __pyx_t_6 = 0;
    __pyx_v__mode = __pyx_t_4;
    __pyx_t_4 = 0;
    __pyx_v__stdev = __pyx_t_7;
    __pyx_t_7 = 0;
    __pyx_v__variance = __pyx_t_8;
    __pyx_t_8 = 0;

    /* "analysis.py":528
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(x, "1d", 0)
 * 
 *         for i in range(0, len(x), 1):             # <<<<<<<<<<<<<<
 *             x_norm.append(z_score(x[i], _mean, _stdev))
 * 
 */
    __pyx_t_11 = PyObject_Length(__pyx_v_x); if (unlikely(__pyx_t_11 == ((Py_ssize_t)-1))) __PYX_ERR(0, 528, __pyx_L1_error)
    __pyx_t_12 = __pyx_t_11;
    for (__pyx_t_13 = 0; __pyx_t_13 < __pyx_t_12; __pyx_t_13+=1) {
      __pyx_v_i = __pyx_t_13;

      /* "analysis.py":529
 * 
 *         for i in range(0, len(x), 1):
 *             x_norm.append(z_score(x[i], _mean, _stdev))             # <<<<<<<<<<<<<<
 * 
 *         return x_norm, y
 */
      __Pyx_GetModuleGlobalName(__pyx_t_8, __pyx_n_s_z_score); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 529, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 529, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_4 = NULL;
      __pyx_t_5 = 0;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_8))) {
        __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_8);
        if (likely(__pyx_t_4)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
          __Pyx_INCREF(__pyx_t_4);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_8, function);
          __pyx_t_5 = 1;
        }
      }
      #if CYTHON_FAST_PYCALL
      if (PyFunction_Check(__pyx_t_8)) {
        PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_t_7, __pyx_v__mean, __pyx_v__stdev};
        __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 529, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      } else
      #endif
      #if CYTHON_FAST_PYCCALL
      if (__Pyx_PyFastCFunction_Check(__pyx_t_8)) {
        PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_t_7, __pyx_v__mean, __pyx_v__stdev};
        __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 529, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      } else
      #endif
      {
        __pyx_t_6 = PyTuple_New(3+__pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 529, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_6);
        if (__pyx_t_4) {
          __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_4); __pyx_t_4 = NULL;
        }
        __Pyx_GIVEREF(__pyx_t_7);
        PyTuple_SET_ITEM(__pyx_t_6, 0+__pyx_t_5, __pyx_t_7);
        __Pyx_INCREF(__pyx_v__mean);
        __Pyx_GIVEREF(__pyx_v__mean);
        PyTuple_SET_ITEM(__pyx_t_6, 1+__pyx_t_5, __pyx_v__mean);
        __Pyx_INCREF(__pyx_v__stdev);
        __Pyx_GIVEREF(__pyx_v__stdev);
        PyTuple_SET_ITEM(__pyx_t_6, 2+__pyx_t_5, __pyx_v__stdev);
        __pyx_t_7 = 0;
        __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_8, __pyx_t_6, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 529, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      }
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __pyx_t_14 = __Pyx_PyList_Append(__pyx_v_x_norm, __pyx_t_1); if (unlikely(__pyx_t_14 == ((int)-1))) __PYX_ERR(0, 529, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    }

    /* "analysis.py":531
 *             x_norm.append(z_score(x[i], _mean, _stdev))
 * 
 *         return x_norm, y             # <<<<<<<<<<<<<<
 * 
 *     if mode == 'y':
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_1 = PyTuple_New(2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 531, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_INCREF(__pyx_v_x_norm);
    __Pyx_GIVEREF(__pyx_v_x_norm);
    PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_x_norm);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_1, 1, __pyx_v_y);
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    goto __pyx_L0;

    /* "analysis.py":525
 *     stdev = 0
 * 
 *     if mode == 'x':             # <<<<<<<<<<<<<<
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(x, "1d", 0)
 * 
 */
  }

  /* "analysis.py":533
 *         return x_norm, y
 * 
 *     if mode == 'y':             # <<<<<<<<<<<<<<
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(y, "1d", 0)
 * 
 */
  __pyx_t_2 = (__Pyx_PyString_Equals(__pyx_v_mode, __pyx_n_s_y, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 533, __pyx_L1_error)
  if (__pyx_t_2) {

    /* "analysis.py":534
 * 
 *     if mode == 'y':
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(y, "1d", 0)             # <<<<<<<<<<<<<<
 * 
 *         for i in range(0, len(y), 1):
 */
    __Pyx_GetModuleGlobalName(__pyx_t_8, __pyx_n_s_basic_stats); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 534, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __pyx_t_6 = NULL;
    __pyx_t_5 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_8))) {
      __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_8);
      if (likely(__pyx_t_6)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
        __Pyx_INCREF(__pyx_t_6);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_8, function);
        __pyx_t_5 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_8)) {
      PyObject *__pyx_temp[4] = {__pyx_t_6, __pyx_v_y, __pyx_kp_s_1d, __pyx_int_0};
      __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 534, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_8)) {
      PyObject *__pyx_temp[4] = {__pyx_t_6, __pyx_v_y, __pyx_kp_s_1d, __pyx_int_0};
      __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 534, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    {
      __pyx_t_7 = PyTuple_New(3+__pyx_t_5); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 534, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      if (__pyx_t_6) {
        __Pyx_GIVEREF(__pyx_t_6); PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_6); __pyx_t_6 = NULL;
      }
      __Pyx_INCREF(__pyx_v_y);
      __Pyx_GIVEREF(__pyx_v_y);
      PyTuple_SET_ITEM(__pyx_t_7, 0+__pyx_t_5, __pyx_v_y);
      __Pyx_INCREF(__pyx_kp_s_1d);
      __Pyx_GIVEREF(__pyx_kp_s_1d);
      PyTuple_SET_ITEM(__pyx_t_7, 1+__pyx_t_5, __pyx_kp_s_1d);
      __Pyx_INCREF(__pyx_int_0);
      __Pyx_GIVEREF(__pyx_int_0);
      PyTuple_SET_ITEM(__pyx_t_7, 2+__pyx_t_5, __pyx_int_0);
      __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_8, __pyx_t_7, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 534, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    }
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
    if ((likely(PyTuple_CheckExact(__pyx_t_1))) || (PyList_CheckExact(__pyx_t_1))) {
      PyObject* sequence = __pyx_t_1;
      Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
      if (unlikely(size != 5)) {
        if (size > 5) __Pyx_RaiseTooManyValuesError(5);
        else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
        __PYX_ERR(0, 534, __pyx_L1_error)
      }
      #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
      if (likely(PyTuple_CheckExact(sequence))) {
        __pyx_t_8 = PyTuple_GET_ITEM(sequence, 0); 
        __pyx_t_7 = PyTuple_GET_ITEM(sequence, 1); 
        __pyx_t_6 = PyTuple_GET_ITEM(sequence, 2); 
        __pyx_t_4 = PyTuple_GET_ITEM(sequence, 3); 
        __pyx_t_3 = PyTuple_GET_ITEM(sequence, 4); 
      } else {
        __pyx_t_8 = PyList_GET_ITEM(sequence, 0); 
        __pyx_t_7 = PyList_GET_ITEM(sequence, 1); 
        __pyx_t_6 = PyList_GET_ITEM(sequence, 2); 
        __pyx_t_4 = PyList_GET_ITEM(sequence, 3); 
        __pyx_t_3 = PyList_GET_ITEM(sequence, 4); 
      }
      __Pyx_INCREF(__pyx_t_8);
      __Pyx_INCREF(__pyx_t_7);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_3);
      #else
      {
        Py_ssize_t i;
        PyObject** temps[5] = {&__pyx_t_8,&__pyx_t_7,&__pyx_t_6,&__pyx_t_4,&__pyx_t_3};
        for (i=0; i < 5; i++) {
          PyObject* item = PySequence_ITEM(sequence, i); if (unlikely(!item)) __PYX_ERR(0, 534, __pyx_L1_error)
          __Pyx_GOTREF(item);
          *(temps[i]) = item;
        }
      }
      #endif
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    } else {
      Py_ssize_t index = -1;
      PyObject** temps[5] = {&__pyx_t_8,&__pyx_t_7,&__pyx_t_6,&__pyx_t_4,&__pyx_t_3};
      __pyx_t_9 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 534, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_10 = Py_TYPE(__pyx_t_9)->tp_iternext;
      for (index=0; index < 5; index++) {
        PyObject* item = __pyx_t_10(__pyx_t_9); if (unlikely(!item)) goto __pyx_L9_unpacking_failed;
        __Pyx_GOTREF(item);
        *(temps[index]) = item;
      }
      if (__Pyx_IternextUnpackEndCheck(__pyx_t_10(__pyx_t_9), 5) < 0) __PYX_ERR(0, 534, __pyx_L1_error)
      __pyx_t_10 = NULL;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      goto __pyx_L10_unpacking_done;
      __pyx_L9_unpacking_failed:;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_t_10 = NULL;
      if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
      __PYX_ERR(0, 534, __pyx_L1_error)
      __pyx_L10_unpacking_done:;
    }
    __pyx_v__mean = __pyx_t_8;
    __pyx_t_8 = 0;
    __pyx_v__median = __pyx_t_7;
    __pyx_t_7 = 0;
    __pyx_v__mode = __pyx_t_6;
    __pyx_t_6 = 0;
    __pyx_v__stdev = __pyx_t_4;
    __pyx_t_4 = 0;
    __pyx_v__variance = __pyx_t_3;
    __pyx_t_3 = 0;

    /* "analysis.py":536
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(y, "1d", 0)
 * 
 *         for i in range(0, len(y), 1):             # <<<<<<<<<<<<<<
 *             y_norm.append(z_score(y[i], _mean, _stdev))
 * 
 */
    __pyx_t_11 = PyObject_Length(__pyx_v_y); if (unlikely(__pyx_t_11 == ((Py_ssize_t)-1))) __PYX_ERR(0, 536, __pyx_L1_error)
    __pyx_t_12 = __pyx_t_11;
    for (__pyx_t_13 = 0; __pyx_t_13 < __pyx_t_12; __pyx_t_13+=1) {
      __pyx_v_i = __pyx_t_13;

      /* "analysis.py":537
 * 
 *         for i in range(0, len(y), 1):
 *             y_norm.append(z_score(y[i], _mean, _stdev))             # <<<<<<<<<<<<<<
 * 
 *         return x, y_norm
 */
      __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_z_score); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 537, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = __Pyx_GetItemInt(__pyx_v_y, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 537, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_6 = NULL;
      __pyx_t_5 = 0;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
        __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_3);
        if (likely(__pyx_t_6)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
          __Pyx_INCREF(__pyx_t_6);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_3, function);
          __pyx_t_5 = 1;
        }
      }
      #if CYTHON_FAST_PYCALL
      if (PyFunction_Check(__pyx_t_3)) {
        PyObject *__pyx_temp[4] = {__pyx_t_6, __pyx_t_4, __pyx_v__mean, __pyx_v__stdev};
        __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 537, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      } else
      #endif
      #if CYTHON_FAST_PYCCALL
      if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
        PyObject *__pyx_temp[4] = {__pyx_t_6, __pyx_t_4, __pyx_v__mean, __pyx_v__stdev};
        __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 537, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      } else
      #endif
      {
        __pyx_t_7 = PyTuple_New(3+__pyx_t_5); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 537, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_7);
        if (__pyx_t_6) {
          __Pyx_GIVEREF(__pyx_t_6); PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_6); __pyx_t_6 = NULL;
        }
        __Pyx_GIVEREF(__pyx_t_4);
        PyTuple_SET_ITEM(__pyx_t_7, 0+__pyx_t_5, __pyx_t_4);
        __Pyx_INCREF(__pyx_v__mean);
        __Pyx_GIVEREF(__pyx_v__mean);
        PyTuple_SET_ITEM(__pyx_t_7, 1+__pyx_t_5, __pyx_v__mean);
        __Pyx_INCREF(__pyx_v__stdev);
        __Pyx_GIVEREF(__pyx_v__stdev);
        PyTuple_SET_ITEM(__pyx_t_7, 2+__pyx_t_5, __pyx_v__stdev);
        __pyx_t_4 = 0;
        __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_7, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 537, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      }
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_14 = __Pyx_PyList_Append(__pyx_v_y_norm, __pyx_t_1); if (unlikely(__pyx_t_14 == ((int)-1))) __PYX_ERR(0, 537, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    }

    /* "analysis.py":539
 *             y_norm.append(z_score(y[i], _mean, _stdev))
 * 
 *         return x, y_norm             # <<<<<<<<<<<<<<
 * 
 *     if mode == 'both':
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_1 = PyTuple_New(2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 539, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_INCREF(__pyx_v_x);
    __Pyx_GIVEREF(__pyx_v_x);
    PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_x);
    __Pyx_INCREF(__pyx_v_y_norm);
    __Pyx_GIVEREF(__pyx_v_y_norm);
    PyTuple_SET_ITEM(__pyx_t_1, 1, __pyx_v_y_norm);
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    goto __pyx_L0;

    /* "analysis.py":533
 *         return x_norm, y
 * 
 *     if mode == 'y':             # <<<<<<<<<<<<<<
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(y, "1d", 0)
 * 
 */
  }

  /* "analysis.py":541
 *         return x, y_norm
 * 
 *     if mode == 'both':             # <<<<<<<<<<<<<<
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(x, "1d", 0)
 * 
 */
  __pyx_t_2 = (__Pyx_PyString_Equals(__pyx_v_mode, __pyx_n_s_both, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 541, __pyx_L1_error)
  if (__pyx_t_2) {

    /* "analysis.py":542
 * 
 *     if mode == 'both':
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(x, "1d", 0)             # <<<<<<<<<<<<<<
 * 
 *         for i in range(0, len(x), 1):
 */
    __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_basic_stats); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 542, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_7 = NULL;
    __pyx_t_5 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
      __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_3);
      if (likely(__pyx_t_7)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_7);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_3, function);
        __pyx_t_5 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_3)) {
      PyObject *__pyx_temp[4] = {__pyx_t_7, __pyx_v_x, __pyx_kp_s_1d, __pyx_int_0};
      __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 542, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
      PyObject *__pyx_temp[4] = {__pyx_t_7, __pyx_v_x, __pyx_kp_s_1d, __pyx_int_0};
      __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 542, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    {
      __pyx_t_4 = PyTuple_New(3+__pyx_t_5); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 542, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      if (__pyx_t_7) {
        __Pyx_GIVEREF(__pyx_t_7); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_7); __pyx_t_7 = NULL;
      }
      __Pyx_INCREF(__pyx_v_x);
      __Pyx_GIVEREF(__pyx_v_x);
      PyTuple_SET_ITEM(__pyx_t_4, 0+__pyx_t_5, __pyx_v_x);
      __Pyx_INCREF(__pyx_kp_s_1d);
      __Pyx_GIVEREF(__pyx_kp_s_1d);
      PyTuple_SET_ITEM(__pyx_t_4, 1+__pyx_t_5, __pyx_kp_s_1d);
      __Pyx_INCREF(__pyx_int_0);
      __Pyx_GIVEREF(__pyx_int_0);
      PyTuple_SET_ITEM(__pyx_t_4, 2+__pyx_t_5, __pyx_int_0);
      __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 542, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    }
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    if ((likely(PyTuple_CheckExact(__pyx_t_1))) || (PyList_CheckExact(__pyx_t_1))) {
      PyObject* sequence = __pyx_t_1;
      Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
      if (unlikely(size != 5)) {
        if (size > 5) __Pyx_RaiseTooManyValuesError(5);
        else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
        __PYX_ERR(0, 542, __pyx_L1_error)
      }
      #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
      if (likely(PyTuple_CheckExact(sequence))) {
        __pyx_t_3 = PyTuple_GET_ITEM(sequence, 0); 
        __pyx_t_4 = PyTuple_GET_ITEM(sequence, 1); 
        __pyx_t_7 = PyTuple_GET_ITEM(sequence, 2); 
        __pyx_t_6 = PyTuple_GET_ITEM(sequence, 3); 
        __pyx_t_8 = PyTuple_GET_ITEM(sequence, 4); 
      } else {
        __pyx_t_3 = PyList_GET_ITEM(sequence, 0); 
        __pyx_t_4 = PyList_GET_ITEM(sequence, 1); 
        __pyx_t_7 = PyList_GET_ITEM(sequence, 2); 
        __pyx_t_6 = PyList_GET_ITEM(sequence, 3); 
        __pyx_t_8 = PyList_GET_ITEM(sequence, 4); 
      }
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_7);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(__pyx_t_8);
      #else
      {
        Py_ssize_t i;
        PyObject** temps[5] = {&__pyx_t_3,&__pyx_t_4,&__pyx_t_7,&__pyx_t_6,&__pyx_t_8};
        for (i=0; i < 5; i++) {
          PyObject* item = PySequence_ITEM(sequence, i); if (unlikely(!item)) __PYX_ERR(0, 542, __pyx_L1_error)
          __Pyx_GOTREF(item);
          *(temps[i]) = item;
        }
      }
      #endif
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    } else {
      Py_ssize_t index = -1;
      PyObject** temps[5] = {&__pyx_t_3,&__pyx_t_4,&__pyx_t_7,&__pyx_t_6,&__pyx_t_8};
      __pyx_t_9 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 542, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_10 = Py_TYPE(__pyx_t_9)->tp_iternext;
      for (index=0; index < 5; index++) {
        PyObject* item = __pyx_t_10(__pyx_t_9); if (unlikely(!item)) goto __pyx_L14_unpacking_failed;
        __Pyx_GOTREF(item);
        *(temps[index]) = item;
      }
      if (__Pyx_IternextUnpackEndCheck(__pyx_t_10(__pyx_t_9), 5) < 0) __PYX_ERR(0, 542, __pyx_L1_error)
      __pyx_t_10 = NULL;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      goto __pyx_L15_unpacking_done;
      __pyx_L14_unpacking_failed:;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_t_10 = NULL;
      if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
      __PYX_ERR(0, 542, __pyx_L1_error)
      __pyx_L15_unpacking_done:;
    }
    __pyx_v__mean = __pyx_t_3;
    __pyx_t_3 = 0;
    __pyx_v__median = __pyx_t_4;
    __pyx_t_4 = 0;
    __pyx_v__mode = __pyx_t_7;
    __pyx_t_7 = 0;
    __pyx_v__stdev = __pyx_t_6;
    __pyx_t_6 = 0;
    __pyx_v__variance = __pyx_t_8;
    __pyx_t_8 = 0;

    /* "analysis.py":544
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(x, "1d", 0)
 * 
 *         for i in range(0, len(x), 1):             # <<<<<<<<<<<<<<
 *             x_norm.append(z_score(x[i], _mean, _stdev))
 * 
 */
    __pyx_t_11 = PyObject_Length(__pyx_v_x); if (unlikely(__pyx_t_11 == ((Py_ssize_t)-1))) __PYX_ERR(0, 544, __pyx_L1_error)
    __pyx_t_12 = __pyx_t_11;
    for (__pyx_t_13 = 0; __pyx_t_13 < __pyx_t_12; __pyx_t_13+=1) {
      __pyx_v_i = __pyx_t_13;

      /* "analysis.py":545
 * 
 *         for i in range(0, len(x), 1):
 *             x_norm.append(z_score(x[i], _mean, _stdev))             # <<<<<<<<<<<<<<
 * 
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(y, "1d", 0)
 */
      __Pyx_GetModuleGlobalName(__pyx_t_8, __pyx_n_s_z_score); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 545, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __pyx_t_6 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 545, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __pyx_t_7 = NULL;
      __pyx_t_5 = 0;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_8))) {
        __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_8);
        if (likely(__pyx_t_7)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
          __Pyx_INCREF(__pyx_t_7);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_8, function);
          __pyx_t_5 = 1;
        }
      }
      #if CYTHON_FAST_PYCALL
      if (PyFunction_Check(__pyx_t_8)) {
        PyObject *__pyx_temp[4] = {__pyx_t_7, __pyx_t_6, __pyx_v__mean, __pyx_v__stdev};
        __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 545, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      } else
      #endif
      #if CYTHON_FAST_PYCCALL
      if (__Pyx_PyFastCFunction_Check(__pyx_t_8)) {
        PyObject *__pyx_temp[4] = {__pyx_t_7, __pyx_t_6, __pyx_v__mean, __pyx_v__stdev};
        __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 545, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      } else
      #endif
      {
        __pyx_t_4 = PyTuple_New(3+__pyx_t_5); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 545, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_4);
        if (__pyx_t_7) {
          __Pyx_GIVEREF(__pyx_t_7); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_7); __pyx_t_7 = NULL;
        }
        __Pyx_GIVEREF(__pyx_t_6);
        PyTuple_SET_ITEM(__pyx_t_4, 0+__pyx_t_5, __pyx_t_6);
        __Pyx_INCREF(__pyx_v__mean);
        __Pyx_GIVEREF(__pyx_v__mean);
        PyTuple_SET_ITEM(__pyx_t_4, 1+__pyx_t_5, __pyx_v__mean);
        __Pyx_INCREF(__pyx_v__stdev);
        __Pyx_GIVEREF(__pyx_v__stdev);
        PyTuple_SET_ITEM(__pyx_t_4, 2+__pyx_t_5, __pyx_v__stdev);
        __pyx_t_6 = 0;
        __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_8, __pyx_t_4, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 545, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      }
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __pyx_t_14 = __Pyx_PyList_Append(__pyx_v_x_norm, __pyx_t_1); if (unlikely(__pyx_t_14 == ((int)-1))) __PYX_ERR(0, 545, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    }

    /* "analysis.py":547
 *             x_norm.append(z_score(x[i], _mean, _stdev))
 * 
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(y, "1d", 0)             # <<<<<<<<<<<<<<
 * 
 *         for i in range(0, len(y), 1):
 */
    __Pyx_GetModuleGlobalName(__pyx_t_8, __pyx_n_s_basic_stats); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 547, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __pyx_t_4 = NULL;
    __pyx_t_5 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_8))) {
      __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_8);
      if (likely(__pyx_t_4)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
        __Pyx_INCREF(__pyx_t_4);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_8, function);
        __pyx_t_5 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_8)) {
      PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_v_y, __pyx_kp_s_1d, __pyx_int_0};
      __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 547, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_8)) {
      PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_v_y, __pyx_kp_s_1d, __pyx_int_0};
      __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 547, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    {
      __pyx_t_6 = PyTuple_New(3+__pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 547, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      if (__pyx_t_4) {
        __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_4); __pyx_t_4 = NULL;
      }
      __Pyx_INCREF(__pyx_v_y);
      __Pyx_GIVEREF(__pyx_v_y);
      PyTuple_SET_ITEM(__pyx_t_6, 0+__pyx_t_5, __pyx_v_y);
      __Pyx_INCREF(__pyx_kp_s_1d);
      __Pyx_GIVEREF(__pyx_kp_s_1d);
      PyTuple_SET_ITEM(__pyx_t_6, 1+__pyx_t_5, __pyx_kp_s_1d);
      __Pyx_INCREF(__pyx_int_0);
      __Pyx_GIVEREF(__pyx_int_0);
      PyTuple_SET_ITEM(__pyx_t_6, 2+__pyx_t_5, __pyx_int_0);
      __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_8, __pyx_t_6, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 547, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    }
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
    if ((likely(PyTuple_CheckExact(__pyx_t_1))) || (PyList_CheckExact(__pyx_t_1))) {
      PyObject* sequence = __pyx_t_1;
      Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
      if (unlikely(size != 5)) {
        if (size > 5) __Pyx_RaiseTooManyValuesError(5);
        else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
        __PYX_ERR(0, 547, __pyx_L1_error)
      }
      #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
      if (likely(PyTuple_CheckExact(sequence))) {
        __pyx_t_8 = PyTuple_GET_ITEM(sequence, 0); 
        __pyx_t_6 = PyTuple_GET_ITEM(sequence, 1); 
        __pyx_t_4 = PyTuple_GET_ITEM(sequence, 2); 
        __pyx_t_7 = PyTuple_GET_ITEM(sequence, 3); 
        __pyx_t_3 = PyTuple_GET_ITEM(sequence, 4); 
      } else {
        __pyx_t_8 = PyList_GET_ITEM(sequence, 0); 
        __pyx_t_6 = PyList_GET_ITEM(sequence, 1); 
        __pyx_t_4 = PyList_GET_ITEM(sequence, 2); 
        __pyx_t_7 = PyList_GET_ITEM(sequence, 3); 
        __pyx_t_3 = PyList_GET_ITEM(sequence, 4); 
      }
      __Pyx_INCREF(__pyx_t_8);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_7);
      __Pyx_INCREF(__pyx_t_3);
      #else
      {
        Py_ssize_t i;
        PyObject** temps[5] = {&__pyx_t_8,&__pyx_t_6,&__pyx_t_4,&__pyx_t_7,&__pyx_t_3};
        for (i=0; i < 5; i++) {
          PyObject* item = PySequence_ITEM(sequence, i); if (unlikely(!item)) __PYX_ERR(0, 547, __pyx_L1_error)
          __Pyx_GOTREF(item);
          *(temps[i]) = item;
        }
      }
      #endif
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    } else {
      Py_ssize_t index = -1;
      PyObject** temps[5] = {&__pyx_t_8,&__pyx_t_6,&__pyx_t_4,&__pyx_t_7,&__pyx_t_3};
      __pyx_t_9 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 547, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_10 = Py_TYPE(__pyx_t_9)->tp_iternext;
      for (index=0; index < 5; index++) {
        PyObject* item = __pyx_t_10(__pyx_t_9); if (unlikely(!item)) goto __pyx_L18_unpacking_failed;
        __Pyx_GOTREF(item);
        *(temps[index]) = item;
      }
      if (__Pyx_IternextUnpackEndCheck(__pyx_t_10(__pyx_t_9), 5) < 0) __PYX_ERR(0, 547, __pyx_L1_error)
      __pyx_t_10 = NULL;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      goto __pyx_L19_unpacking_done;
      __pyx_L18_unpacking_failed:;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_t_10 = NULL;
      if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
      __PYX_ERR(0, 547, __pyx_L1_error)
      __pyx_L19_unpacking_done:;
    }
    __Pyx_DECREF_SET(__pyx_v__mean, __pyx_t_8);
    __pyx_t_8 = 0;
    __Pyx_DECREF_SET(__pyx_v__median, __pyx_t_6);
    __pyx_t_6 = 0;
    __Pyx_DECREF_SET(__pyx_v__mode, __pyx_t_4);
    __pyx_t_4 = 0;
    __Pyx_DECREF_SET(__pyx_v__stdev, __pyx_t_7);
    __pyx_t_7 = 0;
    __Pyx_DECREF_SET(__pyx_v__variance, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":549
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(y, "1d", 0)
 * 
 *         for i in range(0, len(y), 1):             # <<<<<<<<<<<<<<
 *             y_norm.append(z_score(y[i], _mean, _stdev))
 * 
 */
    __pyx_t_11 = PyObject_Length(__pyx_v_y); if (unlikely(__pyx_t_11 == ((Py_ssize_t)-1))) __PYX_ERR(0, 549, __pyx_L1_error)
    __pyx_t_12 = __pyx_t_11;
    for (__pyx_t_13 = 0; __pyx_t_13 < __pyx_t_12; __pyx_t_13+=1) {
      __pyx_v_i = __pyx_t_13;

      /* "analysis.py":550
 * 
 *         for i in range(0, len(y), 1):
 *             y_norm.append(z_score(y[i], _mean, _stdev))             # <<<<<<<<<<<<<<
 * 
 *         return x_norm, y_norm
 */
      __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_z_score); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 550, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_7 = __Pyx_GetItemInt(__pyx_v_y, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 550, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_4 = NULL;
      __pyx_t_5 = 0;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
        __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
        if (likely(__pyx_t_4)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
          __Pyx_INCREF(__pyx_t_4);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_3, function);
          __pyx_t_5 = 1;
        }
      }
      #if CYTHON_FAST_PYCALL
      if (PyFunction_Check(__pyx_t_3)) {
        PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_t_7, __pyx_v__mean, __pyx_v__stdev};
        __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 550, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      } else
      #endif
      #if CYTHON_FAST_PYCCALL
      if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
        PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_t_7, __pyx_v__mean, __pyx_v__stdev};
        __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 550, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      } else
      #endif
      {
        __pyx_t_6 = PyTuple_New(3+__pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 550, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_6);
        if (__pyx_t_4) {
          __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_4); __pyx_t_4 = NULL;
        }
        __Pyx_GIVEREF(__pyx_t_7);
        PyTuple_SET_ITEM(__pyx_t_6, 0+__pyx_t_5, __pyx_t_7);
        __Pyx_INCREF(__pyx_v__mean);
        __Pyx_GIVEREF(__pyx_v__mean);
        PyTuple_SET_ITEM(__pyx_t_6, 1+__pyx_t_5, __pyx_v__mean);
        __Pyx_INCREF(__pyx_v__stdev);
        __Pyx_GIVEREF(__pyx_v__stdev);
        PyTuple_SET_ITEM(__pyx_t_6, 2+__pyx_t_5, __pyx_v__stdev);
        __pyx_t_7 = 0;
        __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_6, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 550, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      }
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_14 = __Pyx_PyList_Append(__pyx_v_y_norm, __pyx_t_1); if (unlikely(__pyx_t_14 == ((int)-1))) __PYX_ERR(0, 550, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    }

    /* "analysis.py":552
 *             y_norm.append(z_score(y[i], _mean, _stdev))
 * 
 *         return x_norm, y_norm             # <<<<<<<<<<<<<<
 * 
 *     else:
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_1 = PyTuple_New(2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 552, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_INCREF(__pyx_v_x_norm);
    __Pyx_GIVEREF(__pyx_v_x_norm);
    PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_x_norm);
    __Pyx_INCREF(__pyx_v_y_norm);
    __Pyx_GIVEREF(__pyx_v_y_norm);
    PyTuple_SET_ITEM(__pyx_t_1, 1, __pyx_v_y_norm);
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    goto __pyx_L0;

    /* "analysis.py":541
 *         return x, y_norm
 * 
 *     if mode == 'both':             # <<<<<<<<<<<<<<
 *         _mean, _median, _mode, _stdev, _variance = basic_stats(x, "1d", 0)
 * 
 */
  }

  /* "analysis.py":556
 *     else:
 * 
 *         return error('method error')             # <<<<<<<<<<<<<<
 * 
 * 
 */
  /*else*/ {
    __Pyx_XDECREF(__pyx_r);
    __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_error); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 556, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_6 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
      __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_3);
      if (likely(__pyx_t_6)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_6);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_3, function);
      }
    }
    __pyx_t_1 = (__pyx_t_6) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_6, __pyx_kp_s_method_error) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_kp_s_method_error);
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 556, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    goto __pyx_L0;
  }

  /* "analysis.py":517
 * 
 * # mode is either 'x' or 'y' or 'both' depending on the variable(s) to be normalized
 * def z_normalize(x, y, mode):             # <<<<<<<<<<<<<<
 * 
 *     x_norm = []
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_AddTraceback("analysis.z_normalize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_x_norm);
  __Pyx_XDECREF(__pyx_v_y_norm);
  __Pyx_XDECREF(__pyx_v__mean);
  __Pyx_XDECREF(__pyx_v__median);
  __Pyx_XDECREF(__pyx_v__mode);
  __Pyx_XDECREF(__pyx_v__stdev);
  __Pyx_XDECREF(__pyx_v__variance);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":560
 * 
 * # returns n-th percentile of spread given mean, standard deviation, lower z-score, and upper z-score
 * def stdev_z_split(mean, stdev, delta, low_bound, high_bound):             # <<<<<<<<<<<<<<
 * 
 *     z_split = []
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_11stdev_z_split(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_11stdev_z_split = {"stdev_z_split", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_11stdev_z_split, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_11stdev_z_split(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_mean = 0;
  PyObject *__pyx_v_stdev = 0;
  PyObject *__pyx_v_delta = 0;
  PyObject *__pyx_v_low_bound = 0;
  PyObject *__pyx_v_high_bound = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("stdev_z_split (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_mean,&__pyx_n_s_stdev,&__pyx_n_s_delta,&__pyx_n_s_low_bound,&__pyx_n_s_high_bound,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_mean)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_stdev)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("stdev_z_split", 1, 5, 5, 1); __PYX_ERR(0, 560, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_delta)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("stdev_z_split", 1, 5, 5, 2); __PYX_ERR(0, 560, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_low_bound)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("stdev_z_split", 1, 5, 5, 3); __PYX_ERR(0, 560, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_high_bound)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("stdev_z_split", 1, 5, 5, 4); __PYX_ERR(0, 560, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "stdev_z_split") < 0)) __PYX_ERR(0, 560, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 5) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
    }
    __pyx_v_mean = values[0];
    __pyx_v_stdev = values[1];
    __pyx_v_delta = values[2];
    __pyx_v_low_bound = values[3];
    __pyx_v_high_bound = values[4];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("stdev_z_split", 1, 5, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 560, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.stdev_z_split", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_10stdev_z_split(__pyx_self, __pyx_v_mean, __pyx_v_stdev, __pyx_v_delta, __pyx_v_low_bound, __pyx_v_high_bound);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_10stdev_z_split(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_mean, PyObject *__pyx_v_stdev, PyObject *__pyx_v_delta, PyObject *__pyx_v_low_bound, PyObject *__pyx_v_high_bound) {
  PyObject *__pyx_v_z_split = NULL;
  PyObject *__pyx_v_i = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  int __pyx_t_5;
  int __pyx_t_6;
  __Pyx_RefNannySetupContext("stdev_z_split", 0);

  /* "analysis.py":562
 * def stdev_z_split(mean, stdev, delta, low_bound, high_bound):
 * 
 *     z_split = []             # <<<<<<<<<<<<<<
 *     i = low_bound
 * 
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 562, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_z_split = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "analysis.py":563
 * 
 *     z_split = []
 *     i = low_bound             # <<<<<<<<<<<<<<
 * 
 *     while True:
 */
  __Pyx_INCREF(__pyx_v_low_bound);
  __pyx_v_i = __pyx_v_low_bound;

  /* "analysis.py":565
 *     i = low_bound
 * 
 *     while True:             # <<<<<<<<<<<<<<
 *         z_split.append(float((1 / (stdev * math.sqrt(2 * math.pi))) *
 *                              math.e ** (-0.5 * (((i - mean) / stdev) ** 2))))
 */
  while (1) {

    /* "analysis.py":566
 * 
 *     while True:
 *         z_split.append(float((1 / (stdev * math.sqrt(2 * math.pi))) *             # <<<<<<<<<<<<<<
 *                              math.e ** (-0.5 * (((i - mean) / stdev) ** 2))))
 *         i = i + delta
 */
    __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_math); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 566, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_sqrt); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 566, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_math); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 566, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_pi); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 566, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_2 = PyNumber_Multiply(__pyx_int_2, __pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 566, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_4 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
      __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
      if (likely(__pyx_t_4)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_4);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_3, function);
      }
    }
    __pyx_t_1 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_4, __pyx_t_2) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_2);
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 566, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_3 = PyNumber_Multiply(__pyx_v_stdev, __pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 566, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyNumber_Divide(__pyx_int_1, __pyx_t_3); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 566, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

    /* "analysis.py":567
 *     while True:
 *         z_split.append(float((1 / (stdev * math.sqrt(2 * math.pi))) *
 *                              math.e ** (-0.5 * (((i - mean) / stdev) ** 2))))             # <<<<<<<<<<<<<<
 *         i = i + delta
 *         if i > high_bound:
 */
    __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_math); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 567, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_e); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 567, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_3 = PyNumber_Subtract(__pyx_v_i, __pyx_v_mean); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 567, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = __Pyx_PyNumber_Divide(__pyx_t_3, __pyx_v_stdev); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 567, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_3 = PyNumber_Power(__pyx_t_4, __pyx_int_2, Py_None); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 567, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_4 = PyNumber_Multiply(__pyx_float_neg_0_5, __pyx_t_3); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 567, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_3 = PyNumber_Power(__pyx_t_2, __pyx_t_4, Py_None); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 567, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;

    /* "analysis.py":566
 * 
 *     while True:
 *         z_split.append(float((1 / (stdev * math.sqrt(2 * math.pi))) *             # <<<<<<<<<<<<<<
 *                              math.e ** (-0.5 * (((i - mean) / stdev) ** 2))))
 *         i = i + delta
 */
    __pyx_t_4 = PyNumber_Multiply(__pyx_t_1, __pyx_t_3); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 566, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_3 = __Pyx_PyNumber_Float(__pyx_t_4); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 566, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_5 = __Pyx_PyList_Append(__pyx_v_z_split, __pyx_t_3); if (unlikely(__pyx_t_5 == ((int)-1))) __PYX_ERR(0, 566, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

    /* "analysis.py":568
 *         z_split.append(float((1 / (stdev * math.sqrt(2 * math.pi))) *
 *                              math.e ** (-0.5 * (((i - mean) / stdev) ** 2))))
 *         i = i + delta             # <<<<<<<<<<<<<<
 *         if i > high_bound:
 *             break
 */
    __pyx_t_3 = PyNumber_Add(__pyx_v_i, __pyx_v_delta); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 568, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF_SET(__pyx_v_i, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":569
 *                              math.e ** (-0.5 * (((i - mean) / stdev) ** 2))))
 *         i = i + delta
 *         if i > high_bound:             # <<<<<<<<<<<<<<
 *             break
 * 
 */
    __pyx_t_3 = PyObject_RichCompare(__pyx_v_i, __pyx_v_high_bound, Py_GT); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 569, __pyx_L1_error)
    __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 569, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    if (__pyx_t_6) {

      /* "analysis.py":570
 *         i = i + delta
 *         if i > high_bound:
 *             break             # <<<<<<<<<<<<<<
 * 
 *     return z_split
 */
      goto __pyx_L4_break;

      /* "analysis.py":569
 *                              math.e ** (-0.5 * (((i - mean) / stdev) ** 2))))
 *         i = i + delta
 *         if i > high_bound:             # <<<<<<<<<<<<<<
 *             break
 * 
 */
    }
  }
  __pyx_L4_break:;

  /* "analysis.py":572
 *             break
 * 
 *     return z_split             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_z_split);
  __pyx_r = __pyx_v_z_split;
  goto __pyx_L0;

  /* "analysis.py":560
 * 
 * # returns n-th percentile of spread given mean, standard deviation, lower z-score, and upper z-score
 * def stdev_z_split(mean, stdev, delta, low_bound, high_bound):             # <<<<<<<<<<<<<<
 * 
 *     z_split = []
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_AddTraceback("analysis.stdev_z_split", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_z_split);
  __Pyx_XDECREF(__pyx_v_i);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":575
 * 
 * 
 * def histo_analysis(hist_data, delta, low_bound, high_bound):             # <<<<<<<<<<<<<<
 * 
 *     if hist_data == 'debug':
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_13histo_analysis(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_13histo_analysis = {"histo_analysis", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_13histo_analysis, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_13histo_analysis(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_hist_data = 0;
  PyObject *__pyx_v_delta = 0;
  PyObject *__pyx_v_low_bound = 0;
  PyObject *__pyx_v_high_bound = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("histo_analysis (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_hist_data,&__pyx_n_s_delta,&__pyx_n_s_low_bound,&__pyx_n_s_high_bound,0};
    PyObject* values[4] = {0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_hist_data)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_delta)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("histo_analysis", 1, 4, 4, 1); __PYX_ERR(0, 575, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_low_bound)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("histo_analysis", 1, 4, 4, 2); __PYX_ERR(0, 575, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_high_bound)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("histo_analysis", 1, 4, 4, 3); __PYX_ERR(0, 575, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "histo_analysis") < 0)) __PYX_ERR(0, 575, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 4) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
    }
    __pyx_v_hist_data = values[0];
    __pyx_v_delta = values[1];
    __pyx_v_low_bound = values[2];
    __pyx_v_high_bound = values[3];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("histo_analysis", 1, 4, 4, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 575, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.histo_analysis", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_12histo_analysis(__pyx_self, __pyx_v_hist_data, __pyx_v_delta, __pyx_v_low_bound, __pyx_v_high_bound);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_12histo_analysis(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_hist_data, PyObject *__pyx_v_delta, PyObject *__pyx_v_low_bound, PyObject *__pyx_v_high_bound) {
  PyObject *__pyx_v_derivative = NULL;
  PyObject *__pyx_v_i = NULL;
  PyObject *__pyx_v_derivative_sorted = NULL;
  PyObject *__pyx_v_mean_derivative = NULL;
  PyObject *__pyx_v_stdev_derivative = NULL;
  PyObject *__pyx_v_predictions = NULL;
  PyObject *__pyx_v_pred_change = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  Py_ssize_t __pyx_t_3;
  PyObject *__pyx_t_4 = NULL;
  PyObject *(*__pyx_t_5)(PyObject *);
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  double __pyx_t_10;
  double __pyx_t_11;
  int __pyx_t_12;
  int __pyx_t_13;
  PyObject *__pyx_t_14 = NULL;
  __Pyx_RefNannySetupContext("histo_analysis", 0);

  /* "analysis.py":577
 * def histo_analysis(hist_data, delta, low_bound, high_bound):
 * 
 *     if hist_data == 'debug':             # <<<<<<<<<<<<<<
 *         return ('returns list of predicted values based on historical data; input delta for delta step in z-score and lower and higher bounds in number of standard deviations')
 * 
 */
  __pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_hist_data, __pyx_n_s_debug, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 577, __pyx_L1_error)
  if (__pyx_t_1) {

    /* "analysis.py":578
 * 
 *     if hist_data == 'debug':
 *         return ('returns list of predicted values based on historical data; input delta for delta step in z-score and lower and higher bounds in number of standard deviations')             # <<<<<<<<<<<<<<
 * 
 *     derivative = []
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_kp_s_returns_list_of_predicted_values);
    __pyx_r = __pyx_kp_s_returns_list_of_predicted_values;
    goto __pyx_L0;

    /* "analysis.py":577
 * def histo_analysis(hist_data, delta, low_bound, high_bound):
 * 
 *     if hist_data == 'debug':             # <<<<<<<<<<<<<<
 *         return ('returns list of predicted values based on historical data; input delta for delta step in z-score and lower and higher bounds in number of standard deviations')
 * 
 */
  }

  /* "analysis.py":580
 *         return ('returns list of predicted values based on historical data; input delta for delta step in z-score and lower and higher bounds in number of standard deviations')
 * 
 *     derivative = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, len(hist_data), 1):
 */
  __pyx_t_2 = PyList_New(0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 580, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_v_derivative = ((PyObject*)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "analysis.py":582
 *     derivative = []
 * 
 *     for i in range(0, len(hist_data), 1):             # <<<<<<<<<<<<<<
 *         try:
 *             derivative.append(float(hist_data[i - 1]) - float(hist_data[i]))
 */
  __pyx_t_3 = PyObject_Length(__pyx_v_hist_data); if (unlikely(__pyx_t_3 == ((Py_ssize_t)-1))) __PYX_ERR(0, 582, __pyx_L1_error)
  __pyx_t_2 = PyInt_FromSsize_t(__pyx_t_3); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 582, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = PyTuple_New(3); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 582, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_int_0);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_t_2);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_4, 2, __pyx_int_1);
  __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_4, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 582, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  if (likely(PyList_CheckExact(__pyx_t_2)) || PyTuple_CheckExact(__pyx_t_2)) {
    __pyx_t_4 = __pyx_t_2; __Pyx_INCREF(__pyx_t_4); __pyx_t_3 = 0;
    __pyx_t_5 = NULL;
  } else {
    __pyx_t_3 = -1; __pyx_t_4 = PyObject_GetIter(__pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 582, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_5 = Py_TYPE(__pyx_t_4)->tp_iternext; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 582, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  for (;;) {
    if (likely(!__pyx_t_5)) {
      if (likely(PyList_CheckExact(__pyx_t_4))) {
        if (__pyx_t_3 >= PyList_GET_SIZE(__pyx_t_4)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_2 = PyList_GET_ITEM(__pyx_t_4, __pyx_t_3); __Pyx_INCREF(__pyx_t_2); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 582, __pyx_L1_error)
        #else
        __pyx_t_2 = PySequence_ITEM(__pyx_t_4, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 582, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        #endif
      } else {
        if (__pyx_t_3 >= PyTuple_GET_SIZE(__pyx_t_4)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_2 = PyTuple_GET_ITEM(__pyx_t_4, __pyx_t_3); __Pyx_INCREF(__pyx_t_2); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 582, __pyx_L1_error)
        #else
        __pyx_t_2 = PySequence_ITEM(__pyx_t_4, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 582, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        #endif
      }
    } else {
      __pyx_t_2 = __pyx_t_5(__pyx_t_4);
      if (unlikely(!__pyx_t_2)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 582, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_2);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":583
 * 
 *     for i in range(0, len(hist_data), 1):
 *         try:             # <<<<<<<<<<<<<<
 *             derivative.append(float(hist_data[i - 1]) - float(hist_data[i]))
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_6, &__pyx_t_7, &__pyx_t_8);
      __Pyx_XGOTREF(__pyx_t_6);
      __Pyx_XGOTREF(__pyx_t_7);
      __Pyx_XGOTREF(__pyx_t_8);
      /*try:*/ {

        /* "analysis.py":584
 *     for i in range(0, len(hist_data), 1):
 *         try:
 *             derivative.append(float(hist_data[i - 1]) - float(hist_data[i]))             # <<<<<<<<<<<<<<
 *         except:
 *             pass
 */
        __pyx_t_2 = __Pyx_PyInt_SubtractObjC(__pyx_v_i, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 584, __pyx_L6_error)
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_9 = __Pyx_PyObject_GetItem(__pyx_v_hist_data, __pyx_t_2); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 584, __pyx_L6_error)
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __pyx_t_10 = __Pyx_PyObject_AsDouble(__pyx_t_9); if (unlikely(__pyx_t_10 == ((double)((double)-1)) && PyErr_Occurred())) __PYX_ERR(0, 584, __pyx_L6_error)
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        __pyx_t_9 = __Pyx_PyObject_GetItem(__pyx_v_hist_data, __pyx_v_i); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 584, __pyx_L6_error)
        __Pyx_GOTREF(__pyx_t_9);
        __pyx_t_11 = __Pyx_PyObject_AsDouble(__pyx_t_9); if (unlikely(__pyx_t_11 == ((double)((double)-1)) && PyErr_Occurred())) __PYX_ERR(0, 584, __pyx_L6_error)
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        __pyx_t_9 = PyFloat_FromDouble((__pyx_t_10 - __pyx_t_11)); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 584, __pyx_L6_error)
        __Pyx_GOTREF(__pyx_t_9);
        __pyx_t_12 = __Pyx_PyList_Append(__pyx_v_derivative, __pyx_t_9); if (unlikely(__pyx_t_12 == ((int)-1))) __PYX_ERR(0, 584, __pyx_L6_error)
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;

        /* "analysis.py":583
 * 
 *     for i in range(0, len(hist_data), 1):
 *         try:             # <<<<<<<<<<<<<<
 *             derivative.append(float(hist_data[i - 1]) - float(hist_data[i]))
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      goto __pyx_L13_try_end;
      __pyx_L6_error:;
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

      /* "analysis.py":585
 *         try:
 *             derivative.append(float(hist_data[i - 1]) - float(hist_data[i]))
 *         except:             # <<<<<<<<<<<<<<
 *             pass
 * 
 */
      /*except:*/ {
        __Pyx_ErrRestore(0,0,0);
        goto __pyx_L7_exception_handled;
      }
      __pyx_L7_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_6);
      __Pyx_XGIVEREF(__pyx_t_7);
      __Pyx_XGIVEREF(__pyx_t_8);
      __Pyx_ExceptionReset(__pyx_t_6, __pyx_t_7, __pyx_t_8);
      __pyx_L13_try_end:;
    }

    /* "analysis.py":582
 *     derivative = []
 * 
 *     for i in range(0, len(hist_data), 1):             # <<<<<<<<<<<<<<
 *         try:
 *             derivative.append(float(hist_data[i - 1]) - float(hist_data[i]))
 */
  }
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;

  /* "analysis.py":588
 *             pass
 * 
 *     derivative_sorted = sorted(derivative, key=int)             # <<<<<<<<<<<<<<
 *     mean_derivative = basic_stats(derivative_sorted, "1d", 0)[0]
 *     stdev_derivative = basic_stats(derivative_sorted, "1d", 0)[3]
 */
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 588, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_INCREF(__pyx_v_derivative);
  __Pyx_GIVEREF(__pyx_v_derivative);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_derivative);
  __pyx_t_9 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 588, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  if (PyDict_SetItem(__pyx_t_9, __pyx_n_s_key, ((PyObject *)(&PyInt_Type))) < 0) __PYX_ERR(0, 588, __pyx_L1_error)
  __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_sorted, __pyx_t_4, __pyx_t_9); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 588, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
  __pyx_v_derivative_sorted = __pyx_t_2;
  __pyx_t_2 = 0;

  /* "analysis.py":589
 * 
 *     derivative_sorted = sorted(derivative, key=int)
 *     mean_derivative = basic_stats(derivative_sorted, "1d", 0)[0]             # <<<<<<<<<<<<<<
 *     stdev_derivative = basic_stats(derivative_sorted, "1d", 0)[3]
 * 
 */
  __Pyx_GetModuleGlobalName(__pyx_t_9, __pyx_n_s_basic_stats); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 589, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __pyx_t_4 = NULL;
  __pyx_t_13 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_9))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_9);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_9);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_9, function);
      __pyx_t_13 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_9)) {
    PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_v_derivative_sorted, __pyx_kp_s_1d, __pyx_int_0};
    __pyx_t_2 = __Pyx_PyFunction_FastCall(__pyx_t_9, __pyx_temp+1-__pyx_t_13, 3+__pyx_t_13); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 589, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_GOTREF(__pyx_t_2);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_9)) {
    PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_v_derivative_sorted, __pyx_kp_s_1d, __pyx_int_0};
    __pyx_t_2 = __Pyx_PyCFunction_FastCall(__pyx_t_9, __pyx_temp+1-__pyx_t_13, 3+__pyx_t_13); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 589, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_GOTREF(__pyx_t_2);
  } else
  #endif
  {
    __pyx_t_14 = PyTuple_New(3+__pyx_t_13); if (unlikely(!__pyx_t_14)) __PYX_ERR(0, 589, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_14);
    if (__pyx_t_4) {
      __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_14, 0, __pyx_t_4); __pyx_t_4 = NULL;
    }
    __Pyx_INCREF(__pyx_v_derivative_sorted);
    __Pyx_GIVEREF(__pyx_v_derivative_sorted);
    PyTuple_SET_ITEM(__pyx_t_14, 0+__pyx_t_13, __pyx_v_derivative_sorted);
    __Pyx_INCREF(__pyx_kp_s_1d);
    __Pyx_GIVEREF(__pyx_kp_s_1d);
    PyTuple_SET_ITEM(__pyx_t_14, 1+__pyx_t_13, __pyx_kp_s_1d);
    __Pyx_INCREF(__pyx_int_0);
    __Pyx_GIVEREF(__pyx_int_0);
    PyTuple_SET_ITEM(__pyx_t_14, 2+__pyx_t_13, __pyx_int_0);
    __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_9, __pyx_t_14, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 589, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_14); __pyx_t_14 = 0;
  }
  __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
  __pyx_t_9 = __Pyx_GetItemInt(__pyx_t_2, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 589, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_v_mean_derivative = __pyx_t_9;
  __pyx_t_9 = 0;

  /* "analysis.py":590
 *     derivative_sorted = sorted(derivative, key=int)
 *     mean_derivative = basic_stats(derivative_sorted, "1d", 0)[0]
 *     stdev_derivative = basic_stats(derivative_sorted, "1d", 0)[3]             # <<<<<<<<<<<<<<
 * 
 *     predictions = []
 */
  __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_basic_stats); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 590, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_14 = NULL;
  __pyx_t_13 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_14 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_14)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_14);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
      __pyx_t_13 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_2)) {
    PyObject *__pyx_temp[4] = {__pyx_t_14, __pyx_v_derivative_sorted, __pyx_kp_s_1d, __pyx_int_0};
    __pyx_t_9 = __Pyx_PyFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_13, 3+__pyx_t_13); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 590, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
    __Pyx_GOTREF(__pyx_t_9);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_2)) {
    PyObject *__pyx_temp[4] = {__pyx_t_14, __pyx_v_derivative_sorted, __pyx_kp_s_1d, __pyx_int_0};
    __pyx_t_9 = __Pyx_PyCFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_13, 3+__pyx_t_13); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 590, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
    __Pyx_GOTREF(__pyx_t_9);
  } else
  #endif
  {
    __pyx_t_4 = PyTuple_New(3+__pyx_t_13); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 590, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    if (__pyx_t_14) {
      __Pyx_GIVEREF(__pyx_t_14); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_14); __pyx_t_14 = NULL;
    }
    __Pyx_INCREF(__pyx_v_derivative_sorted);
    __Pyx_GIVEREF(__pyx_v_derivative_sorted);
    PyTuple_SET_ITEM(__pyx_t_4, 0+__pyx_t_13, __pyx_v_derivative_sorted);
    __Pyx_INCREF(__pyx_kp_s_1d);
    __Pyx_GIVEREF(__pyx_kp_s_1d);
    PyTuple_SET_ITEM(__pyx_t_4, 1+__pyx_t_13, __pyx_kp_s_1d);
    __Pyx_INCREF(__pyx_int_0);
    __Pyx_GIVEREF(__pyx_int_0);
    PyTuple_SET_ITEM(__pyx_t_4, 2+__pyx_t_13, __pyx_int_0);
    __pyx_t_9 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_4, NULL); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 590, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_9);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_9, 3, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 590, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
  __pyx_v_stdev_derivative = __pyx_t_2;
  __pyx_t_2 = 0;

  /* "analysis.py":592
 *     stdev_derivative = basic_stats(derivative_sorted, "1d", 0)[3]
 * 
 *     predictions = []             # <<<<<<<<<<<<<<
 *     pred_change = 0
 * 
 */
  __pyx_t_2 = PyList_New(0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 592, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_v_predictions = ((PyObject*)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "analysis.py":593
 * 
 *     predictions = []
 *     pred_change = 0             # <<<<<<<<<<<<<<
 * 
 *     i = low_bound
 */
  __Pyx_INCREF(__pyx_int_0);
  __pyx_v_pred_change = __pyx_int_0;

  /* "analysis.py":595
 *     pred_change = 0
 * 
 *     i = low_bound             # <<<<<<<<<<<<<<
 * 
 *     while True:
 */
  __Pyx_INCREF(__pyx_v_low_bound);
  __Pyx_XDECREF_SET(__pyx_v_i, __pyx_v_low_bound);

  /* "analysis.py":597
 *     i = low_bound
 * 
 *     while True:             # <<<<<<<<<<<<<<
 *         if i > high_bound:
 *             break
 */
  while (1) {

    /* "analysis.py":598
 * 
 *     while True:
 *         if i > high_bound:             # <<<<<<<<<<<<<<
 *             break
 * 
 */
    __pyx_t_2 = PyObject_RichCompare(__pyx_v_i, __pyx_v_high_bound, Py_GT); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 598, __pyx_L1_error)
    __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 598, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    if (__pyx_t_1) {

      /* "analysis.py":599
 *     while True:
 *         if i > high_bound:
 *             break             # <<<<<<<<<<<<<<
 * 
 *         try:
 */
      goto __pyx_L15_break;

      /* "analysis.py":598
 * 
 *     while True:
 *         if i > high_bound:             # <<<<<<<<<<<<<<
 *             break
 * 
 */
    }

    /* "analysis.py":601
 *             break
 * 
 *         try:             # <<<<<<<<<<<<<<
 *             pred_change = mean_derivative + i * stdev_derivative
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_8, &__pyx_t_7, &__pyx_t_6);
      __Pyx_XGOTREF(__pyx_t_8);
      __Pyx_XGOTREF(__pyx_t_7);
      __Pyx_XGOTREF(__pyx_t_6);
      /*try:*/ {

        /* "analysis.py":602
 * 
 *         try:
 *             pred_change = mean_derivative + i * stdev_derivative             # <<<<<<<<<<<<<<
 *         except:
 *             pred_change = mean_derivative
 */
        __pyx_t_2 = PyNumber_Multiply(__pyx_v_i, __pyx_v_stdev_derivative); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 602, __pyx_L17_error)
        __Pyx_GOTREF(__pyx_t_2);
        __pyx_t_9 = PyNumber_Add(__pyx_v_mean_derivative, __pyx_t_2); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 602, __pyx_L17_error)
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF_SET(__pyx_v_pred_change, __pyx_t_9);
        __pyx_t_9 = 0;

        /* "analysis.py":601
 *             break
 * 
 *         try:             # <<<<<<<<<<<<<<
 *             pred_change = mean_derivative + i * stdev_derivative
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      goto __pyx_L24_try_end;
      __pyx_L17_error:;
      __Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

      /* "analysis.py":603
 *         try:
 *             pred_change = mean_derivative + i * stdev_derivative
 *         except:             # <<<<<<<<<<<<<<
 *             pred_change = mean_derivative
 * 
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis.histo_analysis", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_9, &__pyx_t_2, &__pyx_t_4) < 0) __PYX_ERR(0, 603, __pyx_L19_except_error)
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_GOTREF(__pyx_t_4);

        /* "analysis.py":604
 *             pred_change = mean_derivative + i * stdev_derivative
 *         except:
 *             pred_change = mean_derivative             # <<<<<<<<<<<<<<
 * 
 *         predictions.append(float(hist_data[-1:][0]) + pred_change)
 */
        __Pyx_INCREF(__pyx_v_mean_derivative);
        __Pyx_DECREF_SET(__pyx_v_pred_change, __pyx_v_mean_derivative);
        __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
        __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
        goto __pyx_L18_exception_handled;
      }
      __pyx_L19_except_error:;

      /* "analysis.py":601
 *             break
 * 
 *         try:             # <<<<<<<<<<<<<<
 *             pred_change = mean_derivative + i * stdev_derivative
 *         except:
 */
      __Pyx_XGIVEREF(__pyx_t_8);
      __Pyx_XGIVEREF(__pyx_t_7);
      __Pyx_XGIVEREF(__pyx_t_6);
      __Pyx_ExceptionReset(__pyx_t_8, __pyx_t_7, __pyx_t_6);
      goto __pyx_L1_error;
      __pyx_L18_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_8);
      __Pyx_XGIVEREF(__pyx_t_7);
      __Pyx_XGIVEREF(__pyx_t_6);
      __Pyx_ExceptionReset(__pyx_t_8, __pyx_t_7, __pyx_t_6);
      __pyx_L24_try_end:;
    }

    /* "analysis.py":606
 *             pred_change = mean_derivative
 * 
 *         predictions.append(float(hist_data[-1:][0]) + pred_change)             # <<<<<<<<<<<<<<
 * 
 *         i = i + delta
 */
    __pyx_t_4 = __Pyx_PyObject_GetSlice(__pyx_v_hist_data, -1L, 0, NULL, NULL, &__pyx_slice__4, 1, 0, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 606, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_4, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 606, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_4 = __Pyx_PyNumber_Float(__pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 606, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_2 = PyNumber_Add(__pyx_t_4, __pyx_v_pred_change); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 606, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_12 = __Pyx_PyList_Append(__pyx_v_predictions, __pyx_t_2); if (unlikely(__pyx_t_12 == ((int)-1))) __PYX_ERR(0, 606, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

    /* "analysis.py":608
 *         predictions.append(float(hist_data[-1:][0]) + pred_change)
 * 
 *         i = i + delta             # <<<<<<<<<<<<<<
 * 
 *     return predictions
 */
    __pyx_t_2 = PyNumber_Add(__pyx_v_i, __pyx_v_delta); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 608, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF_SET(__pyx_v_i, __pyx_t_2);
    __pyx_t_2 = 0;
  }
  __pyx_L15_break:;

  /* "analysis.py":610
 *         i = i + delta
 * 
 *     return predictions             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_predictions);
  __pyx_r = __pyx_v_predictions;
  goto __pyx_L0;

  /* "analysis.py":575
 * 
 * 
 * def histo_analysis(hist_data, delta, low_bound, high_bound):             # <<<<<<<<<<<<<<
 * 
 *     if hist_data == 'debug':
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_14);
  __Pyx_AddTraceback("analysis.histo_analysis", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_derivative);
  __Pyx_XDECREF(__pyx_v_i);
  __Pyx_XDECREF(__pyx_v_derivative_sorted);
  __Pyx_XDECREF(__pyx_v_mean_derivative);
  __Pyx_XDECREF(__pyx_v_stdev_derivative);
  __Pyx_XDECREF(__pyx_v_predictions);
  __Pyx_XDECREF(__pyx_v_pred_change);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":613
 * 
 * 
 * def poly_regression(x, y, power):             # <<<<<<<<<<<<<<
 * 
 *     if x == "null":  # if x is 'null', then x will be filled with integer points between 1 and the size of y
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_15poly_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_15poly_regression = {"poly_regression", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_15poly_regression, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_15poly_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_v_y = 0;
  PyObject *__pyx_v_power = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("poly_regression (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_x,&__pyx_n_s_y,&__pyx_n_s_power,0};
    PyObject* values[3] = {0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("poly_regression", 1, 3, 3, 1); __PYX_ERR(0, 613, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_power)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("poly_regression", 1, 3, 3, 2); __PYX_ERR(0, 613, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "poly_regression") < 0)) __PYX_ERR(0, 613, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
    }
    __pyx_v_x = values[0];
    __pyx_v_y = values[1];
    __pyx_v_power = values[2];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("poly_regression", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 613, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.poly_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_14poly_regression(__pyx_self, __pyx_v_x, __pyx_v_y, __pyx_v_power);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_14poly_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v_power) {
  PyObject *__pyx_v_i = NULL;
  PyObject *__pyx_v_reg_eq = NULL;
  PyObject *__pyx_v_eq_str = NULL;
  PyObject *__pyx_v_vals = NULL;
  PyObject *__pyx_v_z = NULL;
  PyObject *__pyx_v__rms = NULL;
  PyObject *__pyx_v_r2_d2 = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  Py_ssize_t __pyx_t_3;
  PyObject *__pyx_t_4 = NULL;
  PyObject *(*__pyx_t_5)(PyObject *);
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  Py_ssize_t __pyx_t_9;
  PyObject *__pyx_t_10 = NULL;
  PyObject *__pyx_t_11 = NULL;
  PyObject *__pyx_t_12 = NULL;
  PyObject *__pyx_t_13 = NULL;
  int __pyx_t_14;
  __Pyx_RefNannySetupContext("poly_regression", 0);
  __Pyx_INCREF(__pyx_v_x);

  /* "analysis.py":615
 * def poly_regression(x, y, power):
 * 
 *     if x == "null":  # if x is 'null', then x will be filled with integer points between 1 and the size of y             # <<<<<<<<<<<<<<
 *         x = []
 * 
 */
  __pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_x, __pyx_n_s_null, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 615, __pyx_L1_error)
  if (__pyx_t_1) {

    /* "analysis.py":616
 * 
 *     if x == "null":  # if x is 'null', then x will be filled with integer points between 1 and the size of y
 *         x = []             # <<<<<<<<<<<<<<
 * 
 *         for i in range(len(y)):
 */
    __pyx_t_2 = PyList_New(0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 616, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF_SET(__pyx_v_x, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":618
 *         x = []
 * 
 *         for i in range(len(y)):             # <<<<<<<<<<<<<<
 *             print(i)
 *             x.append(i + 1)
 */
    __pyx_t_3 = PyObject_Length(__pyx_v_y); if (unlikely(__pyx_t_3 == ((Py_ssize_t)-1))) __PYX_ERR(0, 618, __pyx_L1_error)
    __pyx_t_2 = PyInt_FromSsize_t(__pyx_t_3); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 618, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_4 = __Pyx_PyObject_CallOneArg(__pyx_builtin_range, __pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 618, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    if (likely(PyList_CheckExact(__pyx_t_4)) || PyTuple_CheckExact(__pyx_t_4)) {
      __pyx_t_2 = __pyx_t_4; __Pyx_INCREF(__pyx_t_2); __pyx_t_3 = 0;
      __pyx_t_5 = NULL;
    } else {
      __pyx_t_3 = -1; __pyx_t_2 = PyObject_GetIter(__pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 618, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_5 = Py_TYPE(__pyx_t_2)->tp_iternext; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 618, __pyx_L1_error)
    }
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    for (;;) {
      if (likely(!__pyx_t_5)) {
        if (likely(PyList_CheckExact(__pyx_t_2))) {
          if (__pyx_t_3 >= PyList_GET_SIZE(__pyx_t_2)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_4 = PyList_GET_ITEM(__pyx_t_2, __pyx_t_3); __Pyx_INCREF(__pyx_t_4); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 618, __pyx_L1_error)
          #else
          __pyx_t_4 = PySequence_ITEM(__pyx_t_2, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 618, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_4);
          #endif
        } else {
          if (__pyx_t_3 >= PyTuple_GET_SIZE(__pyx_t_2)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_4 = PyTuple_GET_ITEM(__pyx_t_2, __pyx_t_3); __Pyx_INCREF(__pyx_t_4); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 618, __pyx_L1_error)
          #else
          __pyx_t_4 = PySequence_ITEM(__pyx_t_2, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 618, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_4);
          #endif
        }
      } else {
        __pyx_t_4 = __pyx_t_5(__pyx_t_2);
        if (unlikely(!__pyx_t_4)) {
          PyObject* exc_type = PyErr_Occurred();
          if (exc_type) {
            if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
            else __PYX_ERR(0, 618, __pyx_L1_error)
          }
          break;
        }
        __Pyx_GOTREF(__pyx_t_4);
      }
      __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_4);
      __pyx_t_4 = 0;

      /* "analysis.py":619
 * 
 *         for i in range(len(y)):
 *             print(i)             # <<<<<<<<<<<<<<
 *             x.append(i + 1)
 * 
 */
      if (__Pyx_PrintOne(0, __pyx_v_i) < 0) __PYX_ERR(0, 619, __pyx_L1_error)

      /* "analysis.py":620
 *         for i in range(len(y)):
 *             print(i)
 *             x.append(i + 1)             # <<<<<<<<<<<<<<
 * 
 *     reg_eq = scipy.polyfit(x, y, deg=power)
 */
      __pyx_t_4 = __Pyx_PyInt_AddObjC(__pyx_v_i, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 620, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_6 = __Pyx_PyObject_Append(__pyx_v_x, __pyx_t_4); if (unlikely(__pyx_t_6 == ((int)-1))) __PYX_ERR(0, 620, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;

      /* "analysis.py":618
 *         x = []
 * 
 *         for i in range(len(y)):             # <<<<<<<<<<<<<<
 *             print(i)
 *             x.append(i + 1)
 */
    }
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

    /* "analysis.py":615
 * def poly_regression(x, y, power):
 * 
 *     if x == "null":  # if x is 'null', then x will be filled with integer points between 1 and the size of y             # <<<<<<<<<<<<<<
 *         x = []
 * 
 */
  }

  /* "analysis.py":622
 *             x.append(i + 1)
 * 
 *     reg_eq = scipy.polyfit(x, y, deg=power)             # <<<<<<<<<<<<<<
 *     eq_str = ""
 * 
 */
  __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_scipy); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 622, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_polyfit); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 622, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 622, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_v_x);
  __Pyx_GIVEREF(__pyx_v_x);
  PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_x);
  __Pyx_INCREF(__pyx_v_y);
  __Pyx_GIVEREF(__pyx_v_y);
  PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_v_y);
  __pyx_t_7 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 622, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  if (PyDict_SetItem(__pyx_t_7, __pyx_n_s_deg, __pyx_v_power) < 0) __PYX_ERR(0, 622, __pyx_L1_error)
  __pyx_t_8 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_2, __pyx_t_7); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 622, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  __pyx_v_reg_eq = __pyx_t_8;
  __pyx_t_8 = 0;

  /* "analysis.py":623
 * 
 *     reg_eq = scipy.polyfit(x, y, deg=power)
 *     eq_str = ""             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, len(reg_eq), 1):
 */
  __Pyx_INCREF(__pyx_kp_s__2);
  __pyx_v_eq_str = __pyx_kp_s__2;

  /* "analysis.py":625
 *     eq_str = ""
 * 
 *     for i in range(0, len(reg_eq), 1):             # <<<<<<<<<<<<<<
 *         if i < len(reg_eq) - 1:
 *             eq_str = eq_str + str(reg_eq[i]) + \
 */
  __pyx_t_3 = PyObject_Length(__pyx_v_reg_eq); if (unlikely(__pyx_t_3 == ((Py_ssize_t)-1))) __PYX_ERR(0, 625, __pyx_L1_error)
  __pyx_t_8 = PyInt_FromSsize_t(__pyx_t_3); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 625, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_t_7 = PyTuple_New(3); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 625, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_int_0);
  __Pyx_GIVEREF(__pyx_t_8);
  PyTuple_SET_ITEM(__pyx_t_7, 1, __pyx_t_8);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_7, 2, __pyx_int_1);
  __pyx_t_8 = 0;
  __pyx_t_8 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_7, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 625, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  if (likely(PyList_CheckExact(__pyx_t_8)) || PyTuple_CheckExact(__pyx_t_8)) {
    __pyx_t_7 = __pyx_t_8; __Pyx_INCREF(__pyx_t_7); __pyx_t_3 = 0;
    __pyx_t_5 = NULL;
  } else {
    __pyx_t_3 = -1; __pyx_t_7 = PyObject_GetIter(__pyx_t_8); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 625, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_5 = Py_TYPE(__pyx_t_7)->tp_iternext; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 625, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  for (;;) {
    if (likely(!__pyx_t_5)) {
      if (likely(PyList_CheckExact(__pyx_t_7))) {
        if (__pyx_t_3 >= PyList_GET_SIZE(__pyx_t_7)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_8 = PyList_GET_ITEM(__pyx_t_7, __pyx_t_3); __Pyx_INCREF(__pyx_t_8); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 625, __pyx_L1_error)
        #else
        __pyx_t_8 = PySequence_ITEM(__pyx_t_7, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 625, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_8);
        #endif
      } else {
        if (__pyx_t_3 >= PyTuple_GET_SIZE(__pyx_t_7)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_8 = PyTuple_GET_ITEM(__pyx_t_7, __pyx_t_3); __Pyx_INCREF(__pyx_t_8); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 625, __pyx_L1_error)
        #else
        __pyx_t_8 = PySequence_ITEM(__pyx_t_7, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 625, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_8);
        #endif
      }
    } else {
      __pyx_t_8 = __pyx_t_5(__pyx_t_7);
      if (unlikely(!__pyx_t_8)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 625, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_8);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_8);
    __pyx_t_8 = 0;

    /* "analysis.py":626
 * 
 *     for i in range(0, len(reg_eq), 1):
 *         if i < len(reg_eq) - 1:             # <<<<<<<<<<<<<<
 *             eq_str = eq_str + str(reg_eq[i]) + \
 *                 "*(z**" + str(len(reg_eq) - i - 1) + ")+"
 */
    __pyx_t_9 = PyObject_Length(__pyx_v_reg_eq); if (unlikely(__pyx_t_9 == ((Py_ssize_t)-1))) __PYX_ERR(0, 626, __pyx_L1_error)
    __pyx_t_8 = PyInt_FromSsize_t((__pyx_t_9 - 1)); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 626, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __pyx_t_2 = PyObject_RichCompare(__pyx_v_i, __pyx_t_8, Py_LT); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 626, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
    __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 626, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    if (__pyx_t_1) {

      /* "analysis.py":627
 *     for i in range(0, len(reg_eq), 1):
 *         if i < len(reg_eq) - 1:
 *             eq_str = eq_str + str(reg_eq[i]) + \             # <<<<<<<<<<<<<<
 *                 "*(z**" + str(len(reg_eq) - i - 1) + ")+"
 *         else:
 */
      __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_reg_eq, __pyx_v_i); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 627, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_8 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_2); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 627, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_2 = PyNumber_Add(__pyx_v_eq_str, __pyx_t_8); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 627, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __pyx_t_8 = PyNumber_Add(__pyx_t_2, __pyx_kp_s_z); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 627, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

      /* "analysis.py":628
 *         if i < len(reg_eq) - 1:
 *             eq_str = eq_str + str(reg_eq[i]) + \
 *                 "*(z**" + str(len(reg_eq) - i - 1) + ")+"             # <<<<<<<<<<<<<<
 *         else:
 *             eq_str = eq_str + str(reg_eq[i]) + \
 */
      __pyx_t_9 = PyObject_Length(__pyx_v_reg_eq); if (unlikely(__pyx_t_9 == ((Py_ssize_t)-1))) __PYX_ERR(0, 628, __pyx_L1_error)
      __pyx_t_2 = PyInt_FromSsize_t(__pyx_t_9); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 628, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_4 = PyNumber_Subtract(__pyx_t_2, __pyx_v_i); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 628, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_2 = __Pyx_PyInt_SubtractObjC(__pyx_t_4, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 628, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_4 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 628, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_2 = PyNumber_Add(__pyx_t_8, __pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 628, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_4 = PyNumber_Add(__pyx_t_2, __pyx_kp_s__5); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 628, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_DECREF_SET(__pyx_v_eq_str, __pyx_t_4);
      __pyx_t_4 = 0;

      /* "analysis.py":626
 * 
 *     for i in range(0, len(reg_eq), 1):
 *         if i < len(reg_eq) - 1:             # <<<<<<<<<<<<<<
 *             eq_str = eq_str + str(reg_eq[i]) + \
 *                 "*(z**" + str(len(reg_eq) - i - 1) + ")+"
 */
      goto __pyx_L8;
    }

    /* "analysis.py":631
 *         else:
 *             eq_str = eq_str + str(reg_eq[i]) + \
 *                 "*(z**" + str(len(reg_eq) - i - 1) + ")"             # <<<<<<<<<<<<<<
 * 
 *     vals = []
 */
    /*else*/ {

      /* "analysis.py":630
 *                 "*(z**" + str(len(reg_eq) - i - 1) + ")+"
 *         else:
 *             eq_str = eq_str + str(reg_eq[i]) + \             # <<<<<<<<<<<<<<
 *                 "*(z**" + str(len(reg_eq) - i - 1) + ")"
 * 
 */
      __pyx_t_4 = __Pyx_PyObject_GetItem(__pyx_v_reg_eq, __pyx_v_i); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 630, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_2 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 630, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_4 = PyNumber_Add(__pyx_v_eq_str, __pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 630, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_t_2 = PyNumber_Add(__pyx_t_4, __pyx_kp_s_z); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 630, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;

      /* "analysis.py":631
 *         else:
 *             eq_str = eq_str + str(reg_eq[i]) + \
 *                 "*(z**" + str(len(reg_eq) - i - 1) + ")"             # <<<<<<<<<<<<<<
 * 
 *     vals = []
 */
      __pyx_t_9 = PyObject_Length(__pyx_v_reg_eq); if (unlikely(__pyx_t_9 == ((Py_ssize_t)-1))) __PYX_ERR(0, 631, __pyx_L1_error)
      __pyx_t_4 = PyInt_FromSsize_t(__pyx_t_9); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 631, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_8 = PyNumber_Subtract(__pyx_t_4, __pyx_v_i); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 631, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_4 = __Pyx_PyInt_SubtractObjC(__pyx_t_8, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 631, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __pyx_t_8 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_4); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 631, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_4 = PyNumber_Add(__pyx_t_2, __pyx_t_8); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 631, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __pyx_t_8 = PyNumber_Add(__pyx_t_4, __pyx_kp_s__6); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 631, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_DECREF_SET(__pyx_v_eq_str, __pyx_t_8);
      __pyx_t_8 = 0;
    }
    __pyx_L8:;

    /* "analysis.py":625
 *     eq_str = ""
 * 
 *     for i in range(0, len(reg_eq), 1):             # <<<<<<<<<<<<<<
 *         if i < len(reg_eq) - 1:
 *             eq_str = eq_str + str(reg_eq[i]) + \
 */
  }
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

  /* "analysis.py":633
 *                 "*(z**" + str(len(reg_eq) - i - 1) + ")"
 * 
 *     vals = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, len(x), 1):
 */
  __pyx_t_7 = PyList_New(0); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 633, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_v_vals = ((PyObject*)__pyx_t_7);
  __pyx_t_7 = 0;

  /* "analysis.py":635
 *     vals = []
 * 
 *     for i in range(0, len(x), 1):             # <<<<<<<<<<<<<<
 *         z = x[i]
 * 
 */
  __pyx_t_3 = PyObject_Length(__pyx_v_x); if (unlikely(__pyx_t_3 == ((Py_ssize_t)-1))) __PYX_ERR(0, 635, __pyx_L1_error)
  __pyx_t_7 = PyInt_FromSsize_t(__pyx_t_3); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 635, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_t_8 = PyTuple_New(3); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 635, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_int_0);
  __Pyx_GIVEREF(__pyx_t_7);
  PyTuple_SET_ITEM(__pyx_t_8, 1, __pyx_t_7);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_8, 2, __pyx_int_1);
  __pyx_t_7 = 0;
  __pyx_t_7 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_8, NULL); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 635, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  if (likely(PyList_CheckExact(__pyx_t_7)) || PyTuple_CheckExact(__pyx_t_7)) {
    __pyx_t_8 = __pyx_t_7; __Pyx_INCREF(__pyx_t_8); __pyx_t_3 = 0;
    __pyx_t_5 = NULL;
  } else {
    __pyx_t_3 = -1; __pyx_t_8 = PyObject_GetIter(__pyx_t_7); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 635, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __pyx_t_5 = Py_TYPE(__pyx_t_8)->tp_iternext; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 635, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  for (;;) {
    if (likely(!__pyx_t_5)) {
      if (likely(PyList_CheckExact(__pyx_t_8))) {
        if (__pyx_t_3 >= PyList_GET_SIZE(__pyx_t_8)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_7 = PyList_GET_ITEM(__pyx_t_8, __pyx_t_3); __Pyx_INCREF(__pyx_t_7); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 635, __pyx_L1_error)
        #else
        __pyx_t_7 = PySequence_ITEM(__pyx_t_8, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 635, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_7);
        #endif
      } else {
        if (__pyx_t_3 >= PyTuple_GET_SIZE(__pyx_t_8)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_7 = PyTuple_GET_ITEM(__pyx_t_8, __pyx_t_3); __Pyx_INCREF(__pyx_t_7); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 635, __pyx_L1_error)
        #else
        __pyx_t_7 = PySequence_ITEM(__pyx_t_8, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 635, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_7);
        #endif
      }
    } else {
      __pyx_t_7 = __pyx_t_5(__pyx_t_8);
      if (unlikely(!__pyx_t_7)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 635, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_7);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_7);
    __pyx_t_7 = 0;

    /* "analysis.py":636
 * 
 *     for i in range(0, len(x), 1):
 *         z = x[i]             # <<<<<<<<<<<<<<
 * 
 *         try:
 */
    __pyx_t_7 = __Pyx_PyObject_GetItem(__pyx_v_x, __pyx_v_i); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 636, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_XDECREF_SET(__pyx_v_z, __pyx_t_7);
    __pyx_t_7 = 0;

    /* "analysis.py":638
 *         z = x[i]
 * 
 *         try:             # <<<<<<<<<<<<<<
 *             exec("vals.append(" + eq_str + ")")
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_10, &__pyx_t_11, &__pyx_t_12);
      __Pyx_XGOTREF(__pyx_t_10);
      __Pyx_XGOTREF(__pyx_t_11);
      __Pyx_XGOTREF(__pyx_t_12);
      /*try:*/ {

        /* "analysis.py":639
 * 
 *         try:
 *             exec("vals.append(" + eq_str + ")")             # <<<<<<<<<<<<<<
 *         except:
 *             pass
 */
        __pyx_t_7 = PyNumber_Add(__pyx_kp_s_vals_append, __pyx_v_eq_str); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 639, __pyx_L11_error)
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_4 = PyNumber_Add(__pyx_t_7, __pyx_kp_s__6); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 639, __pyx_L11_error)
        __Pyx_GOTREF(__pyx_t_4);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __pyx_t_7 = __Pyx_Globals(); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 639, __pyx_L11_error)
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_2 = __Pyx_PyDict_NewPresized(10); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 639, __pyx_L11_error)
        __Pyx_GOTREF(__pyx_t_2);
        if (__pyx_v__rms) {
          if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_rms, __pyx_v__rms) < 0) __PYX_ERR(0, 639, __pyx_L11_error)
        }
        if (__pyx_v_eq_str) {
          if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_eq_str, __pyx_v_eq_str) < 0) __PYX_ERR(0, 639, __pyx_L11_error)
        }
        if (__pyx_v_i) {
          if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_i, __pyx_v_i) < 0) __PYX_ERR(0, 639, __pyx_L11_error)
        }
        if (__pyx_v_power) {
          if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_power, __pyx_v_power) < 0) __PYX_ERR(0, 639, __pyx_L11_error)
        }
        if (__pyx_v_r2_d2) {
          if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_r2_d2, __pyx_v_r2_d2) < 0) __PYX_ERR(0, 639, __pyx_L11_error)
        }
        if (__pyx_v_reg_eq) {
          if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_reg_eq, __pyx_v_reg_eq) < 0) __PYX_ERR(0, 639, __pyx_L11_error)
        }
        if (__pyx_v_vals) {
          if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_vals, __pyx_v_vals) < 0) __PYX_ERR(0, 639, __pyx_L11_error)
        }
        if (__pyx_v_x) {
          if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_x, __pyx_v_x) < 0) __PYX_ERR(0, 639, __pyx_L11_error)
        }
        if (__pyx_v_y) {
          if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_y, __pyx_v_y) < 0) __PYX_ERR(0, 639, __pyx_L11_error)
        }
        if (__pyx_v_z) {
          if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_z_2, __pyx_v_z) < 0) __PYX_ERR(0, 639, __pyx_L11_error)
        }
        __pyx_t_13 = __Pyx_PyExec3(__pyx_t_4, __pyx_t_7, __pyx_t_2);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        if (unlikely(!__pyx_t_13)) __PYX_ERR(0, 639, __pyx_L11_error)
        __Pyx_GOTREF(__pyx_t_13);
        __Pyx_DECREF(__pyx_t_13); __pyx_t_13 = 0;

        /* "analysis.py":638
 *         z = x[i]
 * 
 *         try:             # <<<<<<<<<<<<<<
 *             exec("vals.append(" + eq_str + ")")
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
      goto __pyx_L18_try_end;
      __pyx_L11_error:;
      __Pyx_XDECREF(__pyx_t_13); __pyx_t_13 = 0;
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "analysis.py":640
 *         try:
 *             exec("vals.append(" + eq_str + ")")
 *         except:             # <<<<<<<<<<<<<<
 *             pass
 * 
 */
      /*except:*/ {
        __Pyx_ErrRestore(0,0,0);
        goto __pyx_L12_exception_handled;
      }
      __pyx_L12_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_10);
      __Pyx_XGIVEREF(__pyx_t_11);
      __Pyx_XGIVEREF(__pyx_t_12);
      __Pyx_ExceptionReset(__pyx_t_10, __pyx_t_11, __pyx_t_12);
      __pyx_L18_try_end:;
    }

    /* "analysis.py":635
 *     vals = []
 * 
 *     for i in range(0, len(x), 1):             # <<<<<<<<<<<<<<
 *         z = x[i]
 * 
 */
  }
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;

  /* "analysis.py":643
 *             pass
 * 
 *     _rms = rms(vals, y)             # <<<<<<<<<<<<<<
 *     r2_d2 = r_squared(vals, y)
 * 
 */
  __Pyx_GetModuleGlobalName(__pyx_t_13, __pyx_n_s_rms_2); if (unlikely(!__pyx_t_13)) __PYX_ERR(0, 643, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_13);
  __pyx_t_2 = NULL;
  __pyx_t_14 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_13))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_13);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_13);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_13, function);
      __pyx_t_14 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_13)) {
    PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_v_vals, __pyx_v_y};
    __pyx_t_8 = __Pyx_PyFunction_FastCall(__pyx_t_13, __pyx_temp+1-__pyx_t_14, 2+__pyx_t_14); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 643, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_8);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_13)) {
    PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_v_vals, __pyx_v_y};
    __pyx_t_8 = __Pyx_PyCFunction_FastCall(__pyx_t_13, __pyx_temp+1-__pyx_t_14, 2+__pyx_t_14); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 643, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_8);
  } else
  #endif
  {
    __pyx_t_7 = PyTuple_New(2+__pyx_t_14); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 643, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    if (__pyx_t_2) {
      __Pyx_GIVEREF(__pyx_t_2); PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_2); __pyx_t_2 = NULL;
    }
    __Pyx_INCREF(__pyx_v_vals);
    __Pyx_GIVEREF(__pyx_v_vals);
    PyTuple_SET_ITEM(__pyx_t_7, 0+__pyx_t_14, __pyx_v_vals);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_7, 1+__pyx_t_14, __pyx_v_y);
    __pyx_t_8 = __Pyx_PyObject_Call(__pyx_t_13, __pyx_t_7, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 643, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  }
  __Pyx_DECREF(__pyx_t_13); __pyx_t_13 = 0;
  __pyx_v__rms = __pyx_t_8;
  __pyx_t_8 = 0;

  /* "analysis.py":644
 * 
 *     _rms = rms(vals, y)
 *     r2_d2 = r_squared(vals, y)             # <<<<<<<<<<<<<<
 * 
 *     return [eq_str, _rms, r2_d2]
 */
  __Pyx_GetModuleGlobalName(__pyx_t_13, __pyx_n_s_r_squared); if (unlikely(!__pyx_t_13)) __PYX_ERR(0, 644, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_13);
  __pyx_t_7 = NULL;
  __pyx_t_14 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_13))) {
    __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_13);
    if (likely(__pyx_t_7)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_13);
      __Pyx_INCREF(__pyx_t_7);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_13, function);
      __pyx_t_14 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_13)) {
    PyObject *__pyx_temp[3] = {__pyx_t_7, __pyx_v_vals, __pyx_v_y};
    __pyx_t_8 = __Pyx_PyFunction_FastCall(__pyx_t_13, __pyx_temp+1-__pyx_t_14, 2+__pyx_t_14); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 644, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
    __Pyx_GOTREF(__pyx_t_8);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_13)) {
    PyObject *__pyx_temp[3] = {__pyx_t_7, __pyx_v_vals, __pyx_v_y};
    __pyx_t_8 = __Pyx_PyCFunction_FastCall(__pyx_t_13, __pyx_temp+1-__pyx_t_14, 2+__pyx_t_14); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 644, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
    __Pyx_GOTREF(__pyx_t_8);
  } else
  #endif
  {
    __pyx_t_2 = PyTuple_New(2+__pyx_t_14); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 644, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    if (__pyx_t_7) {
      __Pyx_GIVEREF(__pyx_t_7); PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_7); __pyx_t_7 = NULL;
    }
    __Pyx_INCREF(__pyx_v_vals);
    __Pyx_GIVEREF(__pyx_v_vals);
    PyTuple_SET_ITEM(__pyx_t_2, 0+__pyx_t_14, __pyx_v_vals);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_2, 1+__pyx_t_14, __pyx_v_y);
    __pyx_t_8 = __Pyx_PyObject_Call(__pyx_t_13, __pyx_t_2, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 644, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  }
  __Pyx_DECREF(__pyx_t_13); __pyx_t_13 = 0;
  __pyx_v_r2_d2 = __pyx_t_8;
  __pyx_t_8 = 0;

  /* "analysis.py":646
 *     r2_d2 = r_squared(vals, y)
 * 
 *     return [eq_str, _rms, r2_d2]             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_8 = PyList_New(3); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 646, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_INCREF(__pyx_v_eq_str);
  __Pyx_GIVEREF(__pyx_v_eq_str);
  PyList_SET_ITEM(__pyx_t_8, 0, __pyx_v_eq_str);
  __Pyx_INCREF(__pyx_v__rms);
  __Pyx_GIVEREF(__pyx_v__rms);
  PyList_SET_ITEM(__pyx_t_8, 1, __pyx_v__rms);
  __Pyx_INCREF(__pyx_v_r2_d2);
  __Pyx_GIVEREF(__pyx_v_r2_d2);
  PyList_SET_ITEM(__pyx_t_8, 2, __pyx_v_r2_d2);
  __pyx_r = __pyx_t_8;
  __pyx_t_8 = 0;
  goto __pyx_L0;

  /* "analysis.py":613
 * 
 * 
 * def poly_regression(x, y, power):             # <<<<<<<<<<<<<<
 * 
 *     if x == "null":  # if x is 'null', then x will be filled with integer points between 1 and the size of y
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_13);
  __Pyx_AddTraceback("analysis.poly_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_i);
  __Pyx_XDECREF(__pyx_v_reg_eq);
  __Pyx_XDECREF(__pyx_v_eq_str);
  __Pyx_XDECREF(__pyx_v_vals);
  __Pyx_XDECREF(__pyx_v_z);
  __Pyx_XDECREF(__pyx_v__rms);
  __Pyx_XDECREF(__pyx_v_r2_d2);
  __Pyx_XDECREF(__pyx_v_x);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":649
 * 
 * 
 * def log_regression(x, y, base):             # <<<<<<<<<<<<<<
 * 
 *     x_fit = []
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_17log_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_17log_regression = {"log_regression", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_17log_regression, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_17log_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_v_y = 0;
  PyObject *__pyx_v_base = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("log_regression (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_x,&__pyx_n_s_y,&__pyx_n_s_base,0};
    PyObject* values[3] = {0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("log_regression", 1, 3, 3, 1); __PYX_ERR(0, 649, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_base)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("log_regression", 1, 3, 3, 2); __PYX_ERR(0, 649, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "log_regression") < 0)) __PYX_ERR(0, 649, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
    }
    __pyx_v_x = values[0];
    __pyx_v_y = values[1];
    __pyx_v_base = values[2];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("log_regression", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 649, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.log_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_16log_regression(__pyx_self, __pyx_v_x, __pyx_v_y, __pyx_v_base);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_16log_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v_base) {
  PyObject *__pyx_v_x_fit = NULL;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_v_reg_eq = NULL;
  PyObject *__pyx_v_q_str = NULL;
  PyObject *__pyx_v_vals = NULL;
  PyObject *__pyx_v_z = NULL;
  PyObject *__pyx_v__rms = NULL;
  PyObject *__pyx_v_r2_d2 = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  int __pyx_t_11;
  int __pyx_t_12;
  __Pyx_RefNannySetupContext("log_regression", 0);

  /* "analysis.py":651
 * def log_regression(x, y, base):
 * 
 *     x_fit = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(len(x)):
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 651, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_x_fit = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "analysis.py":653
 *     x_fit = []
 * 
 *     for i in range(len(x)):             # <<<<<<<<<<<<<<
 *         try:
 *             # change of base for logs
 */
  __pyx_t_2 = PyObject_Length(__pyx_v_x); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 653, __pyx_L1_error)
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":654
 * 
 *     for i in range(len(x)):
 *         try:             # <<<<<<<<<<<<<<
 *             # change of base for logs
 *             x_fit.append(np.log(x[i]) / np.log(base))
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7);
      __Pyx_XGOTREF(__pyx_t_5);
      __Pyx_XGOTREF(__pyx_t_6);
      __Pyx_XGOTREF(__pyx_t_7);
      /*try:*/ {

        /* "analysis.py":656
 *         try:
 *             # change of base for logs
 *             x_fit.append(np.log(x[i]) / np.log(base))             # <<<<<<<<<<<<<<
 *         except:
 *             pass
 */
        __Pyx_GetModuleGlobalName(__pyx_t_8, __pyx_n_s_np); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 656, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_8);
        __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_t_8, __pyx_n_s_log); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 656, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        __pyx_t_8 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 656, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_8);
        __pyx_t_10 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_9))) {
          __pyx_t_10 = PyMethod_GET_SELF(__pyx_t_9);
          if (likely(__pyx_t_10)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_9);
            __Pyx_INCREF(__pyx_t_10);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_9, function);
          }
        }
        __pyx_t_1 = (__pyx_t_10) ? __Pyx_PyObject_Call2Args(__pyx_t_9, __pyx_t_10, __pyx_t_8) : __Pyx_PyObject_CallOneArg(__pyx_t_9, __pyx_t_8);
        __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 656, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        __Pyx_GetModuleGlobalName(__pyx_t_8, __pyx_n_s_np); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 656, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_8);
        __pyx_t_10 = __Pyx_PyObject_GetAttrStr(__pyx_t_8, __pyx_n_s_log); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 656, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_10);
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        __pyx_t_8 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_10))) {
          __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_10);
          if (likely(__pyx_t_8)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_10);
            __Pyx_INCREF(__pyx_t_8);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_10, function);
          }
        }
        __pyx_t_9 = (__pyx_t_8) ? __Pyx_PyObject_Call2Args(__pyx_t_10, __pyx_t_8, __pyx_v_base) : __Pyx_PyObject_CallOneArg(__pyx_t_10, __pyx_v_base);
        __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
        if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 656, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        __pyx_t_10 = __Pyx_PyNumber_Divide(__pyx_t_1, __pyx_t_9); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 656, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_10);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        __pyx_t_11 = __Pyx_PyList_Append(__pyx_v_x_fit, __pyx_t_10); if (unlikely(__pyx_t_11 == ((int)-1))) __PYX_ERR(0, 656, __pyx_L5_error)
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;

        /* "analysis.py":654
 * 
 *     for i in range(len(x)):
 *         try:             # <<<<<<<<<<<<<<
 *             # change of base for logs
 *             x_fit.append(np.log(x[i]) / np.log(base))
 */
      }
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      goto __pyx_L12_try_end;
      __pyx_L5_error:;
      __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

      /* "analysis.py":657
 *             # change of base for logs
 *             x_fit.append(np.log(x[i]) / np.log(base))
 *         except:             # <<<<<<<<<<<<<<
 *             pass
 * 
 */
      /*except:*/ {
        __Pyx_ErrRestore(0,0,0);
        goto __pyx_L6_exception_handled;
      }
      __pyx_L6_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_5);
      __Pyx_XGIVEREF(__pyx_t_6);
      __Pyx_XGIVEREF(__pyx_t_7);
      __Pyx_ExceptionReset(__pyx_t_5, __pyx_t_6, __pyx_t_7);
      __pyx_L12_try_end:;
    }
  }

  /* "analysis.py":661
 * 
 *     # y = reg_eq[0] * log(x, base) + reg_eq[1]
 *     reg_eq = np.polyfit(x_fit, y, 1)             # <<<<<<<<<<<<<<
 *     q_str = str(reg_eq[0]) + "* (np.log(z) / np.log(" + \
 *         str(base) + "))+" + str(reg_eq[1])
 */
  __Pyx_GetModuleGlobalName(__pyx_t_9, __pyx_n_s_np); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 661, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_9, __pyx_n_s_polyfit); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 661, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
  __pyx_t_9 = NULL;
  __pyx_t_12 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
    __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_1);
    if (likely(__pyx_t_9)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
      __Pyx_INCREF(__pyx_t_9);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_1, function);
      __pyx_t_12 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[4] = {__pyx_t_9, __pyx_v_x_fit, __pyx_v_y, __pyx_int_1};
    __pyx_t_10 = __Pyx_PyFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_12, 3+__pyx_t_12); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 661, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
    __Pyx_GOTREF(__pyx_t_10);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[4] = {__pyx_t_9, __pyx_v_x_fit, __pyx_v_y, __pyx_int_1};
    __pyx_t_10 = __Pyx_PyCFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_12, 3+__pyx_t_12); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 661, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
    __Pyx_GOTREF(__pyx_t_10);
  } else
  #endif
  {
    __pyx_t_8 = PyTuple_New(3+__pyx_t_12); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 661, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    if (__pyx_t_9) {
      __Pyx_GIVEREF(__pyx_t_9); PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_t_9); __pyx_t_9 = NULL;
    }
    __Pyx_INCREF(__pyx_v_x_fit);
    __Pyx_GIVEREF(__pyx_v_x_fit);
    PyTuple_SET_ITEM(__pyx_t_8, 0+__pyx_t_12, __pyx_v_x_fit);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_8, 1+__pyx_t_12, __pyx_v_y);
    __Pyx_INCREF(__pyx_int_1);
    __Pyx_GIVEREF(__pyx_int_1);
    PyTuple_SET_ITEM(__pyx_t_8, 2+__pyx_t_12, __pyx_int_1);
    __pyx_t_10 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_8, NULL); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 661, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_10);
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_reg_eq = __pyx_t_10;
  __pyx_t_10 = 0;

  /* "analysis.py":662
 *     # y = reg_eq[0] * log(x, base) + reg_eq[1]
 *     reg_eq = np.polyfit(x_fit, y, 1)
 *     q_str = str(reg_eq[0]) + "* (np.log(z) / np.log(" + \             # <<<<<<<<<<<<<<
 *         str(base) + "))+" + str(reg_eq[1])
 *     vals = []
 */
  __pyx_t_10 = __Pyx_GetItemInt(__pyx_v_reg_eq, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 662, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __pyx_t_1 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_10); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 662, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
  __pyx_t_10 = PyNumber_Add(__pyx_t_1, __pyx_kp_s_np_log_z_np_log); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 662, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":663
 *     reg_eq = np.polyfit(x_fit, y, 1)
 *     q_str = str(reg_eq[0]) + "* (np.log(z) / np.log(" + \
 *         str(base) + "))+" + str(reg_eq[1])             # <<<<<<<<<<<<<<
 *     vals = []
 * 
 */
  __pyx_t_1 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_v_base); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 663, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);

  /* "analysis.py":662
 *     # y = reg_eq[0] * log(x, base) + reg_eq[1]
 *     reg_eq = np.polyfit(x_fit, y, 1)
 *     q_str = str(reg_eq[0]) + "* (np.log(z) / np.log(" + \             # <<<<<<<<<<<<<<
 *         str(base) + "))+" + str(reg_eq[1])
 *     vals = []
 */
  __pyx_t_8 = PyNumber_Add(__pyx_t_10, __pyx_t_1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 662, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":663
 *     reg_eq = np.polyfit(x_fit, y, 1)
 *     q_str = str(reg_eq[0]) + "* (np.log(z) / np.log(" + \
 *         str(base) + "))+" + str(reg_eq[1])             # <<<<<<<<<<<<<<
 *     vals = []
 * 
 */
  __pyx_t_1 = PyNumber_Add(__pyx_t_8, __pyx_kp_s__7); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 663, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __pyx_t_8 = __Pyx_GetItemInt(__pyx_v_reg_eq, 1, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 663, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_t_10 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_8); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 663, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __pyx_t_8 = PyNumber_Add(__pyx_t_1, __pyx_t_10); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 663, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
  __pyx_v_q_str = __pyx_t_8;
  __pyx_t_8 = 0;

  /* "analysis.py":664
 *     q_str = str(reg_eq[0]) + "* (np.log(z) / np.log(" + \
 *         str(base) + "))+" + str(reg_eq[1])
 *     vals = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(len(x)):
 */
  __pyx_t_8 = PyList_New(0); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 664, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_v_vals = ((PyObject*)__pyx_t_8);
  __pyx_t_8 = 0;

  /* "analysis.py":666
 *     vals = []
 * 
 *     for i in range(len(x)):             # <<<<<<<<<<<<<<
 *         z = x[i]
 * 
 */
  __pyx_t_2 = PyObject_Length(__pyx_v_x); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 666, __pyx_L1_error)
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":667
 * 
 *     for i in range(len(x)):
 *         z = x[i]             # <<<<<<<<<<<<<<
 * 
 *         try:
 */
    __pyx_t_8 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 667, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __Pyx_XDECREF_SET(__pyx_v_z, __pyx_t_8);
    __pyx_t_8 = 0;

    /* "analysis.py":669
 *         z = x[i]
 * 
 *         try:             # <<<<<<<<<<<<<<
 *             exec("vals.append(" + eq_str + ")")
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_7, &__pyx_t_6, &__pyx_t_5);
      __Pyx_XGOTREF(__pyx_t_7);
      __Pyx_XGOTREF(__pyx_t_6);
      __Pyx_XGOTREF(__pyx_t_5);
      /*try:*/ {

        /* "analysis.py":670
 * 
 *         try:
 *             exec("vals.append(" + eq_str + ")")             # <<<<<<<<<<<<<<
 *         except:
 *             pass
 */
        __Pyx_GetModuleGlobalName(__pyx_t_8, __pyx_n_s_eq_str); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 670, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_8);
        __pyx_t_10 = PyNumber_Add(__pyx_kp_s_vals_append, __pyx_t_8); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 670, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_10);
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        __pyx_t_8 = PyNumber_Add(__pyx_t_10, __pyx_kp_s__6); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 670, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_8);
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        __pyx_t_10 = __Pyx_Globals(); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 670, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_10);
        __pyx_t_1 = __Pyx_PyDict_NewPresized(11); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 670, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_1);
        if (__pyx_v__rms) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_rms, __pyx_v__rms) < 0) __PYX_ERR(0, 670, __pyx_L15_error)
        }
        if (__pyx_v_base) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_base, __pyx_v_base) < 0) __PYX_ERR(0, 670, __pyx_L15_error)
        }
        __pyx_t_9 = PyInt_FromSsize_t(__pyx_v_i); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 670, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_9);
        if (__pyx_t_9) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_i, __pyx_t_9) < 0) __PYX_ERR(0, 670, __pyx_L15_error)
        }
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        if (__pyx_v_q_str) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_q_str, __pyx_v_q_str) < 0) __PYX_ERR(0, 670, __pyx_L15_error)
        }
        if (__pyx_v_r2_d2) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_r2_d2, __pyx_v_r2_d2) < 0) __PYX_ERR(0, 670, __pyx_L15_error)
        }
        if (__pyx_v_reg_eq) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_reg_eq, __pyx_v_reg_eq) < 0) __PYX_ERR(0, 670, __pyx_L15_error)
        }
        if (__pyx_v_vals) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_vals, __pyx_v_vals) < 0) __PYX_ERR(0, 670, __pyx_L15_error)
        }
        if (__pyx_v_x) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_x, __pyx_v_x) < 0) __PYX_ERR(0, 670, __pyx_L15_error)
        }
        if (__pyx_v_x_fit) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_x_fit, __pyx_v_x_fit) < 0) __PYX_ERR(0, 670, __pyx_L15_error)
        }
        if (__pyx_v_y) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_y, __pyx_v_y) < 0) __PYX_ERR(0, 670, __pyx_L15_error)
        }
        if (__pyx_v_z) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_z_2, __pyx_v_z) < 0) __PYX_ERR(0, 670, __pyx_L15_error)
        }
        __pyx_t_9 = __Pyx_PyExec3(__pyx_t_8, __pyx_t_10, __pyx_t_1);
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 670, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;

        /* "analysis.py":669
 *         z = x[i]
 * 
 *         try:             # <<<<<<<<<<<<<<
 *             exec("vals.append(" + eq_str + ")")
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      goto __pyx_L22_try_end;
      __pyx_L15_error:;
      __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

      /* "analysis.py":671
 *         try:
 *             exec("vals.append(" + eq_str + ")")
 *         except:             # <<<<<<<<<<<<<<
 *             pass
 * 
 */
      /*except:*/ {
        __Pyx_ErrRestore(0,0,0);
        goto __pyx_L16_exception_handled;
      }
      __pyx_L16_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_7);
      __Pyx_XGIVEREF(__pyx_t_6);
      __Pyx_XGIVEREF(__pyx_t_5);
      __Pyx_ExceptionReset(__pyx_t_7, __pyx_t_6, __pyx_t_5);
      __pyx_L22_try_end:;
    }
  }

  /* "analysis.py":674
 *             pass
 * 
 *     _rms = rms(vals, y)             # <<<<<<<<<<<<<<
 *     r2_d2 = r_squared(vals, y)
 * 
 */
  __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_rms_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 674, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_10 = NULL;
  __pyx_t_12 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
    __pyx_t_10 = PyMethod_GET_SELF(__pyx_t_1);
    if (likely(__pyx_t_10)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
      __Pyx_INCREF(__pyx_t_10);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_1, function);
      __pyx_t_12 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_10, __pyx_v_vals, __pyx_v_y};
    __pyx_t_9 = __Pyx_PyFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_12, 2+__pyx_t_12); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 674, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
    __Pyx_GOTREF(__pyx_t_9);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_10, __pyx_v_vals, __pyx_v_y};
    __pyx_t_9 = __Pyx_PyCFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_12, 2+__pyx_t_12); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 674, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
    __Pyx_GOTREF(__pyx_t_9);
  } else
  #endif
  {
    __pyx_t_8 = PyTuple_New(2+__pyx_t_12); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 674, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    if (__pyx_t_10) {
      __Pyx_GIVEREF(__pyx_t_10); PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_t_10); __pyx_t_10 = NULL;
    }
    __Pyx_INCREF(__pyx_v_vals);
    __Pyx_GIVEREF(__pyx_v_vals);
    PyTuple_SET_ITEM(__pyx_t_8, 0+__pyx_t_12, __pyx_v_vals);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_8, 1+__pyx_t_12, __pyx_v_y);
    __pyx_t_9 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_8, NULL); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 674, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_9);
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v__rms = __pyx_t_9;
  __pyx_t_9 = 0;

  /* "analysis.py":675
 * 
 *     _rms = rms(vals, y)
 *     r2_d2 = r_squared(vals, y)             # <<<<<<<<<<<<<<
 * 
 *     return eq_str, _rms, r2_d2
 */
  __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_r_squared); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 675, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_8 = NULL;
  __pyx_t_12 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
    __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_1);
    if (likely(__pyx_t_8)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
      __Pyx_INCREF(__pyx_t_8);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_1, function);
      __pyx_t_12 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_8, __pyx_v_vals, __pyx_v_y};
    __pyx_t_9 = __Pyx_PyFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_12, 2+__pyx_t_12); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 675, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
    __Pyx_GOTREF(__pyx_t_9);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_8, __pyx_v_vals, __pyx_v_y};
    __pyx_t_9 = __Pyx_PyCFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_12, 2+__pyx_t_12); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 675, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
    __Pyx_GOTREF(__pyx_t_9);
  } else
  #endif
  {
    __pyx_t_10 = PyTuple_New(2+__pyx_t_12); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 675, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_10);
    if (__pyx_t_8) {
      __Pyx_GIVEREF(__pyx_t_8); PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_t_8); __pyx_t_8 = NULL;
    }
    __Pyx_INCREF(__pyx_v_vals);
    __Pyx_GIVEREF(__pyx_v_vals);
    PyTuple_SET_ITEM(__pyx_t_10, 0+__pyx_t_12, __pyx_v_vals);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_10, 1+__pyx_t_12, __pyx_v_y);
    __pyx_t_9 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_10, NULL); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 675, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_9);
    __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_r2_d2 = __pyx_t_9;
  __pyx_t_9 = 0;

  /* "analysis.py":677
 *     r2_d2 = r_squared(vals, y)
 * 
 *     return eq_str, _rms, r2_d2             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_GetModuleGlobalName(__pyx_t_9, __pyx_n_s_eq_str); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 677, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __pyx_t_1 = PyTuple_New(3); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 677, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_9);
  PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_t_9);
  __Pyx_INCREF(__pyx_v__rms);
  __Pyx_GIVEREF(__pyx_v__rms);
  PyTuple_SET_ITEM(__pyx_t_1, 1, __pyx_v__rms);
  __Pyx_INCREF(__pyx_v_r2_d2);
  __Pyx_GIVEREF(__pyx_v_r2_d2);
  PyTuple_SET_ITEM(__pyx_t_1, 2, __pyx_v_r2_d2);
  __pyx_t_9 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "analysis.py":649
 * 
 * 
 * def log_regression(x, y, base):             # <<<<<<<<<<<<<<
 * 
 *     x_fit = []
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_AddTraceback("analysis.log_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_x_fit);
  __Pyx_XDECREF(__pyx_v_reg_eq);
  __Pyx_XDECREF(__pyx_v_q_str);
  __Pyx_XDECREF(__pyx_v_vals);
  __Pyx_XDECREF(__pyx_v_z);
  __Pyx_XDECREF(__pyx_v__rms);
  __Pyx_XDECREF(__pyx_v_r2_d2);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":680
 * 
 * 
 * def exp_regression(x, y, base):             # <<<<<<<<<<<<<<
 * 
 *     y_fit = []
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_19exp_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_19exp_regression = {"exp_regression", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_19exp_regression, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_19exp_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_v_y = 0;
  PyObject *__pyx_v_base = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("exp_regression (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_x,&__pyx_n_s_y,&__pyx_n_s_base,0};
    PyObject* values[3] = {0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("exp_regression", 1, 3, 3, 1); __PYX_ERR(0, 680, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_base)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("exp_regression", 1, 3, 3, 2); __PYX_ERR(0, 680, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "exp_regression") < 0)) __PYX_ERR(0, 680, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
    }
    __pyx_v_x = values[0];
    __pyx_v_y = values[1];
    __pyx_v_base = values[2];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("exp_regression", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 680, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.exp_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_18exp_regression(__pyx_self, __pyx_v_x, __pyx_v_y, __pyx_v_base);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_18exp_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v_base) {
  PyObject *__pyx_v_y_fit = NULL;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_v_reg_eq = NULL;
  PyObject *__pyx_v_eq_str = NULL;
  PyObject *__pyx_v_vals = NULL;
  PyObject *__pyx_v_z = NULL;
  PyObject *__pyx_v__rms = NULL;
  PyObject *__pyx_v_r2_d2 = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  int __pyx_t_11;
  PyObject *__pyx_t_12 = NULL;
  PyObject *__pyx_t_13 = NULL;
  int __pyx_t_14;
  __Pyx_RefNannySetupContext("exp_regression", 0);

  /* "analysis.py":682
 * def exp_regression(x, y, base):
 * 
 *     y_fit = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(len(y)):
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 682, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_y_fit = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "analysis.py":684
 *     y_fit = []
 * 
 *     for i in range(len(y)):             # <<<<<<<<<<<<<<
 *         try:
 *             # change of base for logs
 */
  __pyx_t_2 = PyObject_Length(__pyx_v_y); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 684, __pyx_L1_error)
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":685
 * 
 *     for i in range(len(y)):
 *         try:             # <<<<<<<<<<<<<<
 *             # change of base for logs
 *             y_fit.append(np.log(y[i]) / np.log(base))
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_5, &__pyx_t_6, &__pyx_t_7);
      __Pyx_XGOTREF(__pyx_t_5);
      __Pyx_XGOTREF(__pyx_t_6);
      __Pyx_XGOTREF(__pyx_t_7);
      /*try:*/ {

        /* "analysis.py":687
 *         try:
 *             # change of base for logs
 *             y_fit.append(np.log(y[i]) / np.log(base))             # <<<<<<<<<<<<<<
 *         except:
 *             pass
 */
        __Pyx_GetModuleGlobalName(__pyx_t_8, __pyx_n_s_np); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 687, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_8);
        __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_t_8, __pyx_n_s_log); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 687, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        __pyx_t_8 = __Pyx_GetItemInt(__pyx_v_y, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 687, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_8);
        __pyx_t_10 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_9))) {
          __pyx_t_10 = PyMethod_GET_SELF(__pyx_t_9);
          if (likely(__pyx_t_10)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_9);
            __Pyx_INCREF(__pyx_t_10);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_9, function);
          }
        }
        __pyx_t_1 = (__pyx_t_10) ? __Pyx_PyObject_Call2Args(__pyx_t_9, __pyx_t_10, __pyx_t_8) : __Pyx_PyObject_CallOneArg(__pyx_t_9, __pyx_t_8);
        __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 687, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        __Pyx_GetModuleGlobalName(__pyx_t_8, __pyx_n_s_np); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 687, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_8);
        __pyx_t_10 = __Pyx_PyObject_GetAttrStr(__pyx_t_8, __pyx_n_s_log); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 687, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_10);
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        __pyx_t_8 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_10))) {
          __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_10);
          if (likely(__pyx_t_8)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_10);
            __Pyx_INCREF(__pyx_t_8);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_10, function);
          }
        }
        __pyx_t_9 = (__pyx_t_8) ? __Pyx_PyObject_Call2Args(__pyx_t_10, __pyx_t_8, __pyx_v_base) : __Pyx_PyObject_CallOneArg(__pyx_t_10, __pyx_v_base);
        __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
        if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 687, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        __pyx_t_10 = __Pyx_PyNumber_Divide(__pyx_t_1, __pyx_t_9); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 687, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_10);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        __pyx_t_11 = __Pyx_PyList_Append(__pyx_v_y_fit, __pyx_t_10); if (unlikely(__pyx_t_11 == ((int)-1))) __PYX_ERR(0, 687, __pyx_L5_error)
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;

        /* "analysis.py":685
 * 
 *     for i in range(len(y)):
 *         try:             # <<<<<<<<<<<<<<
 *             # change of base for logs
 *             y_fit.append(np.log(y[i]) / np.log(base))
 */
      }
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      goto __pyx_L12_try_end;
      __pyx_L5_error:;
      __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

      /* "analysis.py":688
 *             # change of base for logs
 *             y_fit.append(np.log(y[i]) / np.log(base))
 *         except:             # <<<<<<<<<<<<<<
 *             pass
 * 
 */
      /*except:*/ {
        __Pyx_ErrRestore(0,0,0);
        goto __pyx_L6_exception_handled;
      }
      __pyx_L6_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_5);
      __Pyx_XGIVEREF(__pyx_t_6);
      __Pyx_XGIVEREF(__pyx_t_7);
      __Pyx_ExceptionReset(__pyx_t_5, __pyx_t_6, __pyx_t_7);
      __pyx_L12_try_end:;
    }
  }

  /* "analysis.py":692
 * 
 *     # y = base ^ (reg_eq[0] * x) * base ^ (reg_eq[1])
 *     reg_eq = np.polyfit(x, y_fit, 1, w=np.sqrt(y_fit))             # <<<<<<<<<<<<<<
 *     eq_str = "(" + str(base) + "**(" + \
 *         str(reg_eq[0]) + "*z))*(" + str(base) + "**(" + str(reg_eq[1]) + "))"
 */
  __Pyx_GetModuleGlobalName(__pyx_t_10, __pyx_n_s_np); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 692, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_t_10, __pyx_n_s_polyfit); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 692, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
  __pyx_t_10 = PyTuple_New(3); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 692, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __Pyx_INCREF(__pyx_v_x);
  __Pyx_GIVEREF(__pyx_v_x);
  PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_v_x);
  __Pyx_INCREF(__pyx_v_y_fit);
  __Pyx_GIVEREF(__pyx_v_y_fit);
  PyTuple_SET_ITEM(__pyx_t_10, 1, __pyx_v_y_fit);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_10, 2, __pyx_int_1);
  __pyx_t_1 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 692, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_GetModuleGlobalName(__pyx_t_12, __pyx_n_s_np); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 692, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_12);
  __pyx_t_13 = __Pyx_PyObject_GetAttrStr(__pyx_t_12, __pyx_n_s_sqrt); if (unlikely(!__pyx_t_13)) __PYX_ERR(0, 692, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_13);
  __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
  __pyx_t_12 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_13))) {
    __pyx_t_12 = PyMethod_GET_SELF(__pyx_t_13);
    if (likely(__pyx_t_12)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_13);
      __Pyx_INCREF(__pyx_t_12);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_13, function);
    }
  }
  __pyx_t_8 = (__pyx_t_12) ? __Pyx_PyObject_Call2Args(__pyx_t_13, __pyx_t_12, __pyx_v_y_fit) : __Pyx_PyObject_CallOneArg(__pyx_t_13, __pyx_v_y_fit);
  __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
  if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 692, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_13); __pyx_t_13 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_w, __pyx_t_8) < 0) __PYX_ERR(0, 692, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __pyx_t_8 = __Pyx_PyObject_Call(__pyx_t_9, __pyx_t_10, __pyx_t_1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 692, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
  __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_reg_eq = __pyx_t_8;
  __pyx_t_8 = 0;

  /* "analysis.py":693
 *     # y = base ^ (reg_eq[0] * x) * base ^ (reg_eq[1])
 *     reg_eq = np.polyfit(x, y_fit, 1, w=np.sqrt(y_fit))
 *     eq_str = "(" + str(base) + "**(" + \             # <<<<<<<<<<<<<<
 *         str(reg_eq[0]) + "*z))*(" + str(base) + "**(" + str(reg_eq[1]) + "))"
 *     vals = []
 */
  __pyx_t_8 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_v_base); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 693, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_t_1 = PyNumber_Add(__pyx_kp_s__8, __pyx_t_8); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 693, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __pyx_t_8 = PyNumber_Add(__pyx_t_1, __pyx_kp_s__9); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 693, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":694
 *     reg_eq = np.polyfit(x, y_fit, 1, w=np.sqrt(y_fit))
 *     eq_str = "(" + str(base) + "**(" + \
 *         str(reg_eq[0]) + "*z))*(" + str(base) + "**(" + str(reg_eq[1]) + "))"             # <<<<<<<<<<<<<<
 *     vals = []
 * 
 */
  __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_reg_eq, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 694, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_10 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_1); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 694, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":693
 *     # y = base ^ (reg_eq[0] * x) * base ^ (reg_eq[1])
 *     reg_eq = np.polyfit(x, y_fit, 1, w=np.sqrt(y_fit))
 *     eq_str = "(" + str(base) + "**(" + \             # <<<<<<<<<<<<<<
 *         str(reg_eq[0]) + "*z))*(" + str(base) + "**(" + str(reg_eq[1]) + "))"
 *     vals = []
 */
  __pyx_t_1 = PyNumber_Add(__pyx_t_8, __pyx_t_10); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 693, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;

  /* "analysis.py":694
 *     reg_eq = np.polyfit(x, y_fit, 1, w=np.sqrt(y_fit))
 *     eq_str = "(" + str(base) + "**(" + \
 *         str(reg_eq[0]) + "*z))*(" + str(base) + "**(" + str(reg_eq[1]) + "))"             # <<<<<<<<<<<<<<
 *     vals = []
 * 
 */
  __pyx_t_10 = PyNumber_Add(__pyx_t_1, __pyx_kp_s_z_3); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 694, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_v_base); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 694, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_8 = PyNumber_Add(__pyx_t_10, __pyx_t_1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 694, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyNumber_Add(__pyx_t_8, __pyx_kp_s__9); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 694, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __pyx_t_8 = __Pyx_GetItemInt(__pyx_v_reg_eq, 1, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 694, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_t_10 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_8); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 694, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __pyx_t_8 = PyNumber_Add(__pyx_t_1, __pyx_t_10); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 694, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
  __pyx_t_10 = PyNumber_Add(__pyx_t_8, __pyx_kp_s__10); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 694, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __pyx_v_eq_str = __pyx_t_10;
  __pyx_t_10 = 0;

  /* "analysis.py":695
 *     eq_str = "(" + str(base) + "**(" + \
 *         str(reg_eq[0]) + "*z))*(" + str(base) + "**(" + str(reg_eq[1]) + "))"
 *     vals = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(len(x)):
 */
  __pyx_t_10 = PyList_New(0); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 695, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_10);
  __pyx_v_vals = ((PyObject*)__pyx_t_10);
  __pyx_t_10 = 0;

  /* "analysis.py":697
 *     vals = []
 * 
 *     for i in range(len(x)):             # <<<<<<<<<<<<<<
 *         z = x[i]
 * 
 */
  __pyx_t_2 = PyObject_Length(__pyx_v_x); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 697, __pyx_L1_error)
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":698
 * 
 *     for i in range(len(x)):
 *         z = x[i]             # <<<<<<<<<<<<<<
 * 
 *         try:
 */
    __pyx_t_10 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 698, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_10);
    __Pyx_XDECREF_SET(__pyx_v_z, __pyx_t_10);
    __pyx_t_10 = 0;

    /* "analysis.py":700
 *         z = x[i]
 * 
 *         try:             # <<<<<<<<<<<<<<
 *             exec("vals.append(" + eq_str + ")")
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_7, &__pyx_t_6, &__pyx_t_5);
      __Pyx_XGOTREF(__pyx_t_7);
      __Pyx_XGOTREF(__pyx_t_6);
      __Pyx_XGOTREF(__pyx_t_5);
      /*try:*/ {

        /* "analysis.py":701
 * 
 *         try:
 *             exec("vals.append(" + eq_str + ")")             # <<<<<<<<<<<<<<
 *         except:
 *             pass
 */
        __pyx_t_10 = PyNumber_Add(__pyx_kp_s_vals_append, __pyx_v_eq_str); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 701, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_10);
        __pyx_t_8 = PyNumber_Add(__pyx_t_10, __pyx_kp_s__6); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 701, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_8);
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        __pyx_t_10 = __Pyx_Globals(); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 701, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_10);
        __pyx_t_1 = __Pyx_PyDict_NewPresized(11); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 701, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_1);
        if (__pyx_v__rms) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_rms, __pyx_v__rms) < 0) __PYX_ERR(0, 701, __pyx_L15_error)
        }
        if (__pyx_v_base) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_base, __pyx_v_base) < 0) __PYX_ERR(0, 701, __pyx_L15_error)
        }
        if (__pyx_v_eq_str) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_eq_str, __pyx_v_eq_str) < 0) __PYX_ERR(0, 701, __pyx_L15_error)
        }
        __pyx_t_9 = PyInt_FromSsize_t(__pyx_v_i); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 701, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_9);
        if (__pyx_t_9) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_i, __pyx_t_9) < 0) __PYX_ERR(0, 701, __pyx_L15_error)
        }
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        if (__pyx_v_r2_d2) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_r2_d2, __pyx_v_r2_d2) < 0) __PYX_ERR(0, 701, __pyx_L15_error)
        }
        if (__pyx_v_reg_eq) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_reg_eq, __pyx_v_reg_eq) < 0) __PYX_ERR(0, 701, __pyx_L15_error)
        }
        if (__pyx_v_vals) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_vals, __pyx_v_vals) < 0) __PYX_ERR(0, 701, __pyx_L15_error)
        }
        if (__pyx_v_x) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_x, __pyx_v_x) < 0) __PYX_ERR(0, 701, __pyx_L15_error)
        }
        if (__pyx_v_y) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_y, __pyx_v_y) < 0) __PYX_ERR(0, 701, __pyx_L15_error)
        }
        if (__pyx_v_y_fit) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_y_fit, __pyx_v_y_fit) < 0) __PYX_ERR(0, 701, __pyx_L15_error)
        }
        if (__pyx_v_z) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_z_2, __pyx_v_z) < 0) __PYX_ERR(0, 701, __pyx_L15_error)
        }
        __pyx_t_9 = __Pyx_PyExec3(__pyx_t_8, __pyx_t_10, __pyx_t_1);
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 701, __pyx_L15_error)
        __Pyx_GOTREF(__pyx_t_9);
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;

        /* "analysis.py":700
 *         z = x[i]
 * 
 *         try:             # <<<<<<<<<<<<<<
 *             exec("vals.append(" + eq_str + ")")
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      goto __pyx_L22_try_end;
      __pyx_L15_error:;
      __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
      __Pyx_XDECREF(__pyx_t_13); __pyx_t_13 = 0;
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

      /* "analysis.py":702
 *         try:
 *             exec("vals.append(" + eq_str + ")")
 *         except:             # <<<<<<<<<<<<<<
 *             pass
 * 
 */
      /*except:*/ {
        __Pyx_ErrRestore(0,0,0);
        goto __pyx_L16_exception_handled;
      }
      __pyx_L16_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_7);
      __Pyx_XGIVEREF(__pyx_t_6);
      __Pyx_XGIVEREF(__pyx_t_5);
      __Pyx_ExceptionReset(__pyx_t_7, __pyx_t_6, __pyx_t_5);
      __pyx_L22_try_end:;
    }
  }

  /* "analysis.py":705
 *             pass
 * 
 *     _rms = rms(vals, y)             # <<<<<<<<<<<<<<
 *     r2_d2 = r_squared(vals, y)
 * 
 */
  __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_rms_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 705, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_10 = NULL;
  __pyx_t_14 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
    __pyx_t_10 = PyMethod_GET_SELF(__pyx_t_1);
    if (likely(__pyx_t_10)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
      __Pyx_INCREF(__pyx_t_10);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_1, function);
      __pyx_t_14 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_10, __pyx_v_vals, __pyx_v_y};
    __pyx_t_9 = __Pyx_PyFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_14, 2+__pyx_t_14); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 705, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
    __Pyx_GOTREF(__pyx_t_9);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_10, __pyx_v_vals, __pyx_v_y};
    __pyx_t_9 = __Pyx_PyCFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_14, 2+__pyx_t_14); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 705, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
    __Pyx_GOTREF(__pyx_t_9);
  } else
  #endif
  {
    __pyx_t_8 = PyTuple_New(2+__pyx_t_14); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 705, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    if (__pyx_t_10) {
      __Pyx_GIVEREF(__pyx_t_10); PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_t_10); __pyx_t_10 = NULL;
    }
    __Pyx_INCREF(__pyx_v_vals);
    __Pyx_GIVEREF(__pyx_v_vals);
    PyTuple_SET_ITEM(__pyx_t_8, 0+__pyx_t_14, __pyx_v_vals);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_8, 1+__pyx_t_14, __pyx_v_y);
    __pyx_t_9 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_8, NULL); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 705, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_9);
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v__rms = __pyx_t_9;
  __pyx_t_9 = 0;

  /* "analysis.py":706
 * 
 *     _rms = rms(vals, y)
 *     r2_d2 = r_squared(vals, y)             # <<<<<<<<<<<<<<
 * 
 *     return eq_str, _rms, r2_d2
 */
  __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_r_squared); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 706, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_8 = NULL;
  __pyx_t_14 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
    __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_1);
    if (likely(__pyx_t_8)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
      __Pyx_INCREF(__pyx_t_8);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_1, function);
      __pyx_t_14 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_8, __pyx_v_vals, __pyx_v_y};
    __pyx_t_9 = __Pyx_PyFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_14, 2+__pyx_t_14); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 706, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
    __Pyx_GOTREF(__pyx_t_9);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_8, __pyx_v_vals, __pyx_v_y};
    __pyx_t_9 = __Pyx_PyCFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_14, 2+__pyx_t_14); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 706, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
    __Pyx_GOTREF(__pyx_t_9);
  } else
  #endif
  {
    __pyx_t_10 = PyTuple_New(2+__pyx_t_14); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 706, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_10);
    if (__pyx_t_8) {
      __Pyx_GIVEREF(__pyx_t_8); PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_t_8); __pyx_t_8 = NULL;
    }
    __Pyx_INCREF(__pyx_v_vals);
    __Pyx_GIVEREF(__pyx_v_vals);
    PyTuple_SET_ITEM(__pyx_t_10, 0+__pyx_t_14, __pyx_v_vals);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_10, 1+__pyx_t_14, __pyx_v_y);
    __pyx_t_9 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_10, NULL); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 706, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_9);
    __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_r2_d2 = __pyx_t_9;
  __pyx_t_9 = 0;

  /* "analysis.py":708
 *     r2_d2 = r_squared(vals, y)
 * 
 *     return eq_str, _rms, r2_d2             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_9 = PyTuple_New(3); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 708, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __Pyx_INCREF(__pyx_v_eq_str);
  __Pyx_GIVEREF(__pyx_v_eq_str);
  PyTuple_SET_ITEM(__pyx_t_9, 0, __pyx_v_eq_str);
  __Pyx_INCREF(__pyx_v__rms);
  __Pyx_GIVEREF(__pyx_v__rms);
  PyTuple_SET_ITEM(__pyx_t_9, 1, __pyx_v__rms);
  __Pyx_INCREF(__pyx_v_r2_d2);
  __Pyx_GIVEREF(__pyx_v_r2_d2);
  PyTuple_SET_ITEM(__pyx_t_9, 2, __pyx_v_r2_d2);
  __pyx_r = __pyx_t_9;
  __pyx_t_9 = 0;
  goto __pyx_L0;

  /* "analysis.py":680
 * 
 * 
 * def exp_regression(x, y, base):             # <<<<<<<<<<<<<<
 * 
 *     y_fit = []
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_XDECREF(__pyx_t_12);
  __Pyx_XDECREF(__pyx_t_13);
  __Pyx_AddTraceback("analysis.exp_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_y_fit);
  __Pyx_XDECREF(__pyx_v_reg_eq);
  __Pyx_XDECREF(__pyx_v_eq_str);
  __Pyx_XDECREF(__pyx_v_vals);
  __Pyx_XDECREF(__pyx_v_z);
  __Pyx_XDECREF(__pyx_v__rms);
  __Pyx_XDECREF(__pyx_v_r2_d2);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":711
 * 
 * 
 * def tanh_regression(x, y):             # <<<<<<<<<<<<<<
 * 
 *     def tanh(x, a, b, c, d):
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_21tanh_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_21tanh_regression = {"tanh_regression", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_21tanh_regression, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_21tanh_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_v_y = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("tanh_regression (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_x,&__pyx_n_s_y,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("tanh_regression", 1, 2, 2, 1); __PYX_ERR(0, 711, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "tanh_regression") < 0)) __PYX_ERR(0, 711, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_x = values[0];
    __pyx_v_y = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("tanh_regression", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 711, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.tanh_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_20tanh_regression(__pyx_self, __pyx_v_x, __pyx_v_y);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":713
 * def tanh_regression(x, y):
 * 
 *     def tanh(x, a, b, c, d):             # <<<<<<<<<<<<<<
 * 
 *         return a * np.tanh(b * (x - c)) + d
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_15tanh_regression_1tanh(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_15tanh_regression_1tanh = {"tanh", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_15tanh_regression_1tanh, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_15tanh_regression_1tanh(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_v_a = 0;
  PyObject *__pyx_v_b = 0;
  PyObject *__pyx_v_c = 0;
  PyObject *__pyx_v_d = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("tanh (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_x,&__pyx_n_s_a,&__pyx_n_s_b,&__pyx_n_s_c,&__pyx_n_s_d,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_a)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("tanh", 1, 5, 5, 1); __PYX_ERR(0, 713, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_b)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("tanh", 1, 5, 5, 2); __PYX_ERR(0, 713, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_c)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("tanh", 1, 5, 5, 3); __PYX_ERR(0, 713, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_d)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("tanh", 1, 5, 5, 4); __PYX_ERR(0, 713, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "tanh") < 0)) __PYX_ERR(0, 713, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 5) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
    }
    __pyx_v_x = values[0];
    __pyx_v_a = values[1];
    __pyx_v_b = values[2];
    __pyx_v_c = values[3];
    __pyx_v_d = values[4];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("tanh", 1, 5, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 713, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.tanh_regression.tanh", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_15tanh_regression_tanh(__pyx_self, __pyx_v_x, __pyx_v_a, __pyx_v_b, __pyx_v_c, __pyx_v_d);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_15tanh_regression_tanh(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c, PyObject *__pyx_v_d) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  __Pyx_RefNannySetupContext("tanh", 0);

  /* "analysis.py":715
 *     def tanh(x, a, b, c, d):
 * 
 *         return a * np.tanh(b * (x - c)) + d             # <<<<<<<<<<<<<<
 * 
 *     reg_eq = np.float64(curve_fit(tanh, np.array(x), np.array(y))[0]).tolist()
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 715, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_tanh); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 715, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = PyNumber_Subtract(__pyx_v_x, __pyx_v_c); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 715, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = PyNumber_Multiply(__pyx_v_b, __pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 715, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
    }
  }
  __pyx_t_1 = (__pyx_t_2) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_2, __pyx_t_4) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_4);
  __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 715, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = PyNumber_Multiply(__pyx_v_a, __pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 715, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyNumber_Add(__pyx_t_3, __pyx_v_d); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 715, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "analysis.py":713
 * def tanh_regression(x, y):
 * 
 *     def tanh(x, a, b, c, d):             # <<<<<<<<<<<<<<
 * 
 *         return a * np.tanh(b * (x - c)) + d
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_AddTraceback("analysis.tanh_regression.tanh", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":711
 * 
 * 
 * def tanh_regression(x, y):             # <<<<<<<<<<<<<<
 * 
 *     def tanh(x, a, b, c, d):
 */

static PyObject *__pyx_pf_8analysis_20tanh_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y) {
  PyObject *__pyx_v_tanh = 0;
  PyObject *__pyx_v_reg_eq = NULL;
  PyObject *__pyx_v_eq_str = NULL;
  PyObject *__pyx_v_vals = NULL;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_v_z = NULL;
  PyObject *__pyx_v__rms = NULL;
  PyObject *__pyx_v_r2_d2 = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  int __pyx_t_10;
  Py_ssize_t __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  PyObject *__pyx_t_14 = NULL;
  PyObject *__pyx_t_15 = NULL;
  PyObject *__pyx_t_16 = NULL;
  __Pyx_RefNannySetupContext("tanh_regression", 0);

  /* "analysis.py":713
 * def tanh_regression(x, y):
 * 
 *     def tanh(x, a, b, c, d):             # <<<<<<<<<<<<<<
 * 
 *         return a * np.tanh(b * (x - c)) + d
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_15tanh_regression_1tanh, 0, __pyx_n_s_tanh_regression_locals_tanh, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__12)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 713, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_tanh = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":717
 *         return a * np.tanh(b * (x - c)) + d
 * 
 *     reg_eq = np.float64(curve_fit(tanh, np.array(x), np.array(y))[0]).tolist()             # <<<<<<<<<<<<<<
 *     eq_str = str(reg_eq[0]) + " * np.tanh(" + str(reg_eq[1]) + \
 *         "*(z - " + str(reg_eq[2]) + ")) + " + str(reg_eq[3])
 */
  __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_np); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_float64); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_curve_fit); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_np); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_t_8 = __Pyx_PyObject_GetAttrStr(__pyx_t_7, __pyx_n_s_array); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  __pyx_t_7 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_8))) {
    __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_8);
    if (likely(__pyx_t_7)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
      __Pyx_INCREF(__pyx_t_7);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_8, function);
    }
  }
  __pyx_t_6 = (__pyx_t_7) ? __Pyx_PyObject_Call2Args(__pyx_t_8, __pyx_t_7, __pyx_v_x) : __Pyx_PyObject_CallOneArg(__pyx_t_8, __pyx_v_x);
  __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
  if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_np); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_t_7, __pyx_n_s_array); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  __pyx_t_7 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_9))) {
    __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_9);
    if (likely(__pyx_t_7)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_9);
      __Pyx_INCREF(__pyx_t_7);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_9, function);
    }
  }
  __pyx_t_8 = (__pyx_t_7) ? __Pyx_PyObject_Call2Args(__pyx_t_9, __pyx_t_7, __pyx_v_y) : __Pyx_PyObject_CallOneArg(__pyx_t_9, __pyx_v_y);
  __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
  if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
  __pyx_t_9 = NULL;
  __pyx_t_10 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
    __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_5);
    if (likely(__pyx_t_9)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
      __Pyx_INCREF(__pyx_t_9);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_5, function);
      __pyx_t_10 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_5)) {
    PyObject *__pyx_temp[4] = {__pyx_t_9, __pyx_v_tanh, __pyx_t_6, __pyx_t_8};
    __pyx_t_3 = __Pyx_PyFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_10, 3+__pyx_t_10); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 717, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_5)) {
    PyObject *__pyx_temp[4] = {__pyx_t_9, __pyx_v_tanh, __pyx_t_6, __pyx_t_8};
    __pyx_t_3 = __Pyx_PyCFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_10, 3+__pyx_t_10); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 717, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  } else
  #endif
  {
    __pyx_t_7 = PyTuple_New(3+__pyx_t_10); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 717, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    if (__pyx_t_9) {
      __Pyx_GIVEREF(__pyx_t_9); PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_9); __pyx_t_9 = NULL;
    }
    __Pyx_INCREF(__pyx_v_tanh);
    __Pyx_GIVEREF(__pyx_v_tanh);
    PyTuple_SET_ITEM(__pyx_t_7, 0+__pyx_t_10, __pyx_v_tanh);
    __Pyx_GIVEREF(__pyx_t_6);
    PyTuple_SET_ITEM(__pyx_t_7, 1+__pyx_t_10, __pyx_t_6);
    __Pyx_GIVEREF(__pyx_t_8);
    PyTuple_SET_ITEM(__pyx_t_7, 2+__pyx_t_10, __pyx_t_8);
    __pyx_t_6 = 0;
    __pyx_t_8 = 0;
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_7, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 717, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  }
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __Pyx_GetItemInt(__pyx_t_3, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  __pyx_t_2 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_4, __pyx_t_3, __pyx_t_5) : __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_5);
  __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_tolist); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = NULL;
  if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  __pyx_t_1 = (__pyx_t_2) ? __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_2) : __Pyx_PyObject_CallNoArg(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 717, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_v_reg_eq = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":718
 * 
 *     reg_eq = np.float64(curve_fit(tanh, np.array(x), np.array(y))[0]).tolist()
 *     eq_str = str(reg_eq[0]) + " * np.tanh(" + str(reg_eq[1]) + \             # <<<<<<<<<<<<<<
 *         "*(z - " + str(reg_eq[2]) + ")) + " + str(reg_eq[3])
 *     vals = []
 */
  __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_reg_eq, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 718, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 718, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyNumber_Add(__pyx_t_4, __pyx_kp_s_np_tanh); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 718, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = __Pyx_GetItemInt(__pyx_v_reg_eq, 1, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 718, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_2 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 718, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = PyNumber_Add(__pyx_t_1, __pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 718, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = PyNumber_Add(__pyx_t_4, __pyx_kp_s_z_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 718, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;

  /* "analysis.py":719
 *     reg_eq = np.float64(curve_fit(tanh, np.array(x), np.array(y))[0]).tolist()
 *     eq_str = str(reg_eq[0]) + " * np.tanh(" + str(reg_eq[1]) + \
 *         "*(z - " + str(reg_eq[2]) + ")) + " + str(reg_eq[3])             # <<<<<<<<<<<<<<
 *     vals = []
 * 
 */
  __pyx_t_4 = __Pyx_GetItemInt(__pyx_v_reg_eq, 2, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 719, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_1 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 719, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = PyNumber_Add(__pyx_t_2, __pyx_t_1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 719, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyNumber_Add(__pyx_t_4, __pyx_kp_s__13); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 719, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = __Pyx_GetItemInt(__pyx_v_reg_eq, 3, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 719, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_2 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 719, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = PyNumber_Add(__pyx_t_1, __pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 719, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_v_eq_str = __pyx_t_4;
  __pyx_t_4 = 0;

  /* "analysis.py":720
 *     eq_str = str(reg_eq[0]) + " * np.tanh(" + str(reg_eq[1]) + \
 *         "*(z - " + str(reg_eq[2]) + ")) + " + str(reg_eq[3])
 *     vals = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(len(x)):
 */
  __pyx_t_4 = PyList_New(0); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 720, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_v_vals = ((PyObject*)__pyx_t_4);
  __pyx_t_4 = 0;

  /* "analysis.py":722
 *     vals = []
 * 
 *     for i in range(len(x)):             # <<<<<<<<<<<<<<
 *         z = x[i]
 *         try:
 */
  __pyx_t_11 = PyObject_Length(__pyx_v_x); if (unlikely(__pyx_t_11 == ((Py_ssize_t)-1))) __PYX_ERR(0, 722, __pyx_L1_error)
  __pyx_t_12 = __pyx_t_11;
  for (__pyx_t_13 = 0; __pyx_t_13 < __pyx_t_12; __pyx_t_13+=1) {
    __pyx_v_i = __pyx_t_13;

    /* "analysis.py":723
 * 
 *     for i in range(len(x)):
 *         z = x[i]             # <<<<<<<<<<<<<<
 *         try:
 *             exec("vals.append(" + eq_str + ")")
 */
    __pyx_t_4 = __Pyx_GetItemInt(__pyx_v_x, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 723, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_XDECREF_SET(__pyx_v_z, __pyx_t_4);
    __pyx_t_4 = 0;

    /* "analysis.py":724
 *     for i in range(len(x)):
 *         z = x[i]
 *         try:             # <<<<<<<<<<<<<<
 *             exec("vals.append(" + eq_str + ")")
 *         except:
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_14, &__pyx_t_15, &__pyx_t_16);
      __Pyx_XGOTREF(__pyx_t_14);
      __Pyx_XGOTREF(__pyx_t_15);
      __Pyx_XGOTREF(__pyx_t_16);
      /*try:*/ {

        /* "analysis.py":725
 *         z = x[i]
 *         try:
 *             exec("vals.append(" + eq_str + ")")             # <<<<<<<<<<<<<<
 *         except:
 *             pass
 */
        __pyx_t_4 = PyNumber_Add(__pyx_kp_s_vals_append, __pyx_v_eq_str); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 725, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_4);
        __pyx_t_2 = PyNumber_Add(__pyx_t_4, __pyx_kp_s__6); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 725, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
        __pyx_t_4 = __Pyx_Globals(); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 725, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_4);
        __pyx_t_1 = __Pyx_PyDict_NewPresized(10); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 725, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_1);
        if (__pyx_v__rms) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_rms, __pyx_v__rms) < 0) __PYX_ERR(0, 725, __pyx_L5_error)
        }
        if (__pyx_v_eq_str) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_eq_str, __pyx_v_eq_str) < 0) __PYX_ERR(0, 725, __pyx_L5_error)
        }
        __pyx_t_5 = PyInt_FromSsize_t(__pyx_v_i); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 725, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_5);
        if (__pyx_t_5) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_i, __pyx_t_5) < 0) __PYX_ERR(0, 725, __pyx_L5_error)
        }
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
        if (__pyx_v_r2_d2) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_r2_d2, __pyx_v_r2_d2) < 0) __PYX_ERR(0, 725, __pyx_L5_error)
        }
        if (__pyx_v_reg_eq) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_reg_eq, __pyx_v_reg_eq) < 0) __PYX_ERR(0, 725, __pyx_L5_error)
        }
        if (__pyx_v_tanh) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_tanh, __pyx_v_tanh) < 0) __PYX_ERR(0, 725, __pyx_L5_error)
        }
        if (__pyx_v_vals) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_vals, __pyx_v_vals) < 0) __PYX_ERR(0, 725, __pyx_L5_error)
        }
        if (__pyx_v_x) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_x, __pyx_v_x) < 0) __PYX_ERR(0, 725, __pyx_L5_error)
        }
        if (__pyx_v_y) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_y, __pyx_v_y) < 0) __PYX_ERR(0, 725, __pyx_L5_error)
        }
        if (__pyx_v_z) {
          if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_z_2, __pyx_v_z) < 0) __PYX_ERR(0, 725, __pyx_L5_error)
        }
        __pyx_t_5 = __Pyx_PyExec3(__pyx_t_2, __pyx_t_4, __pyx_t_1);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 725, __pyx_L5_error)
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

        /* "analysis.py":724
 *     for i in range(len(x)):
 *         z = x[i]
 *         try:             # <<<<<<<<<<<<<<
 *             exec("vals.append(" + eq_str + ")")
 *         except:
 */
      }
      __Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
      __Pyx_XDECREF(__pyx_t_15); __pyx_t_15 = 0;
      __Pyx_XDECREF(__pyx_t_16); __pyx_t_16 = 0;
      goto __pyx_L12_try_end;
      __pyx_L5_error:;
      __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

      /* "analysis.py":726
 *         try:
 *             exec("vals.append(" + eq_str + ")")
 *         except:             # <<<<<<<<<<<<<<
 *             pass
 * 
 */
      /*except:*/ {
        __Pyx_ErrRestore(0,0,0);
        goto __pyx_L6_exception_handled;
      }
      __pyx_L6_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_14);
      __Pyx_XGIVEREF(__pyx_t_15);
      __Pyx_XGIVEREF(__pyx_t_16);
      __Pyx_ExceptionReset(__pyx_t_14, __pyx_t_15, __pyx_t_16);
      __pyx_L12_try_end:;
    }
  }

  /* "analysis.py":729
 *             pass
 * 
 *     _rms = rms(vals, y)             # <<<<<<<<<<<<<<
 *     r2_d2 = r_squared(vals, y)
 * 
 */
  __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_rms_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 729, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = NULL;
  __pyx_t_10 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_1);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_1, function);
      __pyx_t_10 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_4, __pyx_v_vals, __pyx_v_y};
    __pyx_t_5 = __Pyx_PyFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_10, 2+__pyx_t_10); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 729, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_GOTREF(__pyx_t_5);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_4, __pyx_v_vals, __pyx_v_y};
    __pyx_t_5 = __Pyx_PyCFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_10, 2+__pyx_t_10); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 729, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_GOTREF(__pyx_t_5);
  } else
  #endif
  {
    __pyx_t_2 = PyTuple_New(2+__pyx_t_10); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 729, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    if (__pyx_t_4) {
      __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_4); __pyx_t_4 = NULL;
    }
    __Pyx_INCREF(__pyx_v_vals);
    __Pyx_GIVEREF(__pyx_v_vals);
    PyTuple_SET_ITEM(__pyx_t_2, 0+__pyx_t_10, __pyx_v_vals);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_2, 1+__pyx_t_10, __pyx_v_y);
    __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_2, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 729, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v__rms = __pyx_t_5;
  __pyx_t_5 = 0;

  /* "analysis.py":730
 * 
 *     _rms = rms(vals, y)
 *     r2_d2 = r_squared(vals, y)             # <<<<<<<<<<<<<<
 * 
 *     return eq_str, _rms, r2_d2
 */
  __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_r_squared); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 730, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = NULL;
  __pyx_t_10 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_1);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_1, function);
      __pyx_t_10 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_v_vals, __pyx_v_y};
    __pyx_t_5 = __Pyx_PyFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_10, 2+__pyx_t_10); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 730, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_5);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_1)) {
    PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_v_vals, __pyx_v_y};
    __pyx_t_5 = __Pyx_PyCFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_10, 2+__pyx_t_10); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 730, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_5);
  } else
  #endif
  {
    __pyx_t_4 = PyTuple_New(2+__pyx_t_10); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 730, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    if (__pyx_t_2) {
      __Pyx_GIVEREF(__pyx_t_2); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_2); __pyx_t_2 = NULL;
    }
    __Pyx_INCREF(__pyx_v_vals);
    __Pyx_GIVEREF(__pyx_v_vals);
    PyTuple_SET_ITEM(__pyx_t_4, 0+__pyx_t_10, __pyx_v_vals);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_4, 1+__pyx_t_10, __pyx_v_y);
    __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_4, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 730, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_r2_d2 = __pyx_t_5;
  __pyx_t_5 = 0;

  /* "analysis.py":732
 *     r2_d2 = r_squared(vals, y)
 * 
 *     return eq_str, _rms, r2_d2             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_5 = PyTuple_New(3); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 732, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_INCREF(__pyx_v_eq_str);
  __Pyx_GIVEREF(__pyx_v_eq_str);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_v_eq_str);
  __Pyx_INCREF(__pyx_v__rms);
  __Pyx_GIVEREF(__pyx_v__rms);
  PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_v__rms);
  __Pyx_INCREF(__pyx_v_r2_d2);
  __Pyx_GIVEREF(__pyx_v_r2_d2);
  PyTuple_SET_ITEM(__pyx_t_5, 2, __pyx_v_r2_d2);
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "analysis.py":711
 * 
 * 
 * def tanh_regression(x, y):             # <<<<<<<<<<<<<<
 * 
 *     def tanh(x, a, b, c, d):
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_AddTraceback("analysis.tanh_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_tanh);
  __Pyx_XDECREF(__pyx_v_reg_eq);
  __Pyx_XDECREF(__pyx_v_eq_str);
  __Pyx_XDECREF(__pyx_v_vals);
  __Pyx_XDECREF(__pyx_v_z);
  __Pyx_XDECREF(__pyx_v__rms);
  __Pyx_XDECREF(__pyx_v_r2_d2);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":735
 * 
 * 
 * def r_squared(predictions, targets):  # assumes equal size inputs             # <<<<<<<<<<<<<<
 * 
 *     return metrics.r2_score(np.array(targets), np.array(predictions))
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_23r_squared(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_23r_squared = {"r_squared", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_23r_squared, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_23r_squared(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_predictions = 0;
  PyObject *__pyx_v_targets = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("r_squared (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_predictions,&__pyx_n_s_targets,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_predictions)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_targets)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("r_squared", 1, 2, 2, 1); __PYX_ERR(0, 735, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "r_squared") < 0)) __PYX_ERR(0, 735, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_predictions = values[0];
    __pyx_v_targets = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("r_squared", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 735, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.r_squared", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_22r_squared(__pyx_self, __pyx_v_predictions, __pyx_v_targets);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_22r_squared(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_predictions, PyObject *__pyx_v_targets) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  __Pyx_RefNannySetupContext("r_squared", 0);

  /* "analysis.py":737
 * def r_squared(predictions, targets):  # assumes equal size inputs
 * 
 *     return metrics.r2_score(np.array(targets), np.array(predictions))             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_metrics); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 737, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_r2_score); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 737, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 737, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_array); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 737, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_5);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_5, function);
    }
  }
  __pyx_t_2 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_4, __pyx_v_targets) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_targets);
  __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
  if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 737, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 737, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_array); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 737, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_6))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_6);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_6, function);
    }
  }
  __pyx_t_5 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_6, __pyx_t_4, __pyx_v_predictions) : __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_v_predictions);
  __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
  if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 737, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = NULL;
  __pyx_t_7 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_6)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
      __pyx_t_7 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_3)) {
    PyObject *__pyx_temp[3] = {__pyx_t_6, __pyx_t_2, __pyx_t_5};
    __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_7, 2+__pyx_t_7); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 737, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
    PyObject *__pyx_temp[3] = {__pyx_t_6, __pyx_t_2, __pyx_t_5};
    __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_7, 2+__pyx_t_7); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 737, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  } else
  #endif
  {
    __pyx_t_4 = PyTuple_New(2+__pyx_t_7); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 737, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    if (__pyx_t_6) {
      __Pyx_GIVEREF(__pyx_t_6); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_6); __pyx_t_6 = NULL;
    }
    __Pyx_GIVEREF(__pyx_t_2);
    PyTuple_SET_ITEM(__pyx_t_4, 0+__pyx_t_7, __pyx_t_2);
    __Pyx_GIVEREF(__pyx_t_5);
    PyTuple_SET_ITEM(__pyx_t_4, 1+__pyx_t_7, __pyx_t_5);
    __pyx_t_2 = 0;
    __pyx_t_5 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 737, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "analysis.py":735
 * 
 * 
 * def r_squared(predictions, targets):  # assumes equal size inputs             # <<<<<<<<<<<<<<
 * 
 *     return metrics.r2_score(np.array(targets), np.array(predictions))
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("analysis.r_squared", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":740
 * 
 * 
 * def rms(predictions, targets):  # assumes equal size inputs             # <<<<<<<<<<<<<<
 * 
 *     _sum = 0
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_25rms(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_25rms = {"rms", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_25rms, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_25rms(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_predictions = 0;
  PyObject *__pyx_v_targets = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("rms (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_predictions,&__pyx_n_s_targets,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_predictions)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_targets)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("rms", 1, 2, 2, 1); __PYX_ERR(0, 740, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "rms") < 0)) __PYX_ERR(0, 740, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_predictions = values[0];
    __pyx_v_targets = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("rms", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 740, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.rms", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_24rms(__pyx_self, __pyx_v_predictions, __pyx_v_targets);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_24rms(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_predictions, PyObject *__pyx_v_targets) {
  PyObject *__pyx_v__sum = NULL;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  __Pyx_RefNannySetupContext("rms", 0);

  /* "analysis.py":742
 * def rms(predictions, targets):  # assumes equal size inputs
 * 
 *     _sum = 0             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, len(targets), 1):
 */
  __Pyx_INCREF(__pyx_int_0);
  __pyx_v__sum = __pyx_int_0;

  /* "analysis.py":744
 *     _sum = 0
 * 
 *     for i in range(0, len(targets), 1):             # <<<<<<<<<<<<<<
 *         _sum = (targets[i] - predictions[i]) ** 2
 * 
 */
  __pyx_t_1 = PyObject_Length(__pyx_v_targets); if (unlikely(__pyx_t_1 == ((Py_ssize_t)-1))) __PYX_ERR(0, 744, __pyx_L1_error)
  __pyx_t_2 = __pyx_t_1;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "analysis.py":745
 * 
 *     for i in range(0, len(targets), 1):
 *         _sum = (targets[i] - predictions[i]) ** 2             # <<<<<<<<<<<<<<
 * 
 *     return float(math.sqrt(_sum / len(targets)))
 */
    __pyx_t_4 = __Pyx_GetItemInt(__pyx_v_targets, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 745, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_5 = __Pyx_GetItemInt(__pyx_v_predictions, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 745, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_6 = PyNumber_Subtract(__pyx_t_4, __pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 745, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_5 = PyNumber_Power(__pyx_t_6, __pyx_int_2, Py_None); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 745, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_DECREF_SET(__pyx_v__sum, __pyx_t_5);
    __pyx_t_5 = 0;
  }

  /* "analysis.py":747
 *         _sum = (targets[i] - predictions[i]) ** 2
 * 
 *     return float(math.sqrt(_sum / len(targets)))             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_math); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 747, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_6, __pyx_n_s_sqrt); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 747, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_1 = PyObject_Length(__pyx_v_targets); if (unlikely(__pyx_t_1 == ((Py_ssize_t)-1))) __PYX_ERR(0, 747, __pyx_L1_error)
  __pyx_t_6 = PyInt_FromSsize_t(__pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 747, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_7 = __Pyx_PyNumber_Divide(__pyx_v__sum, __pyx_t_6); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 747, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_6)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  __pyx_t_5 = (__pyx_t_6) ? __Pyx_PyObject_Call2Args(__pyx_t_4, __pyx_t_6, __pyx_t_7) : __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_7);
  __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 747, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = __Pyx_PyNumber_Float(__pyx_t_5); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 747, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_r = __pyx_t_4;
  __pyx_t_4 = 0;
  goto __pyx_L0;

  /* "analysis.py":740
 * 
 * 
 * def rms(predictions, targets):  # assumes equal size inputs             # <<<<<<<<<<<<<<
 * 
 *     _sum = 0
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_AddTraceback("analysis.rms", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v__sum);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":750
 * 
 * 
 * def calc_overfit(equation, rms_train, r2_train, x_test, y_test):             # <<<<<<<<<<<<<<
 * 
 *     # performance overfit = performance(train) - performance(test) where performance is r^2
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_27calc_overfit(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_27calc_overfit = {"calc_overfit", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_27calc_overfit, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_27calc_overfit(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_equation = 0;
  PyObject *__pyx_v_rms_train = 0;
  PyObject *__pyx_v_r2_train = 0;
  PyObject *__pyx_v_x_test = 0;
  PyObject *__pyx_v_y_test = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("calc_overfit (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_equation,&__pyx_n_s_rms_train,&__pyx_n_s_r2_train,&__pyx_n_s_x_test,&__pyx_n_s_y_test,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_equation)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_rms_train)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("calc_overfit", 1, 5, 5, 1); __PYX_ERR(0, 750, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_r2_train)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("calc_overfit", 1, 5, 5, 2); __PYX_ERR(0, 750, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x_test)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("calc_overfit", 1, 5, 5, 3); __PYX_ERR(0, 750, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y_test)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("calc_overfit", 1, 5, 5, 4); __PYX_ERR(0, 750, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "calc_overfit") < 0)) __PYX_ERR(0, 750, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 5) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
    }
    __pyx_v_equation = values[0];
    __pyx_v_rms_train = values[1];
    __pyx_v_r2_train = values[2];
    __pyx_v_x_test = values[3];
    __pyx_v_y_test = values[4];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("calc_overfit", 1, 5, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 750, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.calc_overfit", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_26calc_overfit(__pyx_self, __pyx_v_equation, __pyx_v_rms_train, __pyx_v_r2_train, __pyx_v_x_test, __pyx_v_y_test);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_26calc_overfit(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_equation, PyObject *__pyx_v_rms_train, PyObject *__pyx_v_r2_train, PyObject *__pyx_v_x_test, PyObject *__pyx_v_y_test) {
  PyObject *__pyx_v_vals = NULL;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_v_z = NULL;
  PyObject *__pyx_v_r2_test = NULL;
  PyObject *__pyx_v_rms_test = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  int __pyx_t_8;
  __Pyx_RefNannySetupContext("calc_overfit", 0);

  /* "analysis.py":755
 *     # error overfit = error(train) - error(test) where error is rms; biased towards smaller values
 * 
 *     vals = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, len(x_test), 1):
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 755, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_vals = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "analysis.py":757
 *     vals = []
 * 
 *     for i in range(0, len(x_test), 1):             # <<<<<<<<<<<<<<
 * 
 *         z = x_test[i]
 */
  __pyx_t_2 = PyObject_Length(__pyx_v_x_test); if (unlikely(__pyx_t_2 == ((Py_ssize_t)-1))) __PYX_ERR(0, 757, __pyx_L1_error)
  __pyx_t_3 = __pyx_t_2;
  for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
    __pyx_v_i = __pyx_t_4;

    /* "analysis.py":759
 *     for i in range(0, len(x_test), 1):
 * 
 *         z = x_test[i]             # <<<<<<<<<<<<<<
 * 
 *         exec("vals.append(" + equation + ")")
 */
    __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_x_test, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 759, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_XDECREF_SET(__pyx_v_z, __pyx_t_1);
    __pyx_t_1 = 0;

    /* "analysis.py":761
 *         z = x_test[i]
 * 
 *         exec("vals.append(" + equation + ")")             # <<<<<<<<<<<<<<
 * 
 *     r2_test = r_squared(vals, y_test)
 */
    __pyx_t_1 = PyNumber_Add(__pyx_kp_s_vals_append, __pyx_v_equation); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 761, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = PyNumber_Add(__pyx_t_1, __pyx_kp_s__6); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 761, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_Globals(); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 761, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_6 = __Pyx_PyDict_NewPresized(10); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 761, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    if (__pyx_v_equation) {
      if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_equation, __pyx_v_equation) < 0) __PYX_ERR(0, 761, __pyx_L1_error)
    }
    __pyx_t_7 = PyInt_FromSsize_t(__pyx_v_i); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 761, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    if (__pyx_t_7) {
      if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_i, __pyx_t_7) < 0) __PYX_ERR(0, 761, __pyx_L1_error)
    }
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    if (__pyx_v_r2_test) {
      if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_r2_test, __pyx_v_r2_test) < 0) __PYX_ERR(0, 761, __pyx_L1_error)
    }
    if (__pyx_v_r2_train) {
      if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_r2_train, __pyx_v_r2_train) < 0) __PYX_ERR(0, 761, __pyx_L1_error)
    }
    if (__pyx_v_rms_test) {
      if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_rms_test, __pyx_v_rms_test) < 0) __PYX_ERR(0, 761, __pyx_L1_error)
    }
    if (__pyx_v_rms_train) {
      if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_rms_train, __pyx_v_rms_train) < 0) __PYX_ERR(0, 761, __pyx_L1_error)
    }
    if (__pyx_v_vals) {
      if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_vals, __pyx_v_vals) < 0) __PYX_ERR(0, 761, __pyx_L1_error)
    }
    if (__pyx_v_x_test) {
      if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_x_test, __pyx_v_x_test) < 0) __PYX_ERR(0, 761, __pyx_L1_error)
    }
    if (__pyx_v_y_test) {
      if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_y_test, __pyx_v_y_test) < 0) __PYX_ERR(0, 761, __pyx_L1_error)
    }
    if (__pyx_v_z) {
      if (PyDict_SetItem(__pyx_t_6, __pyx_n_s_z_2, __pyx_v_z) < 0) __PYX_ERR(0, 761, __pyx_L1_error)
    }
    __pyx_t_7 = __Pyx_PyExec3(__pyx_t_5, __pyx_t_1, __pyx_t_6);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 761, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  }

  /* "analysis.py":763
 *         exec("vals.append(" + equation + ")")
 * 
 *     r2_test = r_squared(vals, y_test)             # <<<<<<<<<<<<<<
 *     rms_test = rms(vals, y_test)
 * 
 */
  __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_r_squared); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 763, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_1 = NULL;
  __pyx_t_8 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_6))) {
    __pyx_t_1 = PyMethod_GET_SELF(__pyx_t_6);
    if (likely(__pyx_t_1)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
      __Pyx_INCREF(__pyx_t_1);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_6, function);
      __pyx_t_8 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_6)) {
    PyObject *__pyx_temp[3] = {__pyx_t_1, __pyx_v_vals, __pyx_v_y_test};
    __pyx_t_7 = __Pyx_PyFunction_FastCall(__pyx_t_6, __pyx_temp+1-__pyx_t_8, 2+__pyx_t_8); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 763, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_GOTREF(__pyx_t_7);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_6)) {
    PyObject *__pyx_temp[3] = {__pyx_t_1, __pyx_v_vals, __pyx_v_y_test};
    __pyx_t_7 = __Pyx_PyCFunction_FastCall(__pyx_t_6, __pyx_temp+1-__pyx_t_8, 2+__pyx_t_8); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 763, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_GOTREF(__pyx_t_7);
  } else
  #endif
  {
    __pyx_t_5 = PyTuple_New(2+__pyx_t_8); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 763, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    if (__pyx_t_1) {
      __Pyx_GIVEREF(__pyx_t_1); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_1); __pyx_t_1 = NULL;
    }
    __Pyx_INCREF(__pyx_v_vals);
    __Pyx_GIVEREF(__pyx_v_vals);
    PyTuple_SET_ITEM(__pyx_t_5, 0+__pyx_t_8, __pyx_v_vals);
    __Pyx_INCREF(__pyx_v_y_test);
    __Pyx_GIVEREF(__pyx_v_y_test);
    PyTuple_SET_ITEM(__pyx_t_5, 1+__pyx_t_8, __pyx_v_y_test);
    __pyx_t_7 = __Pyx_PyObject_Call(__pyx_t_6, __pyx_t_5, NULL); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 763, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_r2_test = __pyx_t_7;
  __pyx_t_7 = 0;

  /* "analysis.py":764
 * 
 *     r2_test = r_squared(vals, y_test)
 *     rms_test = rms(vals, y_test)             # <<<<<<<<<<<<<<
 * 
 *     return r2_train - r2_test
 */
  __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_rms_2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 764, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_5 = NULL;
  __pyx_t_8 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_6))) {
    __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_6);
    if (likely(__pyx_t_5)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
      __Pyx_INCREF(__pyx_t_5);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_6, function);
      __pyx_t_8 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_6)) {
    PyObject *__pyx_temp[3] = {__pyx_t_5, __pyx_v_vals, __pyx_v_y_test};
    __pyx_t_7 = __Pyx_PyFunction_FastCall(__pyx_t_6, __pyx_temp+1-__pyx_t_8, 2+__pyx_t_8); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 764, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_GOTREF(__pyx_t_7);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_6)) {
    PyObject *__pyx_temp[3] = {__pyx_t_5, __pyx_v_vals, __pyx_v_y_test};
    __pyx_t_7 = __Pyx_PyCFunction_FastCall(__pyx_t_6, __pyx_temp+1-__pyx_t_8, 2+__pyx_t_8); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 764, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_GOTREF(__pyx_t_7);
  } else
  #endif
  {
    __pyx_t_1 = PyTuple_New(2+__pyx_t_8); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 764, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (__pyx_t_5) {
      __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_t_5); __pyx_t_5 = NULL;
    }
    __Pyx_INCREF(__pyx_v_vals);
    __Pyx_GIVEREF(__pyx_v_vals);
    PyTuple_SET_ITEM(__pyx_t_1, 0+__pyx_t_8, __pyx_v_vals);
    __Pyx_INCREF(__pyx_v_y_test);
    __Pyx_GIVEREF(__pyx_v_y_test);
    PyTuple_SET_ITEM(__pyx_t_1, 1+__pyx_t_8, __pyx_v_y_test);
    __pyx_t_7 = __Pyx_PyObject_Call(__pyx_t_6, __pyx_t_1, NULL); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 764, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  }
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_rms_test = __pyx_t_7;
  __pyx_t_7 = 0;

  /* "analysis.py":766
 *     rms_test = rms(vals, y_test)
 * 
 *     return r2_train - r2_test             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_7 = PyNumber_Subtract(__pyx_v_r2_train, __pyx_v_r2_test); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 766, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_r = __pyx_t_7;
  __pyx_t_7 = 0;
  goto __pyx_L0;

  /* "analysis.py":750
 * 
 * 
 * def calc_overfit(equation, rms_train, r2_train, x_test, y_test):             # <<<<<<<<<<<<<<
 * 
 *     # performance overfit = performance(train) - performance(test) where performance is r^2
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_AddTraceback("analysis.calc_overfit", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_vals);
  __Pyx_XDECREF(__pyx_v_z);
  __Pyx_XDECREF(__pyx_v_r2_test);
  __Pyx_XDECREF(__pyx_v_rms_test);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":769
 * 
 * 
 * def strip_data(data, mode):             # <<<<<<<<<<<<<<
 * 
 *     if mode == "adam":  # x is the row number, y are the data
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_29strip_data(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_29strip_data = {"strip_data", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_29strip_data, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_29strip_data(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  CYTHON_UNUSED PyObject *__pyx_v_data = 0;
  PyObject *__pyx_v_mode = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("strip_data (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_data,&__pyx_n_s_mode,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_data)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_mode)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("strip_data", 1, 2, 2, 1); __PYX_ERR(0, 769, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "strip_data") < 0)) __PYX_ERR(0, 769, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_data = values[0];
    __pyx_v_mode = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("strip_data", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 769, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.strip_data", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_28strip_data(__pyx_self, __pyx_v_data, __pyx_v_mode);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_28strip_data(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_data, PyObject *__pyx_v_mode) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  __Pyx_RefNannySetupContext("strip_data", 0);

  /* "analysis.py":771
 * def strip_data(data, mode):
 * 
 *     if mode == "adam":  # x is the row number, y are the data             # <<<<<<<<<<<<<<
 *         pass
 * 
 */
  __pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_mode, __pyx_n_s_adam, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 771, __pyx_L1_error)
  if (__pyx_t_1) {
  }

  /* "analysis.py":774
 *         pass
 * 
 *     if mode == "eve":  # x are the data, y is the column number             # <<<<<<<<<<<<<<
 *         pass
 * 
 */
  __pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_mode, __pyx_n_s_eve, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 774, __pyx_L1_error)
  if (likely(__pyx_t_1)) {
    goto __pyx_L4;
  }

  /* "analysis.py":778
 * 
 *     else:
 *         raise error("mode error")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  /*else*/ {
    __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_error); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 778, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
      __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
      if (likely(__pyx_t_4)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_4);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_3, function);
      }
    }
    __pyx_t_2 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_4, __pyx_kp_s_mode_error) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_kp_s_mode_error);
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 778, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(0, 778, __pyx_L1_error)
  }
  __pyx_L4:;

  /* "analysis.py":769
 * 
 * 
 * def strip_data(data, mode):             # <<<<<<<<<<<<<<
 * 
 *     if mode == "adam":  # x is the row number, y are the data
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_AddTraceback("analysis.strip_data", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":782
 * 
 * # _range in poly regression is the range of powers tried, and in log/exp it is the inverse of the stepsize taken from -1000 to 1000
 * def optimize_regression(x, y, _range, resolution):             # <<<<<<<<<<<<<<
 *     # usage not: for demonstration purpose only, performance is shit
 *     if type(resolution) != int:
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_31optimize_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_31optimize_regression = {"optimize_regression", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_31optimize_regression, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_31optimize_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_v_y = 0;
  PyObject *__pyx_v__range = 0;
  PyObject *__pyx_v_resolution = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("optimize_regression (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_x,&__pyx_n_s_y,&__pyx_n_s_range_2,&__pyx_n_s_resolution,0};
    PyObject* values[4] = {0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("optimize_regression", 1, 4, 4, 1); __PYX_ERR(0, 782, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_range_2)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("optimize_regression", 1, 4, 4, 2); __PYX_ERR(0, 782, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_resolution)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("optimize_regression", 1, 4, 4, 3); __PYX_ERR(0, 782, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "optimize_regression") < 0)) __PYX_ERR(0, 782, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 4) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
    }
    __pyx_v_x = values[0];
    __pyx_v_y = values[1];
    __pyx_v__range = values[2];
    __pyx_v_resolution = values[3];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("optimize_regression", 1, 4, 4, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 782, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.optimize_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_30optimize_regression(__pyx_self, __pyx_v_x, __pyx_v_y, __pyx_v__range, __pyx_v_resolution);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_30optimize_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v__range, PyObject *__pyx_v_resolution) {
  PyObject *__pyx_v_x_train = NULL;
  PyObject *__pyx_v_y_train = NULL;
  PyObject *__pyx_v_i = NULL;
  PyObject *__pyx_v_x_test = NULL;
  PyObject *__pyx_v_y_test = NULL;
  PyObject *__pyx_v_index = NULL;
  PyObject *__pyx_v_eqs = NULL;
  PyObject *__pyx_v_rmss = NULL;
  PyObject *__pyx_v_r2s = NULL;
  PyObject *__pyx_v_z = NULL;
  PyObject *__pyx_v_overfit = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  Py_ssize_t __pyx_t_5;
  PyObject *(*__pyx_t_6)(PyObject *);
  int __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  Py_ssize_t __pyx_t_9;
  PyObject *__pyx_t_10 = NULL;
  int __pyx_t_11;
  PyObject *__pyx_t_12 = NULL;
  PyObject *__pyx_t_13 = NULL;
  PyObject *__pyx_t_14 = NULL;
  PyObject *__pyx_t_15 = NULL;
  PyObject *(*__pyx_t_16)(PyObject *);
  PyObject *__pyx_t_17 = NULL;
  PyObject *__pyx_t_18 = NULL;
  __Pyx_RefNannySetupContext("optimize_regression", 0);
  __Pyx_INCREF(__pyx_v_x);
  __Pyx_INCREF(__pyx_v_y);

  /* "analysis.py":784
 * def optimize_regression(x, y, _range, resolution):
 *     # usage not: for demonstration purpose only, performance is shit
 *     if type(resolution) != int:             # <<<<<<<<<<<<<<
 *         raise error("resolution must be int")
 * 
 */
  __pyx_t_1 = PyObject_RichCompare(((PyObject *)Py_TYPE(__pyx_v_resolution)), ((PyObject *)(&PyInt_Type)), Py_NE); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 784, __pyx_L1_error)
  __pyx_t_2 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 784, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (unlikely(__pyx_t_2)) {

    /* "analysis.py":785
 *     # usage not: for demonstration purpose only, performance is shit
 *     if type(resolution) != int:
 *         raise error("resolution must be int")             # <<<<<<<<<<<<<<
 * 
 *     x_train = x
 */
    __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_error); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 785, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
      __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
      if (likely(__pyx_t_4)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_4);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_3, function);
      }
    }
    __pyx_t_1 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_4, __pyx_kp_s_resolution_must_be_int) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_kp_s_resolution_must_be_int);
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 785, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_Raise(__pyx_t_1, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __PYX_ERR(0, 785, __pyx_L1_error)

    /* "analysis.py":784
 * def optimize_regression(x, y, _range, resolution):
 *     # usage not: for demonstration purpose only, performance is shit
 *     if type(resolution) != int:             # <<<<<<<<<<<<<<
 *         raise error("resolution must be int")
 * 
 */
  }

  /* "analysis.py":787
 *         raise error("resolution must be int")
 * 
 *     x_train = x             # <<<<<<<<<<<<<<
 *     y_train = []
 * 
 */
  __Pyx_INCREF(__pyx_v_x);
  __pyx_v_x_train = __pyx_v_x;

  /* "analysis.py":788
 * 
 *     x_train = x
 *     y_train = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(len(y)):
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 788, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_y_train = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "analysis.py":790
 *     y_train = []
 * 
 *     for i in range(len(y)):             # <<<<<<<<<<<<<<
 *         y_train.append(float(y[i]))
 * 
 */
  __pyx_t_5 = PyObject_Length(__pyx_v_y); if (unlikely(__pyx_t_5 == ((Py_ssize_t)-1))) __PYX_ERR(0, 790, __pyx_L1_error)
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 790, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_CallOneArg(__pyx_builtin_range, __pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 790, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (likely(PyList_CheckExact(__pyx_t_3)) || PyTuple_CheckExact(__pyx_t_3)) {
    __pyx_t_1 = __pyx_t_3; __Pyx_INCREF(__pyx_t_1); __pyx_t_5 = 0;
    __pyx_t_6 = NULL;
  } else {
    __pyx_t_5 = -1; __pyx_t_1 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 790, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_6 = Py_TYPE(__pyx_t_1)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 790, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  for (;;) {
    if (likely(!__pyx_t_6)) {
      if (likely(PyList_CheckExact(__pyx_t_1))) {
        if (__pyx_t_5 >= PyList_GET_SIZE(__pyx_t_1)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyList_GET_ITEM(__pyx_t_1, __pyx_t_5); __Pyx_INCREF(__pyx_t_3); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 790, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_1, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 790, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      } else {
        if (__pyx_t_5 >= PyTuple_GET_SIZE(__pyx_t_1)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyTuple_GET_ITEM(__pyx_t_1, __pyx_t_5); __Pyx_INCREF(__pyx_t_3); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 790, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_1, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 790, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      }
    } else {
      __pyx_t_3 = __pyx_t_6(__pyx_t_1);
      if (unlikely(!__pyx_t_3)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 790, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_3);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":791
 * 
 *     for i in range(len(y)):
 *         y_train.append(float(y[i]))             # <<<<<<<<<<<<<<
 * 
 *     x_test = []
 */
    __pyx_t_3 = __Pyx_PyObject_GetItem(__pyx_v_y, __pyx_v_i); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 791, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = __Pyx_PyNumber_Float(__pyx_t_3); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 791, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_y_train, __pyx_t_4); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 791, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;

    /* "analysis.py":790
 *     y_train = []
 * 
 *     for i in range(len(y)):             # <<<<<<<<<<<<<<
 *         y_train.append(float(y[i]))
 * 
 */
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":793
 *         y_train.append(float(y[i]))
 * 
 *     x_test = []             # <<<<<<<<<<<<<<
 *     y_test = []
 * 
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 793, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_x_test = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "analysis.py":794
 * 
 *     x_test = []
 *     y_test = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, math.floor(len(x) * 0.5), 1):
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 794, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_y_test = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "analysis.py":796
 *     y_test = []
 * 
 *     for i in range(0, math.floor(len(x) * 0.5), 1):             # <<<<<<<<<<<<<<
 *         index = random.randint(0, len(x) - 1)
 * 
 */
  __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_math); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 796, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_floor); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 796, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_5 = PyObject_Length(__pyx_v_x); if (unlikely(__pyx_t_5 == ((Py_ssize_t)-1))) __PYX_ERR(0, 796, __pyx_L1_error)
  __pyx_t_4 = PyFloat_FromDouble((__pyx_t_5 * 0.5)); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 796, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_8 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_8)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_8);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
    }
  }
  __pyx_t_1 = (__pyx_t_8) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_8, __pyx_t_4) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_4);
  __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 796, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = PyTuple_New(3); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 796, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_int_0);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_t_1);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_3, 2, __pyx_int_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_3, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 796, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (likely(PyList_CheckExact(__pyx_t_1)) || PyTuple_CheckExact(__pyx_t_1)) {
    __pyx_t_3 = __pyx_t_1; __Pyx_INCREF(__pyx_t_3); __pyx_t_5 = 0;
    __pyx_t_6 = NULL;
  } else {
    __pyx_t_5 = -1; __pyx_t_3 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 796, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_6 = Py_TYPE(__pyx_t_3)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 796, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  for (;;) {
    if (likely(!__pyx_t_6)) {
      if (likely(PyList_CheckExact(__pyx_t_3))) {
        if (__pyx_t_5 >= PyList_GET_SIZE(__pyx_t_3)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_1 = PyList_GET_ITEM(__pyx_t_3, __pyx_t_5); __Pyx_INCREF(__pyx_t_1); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 796, __pyx_L1_error)
        #else
        __pyx_t_1 = PySequence_ITEM(__pyx_t_3, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 796, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        #endif
      } else {
        if (__pyx_t_5 >= PyTuple_GET_SIZE(__pyx_t_3)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_1 = PyTuple_GET_ITEM(__pyx_t_3, __pyx_t_5); __Pyx_INCREF(__pyx_t_1); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 796, __pyx_L1_error)
        #else
        __pyx_t_1 = PySequence_ITEM(__pyx_t_3, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 796, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        #endif
      }
    } else {
      __pyx_t_1 = __pyx_t_6(__pyx_t_3);
      if (unlikely(!__pyx_t_1)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 796, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_1);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_1);
    __pyx_t_1 = 0;

    /* "analysis.py":797
 * 
 *     for i in range(0, math.floor(len(x) * 0.5), 1):
 *         index = random.randint(0, len(x) - 1)             # <<<<<<<<<<<<<<
 * 
 *         x_test.append(x[index])
 */
    __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_random); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 797, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_8 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_randint); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 797, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_9 = PyObject_Length(__pyx_v_x); if (unlikely(__pyx_t_9 == ((Py_ssize_t)-1))) __PYX_ERR(0, 797, __pyx_L1_error)
    __pyx_t_4 = PyInt_FromSsize_t((__pyx_t_9 - 1)); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 797, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_10 = NULL;
    __pyx_t_11 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_8))) {
      __pyx_t_10 = PyMethod_GET_SELF(__pyx_t_8);
      if (likely(__pyx_t_10)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
        __Pyx_INCREF(__pyx_t_10);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_8, function);
        __pyx_t_11 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_8)) {
      PyObject *__pyx_temp[3] = {__pyx_t_10, __pyx_int_0, __pyx_t_4};
      __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_11, 2+__pyx_t_11); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 797, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_8)) {
      PyObject *__pyx_temp[3] = {__pyx_t_10, __pyx_int_0, __pyx_t_4};
      __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_11, 2+__pyx_t_11); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 797, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    } else
    #endif
    {
      __pyx_t_12 = PyTuple_New(2+__pyx_t_11); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 797, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_12);
      if (__pyx_t_10) {
        __Pyx_GIVEREF(__pyx_t_10); PyTuple_SET_ITEM(__pyx_t_12, 0, __pyx_t_10); __pyx_t_10 = NULL;
      }
      __Pyx_INCREF(__pyx_int_0);
      __Pyx_GIVEREF(__pyx_int_0);
      PyTuple_SET_ITEM(__pyx_t_12, 0+__pyx_t_11, __pyx_int_0);
      __Pyx_GIVEREF(__pyx_t_4);
      PyTuple_SET_ITEM(__pyx_t_12, 1+__pyx_t_11, __pyx_t_4);
      __pyx_t_4 = 0;
      __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_8, __pyx_t_12, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 797, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
    }
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
    __Pyx_XDECREF_SET(__pyx_v_index, __pyx_t_1);
    __pyx_t_1 = 0;

    /* "analysis.py":799
 *         index = random.randint(0, len(x) - 1)
 * 
 *         x_test.append(x[index])             # <<<<<<<<<<<<<<
 *         y_test.append(float(y[index]))
 * 
 */
    __pyx_t_1 = __Pyx_PyObject_GetItem(__pyx_v_x, __pyx_v_index); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 799, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_x_test, __pyx_t_1); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 799, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "analysis.py":800
 * 
 *         x_test.append(x[index])
 *         y_test.append(float(y[index]))             # <<<<<<<<<<<<<<
 * 
 *         x_train.pop(index)
 */
    __pyx_t_1 = __Pyx_PyObject_GetItem(__pyx_v_y, __pyx_v_index); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 800, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_8 = __Pyx_PyNumber_Float(__pyx_t_1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 800, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_y_test, __pyx_t_8); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 800, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;

    /* "analysis.py":802
 *         y_test.append(float(y[index]))
 * 
 *         x_train.pop(index)             # <<<<<<<<<<<<<<
 *         y_train.pop(index)
 * 
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_x_train, __pyx_n_s_pop); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 802, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_12 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_1))) {
      __pyx_t_12 = PyMethod_GET_SELF(__pyx_t_1);
      if (likely(__pyx_t_12)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
        __Pyx_INCREF(__pyx_t_12);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_1, function);
      }
    }
    __pyx_t_8 = (__pyx_t_12) ? __Pyx_PyObject_Call2Args(__pyx_t_1, __pyx_t_12, __pyx_v_index) : __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_v_index);
    __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
    if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 802, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;

    /* "analysis.py":803
 * 
 *         x_train.pop(index)
 *         y_train.pop(index)             # <<<<<<<<<<<<<<
 * 
 *     #print(x_train, x_test)
 */
    __pyx_t_9 = __Pyx_PyIndex_AsSsize_t(__pyx_v_index); if (unlikely((__pyx_t_9 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 803, __pyx_L1_error)
    __pyx_t_8 = __Pyx_PyList_PopIndex(__pyx_v_y_train, __pyx_v_index, __pyx_t_9, 1, Py_ssize_t, PyInt_FromSsize_t); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 803, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;

    /* "analysis.py":796
 *     y_test = []
 * 
 *     for i in range(0, math.floor(len(x) * 0.5), 1):             # <<<<<<<<<<<<<<
 *         index = random.randint(0, len(x) - 1)
 * 
 */
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

  /* "analysis.py":808
 *     #print(y_train, y_test)
 * 
 *     eqs = []             # <<<<<<<<<<<<<<
 *     rmss = []
 *     r2s = []
 */
  __pyx_t_3 = PyList_New(0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 808, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_v_eqs = ((PyObject*)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "analysis.py":809
 * 
 *     eqs = []
 *     rmss = []             # <<<<<<<<<<<<<<
 *     r2s = []
 * 
 */
  __pyx_t_3 = PyList_New(0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 809, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_v_rmss = ((PyObject*)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "analysis.py":810
 *     eqs = []
 *     rmss = []
 *     r2s = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, _range + 1, 1):
 */
  __pyx_t_3 = PyList_New(0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 810, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_v_r2s = ((PyObject*)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "analysis.py":812
 *     r2s = []
 * 
 *     for i in range(0, _range + 1, 1):             # <<<<<<<<<<<<<<
 *         try:
 *             x, y, z = poly_regression(x_train, y_train, i)
 */
  __pyx_t_3 = __Pyx_PyInt_AddObjC(__pyx_v__range, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 812, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_8 = PyTuple_New(3); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 812, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_int_0);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_8, 1, __pyx_t_3);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_8, 2, __pyx_int_1);
  __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_8, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 812, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  if (likely(PyList_CheckExact(__pyx_t_3)) || PyTuple_CheckExact(__pyx_t_3)) {
    __pyx_t_8 = __pyx_t_3; __Pyx_INCREF(__pyx_t_8); __pyx_t_5 = 0;
    __pyx_t_6 = NULL;
  } else {
    __pyx_t_5 = -1; __pyx_t_8 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 812, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __pyx_t_6 = Py_TYPE(__pyx_t_8)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 812, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  for (;;) {
    if (likely(!__pyx_t_6)) {
      if (likely(PyList_CheckExact(__pyx_t_8))) {
        if (__pyx_t_5 >= PyList_GET_SIZE(__pyx_t_8)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyList_GET_ITEM(__pyx_t_8, __pyx_t_5); __Pyx_INCREF(__pyx_t_3); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 812, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_8, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 812, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      } else {
        if (__pyx_t_5 >= PyTuple_GET_SIZE(__pyx_t_8)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyTuple_GET_ITEM(__pyx_t_8, __pyx_t_5); __Pyx_INCREF(__pyx_t_3); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 812, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_8, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 812, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      }
    } else {
      __pyx_t_3 = __pyx_t_6(__pyx_t_8);
      if (unlikely(!__pyx_t_3)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 812, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_3);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":813
 * 
 *     for i in range(0, _range + 1, 1):
 *         try:             # <<<<<<<<<<<<<<
 *             x, y, z = poly_regression(x_train, y_train, i)
 *             eqs.append(x)
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_13, &__pyx_t_14, &__pyx_t_15);
      __Pyx_XGOTREF(__pyx_t_13);
      __Pyx_XGOTREF(__pyx_t_14);
      __Pyx_XGOTREF(__pyx_t_15);
      /*try:*/ {

        /* "analysis.py":814
 *     for i in range(0, _range + 1, 1):
 *         try:
 *             x, y, z = poly_regression(x_train, y_train, i)             # <<<<<<<<<<<<<<
 *             eqs.append(x)
 *             rmss.append(y)
 */
        __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_poly_regression); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 814, __pyx_L10_error)
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_12 = NULL;
        __pyx_t_11 = 0;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
          __pyx_t_12 = PyMethod_GET_SELF(__pyx_t_1);
          if (likely(__pyx_t_12)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
            __Pyx_INCREF(__pyx_t_12);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_1, function);
            __pyx_t_11 = 1;
          }
        }
        #if CYTHON_FAST_PYCALL
        if (PyFunction_Check(__pyx_t_1)) {
          PyObject *__pyx_temp[4] = {__pyx_t_12, __pyx_v_x_train, __pyx_v_y_train, __pyx_v_i};
          __pyx_t_3 = __Pyx_PyFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_11, 3+__pyx_t_11); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 814, __pyx_L10_error)
          __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
          __Pyx_GOTREF(__pyx_t_3);
        } else
        #endif
        #if CYTHON_FAST_PYCCALL
        if (__Pyx_PyFastCFunction_Check(__pyx_t_1)) {
          PyObject *__pyx_temp[4] = {__pyx_t_12, __pyx_v_x_train, __pyx_v_y_train, __pyx_v_i};
          __pyx_t_3 = __Pyx_PyCFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_11, 3+__pyx_t_11); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 814, __pyx_L10_error)
          __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
          __Pyx_GOTREF(__pyx_t_3);
        } else
        #endif
        {
          __pyx_t_4 = PyTuple_New(3+__pyx_t_11); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 814, __pyx_L10_error)
          __Pyx_GOTREF(__pyx_t_4);
          if (__pyx_t_12) {
            __Pyx_GIVEREF(__pyx_t_12); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_12); __pyx_t_12 = NULL;
          }
          __Pyx_INCREF(__pyx_v_x_train);
          __Pyx_GIVEREF(__pyx_v_x_train);
          PyTuple_SET_ITEM(__pyx_t_4, 0+__pyx_t_11, __pyx_v_x_train);
          __Pyx_INCREF(__pyx_v_y_train);
          __Pyx_GIVEREF(__pyx_v_y_train);
          PyTuple_SET_ITEM(__pyx_t_4, 1+__pyx_t_11, __pyx_v_y_train);
          __Pyx_INCREF(__pyx_v_i);
          __Pyx_GIVEREF(__pyx_v_i);
          PyTuple_SET_ITEM(__pyx_t_4, 2+__pyx_t_11, __pyx_v_i);
          __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_4, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 814, __pyx_L10_error)
          __Pyx_GOTREF(__pyx_t_3);
          __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
        }
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if ((likely(PyTuple_CheckExact(__pyx_t_3))) || (PyList_CheckExact(__pyx_t_3))) {
          PyObject* sequence = __pyx_t_3;
          Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
          if (unlikely(size != 3)) {
            if (size > 3) __Pyx_RaiseTooManyValuesError(3);
            else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
            __PYX_ERR(0, 814, __pyx_L10_error)
          }
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          if (likely(PyTuple_CheckExact(sequence))) {
            __pyx_t_1 = PyTuple_GET_ITEM(sequence, 0); 
            __pyx_t_4 = PyTuple_GET_ITEM(sequence, 1); 
            __pyx_t_12 = PyTuple_GET_ITEM(sequence, 2); 
          } else {
            __pyx_t_1 = PyList_GET_ITEM(sequence, 0); 
            __pyx_t_4 = PyList_GET_ITEM(sequence, 1); 
            __pyx_t_12 = PyList_GET_ITEM(sequence, 2); 
          }
          __Pyx_INCREF(__pyx_t_1);
          __Pyx_INCREF(__pyx_t_4);
          __Pyx_INCREF(__pyx_t_12);
          #else
          __pyx_t_1 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 814, __pyx_L10_error)
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_4 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 814, __pyx_L10_error)
          __Pyx_GOTREF(__pyx_t_4);
          __pyx_t_12 = PySequence_ITEM(sequence, 2); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 814, __pyx_L10_error)
          __Pyx_GOTREF(__pyx_t_12);
          #endif
          __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
        } else {
          Py_ssize_t index = -1;
          __pyx_t_10 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 814, __pyx_L10_error)
          __Pyx_GOTREF(__pyx_t_10);
          __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
          __pyx_t_16 = Py_TYPE(__pyx_t_10)->tp_iternext;
          index = 0; __pyx_t_1 = __pyx_t_16(__pyx_t_10); if (unlikely(!__pyx_t_1)) goto __pyx_L18_unpacking_failed;
          __Pyx_GOTREF(__pyx_t_1);
          index = 1; __pyx_t_4 = __pyx_t_16(__pyx_t_10); if (unlikely(!__pyx_t_4)) goto __pyx_L18_unpacking_failed;
          __Pyx_GOTREF(__pyx_t_4);
          index = 2; __pyx_t_12 = __pyx_t_16(__pyx_t_10); if (unlikely(!__pyx_t_12)) goto __pyx_L18_unpacking_failed;
          __Pyx_GOTREF(__pyx_t_12);
          if (__Pyx_IternextUnpackEndCheck(__pyx_t_16(__pyx_t_10), 3) < 0) __PYX_ERR(0, 814, __pyx_L10_error)
          __pyx_t_16 = NULL;
          __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
          goto __pyx_L19_unpacking_done;
          __pyx_L18_unpacking_failed:;
          __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
          __pyx_t_16 = NULL;
          if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
          __PYX_ERR(0, 814, __pyx_L10_error)
          __pyx_L19_unpacking_done:;
        }
        __Pyx_DECREF_SET(__pyx_v_x, __pyx_t_1);
        __pyx_t_1 = 0;
        __Pyx_DECREF_SET(__pyx_v_y, __pyx_t_4);
        __pyx_t_4 = 0;
        __Pyx_XDECREF_SET(__pyx_v_z, __pyx_t_12);
        __pyx_t_12 = 0;

        /* "analysis.py":815
 *         try:
 *             x, y, z = poly_regression(x_train, y_train, i)
 *             eqs.append(x)             # <<<<<<<<<<<<<<
 *             rmss.append(y)
 *             r2s.append(z)
 */
        __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_eqs, __pyx_v_x); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 815, __pyx_L10_error)

        /* "analysis.py":816
 *             x, y, z = poly_regression(x_train, y_train, i)
 *             eqs.append(x)
 *             rmss.append(y)             # <<<<<<<<<<<<<<
 *             r2s.append(z)
 *         except:
 */
        __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_rmss, __pyx_v_y); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 816, __pyx_L10_error)

        /* "analysis.py":817
 *             eqs.append(x)
 *             rmss.append(y)
 *             r2s.append(z)             # <<<<<<<<<<<<<<
 *         except:
 *             pass
 */
        __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_r2s, __pyx_v_z); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 817, __pyx_L10_error)

        /* "analysis.py":813
 * 
 *     for i in range(0, _range + 1, 1):
 *         try:             # <<<<<<<<<<<<<<
 *             x, y, z = poly_regression(x_train, y_train, i)
 *             eqs.append(x)
 */
      }
      __Pyx_XDECREF(__pyx_t_13); __pyx_t_13 = 0;
      __Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
      __Pyx_XDECREF(__pyx_t_15); __pyx_t_15 = 0;
      goto __pyx_L17_try_end;
      __pyx_L10_error:;
      __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;

      /* "analysis.py":818
 *             rmss.append(y)
 *             r2s.append(z)
 *         except:             # <<<<<<<<<<<<<<
 *             pass
 * 
 */
      /*except:*/ {
        __Pyx_ErrRestore(0,0,0);
        goto __pyx_L11_exception_handled;
      }
      __pyx_L11_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_13);
      __Pyx_XGIVEREF(__pyx_t_14);
      __Pyx_XGIVEREF(__pyx_t_15);
      __Pyx_ExceptionReset(__pyx_t_13, __pyx_t_14, __pyx_t_15);
      __pyx_L17_try_end:;
    }

    /* "analysis.py":812
 *     r2s = []
 * 
 *     for i in range(0, _range + 1, 1):             # <<<<<<<<<<<<<<
 *         try:
 *             x, y, z = poly_regression(x_train, y_train, i)
 */
  }
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;

  /* "analysis.py":821
 *             pass
 * 
 *     for i in range(1, 100 * resolution + 1):             # <<<<<<<<<<<<<<
 *         try:
 *             x, y, z = exp_regression(x_train, y_train, float(i / resolution))
 */
  __pyx_t_8 = PyNumber_Multiply(__pyx_int_100, __pyx_v_resolution); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 821, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_t_3 = __Pyx_PyInt_AddObjC(__pyx_t_8, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 821, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __pyx_t_8 = PyTuple_New(2); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 821, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_int_1);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_8, 1, __pyx_t_3);
  __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_8, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 821, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  if (likely(PyList_CheckExact(__pyx_t_3)) || PyTuple_CheckExact(__pyx_t_3)) {
    __pyx_t_8 = __pyx_t_3; __Pyx_INCREF(__pyx_t_8); __pyx_t_5 = 0;
    __pyx_t_6 = NULL;
  } else {
    __pyx_t_5 = -1; __pyx_t_8 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 821, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __pyx_t_6 = Py_TYPE(__pyx_t_8)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 821, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  for (;;) {
    if (likely(!__pyx_t_6)) {
      if (likely(PyList_CheckExact(__pyx_t_8))) {
        if (__pyx_t_5 >= PyList_GET_SIZE(__pyx_t_8)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyList_GET_ITEM(__pyx_t_8, __pyx_t_5); __Pyx_INCREF(__pyx_t_3); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 821, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_8, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 821, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      } else {
        if (__pyx_t_5 >= PyTuple_GET_SIZE(__pyx_t_8)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyTuple_GET_ITEM(__pyx_t_8, __pyx_t_5); __Pyx_INCREF(__pyx_t_3); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 821, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_8, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 821, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      }
    } else {
      __pyx_t_3 = __pyx_t_6(__pyx_t_8);
      if (unlikely(!__pyx_t_3)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 821, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_3);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":822
 * 
 *     for i in range(1, 100 * resolution + 1):
 *         try:             # <<<<<<<<<<<<<<
 *             x, y, z = exp_regression(x_train, y_train, float(i / resolution))
 *             eqs.append(x)
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_15, &__pyx_t_14, &__pyx_t_13);
      __Pyx_XGOTREF(__pyx_t_15);
      __Pyx_XGOTREF(__pyx_t_14);
      __Pyx_XGOTREF(__pyx_t_13);
      /*try:*/ {

        /* "analysis.py":823
 *     for i in range(1, 100 * resolution + 1):
 *         try:
 *             x, y, z = exp_regression(x_train, y_train, float(i / resolution))             # <<<<<<<<<<<<<<
 *             eqs.append(x)
 *             rmss.append(y)
 */
        __Pyx_GetModuleGlobalName(__pyx_t_12, __pyx_n_s_exp_regression); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 823, __pyx_L22_error)
        __Pyx_GOTREF(__pyx_t_12);
        __pyx_t_4 = __Pyx_PyNumber_Divide(__pyx_v_i, __pyx_v_resolution); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 823, __pyx_L22_error)
        __Pyx_GOTREF(__pyx_t_4);
        __pyx_t_1 = __Pyx_PyNumber_Float(__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 823, __pyx_L22_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
        __pyx_t_4 = NULL;
        __pyx_t_11 = 0;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_12))) {
          __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_12);
          if (likely(__pyx_t_4)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_12);
            __Pyx_INCREF(__pyx_t_4);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_12, function);
            __pyx_t_11 = 1;
          }
        }
        #if CYTHON_FAST_PYCALL
        if (PyFunction_Check(__pyx_t_12)) {
          PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_v_x_train, __pyx_v_y_train, __pyx_t_1};
          __pyx_t_3 = __Pyx_PyFunction_FastCall(__pyx_t_12, __pyx_temp+1-__pyx_t_11, 3+__pyx_t_11); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 823, __pyx_L22_error)
          __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
          __Pyx_GOTREF(__pyx_t_3);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        } else
        #endif
        #if CYTHON_FAST_PYCCALL
        if (__Pyx_PyFastCFunction_Check(__pyx_t_12)) {
          PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_v_x_train, __pyx_v_y_train, __pyx_t_1};
          __pyx_t_3 = __Pyx_PyCFunction_FastCall(__pyx_t_12, __pyx_temp+1-__pyx_t_11, 3+__pyx_t_11); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 823, __pyx_L22_error)
          __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
          __Pyx_GOTREF(__pyx_t_3);
          __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        } else
        #endif
        {
          __pyx_t_10 = PyTuple_New(3+__pyx_t_11); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 823, __pyx_L22_error)
          __Pyx_GOTREF(__pyx_t_10);
          if (__pyx_t_4) {
            __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_t_4); __pyx_t_4 = NULL;
          }
          __Pyx_INCREF(__pyx_v_x_train);
          __Pyx_GIVEREF(__pyx_v_x_train);
          PyTuple_SET_ITEM(__pyx_t_10, 0+__pyx_t_11, __pyx_v_x_train);
          __Pyx_INCREF(__pyx_v_y_train);
          __Pyx_GIVEREF(__pyx_v_y_train);
          PyTuple_SET_ITEM(__pyx_t_10, 1+__pyx_t_11, __pyx_v_y_train);
          __Pyx_GIVEREF(__pyx_t_1);
          PyTuple_SET_ITEM(__pyx_t_10, 2+__pyx_t_11, __pyx_t_1);
          __pyx_t_1 = 0;
          __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_12, __pyx_t_10, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 823, __pyx_L22_error)
          __Pyx_GOTREF(__pyx_t_3);
          __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        }
        __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
        if ((likely(PyTuple_CheckExact(__pyx_t_3))) || (PyList_CheckExact(__pyx_t_3))) {
          PyObject* sequence = __pyx_t_3;
          Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
          if (unlikely(size != 3)) {
            if (size > 3) __Pyx_RaiseTooManyValuesError(3);
            else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
            __PYX_ERR(0, 823, __pyx_L22_error)
          }
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          if (likely(PyTuple_CheckExact(sequence))) {
            __pyx_t_12 = PyTuple_GET_ITEM(sequence, 0); 
            __pyx_t_10 = PyTuple_GET_ITEM(sequence, 1); 
            __pyx_t_1 = PyTuple_GET_ITEM(sequence, 2); 
          } else {
            __pyx_t_12 = PyList_GET_ITEM(sequence, 0); 
            __pyx_t_10 = PyList_GET_ITEM(sequence, 1); 
            __pyx_t_1 = PyList_GET_ITEM(sequence, 2); 
          }
          __Pyx_INCREF(__pyx_t_12);
          __Pyx_INCREF(__pyx_t_10);
          __Pyx_INCREF(__pyx_t_1);
          #else
          __pyx_t_12 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 823, __pyx_L22_error)
          __Pyx_GOTREF(__pyx_t_12);
          __pyx_t_10 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 823, __pyx_L22_error)
          __Pyx_GOTREF(__pyx_t_10);
          __pyx_t_1 = PySequence_ITEM(sequence, 2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 823, __pyx_L22_error)
          __Pyx_GOTREF(__pyx_t_1);
          #endif
          __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
        } else {
          Py_ssize_t index = -1;
          __pyx_t_4 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 823, __pyx_L22_error)
          __Pyx_GOTREF(__pyx_t_4);
          __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
          __pyx_t_16 = Py_TYPE(__pyx_t_4)->tp_iternext;
          index = 0; __pyx_t_12 = __pyx_t_16(__pyx_t_4); if (unlikely(!__pyx_t_12)) goto __pyx_L30_unpacking_failed;
          __Pyx_GOTREF(__pyx_t_12);
          index = 1; __pyx_t_10 = __pyx_t_16(__pyx_t_4); if (unlikely(!__pyx_t_10)) goto __pyx_L30_unpacking_failed;
          __Pyx_GOTREF(__pyx_t_10);
          index = 2; __pyx_t_1 = __pyx_t_16(__pyx_t_4); if (unlikely(!__pyx_t_1)) goto __pyx_L30_unpacking_failed;
          __Pyx_GOTREF(__pyx_t_1);
          if (__Pyx_IternextUnpackEndCheck(__pyx_t_16(__pyx_t_4), 3) < 0) __PYX_ERR(0, 823, __pyx_L22_error)
          __pyx_t_16 = NULL;
          __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
          goto __pyx_L31_unpacking_done;
          __pyx_L30_unpacking_failed:;
          __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
          __pyx_t_16 = NULL;
          if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
          __PYX_ERR(0, 823, __pyx_L22_error)
          __pyx_L31_unpacking_done:;
        }
        __Pyx_DECREF_SET(__pyx_v_x, __pyx_t_12);
        __pyx_t_12 = 0;
        __Pyx_DECREF_SET(__pyx_v_y, __pyx_t_10);
        __pyx_t_10 = 0;
        __Pyx_XDECREF_SET(__pyx_v_z, __pyx_t_1);
        __pyx_t_1 = 0;

        /* "analysis.py":824
 *         try:
 *             x, y, z = exp_regression(x_train, y_train, float(i / resolution))
 *             eqs.append(x)             # <<<<<<<<<<<<<<
 *             rmss.append(y)
 *             r2s.append(z)
 */
        __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_eqs, __pyx_v_x); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 824, __pyx_L22_error)

        /* "analysis.py":825
 *             x, y, z = exp_regression(x_train, y_train, float(i / resolution))
 *             eqs.append(x)
 *             rmss.append(y)             # <<<<<<<<<<<<<<
 *             r2s.append(z)
 *         except:
 */
        __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_rmss, __pyx_v_y); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 825, __pyx_L22_error)

        /* "analysis.py":826
 *             eqs.append(x)
 *             rmss.append(y)
 *             r2s.append(z)             # <<<<<<<<<<<<<<
 *         except:
 *             pass
 */
        __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_r2s, __pyx_v_z); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 826, __pyx_L22_error)

        /* "analysis.py":822
 * 
 *     for i in range(1, 100 * resolution + 1):
 *         try:             # <<<<<<<<<<<<<<
 *             x, y, z = exp_regression(x_train, y_train, float(i / resolution))
 *             eqs.append(x)
 */
      }
      __Pyx_XDECREF(__pyx_t_15); __pyx_t_15 = 0;
      __Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
      __Pyx_XDECREF(__pyx_t_13); __pyx_t_13 = 0;
      goto __pyx_L29_try_end;
      __pyx_L22_error:;
      __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;

      /* "analysis.py":827
 *             rmss.append(y)
 *             r2s.append(z)
 *         except:             # <<<<<<<<<<<<<<
 *             pass
 * 
 */
      /*except:*/ {
        __Pyx_ErrRestore(0,0,0);
        goto __pyx_L23_exception_handled;
      }
      __pyx_L23_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_15);
      __Pyx_XGIVEREF(__pyx_t_14);
      __Pyx_XGIVEREF(__pyx_t_13);
      __Pyx_ExceptionReset(__pyx_t_15, __pyx_t_14, __pyx_t_13);
      __pyx_L29_try_end:;
    }

    /* "analysis.py":821
 *             pass
 * 
 *     for i in range(1, 100 * resolution + 1):             # <<<<<<<<<<<<<<
 *         try:
 *             x, y, z = exp_regression(x_train, y_train, float(i / resolution))
 */
  }
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;

  /* "analysis.py":830
 *             pass
 * 
 *     for i in range(1, 100 * resolution + 1):             # <<<<<<<<<<<<<<
 *         try:
 *             x, y, z = log_regression(x_train, y_train, float(i / resolution))
 */
  __pyx_t_8 = PyNumber_Multiply(__pyx_int_100, __pyx_v_resolution); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 830, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_t_3 = __Pyx_PyInt_AddObjC(__pyx_t_8, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 830, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __pyx_t_8 = PyTuple_New(2); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 830, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_int_1);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_8, 1, __pyx_t_3);
  __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_8, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 830, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  if (likely(PyList_CheckExact(__pyx_t_3)) || PyTuple_CheckExact(__pyx_t_3)) {
    __pyx_t_8 = __pyx_t_3; __Pyx_INCREF(__pyx_t_8); __pyx_t_5 = 0;
    __pyx_t_6 = NULL;
  } else {
    __pyx_t_5 = -1; __pyx_t_8 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 830, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __pyx_t_6 = Py_TYPE(__pyx_t_8)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 830, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  for (;;) {
    if (likely(!__pyx_t_6)) {
      if (likely(PyList_CheckExact(__pyx_t_8))) {
        if (__pyx_t_5 >= PyList_GET_SIZE(__pyx_t_8)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyList_GET_ITEM(__pyx_t_8, __pyx_t_5); __Pyx_INCREF(__pyx_t_3); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 830, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_8, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 830, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      } else {
        if (__pyx_t_5 >= PyTuple_GET_SIZE(__pyx_t_8)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyTuple_GET_ITEM(__pyx_t_8, __pyx_t_5); __Pyx_INCREF(__pyx_t_3); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 830, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_8, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 830, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      }
    } else {
      __pyx_t_3 = __pyx_t_6(__pyx_t_8);
      if (unlikely(!__pyx_t_3)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 830, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_3);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":831
 * 
 *     for i in range(1, 100 * resolution + 1):
 *         try:             # <<<<<<<<<<<<<<
 *             x, y, z = log_regression(x_train, y_train, float(i / resolution))
 *             eqs.append(x)
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_13, &__pyx_t_14, &__pyx_t_15);
      __Pyx_XGOTREF(__pyx_t_13);
      __Pyx_XGOTREF(__pyx_t_14);
      __Pyx_XGOTREF(__pyx_t_15);
      /*try:*/ {

        /* "analysis.py":832
 *     for i in range(1, 100 * resolution + 1):
 *         try:
 *             x, y, z = log_regression(x_train, y_train, float(i / resolution))             # <<<<<<<<<<<<<<
 *             eqs.append(x)
 *             rmss.append(y)
 */
        __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_log_regression); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 832, __pyx_L34_error)
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_t_10 = __Pyx_PyNumber_Divide(__pyx_v_i, __pyx_v_resolution); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 832, __pyx_L34_error)
        __Pyx_GOTREF(__pyx_t_10);
        __pyx_t_12 = __Pyx_PyNumber_Float(__pyx_t_10); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 832, __pyx_L34_error)
        __Pyx_GOTREF(__pyx_t_12);
        __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
        __pyx_t_10 = NULL;
        __pyx_t_11 = 0;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
          __pyx_t_10 = PyMethod_GET_SELF(__pyx_t_1);
          if (likely(__pyx_t_10)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
            __Pyx_INCREF(__pyx_t_10);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_1, function);
            __pyx_t_11 = 1;
          }
        }
        #if CYTHON_FAST_PYCALL
        if (PyFunction_Check(__pyx_t_1)) {
          PyObject *__pyx_temp[4] = {__pyx_t_10, __pyx_v_x_train, __pyx_v_y_train, __pyx_t_12};
          __pyx_t_3 = __Pyx_PyFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_11, 3+__pyx_t_11); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 832, __pyx_L34_error)
          __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
          __Pyx_GOTREF(__pyx_t_3);
          __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
        } else
        #endif
        #if CYTHON_FAST_PYCCALL
        if (__Pyx_PyFastCFunction_Check(__pyx_t_1)) {
          PyObject *__pyx_temp[4] = {__pyx_t_10, __pyx_v_x_train, __pyx_v_y_train, __pyx_t_12};
          __pyx_t_3 = __Pyx_PyCFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_11, 3+__pyx_t_11); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 832, __pyx_L34_error)
          __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
          __Pyx_GOTREF(__pyx_t_3);
          __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
        } else
        #endif
        {
          __pyx_t_4 = PyTuple_New(3+__pyx_t_11); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 832, __pyx_L34_error)
          __Pyx_GOTREF(__pyx_t_4);
          if (__pyx_t_10) {
            __Pyx_GIVEREF(__pyx_t_10); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_10); __pyx_t_10 = NULL;
          }
          __Pyx_INCREF(__pyx_v_x_train);
          __Pyx_GIVEREF(__pyx_v_x_train);
          PyTuple_SET_ITEM(__pyx_t_4, 0+__pyx_t_11, __pyx_v_x_train);
          __Pyx_INCREF(__pyx_v_y_train);
          __Pyx_GIVEREF(__pyx_v_y_train);
          PyTuple_SET_ITEM(__pyx_t_4, 1+__pyx_t_11, __pyx_v_y_train);
          __Pyx_GIVEREF(__pyx_t_12);
          PyTuple_SET_ITEM(__pyx_t_4, 2+__pyx_t_11, __pyx_t_12);
          __pyx_t_12 = 0;
          __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_4, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 832, __pyx_L34_error)
          __Pyx_GOTREF(__pyx_t_3);
          __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
        }
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        if ((likely(PyTuple_CheckExact(__pyx_t_3))) || (PyList_CheckExact(__pyx_t_3))) {
          PyObject* sequence = __pyx_t_3;
          Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
          if (unlikely(size != 3)) {
            if (size > 3) __Pyx_RaiseTooManyValuesError(3);
            else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
            __PYX_ERR(0, 832, __pyx_L34_error)
          }
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          if (likely(PyTuple_CheckExact(sequence))) {
            __pyx_t_1 = PyTuple_GET_ITEM(sequence, 0); 
            __pyx_t_4 = PyTuple_GET_ITEM(sequence, 1); 
            __pyx_t_12 = PyTuple_GET_ITEM(sequence, 2); 
          } else {
            __pyx_t_1 = PyList_GET_ITEM(sequence, 0); 
            __pyx_t_4 = PyList_GET_ITEM(sequence, 1); 
            __pyx_t_12 = PyList_GET_ITEM(sequence, 2); 
          }
          __Pyx_INCREF(__pyx_t_1);
          __Pyx_INCREF(__pyx_t_4);
          __Pyx_INCREF(__pyx_t_12);
          #else
          __pyx_t_1 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 832, __pyx_L34_error)
          __Pyx_GOTREF(__pyx_t_1);
          __pyx_t_4 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 832, __pyx_L34_error)
          __Pyx_GOTREF(__pyx_t_4);
          __pyx_t_12 = PySequence_ITEM(sequence, 2); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 832, __pyx_L34_error)
          __Pyx_GOTREF(__pyx_t_12);
          #endif
          __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
        } else {
          Py_ssize_t index = -1;
          __pyx_t_10 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 832, __pyx_L34_error)
          __Pyx_GOTREF(__pyx_t_10);
          __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
          __pyx_t_16 = Py_TYPE(__pyx_t_10)->tp_iternext;
          index = 0; __pyx_t_1 = __pyx_t_16(__pyx_t_10); if (unlikely(!__pyx_t_1)) goto __pyx_L42_unpacking_failed;
          __Pyx_GOTREF(__pyx_t_1);
          index = 1; __pyx_t_4 = __pyx_t_16(__pyx_t_10); if (unlikely(!__pyx_t_4)) goto __pyx_L42_unpacking_failed;
          __Pyx_GOTREF(__pyx_t_4);
          index = 2; __pyx_t_12 = __pyx_t_16(__pyx_t_10); if (unlikely(!__pyx_t_12)) goto __pyx_L42_unpacking_failed;
          __Pyx_GOTREF(__pyx_t_12);
          if (__Pyx_IternextUnpackEndCheck(__pyx_t_16(__pyx_t_10), 3) < 0) __PYX_ERR(0, 832, __pyx_L34_error)
          __pyx_t_16 = NULL;
          __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
          goto __pyx_L43_unpacking_done;
          __pyx_L42_unpacking_failed:;
          __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
          __pyx_t_16 = NULL;
          if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
          __PYX_ERR(0, 832, __pyx_L34_error)
          __pyx_L43_unpacking_done:;
        }
        __Pyx_DECREF_SET(__pyx_v_x, __pyx_t_1);
        __pyx_t_1 = 0;
        __Pyx_DECREF_SET(__pyx_v_y, __pyx_t_4);
        __pyx_t_4 = 0;
        __Pyx_XDECREF_SET(__pyx_v_z, __pyx_t_12);
        __pyx_t_12 = 0;

        /* "analysis.py":833
 *         try:
 *             x, y, z = log_regression(x_train, y_train, float(i / resolution))
 *             eqs.append(x)             # <<<<<<<<<<<<<<
 *             rmss.append(y)
 *             r2s.append(z)
 */
        __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_eqs, __pyx_v_x); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 833, __pyx_L34_error)

        /* "analysis.py":834
 *             x, y, z = log_regression(x_train, y_train, float(i / resolution))
 *             eqs.append(x)
 *             rmss.append(y)             # <<<<<<<<<<<<<<
 *             r2s.append(z)
 *         except:
 */
        __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_rmss, __pyx_v_y); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 834, __pyx_L34_error)

        /* "analysis.py":835
 *             eqs.append(x)
 *             rmss.append(y)
 *             r2s.append(z)             # <<<<<<<<<<<<<<
 *         except:
 *             pass
 */
        __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_r2s, __pyx_v_z); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 835, __pyx_L34_error)

        /* "analysis.py":831
 * 
 *     for i in range(1, 100 * resolution + 1):
 *         try:             # <<<<<<<<<<<<<<
 *             x, y, z = log_regression(x_train, y_train, float(i / resolution))
 *             eqs.append(x)
 */
      }
      __Pyx_XDECREF(__pyx_t_13); __pyx_t_13 = 0;
      __Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
      __Pyx_XDECREF(__pyx_t_15); __pyx_t_15 = 0;
      goto __pyx_L41_try_end;
      __pyx_L34_error:;
      __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;

      /* "analysis.py":836
 *             rmss.append(y)
 *             r2s.append(z)
 *         except:             # <<<<<<<<<<<<<<
 *             pass
 * 
 */
      /*except:*/ {
        __Pyx_ErrRestore(0,0,0);
        goto __pyx_L35_exception_handled;
      }
      __pyx_L35_exception_handled:;
      __Pyx_XGIVEREF(__pyx_t_13);
      __Pyx_XGIVEREF(__pyx_t_14);
      __Pyx_XGIVEREF(__pyx_t_15);
      __Pyx_ExceptionReset(__pyx_t_13, __pyx_t_14, __pyx_t_15);
      __pyx_L41_try_end:;
    }

    /* "analysis.py":830
 *             pass
 * 
 *     for i in range(1, 100 * resolution + 1):             # <<<<<<<<<<<<<<
 *         try:
 *             x, y, z = log_regression(x_train, y_train, float(i / resolution))
 */
  }
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;

  /* "analysis.py":839
 *             pass
 * 
 *     try:             # <<<<<<<<<<<<<<
 *         x, y, z = tanh_regression(x_train, y_train)
 * 
 */
  {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ExceptionSave(&__pyx_t_15, &__pyx_t_14, &__pyx_t_13);
    __Pyx_XGOTREF(__pyx_t_15);
    __Pyx_XGOTREF(__pyx_t_14);
    __Pyx_XGOTREF(__pyx_t_13);
    /*try:*/ {

      /* "analysis.py":840
 * 
 *     try:
 *         x, y, z = tanh_regression(x_train, y_train)             # <<<<<<<<<<<<<<
 * 
 *         eqs.append(x)
 */
      __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_tanh_regression); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 840, __pyx_L44_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_12 = NULL;
      __pyx_t_11 = 0;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
        __pyx_t_12 = PyMethod_GET_SELF(__pyx_t_3);
        if (likely(__pyx_t_12)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
          __Pyx_INCREF(__pyx_t_12);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_3, function);
          __pyx_t_11 = 1;
        }
      }
      #if CYTHON_FAST_PYCALL
      if (PyFunction_Check(__pyx_t_3)) {
        PyObject *__pyx_temp[3] = {__pyx_t_12, __pyx_v_x_train, __pyx_v_y_train};
        __pyx_t_8 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_11, 2+__pyx_t_11); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 840, __pyx_L44_error)
        __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
        __Pyx_GOTREF(__pyx_t_8);
      } else
      #endif
      #if CYTHON_FAST_PYCCALL
      if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
        PyObject *__pyx_temp[3] = {__pyx_t_12, __pyx_v_x_train, __pyx_v_y_train};
        __pyx_t_8 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_11, 2+__pyx_t_11); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 840, __pyx_L44_error)
        __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
        __Pyx_GOTREF(__pyx_t_8);
      } else
      #endif
      {
        __pyx_t_4 = PyTuple_New(2+__pyx_t_11); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 840, __pyx_L44_error)
        __Pyx_GOTREF(__pyx_t_4);
        if (__pyx_t_12) {
          __Pyx_GIVEREF(__pyx_t_12); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_12); __pyx_t_12 = NULL;
        }
        __Pyx_INCREF(__pyx_v_x_train);
        __Pyx_GIVEREF(__pyx_v_x_train);
        PyTuple_SET_ITEM(__pyx_t_4, 0+__pyx_t_11, __pyx_v_x_train);
        __Pyx_INCREF(__pyx_v_y_train);
        __Pyx_GIVEREF(__pyx_v_y_train);
        PyTuple_SET_ITEM(__pyx_t_4, 1+__pyx_t_11, __pyx_v_y_train);
        __pyx_t_8 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 840, __pyx_L44_error)
        __Pyx_GOTREF(__pyx_t_8);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      }
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if ((likely(PyTuple_CheckExact(__pyx_t_8))) || (PyList_CheckExact(__pyx_t_8))) {
        PyObject* sequence = __pyx_t_8;
        Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
        if (unlikely(size != 3)) {
          if (size > 3) __Pyx_RaiseTooManyValuesError(3);
          else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
          __PYX_ERR(0, 840, __pyx_L44_error)
        }
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        if (likely(PyTuple_CheckExact(sequence))) {
          __pyx_t_3 = PyTuple_GET_ITEM(sequence, 0); 
          __pyx_t_4 = PyTuple_GET_ITEM(sequence, 1); 
          __pyx_t_12 = PyTuple_GET_ITEM(sequence, 2); 
        } else {
          __pyx_t_3 = PyList_GET_ITEM(sequence, 0); 
          __pyx_t_4 = PyList_GET_ITEM(sequence, 1); 
          __pyx_t_12 = PyList_GET_ITEM(sequence, 2); 
        }
        __Pyx_INCREF(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_4);
        __Pyx_INCREF(__pyx_t_12);
        #else
        __pyx_t_3 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 840, __pyx_L44_error)
        __Pyx_GOTREF(__pyx_t_3);
        __pyx_t_4 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 840, __pyx_L44_error)
        __Pyx_GOTREF(__pyx_t_4);
        __pyx_t_12 = PySequence_ITEM(sequence, 2); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 840, __pyx_L44_error)
        __Pyx_GOTREF(__pyx_t_12);
        #endif
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      } else {
        Py_ssize_t index = -1;
        __pyx_t_1 = PyObject_GetIter(__pyx_t_8); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 840, __pyx_L44_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        __pyx_t_16 = Py_TYPE(__pyx_t_1)->tp_iternext;
        index = 0; __pyx_t_3 = __pyx_t_16(__pyx_t_1); if (unlikely(!__pyx_t_3)) goto __pyx_L50_unpacking_failed;
        __Pyx_GOTREF(__pyx_t_3);
        index = 1; __pyx_t_4 = __pyx_t_16(__pyx_t_1); if (unlikely(!__pyx_t_4)) goto __pyx_L50_unpacking_failed;
        __Pyx_GOTREF(__pyx_t_4);
        index = 2; __pyx_t_12 = __pyx_t_16(__pyx_t_1); if (unlikely(!__pyx_t_12)) goto __pyx_L50_unpacking_failed;
        __Pyx_GOTREF(__pyx_t_12);
        if (__Pyx_IternextUnpackEndCheck(__pyx_t_16(__pyx_t_1), 3) < 0) __PYX_ERR(0, 840, __pyx_L44_error)
        __pyx_t_16 = NULL;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        goto __pyx_L51_unpacking_done;
        __pyx_L50_unpacking_failed:;
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_16 = NULL;
        if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
        __PYX_ERR(0, 840, __pyx_L44_error)
        __pyx_L51_unpacking_done:;
      }
      __Pyx_DECREF_SET(__pyx_v_x, __pyx_t_3);
      __pyx_t_3 = 0;
      __Pyx_DECREF_SET(__pyx_v_y, __pyx_t_4);
      __pyx_t_4 = 0;
      __Pyx_XDECREF_SET(__pyx_v_z, __pyx_t_12);
      __pyx_t_12 = 0;

      /* "analysis.py":842
 *         x, y, z = tanh_regression(x_train, y_train)
 * 
 *         eqs.append(x)             # <<<<<<<<<<<<<<
 *         rmss.append(y)
 *         r2s.append(z)
 */
      __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_eqs, __pyx_v_x); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 842, __pyx_L44_error)

      /* "analysis.py":843
 * 
 *         eqs.append(x)
 *         rmss.append(y)             # <<<<<<<<<<<<<<
 *         r2s.append(z)
 *     except:
 */
      __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_rmss, __pyx_v_y); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 843, __pyx_L44_error)

      /* "analysis.py":844
 *         eqs.append(x)
 *         rmss.append(y)
 *         r2s.append(z)             # <<<<<<<<<<<<<<
 *     except:
 *         pass
 */
      __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_r2s, __pyx_v_z); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 844, __pyx_L44_error)

      /* "analysis.py":839
 *             pass
 * 
 *     try:             # <<<<<<<<<<<<<<
 *         x, y, z = tanh_regression(x_train, y_train)
 * 
 */
    }
    __Pyx_XDECREF(__pyx_t_15); __pyx_t_15 = 0;
    __Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
    __Pyx_XDECREF(__pyx_t_13); __pyx_t_13 = 0;
    goto __pyx_L49_try_end;
    __pyx_L44_error:;
    __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
    __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;

    /* "analysis.py":845
 *         rmss.append(y)
 *         r2s.append(z)
 *     except:             # <<<<<<<<<<<<<<
 *         pass
 * 
 */
    /*except:*/ {
      __Pyx_ErrRestore(0,0,0);
      goto __pyx_L45_exception_handled;
    }
    __pyx_L45_exception_handled:;
    __Pyx_XGIVEREF(__pyx_t_15);
    __Pyx_XGIVEREF(__pyx_t_14);
    __Pyx_XGIVEREF(__pyx_t_13);
    __Pyx_ExceptionReset(__pyx_t_15, __pyx_t_14, __pyx_t_13);
    __pyx_L49_try_end:;
  }

  /* "analysis.py":849
 * 
 *     # marks all equations where r2 = 1 as they 95% of the time overfit the data
 *     for i in range(0, len(eqs), 1):             # <<<<<<<<<<<<<<
 *         if r2s[i] == 1:
 *             eqs[i] = ""
 */
  __pyx_t_5 = PyList_GET_SIZE(__pyx_v_eqs); if (unlikely(__pyx_t_5 == ((Py_ssize_t)-1))) __PYX_ERR(0, 849, __pyx_L1_error)
  __pyx_t_8 = PyInt_FromSsize_t(__pyx_t_5); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 849, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_t_12 = PyTuple_New(3); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 849, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_12);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_12, 0, __pyx_int_0);
  __Pyx_GIVEREF(__pyx_t_8);
  PyTuple_SET_ITEM(__pyx_t_12, 1, __pyx_t_8);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_12, 2, __pyx_int_1);
  __pyx_t_8 = 0;
  __pyx_t_8 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_12, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 849, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
  if (likely(PyList_CheckExact(__pyx_t_8)) || PyTuple_CheckExact(__pyx_t_8)) {
    __pyx_t_12 = __pyx_t_8; __Pyx_INCREF(__pyx_t_12); __pyx_t_5 = 0;
    __pyx_t_6 = NULL;
  } else {
    __pyx_t_5 = -1; __pyx_t_12 = PyObject_GetIter(__pyx_t_8); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 849, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_12);
    __pyx_t_6 = Py_TYPE(__pyx_t_12)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 849, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  for (;;) {
    if (likely(!__pyx_t_6)) {
      if (likely(PyList_CheckExact(__pyx_t_12))) {
        if (__pyx_t_5 >= PyList_GET_SIZE(__pyx_t_12)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_8 = PyList_GET_ITEM(__pyx_t_12, __pyx_t_5); __Pyx_INCREF(__pyx_t_8); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 849, __pyx_L1_error)
        #else
        __pyx_t_8 = PySequence_ITEM(__pyx_t_12, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 849, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_8);
        #endif
      } else {
        if (__pyx_t_5 >= PyTuple_GET_SIZE(__pyx_t_12)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_8 = PyTuple_GET_ITEM(__pyx_t_12, __pyx_t_5); __Pyx_INCREF(__pyx_t_8); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 849, __pyx_L1_error)
        #else
        __pyx_t_8 = PySequence_ITEM(__pyx_t_12, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 849, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_8);
        #endif
      }
    } else {
      __pyx_t_8 = __pyx_t_6(__pyx_t_12);
      if (unlikely(!__pyx_t_8)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 849, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_8);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_8);
    __pyx_t_8 = 0;

    /* "analysis.py":850
 *     # marks all equations where r2 = 1 as they 95% of the time overfit the data
 *     for i in range(0, len(eqs), 1):
 *         if r2s[i] == 1:             # <<<<<<<<<<<<<<
 *             eqs[i] = ""
 *             rmss[i] = ""
 */
    __pyx_t_8 = __Pyx_PyObject_GetItem(__pyx_v_r2s, __pyx_v_i); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 850, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __pyx_t_4 = __Pyx_PyInt_EqObjC(__pyx_t_8, __pyx_int_1, 1, 0); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 850, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
    __pyx_t_2 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 850, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    if (__pyx_t_2) {

      /* "analysis.py":851
 *     for i in range(0, len(eqs), 1):
 *         if r2s[i] == 1:
 *             eqs[i] = ""             # <<<<<<<<<<<<<<
 *             rmss[i] = ""
 *             r2s[i] = ""
 */
      if (unlikely(PyObject_SetItem(__pyx_v_eqs, __pyx_v_i, __pyx_kp_s__2) < 0)) __PYX_ERR(0, 851, __pyx_L1_error)

      /* "analysis.py":852
 *         if r2s[i] == 1:
 *             eqs[i] = ""
 *             rmss[i] = ""             # <<<<<<<<<<<<<<
 *             r2s[i] = ""
 * 
 */
      if (unlikely(PyObject_SetItem(__pyx_v_rmss, __pyx_v_i, __pyx_kp_s__2) < 0)) __PYX_ERR(0, 852, __pyx_L1_error)

      /* "analysis.py":853
 *             eqs[i] = ""
 *             rmss[i] = ""
 *             r2s[i] = ""             # <<<<<<<<<<<<<<
 * 
 *     while True:  # removes all equations marked for removal
 */
      if (unlikely(PyObject_SetItem(__pyx_v_r2s, __pyx_v_i, __pyx_kp_s__2) < 0)) __PYX_ERR(0, 853, __pyx_L1_error)

      /* "analysis.py":850
 *     # marks all equations where r2 = 1 as they 95% of the time overfit the data
 *     for i in range(0, len(eqs), 1):
 *         if r2s[i] == 1:             # <<<<<<<<<<<<<<
 *             eqs[i] = ""
 *             rmss[i] = ""
 */
    }

    /* "analysis.py":849
 * 
 *     # marks all equations where r2 = 1 as they 95% of the time overfit the data
 *     for i in range(0, len(eqs), 1):             # <<<<<<<<<<<<<<
 *         if r2s[i] == 1:
 *             eqs[i] = ""
 */
  }
  __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;

  /* "analysis.py":855
 *             r2s[i] = ""
 * 
 *     while True:  # removes all equations marked for removal             # <<<<<<<<<<<<<<
 *         try:
 *             eqs.remove('')
 */
  while (1) {

    /* "analysis.py":856
 * 
 *     while True:  # removes all equations marked for removal
 *         try:             # <<<<<<<<<<<<<<
 *             eqs.remove('')
 *             rmss.remove('')
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_13, &__pyx_t_14, &__pyx_t_15);
      __Pyx_XGOTREF(__pyx_t_13);
      __Pyx_XGOTREF(__pyx_t_14);
      __Pyx_XGOTREF(__pyx_t_15);
      /*try:*/ {

        /* "analysis.py":857
 *     while True:  # removes all equations marked for removal
 *         try:
 *             eqs.remove('')             # <<<<<<<<<<<<<<
 *             rmss.remove('')
 *             r2s.remove('')
 */
        __pyx_t_12 = __Pyx_CallUnboundCMethod1(&__pyx_umethod_PyList_Type_remove, __pyx_v_eqs, __pyx_kp_s__2); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 857, __pyx_L57_error)
        __Pyx_GOTREF(__pyx_t_12);
        __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;

        /* "analysis.py":858
 *         try:
 *             eqs.remove('')
 *             rmss.remove('')             # <<<<<<<<<<<<<<
 *             r2s.remove('')
 *         except:
 */
        __pyx_t_12 = __Pyx_CallUnboundCMethod1(&__pyx_umethod_PyList_Type_remove, __pyx_v_rmss, __pyx_kp_s__2); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 858, __pyx_L57_error)
        __Pyx_GOTREF(__pyx_t_12);
        __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;

        /* "analysis.py":859
 *             eqs.remove('')
 *             rmss.remove('')
 *             r2s.remove('')             # <<<<<<<<<<<<<<
 *         except:
 *             break
 */
        __pyx_t_12 = __Pyx_CallUnboundCMethod1(&__pyx_umethod_PyList_Type_remove, __pyx_v_r2s, __pyx_kp_s__2); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 859, __pyx_L57_error)
        __Pyx_GOTREF(__pyx_t_12);
        __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;

        /* "analysis.py":856
 * 
 *     while True:  # removes all equations marked for removal
 *         try:             # <<<<<<<<<<<<<<
 *             eqs.remove('')
 *             rmss.remove('')
 */
      }
      __Pyx_XDECREF(__pyx_t_13); __pyx_t_13 = 0;
      __Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
      __Pyx_XDECREF(__pyx_t_15); __pyx_t_15 = 0;
      goto __pyx_L64_try_end;
      __pyx_L57_error:;
      __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_XDECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;

      /* "analysis.py":860
 *             rmss.remove('')
 *             r2s.remove('')
 *         except:             # <<<<<<<<<<<<<<
 *             break
 * 
 */
      /*except:*/ {
        __Pyx_AddTraceback("analysis.optimize_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_12, &__pyx_t_4, &__pyx_t_8) < 0) __PYX_ERR(0, 860, __pyx_L59_except_error)
        __Pyx_GOTREF(__pyx_t_12);
        __Pyx_GOTREF(__pyx_t_4);
        __Pyx_GOTREF(__pyx_t_8);

        /* "analysis.py":861
 *             r2s.remove('')
 *         except:
 *             break             # <<<<<<<<<<<<<<
 * 
 *     overfit = []
 */
        goto __pyx_L65_except_break;
        __pyx_L65_except_break:;
        __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        goto __pyx_L62_try_break;
      }
      __pyx_L59_except_error:;

      /* "analysis.py":856
 * 
 *     while True:  # removes all equations marked for removal
 *         try:             # <<<<<<<<<<<<<<
 *             eqs.remove('')
 *             rmss.remove('')
 */
      __Pyx_XGIVEREF(__pyx_t_13);
      __Pyx_XGIVEREF(__pyx_t_14);
      __Pyx_XGIVEREF(__pyx_t_15);
      __Pyx_ExceptionReset(__pyx_t_13, __pyx_t_14, __pyx_t_15);
      goto __pyx_L1_error;
      __pyx_L62_try_break:;
      __Pyx_XGIVEREF(__pyx_t_13);
      __Pyx_XGIVEREF(__pyx_t_14);
      __Pyx_XGIVEREF(__pyx_t_15);
      __Pyx_ExceptionReset(__pyx_t_13, __pyx_t_14, __pyx_t_15);
      goto __pyx_L56_break;
      __pyx_L64_try_end:;
    }
  }
  __pyx_L56_break:;

  /* "analysis.py":863
 *             break
 * 
 *     overfit = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, len(eqs), 1):
 */
  __pyx_t_8 = PyList_New(0); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 863, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_v_overfit = ((PyObject*)__pyx_t_8);
  __pyx_t_8 = 0;

  /* "analysis.py":865
 *     overfit = []
 * 
 *     for i in range(0, len(eqs), 1):             # <<<<<<<<<<<<<<
 * 
 *         overfit.append(calc_overfit(eqs[i], rmss[i], r2s[i], x_test, y_test))
 */
  __pyx_t_5 = PyList_GET_SIZE(__pyx_v_eqs); if (unlikely(__pyx_t_5 == ((Py_ssize_t)-1))) __PYX_ERR(0, 865, __pyx_L1_error)
  __pyx_t_8 = PyInt_FromSsize_t(__pyx_t_5); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 865, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_t_4 = PyTuple_New(3); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 865, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_int_0);
  __Pyx_GIVEREF(__pyx_t_8);
  PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_t_8);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_4, 2, __pyx_int_1);
  __pyx_t_8 = 0;
  __pyx_t_8 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_4, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 865, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  if (likely(PyList_CheckExact(__pyx_t_8)) || PyTuple_CheckExact(__pyx_t_8)) {
    __pyx_t_4 = __pyx_t_8; __Pyx_INCREF(__pyx_t_4); __pyx_t_5 = 0;
    __pyx_t_6 = NULL;
  } else {
    __pyx_t_5 = -1; __pyx_t_4 = PyObject_GetIter(__pyx_t_8); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 865, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_6 = Py_TYPE(__pyx_t_4)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 865, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  for (;;) {
    if (likely(!__pyx_t_6)) {
      if (likely(PyList_CheckExact(__pyx_t_4))) {
        if (__pyx_t_5 >= PyList_GET_SIZE(__pyx_t_4)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_8 = PyList_GET_ITEM(__pyx_t_4, __pyx_t_5); __Pyx_INCREF(__pyx_t_8); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 865, __pyx_L1_error)
        #else
        __pyx_t_8 = PySequence_ITEM(__pyx_t_4, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 865, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_8);
        #endif
      } else {
        if (__pyx_t_5 >= PyTuple_GET_SIZE(__pyx_t_4)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_8 = PyTuple_GET_ITEM(__pyx_t_4, __pyx_t_5); __Pyx_INCREF(__pyx_t_8); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 865, __pyx_L1_error)
        #else
        __pyx_t_8 = PySequence_ITEM(__pyx_t_4, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 865, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_8);
        #endif
      }
    } else {
      __pyx_t_8 = __pyx_t_6(__pyx_t_4);
      if (unlikely(!__pyx_t_8)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 865, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_8);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_8);
    __pyx_t_8 = 0;

    /* "analysis.py":867
 *     for i in range(0, len(eqs), 1):
 * 
 *         overfit.append(calc_overfit(eqs[i], rmss[i], r2s[i], x_test, y_test))             # <<<<<<<<<<<<<<
 * 
 *     return eqs, rmss, r2s, overfit
 */
    __Pyx_GetModuleGlobalName(__pyx_t_12, __pyx_n_s_calc_overfit); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 867, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_12);
    __pyx_t_3 = __Pyx_PyObject_GetItem(__pyx_v_eqs, __pyx_v_i); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 867, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_1 = __Pyx_PyObject_GetItem(__pyx_v_rmss, __pyx_v_i); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 867, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_10 = __Pyx_PyObject_GetItem(__pyx_v_r2s, __pyx_v_i); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 867, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_10);
    __pyx_t_17 = NULL;
    __pyx_t_11 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_12))) {
      __pyx_t_17 = PyMethod_GET_SELF(__pyx_t_12);
      if (likely(__pyx_t_17)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_12);
        __Pyx_INCREF(__pyx_t_17);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_12, function);
        __pyx_t_11 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_12)) {
      PyObject *__pyx_temp[6] = {__pyx_t_17, __pyx_t_3, __pyx_t_1, __pyx_t_10, __pyx_v_x_test, __pyx_v_y_test};
      __pyx_t_8 = __Pyx_PyFunction_FastCall(__pyx_t_12, __pyx_temp+1-__pyx_t_11, 5+__pyx_t_11); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 867, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_17); __pyx_t_17 = 0;
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_12)) {
      PyObject *__pyx_temp[6] = {__pyx_t_17, __pyx_t_3, __pyx_t_1, __pyx_t_10, __pyx_v_x_test, __pyx_v_y_test};
      __pyx_t_8 = __Pyx_PyCFunction_FastCall(__pyx_t_12, __pyx_temp+1-__pyx_t_11, 5+__pyx_t_11); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 867, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_17); __pyx_t_17 = 0;
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
    } else
    #endif
    {
      __pyx_t_18 = PyTuple_New(5+__pyx_t_11); if (unlikely(!__pyx_t_18)) __PYX_ERR(0, 867, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_18);
      if (__pyx_t_17) {
        __Pyx_GIVEREF(__pyx_t_17); PyTuple_SET_ITEM(__pyx_t_18, 0, __pyx_t_17); __pyx_t_17 = NULL;
      }
      __Pyx_GIVEREF(__pyx_t_3);
      PyTuple_SET_ITEM(__pyx_t_18, 0+__pyx_t_11, __pyx_t_3);
      __Pyx_GIVEREF(__pyx_t_1);
      PyTuple_SET_ITEM(__pyx_t_18, 1+__pyx_t_11, __pyx_t_1);
      __Pyx_GIVEREF(__pyx_t_10);
      PyTuple_SET_ITEM(__pyx_t_18, 2+__pyx_t_11, __pyx_t_10);
      __Pyx_INCREF(__pyx_v_x_test);
      __Pyx_GIVEREF(__pyx_v_x_test);
      PyTuple_SET_ITEM(__pyx_t_18, 3+__pyx_t_11, __pyx_v_x_test);
      __Pyx_INCREF(__pyx_v_y_test);
      __Pyx_GIVEREF(__pyx_v_y_test);
      PyTuple_SET_ITEM(__pyx_t_18, 4+__pyx_t_11, __pyx_v_y_test);
      __pyx_t_3 = 0;
      __pyx_t_1 = 0;
      __pyx_t_10 = 0;
      __pyx_t_8 = __Pyx_PyObject_Call(__pyx_t_12, __pyx_t_18, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 867, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_DECREF(__pyx_t_18); __pyx_t_18 = 0;
    }
    __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
    __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_overfit, __pyx_t_8); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 867, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;

    /* "analysis.py":865
 *     overfit = []
 * 
 *     for i in range(0, len(eqs), 1):             # <<<<<<<<<<<<<<
 * 
 *         overfit.append(calc_overfit(eqs[i], rmss[i], r2s[i], x_test, y_test))
 */
  }
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;

  /* "analysis.py":869
 *         overfit.append(calc_overfit(eqs[i], rmss[i], r2s[i], x_test, y_test))
 * 
 *     return eqs, rmss, r2s, overfit             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_4 = PyTuple_New(4); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 869, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_INCREF(__pyx_v_eqs);
  __Pyx_GIVEREF(__pyx_v_eqs);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_eqs);
  __Pyx_INCREF(__pyx_v_rmss);
  __Pyx_GIVEREF(__pyx_v_rmss);
  PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_v_rmss);
  __Pyx_INCREF(__pyx_v_r2s);
  __Pyx_GIVEREF(__pyx_v_r2s);
  PyTuple_SET_ITEM(__pyx_t_4, 2, __pyx_v_r2s);
  __Pyx_INCREF(__pyx_v_overfit);
  __Pyx_GIVEREF(__pyx_v_overfit);
  PyTuple_SET_ITEM(__pyx_t_4, 3, __pyx_v_overfit);
  __pyx_r = __pyx_t_4;
  __pyx_t_4 = 0;
  goto __pyx_L0;

  /* "analysis.py":782
 * 
 * # _range in poly regression is the range of powers tried, and in log/exp it is the inverse of the stepsize taken from -1000 to 1000
 * def optimize_regression(x, y, _range, resolution):             # <<<<<<<<<<<<<<
 *     # usage not: for demonstration purpose only, performance is shit
 *     if type(resolution) != int:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_XDECREF(__pyx_t_12);
  __Pyx_XDECREF(__pyx_t_17);
  __Pyx_XDECREF(__pyx_t_18);
  __Pyx_AddTraceback("analysis.optimize_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_x_train);
  __Pyx_XDECREF(__pyx_v_y_train);
  __Pyx_XDECREF(__pyx_v_i);
  __Pyx_XDECREF(__pyx_v_x_test);
  __Pyx_XDECREF(__pyx_v_y_test);
  __Pyx_XDECREF(__pyx_v_index);
  __Pyx_XDECREF(__pyx_v_eqs);
  __Pyx_XDECREF(__pyx_v_rmss);
  __Pyx_XDECREF(__pyx_v_r2s);
  __Pyx_XDECREF(__pyx_v_z);
  __Pyx_XDECREF(__pyx_v_overfit);
  __Pyx_XDECREF(__pyx_v_x);
  __Pyx_XDECREF(__pyx_v_y);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":872
 * 
 * 
 * def select_best_regression(eqs, rmss, r2s, overfit, selector):             # <<<<<<<<<<<<<<
 * 
 *     b_eq = ""
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_33select_best_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_33select_best_regression = {"select_best_regression", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_33select_best_regression, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_33select_best_regression(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_eqs = 0;
  PyObject *__pyx_v_rmss = 0;
  PyObject *__pyx_v_r2s = 0;
  PyObject *__pyx_v_overfit = 0;
  PyObject *__pyx_v_selector = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("select_best_regression (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_eqs,&__pyx_n_s_rmss,&__pyx_n_s_r2s,&__pyx_n_s_overfit,&__pyx_n_s_selector,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_eqs)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_rmss)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("select_best_regression", 1, 5, 5, 1); __PYX_ERR(0, 872, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_r2s)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("select_best_regression", 1, 5, 5, 2); __PYX_ERR(0, 872, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_overfit)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("select_best_regression", 1, 5, 5, 3); __PYX_ERR(0, 872, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_selector)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("select_best_regression", 1, 5, 5, 4); __PYX_ERR(0, 872, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "select_best_regression") < 0)) __PYX_ERR(0, 872, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 5) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
    }
    __pyx_v_eqs = values[0];
    __pyx_v_rmss = values[1];
    __pyx_v_r2s = values[2];
    __pyx_v_overfit = values[3];
    __pyx_v_selector = values[4];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("select_best_regression", 1, 5, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 872, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.select_best_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_32select_best_regression(__pyx_self, __pyx_v_eqs, __pyx_v_rmss, __pyx_v_r2s, __pyx_v_overfit, __pyx_v_selector);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_32select_best_regression(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_eqs, PyObject *__pyx_v_rmss, PyObject *__pyx_v_r2s, PyObject *__pyx_v_overfit, PyObject *__pyx_v_selector) {
  PyObject *__pyx_v_b_eq = NULL;
  PyObject *__pyx_v_b_rms = NULL;
  PyObject *__pyx_v_b_r2 = NULL;
  PyObject *__pyx_v_b_overfit = NULL;
  PyObject *__pyx_v_ind = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  __Pyx_RefNannySetupContext("select_best_regression", 0);

  /* "analysis.py":874
 * def select_best_regression(eqs, rmss, r2s, overfit, selector):
 * 
 *     b_eq = ""             # <<<<<<<<<<<<<<
 *     b_rms = 0
 *     b_r2 = 0
 */
  __Pyx_INCREF(__pyx_kp_s__2);
  __pyx_v_b_eq = __pyx_kp_s__2;

  /* "analysis.py":875
 * 
 *     b_eq = ""
 *     b_rms = 0             # <<<<<<<<<<<<<<
 *     b_r2 = 0
 *     b_overfit = 0
 */
  __Pyx_INCREF(__pyx_int_0);
  __pyx_v_b_rms = __pyx_int_0;

  /* "analysis.py":876
 *     b_eq = ""
 *     b_rms = 0
 *     b_r2 = 0             # <<<<<<<<<<<<<<
 *     b_overfit = 0
 * 
 */
  __Pyx_INCREF(__pyx_int_0);
  __pyx_v_b_r2 = __pyx_int_0;

  /* "analysis.py":877
 *     b_rms = 0
 *     b_r2 = 0
 *     b_overfit = 0             # <<<<<<<<<<<<<<
 * 
 *     ind = 0
 */
  __Pyx_INCREF(__pyx_int_0);
  __pyx_v_b_overfit = __pyx_int_0;

  /* "analysis.py":879
 *     b_overfit = 0
 * 
 *     ind = 0             # <<<<<<<<<<<<<<
 * 
 *     if selector == "min_overfit":
 */
  __Pyx_INCREF(__pyx_int_0);
  __pyx_v_ind = __pyx_int_0;

  /* "analysis.py":881
 *     ind = 0
 * 
 *     if selector == "min_overfit":             # <<<<<<<<<<<<<<
 * 
 *         ind = np.argmin(overfit)
 */
  __pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_selector, __pyx_n_s_min_overfit, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 881, __pyx_L1_error)
  if (__pyx_t_1) {

    /* "analysis.py":883
 *     if selector == "min_overfit":
 * 
 *         ind = np.argmin(overfit)             # <<<<<<<<<<<<<<
 * 
 *         b_eq = eqs[ind]
 */
    __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_np); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 883, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_argmin); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 883, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_3 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_4))) {
      __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
      if (likely(__pyx_t_3)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
        __Pyx_INCREF(__pyx_t_3);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_4, function);
      }
    }
    __pyx_t_2 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_4, __pyx_t_3, __pyx_v_overfit) : __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_v_overfit);
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 883, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_DECREF_SET(__pyx_v_ind, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":885
 *         ind = np.argmin(overfit)
 * 
 *         b_eq = eqs[ind]             # <<<<<<<<<<<<<<
 *         b_rms = rmss[ind]
 *         b_r2 = r2s[ind]
 */
    __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_eqs, __pyx_v_ind); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 885, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF_SET(__pyx_v_b_eq, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":886
 * 
 *         b_eq = eqs[ind]
 *         b_rms = rmss[ind]             # <<<<<<<<<<<<<<
 *         b_r2 = r2s[ind]
 *         b_overfit = overfit[ind]
 */
    __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_rmss, __pyx_v_ind); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 886, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF_SET(__pyx_v_b_rms, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":887
 *         b_eq = eqs[ind]
 *         b_rms = rmss[ind]
 *         b_r2 = r2s[ind]             # <<<<<<<<<<<<<<
 *         b_overfit = overfit[ind]
 * 
 */
    __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_r2s, __pyx_v_ind); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 887, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF_SET(__pyx_v_b_r2, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":888
 *         b_rms = rmss[ind]
 *         b_r2 = r2s[ind]
 *         b_overfit = overfit[ind]             # <<<<<<<<<<<<<<
 * 
 *     if selector == "max_r2s":
 */
    __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_overfit, __pyx_v_ind); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 888, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF_SET(__pyx_v_b_overfit, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":881
 *     ind = 0
 * 
 *     if selector == "min_overfit":             # <<<<<<<<<<<<<<
 * 
 *         ind = np.argmin(overfit)
 */
  }

  /* "analysis.py":890
 *         b_overfit = overfit[ind]
 * 
 *     if selector == "max_r2s":             # <<<<<<<<<<<<<<
 * 
 *         ind = np.argmax(r2s)
 */
  __pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_selector, __pyx_n_s_max_r2s, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 890, __pyx_L1_error)
  if (__pyx_t_1) {

    /* "analysis.py":892
 *     if selector == "max_r2s":
 * 
 *         ind = np.argmax(r2s)             # <<<<<<<<<<<<<<
 *         b_eq = eqs[ind]
 *         b_rms = rmss[ind]
 */
    __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 892, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_argmax); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 892, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_4 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
      __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
      if (likely(__pyx_t_4)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_4);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_3, function);
      }
    }
    __pyx_t_2 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_4, __pyx_v_r2s) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_v_r2s);
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 892, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_DECREF_SET(__pyx_v_ind, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":893
 * 
 *         ind = np.argmax(r2s)
 *         b_eq = eqs[ind]             # <<<<<<<<<<<<<<
 *         b_rms = rmss[ind]
 *         b_r2 = r2s[ind]
 */
    __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_eqs, __pyx_v_ind); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 893, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF_SET(__pyx_v_b_eq, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":894
 *         ind = np.argmax(r2s)
 *         b_eq = eqs[ind]
 *         b_rms = rmss[ind]             # <<<<<<<<<<<<<<
 *         b_r2 = r2s[ind]
 *         b_overfit = overfit[ind]
 */
    __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_rmss, __pyx_v_ind); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 894, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF_SET(__pyx_v_b_rms, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":895
 *         b_eq = eqs[ind]
 *         b_rms = rmss[ind]
 *         b_r2 = r2s[ind]             # <<<<<<<<<<<<<<
 *         b_overfit = overfit[ind]
 * 
 */
    __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_r2s, __pyx_v_ind); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 895, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF_SET(__pyx_v_b_r2, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":896
 *         b_rms = rmss[ind]
 *         b_r2 = r2s[ind]
 *         b_overfit = overfit[ind]             # <<<<<<<<<<<<<<
 * 
 *     return b_eq, b_rms, b_r2, b_overfit
 */
    __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_overfit, __pyx_v_ind); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 896, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF_SET(__pyx_v_b_overfit, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":890
 *         b_overfit = overfit[ind]
 * 
 *     if selector == "max_r2s":             # <<<<<<<<<<<<<<
 * 
 *         ind = np.argmax(r2s)
 */
  }

  /* "analysis.py":898
 *         b_overfit = overfit[ind]
 * 
 *     return b_eq, b_rms, b_r2, b_overfit             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = PyTuple_New(4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 898, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_v_b_eq);
  __Pyx_GIVEREF(__pyx_v_b_eq);
  PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_b_eq);
  __Pyx_INCREF(__pyx_v_b_rms);
  __Pyx_GIVEREF(__pyx_v_b_rms);
  PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_v_b_rms);
  __Pyx_INCREF(__pyx_v_b_r2);
  __Pyx_GIVEREF(__pyx_v_b_r2);
  PyTuple_SET_ITEM(__pyx_t_2, 2, __pyx_v_b_r2);
  __Pyx_INCREF(__pyx_v_b_overfit);
  __Pyx_GIVEREF(__pyx_v_b_overfit);
  PyTuple_SET_ITEM(__pyx_t_2, 3, __pyx_v_b_overfit);
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "analysis.py":872
 * 
 * 
 * def select_best_regression(eqs, rmss, r2s, overfit, selector):             # <<<<<<<<<<<<<<
 * 
 *     b_eq = ""
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_AddTraceback("analysis.select_best_regression", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_b_eq);
  __Pyx_XDECREF(__pyx_v_b_rms);
  __Pyx_XDECREF(__pyx_v_b_r2);
  __Pyx_XDECREF(__pyx_v_b_overfit);
  __Pyx_XDECREF(__pyx_v_ind);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":901
 * 
 * 
 * def p_value(x, y):  # takes 2 1d arrays             # <<<<<<<<<<<<<<
 * 
 *     return stats.ttest_ind(x, y)[1]
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_35p_value(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_35p_value = {"p_value", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_35p_value, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_35p_value(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_v_y = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("p_value (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_x,&__pyx_n_s_y,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("p_value", 1, 2, 2, 1); __PYX_ERR(0, 901, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "p_value") < 0)) __PYX_ERR(0, 901, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_x = values[0];
    __pyx_v_y = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("p_value", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 901, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.p_value", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_34p_value(__pyx_self, __pyx_v_x, __pyx_v_y);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_34p_value(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_RefNannySetupContext("p_value", 0);

  /* "analysis.py":903
 * def p_value(x, y):  # takes 2 1d arrays
 * 
 *     return stats.ttest_ind(x, y)[1]             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_stats); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 903, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_ttest_ind); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 903, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = NULL;
  __pyx_t_4 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
      __pyx_t_4 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_3)) {
    PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_v_x, __pyx_v_y};
    __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 903, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
    PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_v_x, __pyx_v_y};
    __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 903, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  {
    __pyx_t_5 = PyTuple_New(2+__pyx_t_4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 903, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    if (__pyx_t_2) {
      __Pyx_GIVEREF(__pyx_t_2); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_2); __pyx_t_2 = NULL;
    }
    __Pyx_INCREF(__pyx_v_x);
    __Pyx_GIVEREF(__pyx_v_x);
    PyTuple_SET_ITEM(__pyx_t_5, 0+__pyx_t_4, __pyx_v_x);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_5, 1+__pyx_t_4, __pyx_v_y);
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_5, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 903, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_GetItemInt(__pyx_t_1, 1, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 903, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_r = __pyx_t_3;
  __pyx_t_3 = 0;
  goto __pyx_L0;

  /* "analysis.py":901
 * 
 * 
 * def p_value(x, y):  # takes 2 1d arrays             # <<<<<<<<<<<<<<
 * 
 *     return stats.ttest_ind(x, y)[1]
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis.p_value", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":907
 * 
 * # assumes that rows are the independent variable and columns are the dependant. also assumes that time flows from lowest column to highest column.
 * def basic_analysis(data):             # <<<<<<<<<<<<<<
 * 
 *     row = len(data)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_37basic_analysis(PyObject *__pyx_self, PyObject *__pyx_v_data); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_37basic_analysis = {"basic_analysis", (PyCFunction)__pyx_pw_8analysis_37basic_analysis, METH_O, 0};
static PyObject *__pyx_pw_8analysis_37basic_analysis(PyObject *__pyx_self, PyObject *__pyx_v_data) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("basic_analysis (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_36basic_analysis(__pyx_self, ((PyObject *)__pyx_v_data));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_36basic_analysis(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data) {
  Py_ssize_t __pyx_v_row;
  PyObject *__pyx_v_column = NULL;
  PyObject *__pyx_v_i = NULL;
  PyObject *__pyx_v_column_max = NULL;
  PyObject *__pyx_v_row_b_stats = NULL;
  PyObject *__pyx_v_row_histo = NULL;
  PyObject *__pyx_v_column_b_stats = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *(*__pyx_t_4)(PyObject *);
  Py_ssize_t __pyx_t_5;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  int __pyx_t_9;
  PyObject *__pyx_t_10 = NULL;
  PyObject *__pyx_t_11 = NULL;
  __Pyx_RefNannySetupContext("basic_analysis", 0);

  /* "analysis.py":909
 * def basic_analysis(data):
 * 
 *     row = len(data)             # <<<<<<<<<<<<<<
 *     column = []
 * 
 */
  __pyx_t_1 = PyObject_Length(__pyx_v_data); if (unlikely(__pyx_t_1 == ((Py_ssize_t)-1))) __PYX_ERR(0, 909, __pyx_L1_error)
  __pyx_v_row = __pyx_t_1;

  /* "analysis.py":910
 * 
 *     row = len(data)
 *     column = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, row, 1):
 */
  __pyx_t_2 = PyList_New(0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 910, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_v_column = ((PyObject*)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "analysis.py":912
 *     column = []
 * 
 *     for i in range(0, row, 1):             # <<<<<<<<<<<<<<
 *         column.append(len(data[i]))
 * 
 */
  __pyx_t_2 = PyInt_FromSsize_t(__pyx_v_row); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 912, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = PyTuple_New(3); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 912, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_int_0);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_t_2);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_3, 2, __pyx_int_1);
  __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_3, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 912, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (likely(PyList_CheckExact(__pyx_t_2)) || PyTuple_CheckExact(__pyx_t_2)) {
    __pyx_t_3 = __pyx_t_2; __Pyx_INCREF(__pyx_t_3); __pyx_t_1 = 0;
    __pyx_t_4 = NULL;
  } else {
    __pyx_t_1 = -1; __pyx_t_3 = PyObject_GetIter(__pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 912, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = Py_TYPE(__pyx_t_3)->tp_iternext; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 912, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  for (;;) {
    if (likely(!__pyx_t_4)) {
      if (likely(PyList_CheckExact(__pyx_t_3))) {
        if (__pyx_t_1 >= PyList_GET_SIZE(__pyx_t_3)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_2 = PyList_GET_ITEM(__pyx_t_3, __pyx_t_1); __Pyx_INCREF(__pyx_t_2); __pyx_t_1++; if (unlikely(0 < 0)) __PYX_ERR(0, 912, __pyx_L1_error)
        #else
        __pyx_t_2 = PySequence_ITEM(__pyx_t_3, __pyx_t_1); __pyx_t_1++; if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 912, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        #endif
      } else {
        if (__pyx_t_1 >= PyTuple_GET_SIZE(__pyx_t_3)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_2 = PyTuple_GET_ITEM(__pyx_t_3, __pyx_t_1); __Pyx_INCREF(__pyx_t_2); __pyx_t_1++; if (unlikely(0 < 0)) __PYX_ERR(0, 912, __pyx_L1_error)
        #else
        __pyx_t_2 = PySequence_ITEM(__pyx_t_3, __pyx_t_1); __pyx_t_1++; if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 912, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        #endif
      }
    } else {
      __pyx_t_2 = __pyx_t_4(__pyx_t_3);
      if (unlikely(!__pyx_t_2)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 912, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_2);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "analysis.py":913
 * 
 *     for i in range(0, row, 1):
 *         column.append(len(data[i]))             # <<<<<<<<<<<<<<
 * 
 *     column_max = max(column)
 */
    __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_data, __pyx_v_i); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 913, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_5 = PyObject_Length(__pyx_t_2); if (unlikely(__pyx_t_5 == ((Py_ssize_t)-1))) __PYX_ERR(0, 913, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_2 = PyInt_FromSsize_t(__pyx_t_5); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 913, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_6 = __Pyx_PyList_Append(__pyx_v_column, __pyx_t_2); if (unlikely(__pyx_t_6 == ((int)-1))) __PYX_ERR(0, 913, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

    /* "analysis.py":912
 *     column = []
 * 
 *     for i in range(0, row, 1):             # <<<<<<<<<<<<<<
 *         column.append(len(data[i]))
 * 
 */
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

  /* "analysis.py":915
 *         column.append(len(data[i]))
 * 
 *     column_max = max(column)             # <<<<<<<<<<<<<<
 *     row_b_stats = []
 *     row_histo = []
 */
  __pyx_t_3 = __Pyx_PyObject_CallOneArg(__pyx_builtin_max, __pyx_v_column); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 915, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_v_column_max = __pyx_t_3;
  __pyx_t_3 = 0;

  /* "analysis.py":916
 * 
 *     column_max = max(column)
 *     row_b_stats = []             # <<<<<<<<<<<<<<
 *     row_histo = []
 * 
 */
  __pyx_t_3 = PyList_New(0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 916, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_v_row_b_stats = ((PyObject*)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "analysis.py":917
 *     column_max = max(column)
 *     row_b_stats = []
 *     row_histo = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, row, 1):
 */
  __pyx_t_3 = PyList_New(0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 917, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_v_row_histo = ((PyObject*)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "analysis.py":919
 *     row_histo = []
 * 
 *     for i in range(0, row, 1):             # <<<<<<<<<<<<<<
 *         row_b_stats.append(basic_stats(data, "row", i))
 *         row_histo.append(histo_analysis(data[i], 0.67449, -0.67449, 0.67449))
 */
  __pyx_t_3 = PyInt_FromSsize_t(__pyx_v_row); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 919, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_2 = PyTuple_New(3); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 919, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_int_0);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_t_3);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_2, 2, __pyx_int_1);
  __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_2, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 919, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (likely(PyList_CheckExact(__pyx_t_3)) || PyTuple_CheckExact(__pyx_t_3)) {
    __pyx_t_2 = __pyx_t_3; __Pyx_INCREF(__pyx_t_2); __pyx_t_1 = 0;
    __pyx_t_4 = NULL;
  } else {
    __pyx_t_1 = -1; __pyx_t_2 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 919, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_4 = Py_TYPE(__pyx_t_2)->tp_iternext; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 919, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  for (;;) {
    if (likely(!__pyx_t_4)) {
      if (likely(PyList_CheckExact(__pyx_t_2))) {
        if (__pyx_t_1 >= PyList_GET_SIZE(__pyx_t_2)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyList_GET_ITEM(__pyx_t_2, __pyx_t_1); __Pyx_INCREF(__pyx_t_3); __pyx_t_1++; if (unlikely(0 < 0)) __PYX_ERR(0, 919, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_2, __pyx_t_1); __pyx_t_1++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 919, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      } else {
        if (__pyx_t_1 >= PyTuple_GET_SIZE(__pyx_t_2)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyTuple_GET_ITEM(__pyx_t_2, __pyx_t_1); __Pyx_INCREF(__pyx_t_3); __pyx_t_1++; if (unlikely(0 < 0)) __PYX_ERR(0, 919, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_2, __pyx_t_1); __pyx_t_1++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 919, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      }
    } else {
      __pyx_t_3 = __pyx_t_4(__pyx_t_2);
      if (unlikely(!__pyx_t_3)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 919, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_3);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":920
 * 
 *     for i in range(0, row, 1):
 *         row_b_stats.append(basic_stats(data, "row", i))             # <<<<<<<<<<<<<<
 *         row_histo.append(histo_analysis(data[i], 0.67449, -0.67449, 0.67449))
 * 
 */
    __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_basic_stats); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 920, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_8 = NULL;
    __pyx_t_9 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_7))) {
      __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_7);
      if (likely(__pyx_t_8)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
        __Pyx_INCREF(__pyx_t_8);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_7, function);
        __pyx_t_9 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_7)) {
      PyObject *__pyx_temp[4] = {__pyx_t_8, __pyx_v_data, __pyx_n_s_row, __pyx_v_i};
      __pyx_t_3 = __Pyx_PyFunction_FastCall(__pyx_t_7, __pyx_temp+1-__pyx_t_9, 3+__pyx_t_9); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 920, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_GOTREF(__pyx_t_3);
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_7)) {
      PyObject *__pyx_temp[4] = {__pyx_t_8, __pyx_v_data, __pyx_n_s_row, __pyx_v_i};
      __pyx_t_3 = __Pyx_PyCFunction_FastCall(__pyx_t_7, __pyx_temp+1-__pyx_t_9, 3+__pyx_t_9); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 920, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_GOTREF(__pyx_t_3);
    } else
    #endif
    {
      __pyx_t_10 = PyTuple_New(3+__pyx_t_9); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 920, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_10);
      if (__pyx_t_8) {
        __Pyx_GIVEREF(__pyx_t_8); PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_t_8); __pyx_t_8 = NULL;
      }
      __Pyx_INCREF(__pyx_v_data);
      __Pyx_GIVEREF(__pyx_v_data);
      PyTuple_SET_ITEM(__pyx_t_10, 0+__pyx_t_9, __pyx_v_data);
      __Pyx_INCREF(__pyx_n_s_row);
      __Pyx_GIVEREF(__pyx_n_s_row);
      PyTuple_SET_ITEM(__pyx_t_10, 1+__pyx_t_9, __pyx_n_s_row);
      __Pyx_INCREF(__pyx_v_i);
      __Pyx_GIVEREF(__pyx_v_i);
      PyTuple_SET_ITEM(__pyx_t_10, 2+__pyx_t_9, __pyx_v_i);
      __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_7, __pyx_t_10, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 920, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
    }
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_6 = __Pyx_PyList_Append(__pyx_v_row_b_stats, __pyx_t_3); if (unlikely(__pyx_t_6 == ((int)-1))) __PYX_ERR(0, 920, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

    /* "analysis.py":921
 *     for i in range(0, row, 1):
 *         row_b_stats.append(basic_stats(data, "row", i))
 *         row_histo.append(histo_analysis(data[i], 0.67449, -0.67449, 0.67449))             # <<<<<<<<<<<<<<
 * 
 *     column_b_stats = []
 */
    __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_histo_analysis); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 921, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_10 = __Pyx_PyObject_GetItem(__pyx_v_data, __pyx_v_i); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 921, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_10);
    __pyx_t_8 = NULL;
    __pyx_t_9 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_7))) {
      __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_7);
      if (likely(__pyx_t_8)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
        __Pyx_INCREF(__pyx_t_8);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_7, function);
        __pyx_t_9 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_7)) {
      PyObject *__pyx_temp[5] = {__pyx_t_8, __pyx_t_10, __pyx_float_0_67449, __pyx_float_neg_0_67449, __pyx_float_0_67449};
      __pyx_t_3 = __Pyx_PyFunction_FastCall(__pyx_t_7, __pyx_temp+1-__pyx_t_9, 4+__pyx_t_9); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 921, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_7)) {
      PyObject *__pyx_temp[5] = {__pyx_t_8, __pyx_t_10, __pyx_float_0_67449, __pyx_float_neg_0_67449, __pyx_float_0_67449};
      __pyx_t_3 = __Pyx_PyCFunction_FastCall(__pyx_t_7, __pyx_temp+1-__pyx_t_9, 4+__pyx_t_9); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 921, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
    } else
    #endif
    {
      __pyx_t_11 = PyTuple_New(4+__pyx_t_9); if (unlikely(!__pyx_t_11)) __PYX_ERR(0, 921, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_11);
      if (__pyx_t_8) {
        __Pyx_GIVEREF(__pyx_t_8); PyTuple_SET_ITEM(__pyx_t_11, 0, __pyx_t_8); __pyx_t_8 = NULL;
      }
      __Pyx_GIVEREF(__pyx_t_10);
      PyTuple_SET_ITEM(__pyx_t_11, 0+__pyx_t_9, __pyx_t_10);
      __Pyx_INCREF(__pyx_float_0_67449);
      __Pyx_GIVEREF(__pyx_float_0_67449);
      PyTuple_SET_ITEM(__pyx_t_11, 1+__pyx_t_9, __pyx_float_0_67449);
      __Pyx_INCREF(__pyx_float_neg_0_67449);
      __Pyx_GIVEREF(__pyx_float_neg_0_67449);
      PyTuple_SET_ITEM(__pyx_t_11, 2+__pyx_t_9, __pyx_float_neg_0_67449);
      __Pyx_INCREF(__pyx_float_0_67449);
      __Pyx_GIVEREF(__pyx_float_0_67449);
      PyTuple_SET_ITEM(__pyx_t_11, 3+__pyx_t_9, __pyx_float_0_67449);
      __pyx_t_10 = 0;
      __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_7, __pyx_t_11, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 921, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_11); __pyx_t_11 = 0;
    }
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_6 = __Pyx_PyList_Append(__pyx_v_row_histo, __pyx_t_3); if (unlikely(__pyx_t_6 == ((int)-1))) __PYX_ERR(0, 921, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

    /* "analysis.py":919
 *     row_histo = []
 * 
 *     for i in range(0, row, 1):             # <<<<<<<<<<<<<<
 *         row_b_stats.append(basic_stats(data, "row", i))
 *         row_histo.append(histo_analysis(data[i], 0.67449, -0.67449, 0.67449))
 */
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":923
 *         row_histo.append(histo_analysis(data[i], 0.67449, -0.67449, 0.67449))
 * 
 *     column_b_stats = []             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, column_max, 1):
 */
  __pyx_t_2 = PyList_New(0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 923, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_v_column_b_stats = ((PyObject*)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "analysis.py":925
 *     column_b_stats = []
 * 
 *     for i in range(0, column_max, 1):             # <<<<<<<<<<<<<<
 *         column_b_stats.append(basic_stats(data, "column", i))
 * 
 */
  __pyx_t_2 = PyTuple_New(3); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 925, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_int_0);
  __Pyx_INCREF(__pyx_v_column_max);
  __Pyx_GIVEREF(__pyx_v_column_max);
  PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_v_column_max);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_2, 2, __pyx_int_1);
  __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_2, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 925, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (likely(PyList_CheckExact(__pyx_t_3)) || PyTuple_CheckExact(__pyx_t_3)) {
    __pyx_t_2 = __pyx_t_3; __Pyx_INCREF(__pyx_t_2); __pyx_t_1 = 0;
    __pyx_t_4 = NULL;
  } else {
    __pyx_t_1 = -1; __pyx_t_2 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 925, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_4 = Py_TYPE(__pyx_t_2)->tp_iternext; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 925, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  for (;;) {
    if (likely(!__pyx_t_4)) {
      if (likely(PyList_CheckExact(__pyx_t_2))) {
        if (__pyx_t_1 >= PyList_GET_SIZE(__pyx_t_2)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyList_GET_ITEM(__pyx_t_2, __pyx_t_1); __Pyx_INCREF(__pyx_t_3); __pyx_t_1++; if (unlikely(0 < 0)) __PYX_ERR(0, 925, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_2, __pyx_t_1); __pyx_t_1++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 925, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      } else {
        if (__pyx_t_1 >= PyTuple_GET_SIZE(__pyx_t_2)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_3 = PyTuple_GET_ITEM(__pyx_t_2, __pyx_t_1); __Pyx_INCREF(__pyx_t_3); __pyx_t_1++; if (unlikely(0 < 0)) __PYX_ERR(0, 925, __pyx_L1_error)
        #else
        __pyx_t_3 = PySequence_ITEM(__pyx_t_2, __pyx_t_1); __pyx_t_1++; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 925, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        #endif
      }
    } else {
      __pyx_t_3 = __pyx_t_4(__pyx_t_2);
      if (unlikely(!__pyx_t_3)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 925, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_3);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":926
 * 
 *     for i in range(0, column_max, 1):
 *         column_b_stats.append(basic_stats(data, "column", i))             # <<<<<<<<<<<<<<
 * 
 *     return[row_b_stats, column_b_stats, row_histo]
 */
    __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_basic_stats); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 926, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_11 = NULL;
    __pyx_t_9 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_7))) {
      __pyx_t_11 = PyMethod_GET_SELF(__pyx_t_7);
      if (likely(__pyx_t_11)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
        __Pyx_INCREF(__pyx_t_11);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_7, function);
        __pyx_t_9 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_7)) {
      PyObject *__pyx_temp[4] = {__pyx_t_11, __pyx_v_data, __pyx_n_s_column, __pyx_v_i};
      __pyx_t_3 = __Pyx_PyFunction_FastCall(__pyx_t_7, __pyx_temp+1-__pyx_t_9, 3+__pyx_t_9); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 926, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      __Pyx_GOTREF(__pyx_t_3);
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_7)) {
      PyObject *__pyx_temp[4] = {__pyx_t_11, __pyx_v_data, __pyx_n_s_column, __pyx_v_i};
      __pyx_t_3 = __Pyx_PyCFunction_FastCall(__pyx_t_7, __pyx_temp+1-__pyx_t_9, 3+__pyx_t_9); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 926, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
      __Pyx_GOTREF(__pyx_t_3);
    } else
    #endif
    {
      __pyx_t_10 = PyTuple_New(3+__pyx_t_9); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 926, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_10);
      if (__pyx_t_11) {
        __Pyx_GIVEREF(__pyx_t_11); PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_t_11); __pyx_t_11 = NULL;
      }
      __Pyx_INCREF(__pyx_v_data);
      __Pyx_GIVEREF(__pyx_v_data);
      PyTuple_SET_ITEM(__pyx_t_10, 0+__pyx_t_9, __pyx_v_data);
      __Pyx_INCREF(__pyx_n_s_column);
      __Pyx_GIVEREF(__pyx_n_s_column);
      PyTuple_SET_ITEM(__pyx_t_10, 1+__pyx_t_9, __pyx_n_s_column);
      __Pyx_INCREF(__pyx_v_i);
      __Pyx_GIVEREF(__pyx_v_i);
      PyTuple_SET_ITEM(__pyx_t_10, 2+__pyx_t_9, __pyx_v_i);
      __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_7, __pyx_t_10, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 926, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
    }
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_6 = __Pyx_PyList_Append(__pyx_v_column_b_stats, __pyx_t_3); if (unlikely(__pyx_t_6 == ((int)-1))) __PYX_ERR(0, 926, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

    /* "analysis.py":925
 *     column_b_stats = []
 * 
 *     for i in range(0, column_max, 1):             # <<<<<<<<<<<<<<
 *         column_b_stats.append(basic_stats(data, "column", i))
 * 
 */
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":928
 *         column_b_stats.append(basic_stats(data, "column", i))
 * 
 *     return[row_b_stats, column_b_stats, row_histo]             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = PyList_New(3); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 928, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_v_row_b_stats);
  __Pyx_GIVEREF(__pyx_v_row_b_stats);
  PyList_SET_ITEM(__pyx_t_2, 0, __pyx_v_row_b_stats);
  __Pyx_INCREF(__pyx_v_column_b_stats);
  __Pyx_GIVEREF(__pyx_v_column_b_stats);
  PyList_SET_ITEM(__pyx_t_2, 1, __pyx_v_column_b_stats);
  __Pyx_INCREF(__pyx_v_row_histo);
  __Pyx_GIVEREF(__pyx_v_row_histo);
  PyList_SET_ITEM(__pyx_t_2, 2, __pyx_v_row_histo);
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "analysis.py":907
 * 
 * # assumes that rows are the independent variable and columns are the dependant. also assumes that time flows from lowest column to highest column.
 * def basic_analysis(data):             # <<<<<<<<<<<<<<
 * 
 *     row = len(data)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_XDECREF(__pyx_t_11);
  __Pyx_AddTraceback("analysis.basic_analysis", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_column);
  __Pyx_XDECREF(__pyx_v_i);
  __Pyx_XDECREF(__pyx_v_column_max);
  __Pyx_XDECREF(__pyx_v_row_b_stats);
  __Pyx_XDECREF(__pyx_v_row_histo);
  __Pyx_XDECREF(__pyx_v_column_b_stats);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":931
 * 
 * 
 * def benchmark(x, y):             # <<<<<<<<<<<<<<
 * 
 *     start_g = time.time()
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_39benchmark(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_39benchmark = {"benchmark", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_39benchmark, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_39benchmark(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_v_y = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("benchmark (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_x,&__pyx_n_s_y,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("benchmark", 1, 2, 2, 1); __PYX_ERR(0, 931, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "benchmark") < 0)) __PYX_ERR(0, 931, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_x = values[0];
    __pyx_v_y = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("benchmark", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 931, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.benchmark", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_38benchmark(__pyx_self, __pyx_v_x, __pyx_v_y);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_38benchmark(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y) {
  PyObject *__pyx_v_start_g = NULL;
  PyObject *__pyx_v_end_g = NULL;
  PyObject *__pyx_v_start_a = NULL;
  PyObject *__pyx_v_end_a = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_RefNannySetupContext("benchmark", 0);

  /* "analysis.py":933
 * def benchmark(x, y):
 * 
 *     start_g = time.time()             # <<<<<<<<<<<<<<
 *     generate_data("data/data.csv", x, y, -10, 10)
 *     end_g = time.time()
 */
  __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_time); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 933, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_time); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 933, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
    }
  }
  __pyx_t_1 = (__pyx_t_2) ? __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_2) : __Pyx_PyObject_CallNoArg(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 933, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_v_start_g = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":934
 * 
 *     start_g = time.time()
 *     generate_data("data/data.csv", x, y, -10, 10)             # <<<<<<<<<<<<<<
 *     end_g = time.time()
 * 
 */
  __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_generate_data); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 934, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_2 = NULL;
  __pyx_t_4 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
      __pyx_t_4 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_3)) {
    PyObject *__pyx_temp[6] = {__pyx_t_2, __pyx_kp_s_data_data_csv, __pyx_v_x, __pyx_v_y, __pyx_int_neg_10, __pyx_int_10};
    __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_4, 5+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 934, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
    PyObject *__pyx_temp[6] = {__pyx_t_2, __pyx_kp_s_data_data_csv, __pyx_v_x, __pyx_v_y, __pyx_int_neg_10, __pyx_int_10};
    __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_4, 5+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 934, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  {
    __pyx_t_5 = PyTuple_New(5+__pyx_t_4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 934, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    if (__pyx_t_2) {
      __Pyx_GIVEREF(__pyx_t_2); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_2); __pyx_t_2 = NULL;
    }
    __Pyx_INCREF(__pyx_kp_s_data_data_csv);
    __Pyx_GIVEREF(__pyx_kp_s_data_data_csv);
    PyTuple_SET_ITEM(__pyx_t_5, 0+__pyx_t_4, __pyx_kp_s_data_data_csv);
    __Pyx_INCREF(__pyx_v_x);
    __Pyx_GIVEREF(__pyx_v_x);
    PyTuple_SET_ITEM(__pyx_t_5, 1+__pyx_t_4, __pyx_v_x);
    __Pyx_INCREF(__pyx_v_y);
    __Pyx_GIVEREF(__pyx_v_y);
    PyTuple_SET_ITEM(__pyx_t_5, 2+__pyx_t_4, __pyx_v_y);
    __Pyx_INCREF(__pyx_int_neg_10);
    __Pyx_GIVEREF(__pyx_int_neg_10);
    PyTuple_SET_ITEM(__pyx_t_5, 3+__pyx_t_4, __pyx_int_neg_10);
    __Pyx_INCREF(__pyx_int_10);
    __Pyx_GIVEREF(__pyx_int_10);
    PyTuple_SET_ITEM(__pyx_t_5, 4+__pyx_t_4, __pyx_int_10);
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_5, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 934, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":935
 *     start_g = time.time()
 *     generate_data("data/data.csv", x, y, -10, 10)
 *     end_g = time.time()             # <<<<<<<<<<<<<<
 * 
 *     start_a = time.time()
 */
  __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_time); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 935, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_time); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 935, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_5);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_5, function);
    }
  }
  __pyx_t_1 = (__pyx_t_3) ? __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_t_3) : __Pyx_PyObject_CallNoArg(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 935, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_v_end_g = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":937
 *     end_g = time.time()
 * 
 *     start_a = time.time()             # <<<<<<<<<<<<<<
 *     basic_analysis("data/data.csv")
 *     end_a = time.time()
 */
  __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_time); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 937, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_time); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 937, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_5)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_5);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
    }
  }
  __pyx_t_1 = (__pyx_t_5) ? __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_5) : __Pyx_PyObject_CallNoArg(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 937, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_v_start_a = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":938
 * 
 *     start_a = time.time()
 *     basic_analysis("data/data.csv")             # <<<<<<<<<<<<<<
 *     end_a = time.time()
 * 
 */
  __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_basic_analysis); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 938, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_5 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_5)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_5);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
    }
  }
  __pyx_t_1 = (__pyx_t_5) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_5, __pyx_kp_s_data_data_csv) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_kp_s_data_data_csv);
  __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 938, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":939
 *     start_a = time.time()
 *     basic_analysis("data/data.csv")
 *     end_a = time.time()             # <<<<<<<<<<<<<<
 * 
 *     return [(end_g - start_g), (end_a - start_a)]
 */
  __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_time); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 939, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_time); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 939, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_5);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_5, function);
    }
  }
  __pyx_t_1 = (__pyx_t_3) ? __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_t_3) : __Pyx_PyObject_CallNoArg(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 939, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_v_end_a = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":941
 *     end_a = time.time()
 * 
 *     return [(end_g - start_g), (end_a - start_a)]             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyNumber_Subtract(__pyx_v_end_g, __pyx_v_start_g); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 941, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = PyNumber_Subtract(__pyx_v_end_a, __pyx_v_start_a); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 941, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_3 = PyList_New(2); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 941, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_1);
  PyList_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_5);
  PyList_SET_ITEM(__pyx_t_3, 1, __pyx_t_5);
  __pyx_t_1 = 0;
  __pyx_t_5 = 0;
  __pyx_r = __pyx_t_3;
  __pyx_t_3 = 0;
  goto __pyx_L0;

  /* "analysis.py":931
 * 
 * 
 * def benchmark(x, y):             # <<<<<<<<<<<<<<
 * 
 *     start_g = time.time()
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis.benchmark", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_start_g);
  __Pyx_XDECREF(__pyx_v_end_g);
  __Pyx_XDECREF(__pyx_v_start_a);
  __Pyx_XDECREF(__pyx_v_end_a);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":944
 * 
 * 
 * def generate_data(filename, x, y, low, high):             # <<<<<<<<<<<<<<
 * 
 *     file = open(filename, "w")
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_41generate_data(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_41generate_data = {"generate_data", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_41generate_data, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_41generate_data(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_filename = 0;
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_v_y = 0;
  PyObject *__pyx_v_low = 0;
  PyObject *__pyx_v_high = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("generate_data (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_filename,&__pyx_n_s_x,&__pyx_n_s_y,&__pyx_n_s_low,&__pyx_n_s_high,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        CYTHON_FALLTHROUGH;
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        CYTHON_FALLTHROUGH;
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_filename)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("generate_data", 1, 5, 5, 1); __PYX_ERR(0, 944, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_y)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("generate_data", 1, 5, 5, 2); __PYX_ERR(0, 944, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  3:
        if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_low)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("generate_data", 1, 5, 5, 3); __PYX_ERR(0, 944, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  4:
        if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_high)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("generate_data", 1, 5, 5, 4); __PYX_ERR(0, 944, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "generate_data") < 0)) __PYX_ERR(0, 944, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 5) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
      values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
      values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
    }
    __pyx_v_filename = values[0];
    __pyx_v_x = values[1];
    __pyx_v_y = values[2];
    __pyx_v_low = values[3];
    __pyx_v_high = values[4];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("generate_data", 1, 5, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 944, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.generate_data", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_40generate_data(__pyx_self, __pyx_v_filename, __pyx_v_x, __pyx_v_y, __pyx_v_low, __pyx_v_high);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_40generate_data(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_filename, PyObject *__pyx_v_x, PyObject *__pyx_v_y, PyObject *__pyx_v_low, PyObject *__pyx_v_high) {
  PyObject *__pyx_v_file = NULL;
  CYTHON_UNUSED PyObject *__pyx_v_i = NULL;
  PyObject *__pyx_v_temp = NULL;
  CYTHON_UNUSED PyObject *__pyx_v_j = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  Py_ssize_t __pyx_t_3;
  PyObject *(*__pyx_t_4)(PyObject *);
  PyObject *__pyx_t_5 = NULL;
  Py_ssize_t __pyx_t_6;
  PyObject *(*__pyx_t_7)(PyObject *);
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  int __pyx_t_10;
  PyObject *__pyx_t_11 = NULL;
  __Pyx_RefNannySetupContext("generate_data", 0);

  /* "analysis.py":946
 * def generate_data(filename, x, y, low, high):
 * 
 *     file = open(filename, "w")             # <<<<<<<<<<<<<<
 * 
 *     for i in range(0, y, 1):
 */
  __pyx_t_1 = PyTuple_New(2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 946, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_INCREF(__pyx_v_filename);
  __Pyx_GIVEREF(__pyx_v_filename);
  PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_filename);
  __Pyx_INCREF(__pyx_n_s_w);
  __Pyx_GIVEREF(__pyx_n_s_w);
  PyTuple_SET_ITEM(__pyx_t_1, 1, __pyx_n_s_w);
  __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_open, __pyx_t_1, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 946, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_file = __pyx_t_2;
  __pyx_t_2 = 0;

  /* "analysis.py":948
 *     file = open(filename, "w")
 * 
 *     for i in range(0, y, 1):             # <<<<<<<<<<<<<<
 *         temp = ""
 * 
 */
  __pyx_t_2 = PyTuple_New(3); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 948, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_int_0);
  __Pyx_INCREF(__pyx_v_y);
  __Pyx_GIVEREF(__pyx_v_y);
  PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_v_y);
  __Pyx_INCREF(__pyx_int_1);
  __Pyx_GIVEREF(__pyx_int_1);
  PyTuple_SET_ITEM(__pyx_t_2, 2, __pyx_int_1);
  __pyx_t_1 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_2, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 948, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (likely(PyList_CheckExact(__pyx_t_1)) || PyTuple_CheckExact(__pyx_t_1)) {
    __pyx_t_2 = __pyx_t_1; __Pyx_INCREF(__pyx_t_2); __pyx_t_3 = 0;
    __pyx_t_4 = NULL;
  } else {
    __pyx_t_3 = -1; __pyx_t_2 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 948, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_4 = Py_TYPE(__pyx_t_2)->tp_iternext; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 948, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  for (;;) {
    if (likely(!__pyx_t_4)) {
      if (likely(PyList_CheckExact(__pyx_t_2))) {
        if (__pyx_t_3 >= PyList_GET_SIZE(__pyx_t_2)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_1 = PyList_GET_ITEM(__pyx_t_2, __pyx_t_3); __Pyx_INCREF(__pyx_t_1); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 948, __pyx_L1_error)
        #else
        __pyx_t_1 = PySequence_ITEM(__pyx_t_2, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 948, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        #endif
      } else {
        if (__pyx_t_3 >= PyTuple_GET_SIZE(__pyx_t_2)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_1 = PyTuple_GET_ITEM(__pyx_t_2, __pyx_t_3); __Pyx_INCREF(__pyx_t_1); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(0, 948, __pyx_L1_error)
        #else
        __pyx_t_1 = PySequence_ITEM(__pyx_t_2, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 948, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        #endif
      }
    } else {
      __pyx_t_1 = __pyx_t_4(__pyx_t_2);
      if (unlikely(!__pyx_t_1)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 948, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_1);
    }
    __Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_1);
    __pyx_t_1 = 0;

    /* "analysis.py":949
 * 
 *     for i in range(0, y, 1):
 *         temp = ""             # <<<<<<<<<<<<<<
 * 
 *         for j in range(0, x - 1, 1):
 */
    __Pyx_INCREF(__pyx_kp_s__2);
    __Pyx_XDECREF_SET(__pyx_v_temp, __pyx_kp_s__2);

    /* "analysis.py":951
 *         temp = ""
 * 
 *         for j in range(0, x - 1, 1):             # <<<<<<<<<<<<<<
 *             temp = str(random.uniform(low, high)) + "," + temp
 * 
 */
    __pyx_t_1 = __Pyx_PyInt_SubtractObjC(__pyx_v_x, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 951, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = PyTuple_New(3); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 951, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_INCREF(__pyx_int_0);
    __Pyx_GIVEREF(__pyx_int_0);
    PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_int_0);
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_t_1);
    __Pyx_INCREF(__pyx_int_1);
    __Pyx_GIVEREF(__pyx_int_1);
    PyTuple_SET_ITEM(__pyx_t_5, 2, __pyx_int_1);
    __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_builtin_range, __pyx_t_5, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 951, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    if (likely(PyList_CheckExact(__pyx_t_1)) || PyTuple_CheckExact(__pyx_t_1)) {
      __pyx_t_5 = __pyx_t_1; __Pyx_INCREF(__pyx_t_5); __pyx_t_6 = 0;
      __pyx_t_7 = NULL;
    } else {
      __pyx_t_6 = -1; __pyx_t_5 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 951, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_7 = Py_TYPE(__pyx_t_5)->tp_iternext; if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 951, __pyx_L1_error)
    }
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    for (;;) {
      if (likely(!__pyx_t_7)) {
        if (likely(PyList_CheckExact(__pyx_t_5))) {
          if (__pyx_t_6 >= PyList_GET_SIZE(__pyx_t_5)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_1 = PyList_GET_ITEM(__pyx_t_5, __pyx_t_6); __Pyx_INCREF(__pyx_t_1); __pyx_t_6++; if (unlikely(0 < 0)) __PYX_ERR(0, 951, __pyx_L1_error)
          #else
          __pyx_t_1 = PySequence_ITEM(__pyx_t_5, __pyx_t_6); __pyx_t_6++; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 951, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_1);
          #endif
        } else {
          if (__pyx_t_6 >= PyTuple_GET_SIZE(__pyx_t_5)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_1 = PyTuple_GET_ITEM(__pyx_t_5, __pyx_t_6); __Pyx_INCREF(__pyx_t_1); __pyx_t_6++; if (unlikely(0 < 0)) __PYX_ERR(0, 951, __pyx_L1_error)
          #else
          __pyx_t_1 = PySequence_ITEM(__pyx_t_5, __pyx_t_6); __pyx_t_6++; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 951, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_1);
          #endif
        }
      } else {
        __pyx_t_1 = __pyx_t_7(__pyx_t_5);
        if (unlikely(!__pyx_t_1)) {
          PyObject* exc_type = PyErr_Occurred();
          if (exc_type) {
            if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
            else __PYX_ERR(0, 951, __pyx_L1_error)
          }
          break;
        }
        __Pyx_GOTREF(__pyx_t_1);
      }
      __Pyx_XDECREF_SET(__pyx_v_j, __pyx_t_1);
      __pyx_t_1 = 0;

      /* "analysis.py":952
 * 
 *         for j in range(0, x - 1, 1):
 *             temp = str(random.uniform(low, high)) + "," + temp             # <<<<<<<<<<<<<<
 * 
 *         temp = temp + str(random.uniform(low, high))
 */
      __Pyx_GetModuleGlobalName(__pyx_t_8, __pyx_n_s_random); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 952, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_t_8, __pyx_n_s_uniform); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 952, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __pyx_t_8 = NULL;
      __pyx_t_10 = 0;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_9))) {
        __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_9);
        if (likely(__pyx_t_8)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_9);
          __Pyx_INCREF(__pyx_t_8);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_9, function);
          __pyx_t_10 = 1;
        }
      }
      #if CYTHON_FAST_PYCALL
      if (PyFunction_Check(__pyx_t_9)) {
        PyObject *__pyx_temp[3] = {__pyx_t_8, __pyx_v_low, __pyx_v_high};
        __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_9, __pyx_temp+1-__pyx_t_10, 2+__pyx_t_10); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 952, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
        __Pyx_GOTREF(__pyx_t_1);
      } else
      #endif
      #if CYTHON_FAST_PYCCALL
      if (__Pyx_PyFastCFunction_Check(__pyx_t_9)) {
        PyObject *__pyx_temp[3] = {__pyx_t_8, __pyx_v_low, __pyx_v_high};
        __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_9, __pyx_temp+1-__pyx_t_10, 2+__pyx_t_10); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 952, __pyx_L1_error)
        __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
        __Pyx_GOTREF(__pyx_t_1);
      } else
      #endif
      {
        __pyx_t_11 = PyTuple_New(2+__pyx_t_10); if (unlikely(!__pyx_t_11)) __PYX_ERR(0, 952, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_11);
        if (__pyx_t_8) {
          __Pyx_GIVEREF(__pyx_t_8); PyTuple_SET_ITEM(__pyx_t_11, 0, __pyx_t_8); __pyx_t_8 = NULL;
        }
        __Pyx_INCREF(__pyx_v_low);
        __Pyx_GIVEREF(__pyx_v_low);
        PyTuple_SET_ITEM(__pyx_t_11, 0+__pyx_t_10, __pyx_v_low);
        __Pyx_INCREF(__pyx_v_high);
        __Pyx_GIVEREF(__pyx_v_high);
        PyTuple_SET_ITEM(__pyx_t_11, 1+__pyx_t_10, __pyx_v_high);
        __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_9, __pyx_t_11, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 952, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        __Pyx_DECREF(__pyx_t_11); __pyx_t_11 = 0;
      }
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_t_9 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 952, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_1 = PyNumber_Add(__pyx_t_9, __pyx_kp_s__14); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 952, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_t_9 = PyNumber_Add(__pyx_t_1, __pyx_v_temp); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 952, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF_SET(__pyx_v_temp, __pyx_t_9);
      __pyx_t_9 = 0;

      /* "analysis.py":951
 *         temp = ""
 * 
 *         for j in range(0, x - 1, 1):             # <<<<<<<<<<<<<<
 *             temp = str(random.uniform(low, high)) + "," + temp
 * 
 */
    }
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

    /* "analysis.py":954
 *             temp = str(random.uniform(low, high)) + "," + temp
 * 
 *         temp = temp + str(random.uniform(low, high))             # <<<<<<<<<<<<<<
 *         file.write(temp + "\n")
 * 
 */
    __Pyx_GetModuleGlobalName(__pyx_t_9, __pyx_n_s_random); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 954, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_9);
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_9, __pyx_n_s_uniform); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 954, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
    __pyx_t_9 = NULL;
    __pyx_t_10 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
      __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_1);
      if (likely(__pyx_t_9)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
        __Pyx_INCREF(__pyx_t_9);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_1, function);
        __pyx_t_10 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_1)) {
      PyObject *__pyx_temp[3] = {__pyx_t_9, __pyx_v_low, __pyx_v_high};
      __pyx_t_5 = __Pyx_PyFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_10, 2+__pyx_t_10); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 954, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_GOTREF(__pyx_t_5);
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_1)) {
      PyObject *__pyx_temp[3] = {__pyx_t_9, __pyx_v_low, __pyx_v_high};
      __pyx_t_5 = __Pyx_PyCFunction_FastCall(__pyx_t_1, __pyx_temp+1-__pyx_t_10, 2+__pyx_t_10); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 954, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_GOTREF(__pyx_t_5);
    } else
    #endif
    {
      __pyx_t_11 = PyTuple_New(2+__pyx_t_10); if (unlikely(!__pyx_t_11)) __PYX_ERR(0, 954, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_11);
      if (__pyx_t_9) {
        __Pyx_GIVEREF(__pyx_t_9); PyTuple_SET_ITEM(__pyx_t_11, 0, __pyx_t_9); __pyx_t_9 = NULL;
      }
      __Pyx_INCREF(__pyx_v_low);
      __Pyx_GIVEREF(__pyx_v_low);
      PyTuple_SET_ITEM(__pyx_t_11, 0+__pyx_t_10, __pyx_v_low);
      __Pyx_INCREF(__pyx_v_high);
      __Pyx_GIVEREF(__pyx_v_high);
      PyTuple_SET_ITEM(__pyx_t_11, 1+__pyx_t_10, __pyx_v_high);
      __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_11, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 954, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_11); __pyx_t_11 = 0;
    }
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(((PyObject *)(&PyString_Type)), __pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 954, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_5 = PyNumber_Add(__pyx_v_temp, __pyx_t_1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 954, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF_SET(__pyx_v_temp, __pyx_t_5);
    __pyx_t_5 = 0;

    /* "analysis.py":955
 * 
 *         temp = temp + str(random.uniform(low, high))
 *         file.write(temp + "\n")             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_file, __pyx_n_s_write); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 955, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_11 = PyNumber_Add(__pyx_v_temp, __pyx_kp_s__15); if (unlikely(!__pyx_t_11)) __PYX_ERR(0, 955, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_11);
    __pyx_t_9 = NULL;
    if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_1))) {
      __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_1);
      if (likely(__pyx_t_9)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
        __Pyx_INCREF(__pyx_t_9);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_1, function);
      }
    }
    __pyx_t_5 = (__pyx_t_9) ? __Pyx_PyObject_Call2Args(__pyx_t_1, __pyx_t_9, __pyx_t_11) : __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_t_11);
    __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
    __Pyx_DECREF(__pyx_t_11); __pyx_t_11 = 0;
    if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 955, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

    /* "analysis.py":948
 *     file = open(filename, "w")
 * 
 *     for i in range(0, y, 1):             # <<<<<<<<<<<<<<
 *         temp = ""
 * 
 */
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":944
 * 
 * 
 * def generate_data(filename, x, y, low, high):             # <<<<<<<<<<<<<<
 * 
 *     file = open(filename, "w")
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_11);
  __Pyx_AddTraceback("analysis.generate_data", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_file);
  __Pyx_XDECREF(__pyx_v_i);
  __Pyx_XDECREF(__pyx_v_temp);
  __Pyx_XDECREF(__pyx_v_j);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":962
 * 
 * 
 * def _sum(data, start=0):             # <<<<<<<<<<<<<<
 *     count = 0
 *     n, d = _exact_ratio(start)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_43_sum(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_43_sum = {"_sum", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_43_sum, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_43_sum(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_data = 0;
  PyObject *__pyx_v_start = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_sum (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_data,&__pyx_n_s_start,0};
    PyObject* values[2] = {0,0};
    values[1] = ((PyObject *)((PyObject *)__pyx_int_0));
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_data)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_start);
          if (value) { values[1] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "_sum") < 0)) __PYX_ERR(0, 962, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_data = values[0];
    __pyx_v_start = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("_sum", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 962, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis._sum", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_42_sum(__pyx_self, __pyx_v_data, __pyx_v_start);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}
static PyObject *__pyx_gb_8analysis_4_sum_2generator1(__pyx_CoroutineObject *__pyx_generator, CYTHON_UNUSED PyThreadState *__pyx_tstate, PyObject *__pyx_sent_value); /* proto */

/* "analysis.py":979
 *     else:
 * 
 *         total = sum(Fraction(n, d) for d, n in sorted(partials.items()))             # <<<<<<<<<<<<<<
 *     return (T, total, count)
 * 
 */

static PyObject *__pyx_pf_8analysis_4_sum_genexpr(PyObject *__pyx_self) {
  struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr *__pyx_cur_scope;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("genexpr", 0);
  __pyx_cur_scope = (struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr *)__pyx_tp_new_8analysis___pyx_scope_struct_1_genexpr(__pyx_ptype_8analysis___pyx_scope_struct_1_genexpr, __pyx_empty_tuple, NULL);
  if (unlikely(!__pyx_cur_scope)) {
    __pyx_cur_scope = ((struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr *)Py_None);
    __Pyx_INCREF(Py_None);
    __PYX_ERR(0, 979, __pyx_L1_error)
  } else {
    __Pyx_GOTREF(__pyx_cur_scope);
  }
  __pyx_cur_scope->__pyx_outer_scope = (struct __pyx_obj_8analysis___pyx_scope_struct___sum *) __pyx_self;
  __Pyx_INCREF(((PyObject *)__pyx_cur_scope->__pyx_outer_scope));
  __Pyx_GIVEREF(__pyx_cur_scope->__pyx_outer_scope);
  {
    __pyx_CoroutineObject *gen = __Pyx_Generator_New((__pyx_coroutine_body_t) __pyx_gb_8analysis_4_sum_2generator1, NULL, (PyObject *) __pyx_cur_scope, __pyx_n_s_genexpr, __pyx_n_s_sum_locals_genexpr, __pyx_n_s_analysis); if (unlikely(!gen)) __PYX_ERR(0, 979, __pyx_L1_error)
    __Pyx_DECREF(__pyx_cur_scope);
    __Pyx_RefNannyFinishContext();
    return (PyObject *) gen;
  }

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_AddTraceback("analysis._sum.genexpr", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __Pyx_DECREF(((PyObject *)__pyx_cur_scope));
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_gb_8analysis_4_sum_2generator1(__pyx_CoroutineObject *__pyx_generator, CYTHON_UNUSED PyThreadState *__pyx_tstate, PyObject *__pyx_sent_value) /* generator body */
{
  struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr *__pyx_cur_scope = ((struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr *)__pyx_generator->closure);
  PyObject *__pyx_r = NULL;
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  Py_ssize_t __pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *(*__pyx_t_8)(PyObject *);
  int __pyx_t_9;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("genexpr", 0);
  switch (__pyx_generator->resume_label) {
    case 0: goto __pyx_L3_first_run;
    case 1: goto __pyx_L8_resume_from_yield;
    default: /* CPython raises the right error here */
    __Pyx_RefNannyFinishContext();
    return NULL;
  }
  __pyx_L3_first_run:;
  if (unlikely(!__pyx_sent_value)) __PYX_ERR(0, 979, __pyx_L1_error)
  if (unlikely(!__pyx_cur_scope->__pyx_outer_scope->__pyx_v_partials)) { __Pyx_RaiseClosureNameError("partials"); __PYX_ERR(0, 979, __pyx_L1_error) }
  if (unlikely(__pyx_cur_scope->__pyx_outer_scope->__pyx_v_partials == Py_None)) {
    PyErr_Format(PyExc_AttributeError, "'NoneType' object has no attribute '%.30s'", "items");
    __PYX_ERR(0, 979, __pyx_L1_error)
  }
  __pyx_t_2 = __Pyx_PyDict_Items(__pyx_cur_scope->__pyx_outer_scope->__pyx_v_partials); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 979, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = PySequence_List(__pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 979, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_1 = ((PyObject*)__pyx_t_3);
  __pyx_t_3 = 0;
  __pyx_t_4 = PyList_Sort(__pyx_t_1); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(0, 979, __pyx_L1_error)
  if (unlikely(__pyx_t_1 == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
    __PYX_ERR(0, 979, __pyx_L1_error)
  }
  __pyx_t_3 = __pyx_t_1; __Pyx_INCREF(__pyx_t_3); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  for (;;) {
    if (__pyx_t_5 >= PyList_GET_SIZE(__pyx_t_3)) break;
    #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    __pyx_t_1 = PyList_GET_ITEM(__pyx_t_3, __pyx_t_5); __Pyx_INCREF(__pyx_t_1); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 979, __pyx_L1_error)
    #else
    __pyx_t_1 = PySequence_ITEM(__pyx_t_3, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 979, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    #endif
    if ((likely(PyTuple_CheckExact(__pyx_t_1))) || (PyList_CheckExact(__pyx_t_1))) {
      PyObject* sequence = __pyx_t_1;
      Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
      if (unlikely(size != 2)) {
        if (size > 2) __Pyx_RaiseTooManyValuesError(2);
        else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
        __PYX_ERR(0, 979, __pyx_L1_error)
      }
      #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
      if (likely(PyTuple_CheckExact(sequence))) {
        __pyx_t_2 = PyTuple_GET_ITEM(sequence, 0); 
        __pyx_t_6 = PyTuple_GET_ITEM(sequence, 1); 
      } else {
        __pyx_t_2 = PyList_GET_ITEM(sequence, 0); 
        __pyx_t_6 = PyList_GET_ITEM(sequence, 1); 
      }
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_6);
      #else
      __pyx_t_2 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 979, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_6 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 979, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      #endif
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    } else {
      Py_ssize_t index = -1;
      __pyx_t_7 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 979, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_8 = Py_TYPE(__pyx_t_7)->tp_iternext;
      index = 0; __pyx_t_2 = __pyx_t_8(__pyx_t_7); if (unlikely(!__pyx_t_2)) goto __pyx_L6_unpacking_failed;
      __Pyx_GOTREF(__pyx_t_2);
      index = 1; __pyx_t_6 = __pyx_t_8(__pyx_t_7); if (unlikely(!__pyx_t_6)) goto __pyx_L6_unpacking_failed;
      __Pyx_GOTREF(__pyx_t_6);
      if (__Pyx_IternextUnpackEndCheck(__pyx_t_8(__pyx_t_7), 2) < 0) __PYX_ERR(0, 979, __pyx_L1_error)
      __pyx_t_8 = NULL;
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      goto __pyx_L7_unpacking_done;
      __pyx_L6_unpacking_failed:;
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __pyx_t_8 = NULL;
      if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
      __PYX_ERR(0, 979, __pyx_L1_error)
      __pyx_L7_unpacking_done:;
    }
    __Pyx_XGOTREF(__pyx_cur_scope->__pyx_v_d);
    __Pyx_XDECREF_SET(__pyx_cur_scope->__pyx_v_d, __pyx_t_2);
    __Pyx_GIVEREF(__pyx_t_2);
    __pyx_t_2 = 0;
    __Pyx_XGOTREF(__pyx_cur_scope->__pyx_v_n);
    __Pyx_XDECREF_SET(__pyx_cur_scope->__pyx_v_n, __pyx_t_6);
    __Pyx_GIVEREF(__pyx_t_6);
    __pyx_t_6 = 0;
    __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_Fraction); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 979, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __pyx_t_2 = NULL;
    __pyx_t_9 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_6))) {
      __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_6);
      if (likely(__pyx_t_2)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
        __Pyx_INCREF(__pyx_t_2);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_6, function);
        __pyx_t_9 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_6)) {
      PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_cur_scope->__pyx_v_n, __pyx_cur_scope->__pyx_v_d};
      __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_6, __pyx_temp+1-__pyx_t_9, 2+__pyx_t_9); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 979, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_6)) {
      PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_cur_scope->__pyx_v_n, __pyx_cur_scope->__pyx_v_d};
      __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_6, __pyx_temp+1-__pyx_t_9, 2+__pyx_t_9); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 979, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    {
      __pyx_t_7 = PyTuple_New(2+__pyx_t_9); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 979, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      if (__pyx_t_2) {
        __Pyx_GIVEREF(__pyx_t_2); PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_2); __pyx_t_2 = NULL;
      }
      __Pyx_INCREF(__pyx_cur_scope->__pyx_v_n);
      __Pyx_GIVEREF(__pyx_cur_scope->__pyx_v_n);
      PyTuple_SET_ITEM(__pyx_t_7, 0+__pyx_t_9, __pyx_cur_scope->__pyx_v_n);
      __Pyx_INCREF(__pyx_cur_scope->__pyx_v_d);
      __Pyx_GIVEREF(__pyx_cur_scope->__pyx_v_d);
      PyTuple_SET_ITEM(__pyx_t_7, 1+__pyx_t_9, __pyx_cur_scope->__pyx_v_d);
      __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_6, __pyx_t_7, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 979, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    }
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    __Pyx_XGIVEREF(__pyx_t_3);
    __pyx_cur_scope->__pyx_t_0 = __pyx_t_3;
    __pyx_cur_scope->__pyx_t_1 = __pyx_t_5;
    __Pyx_XGIVEREF(__pyx_r);
    __Pyx_RefNannyFinishContext();
    __Pyx_Coroutine_ResetAndClearException(__pyx_generator);
    /* return from generator, yielding value */
    __pyx_generator->resume_label = 1;
    return __pyx_r;
    __pyx_L8_resume_from_yield:;
    __pyx_t_3 = __pyx_cur_scope->__pyx_t_0;
    __pyx_cur_scope->__pyx_t_0 = 0;
    __Pyx_XGOTREF(__pyx_t_3);
    __pyx_t_5 = __pyx_cur_scope->__pyx_t_1;
    if (unlikely(!__pyx_sent_value)) __PYX_ERR(0, 979, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  CYTHON_MAYBE_UNUSED_VAR(__pyx_cur_scope);

  /* function exit code */
  PyErr_SetNone(PyExc_StopIteration);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_AddTraceback("genexpr", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_r); __pyx_r = 0;
  #if !CYTHON_USE_EXC_INFO_STACK
  __Pyx_Coroutine_ResetAndClearException(__pyx_generator);
  #endif
  __pyx_generator->resume_label = -1;
  __Pyx_Coroutine_clear((PyObject*)__pyx_generator);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":962
 * 
 * 
 * def _sum(data, start=0):             # <<<<<<<<<<<<<<
 *     count = 0
 *     n, d = _exact_ratio(start)
 */

static PyObject *__pyx_pf_8analysis_42_sum(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_start) {
  struct __pyx_obj_8analysis___pyx_scope_struct___sum *__pyx_cur_scope;
  PyObject *__pyx_v_count = NULL;
  PyObject *__pyx_v_n = NULL;
  PyObject *__pyx_v_d = NULL;
  PyObject *__pyx_v_partials_get = NULL;
  PyObject *__pyx_v_T = NULL;
  PyObject *__pyx_v_typ = NULL;
  PyObject *__pyx_v_values = NULL;
  PyObject *__pyx_v_total = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *(*__pyx_t_5)(PyObject *);
  int __pyx_t_6;
  Py_ssize_t __pyx_t_7;
  PyObject *(*__pyx_t_8)(PyObject *);
  PyObject *__pyx_t_9 = NULL;
  Py_ssize_t __pyx_t_10;
  PyObject *(*__pyx_t_11)(PyObject *);
  PyObject *__pyx_t_12 = NULL;
  int __pyx_t_13;
  int __pyx_t_14;
  __Pyx_RefNannySetupContext("_sum", 0);
  __pyx_cur_scope = (struct __pyx_obj_8analysis___pyx_scope_struct___sum *)__pyx_tp_new_8analysis___pyx_scope_struct___sum(__pyx_ptype_8analysis___pyx_scope_struct___sum, __pyx_empty_tuple, NULL);
  if (unlikely(!__pyx_cur_scope)) {
    __pyx_cur_scope = ((struct __pyx_obj_8analysis___pyx_scope_struct___sum *)Py_None);
    __Pyx_INCREF(Py_None);
    __PYX_ERR(0, 962, __pyx_L1_error)
  } else {
    __Pyx_GOTREF(__pyx_cur_scope);
  }

  /* "analysis.py":963
 * 
 * def _sum(data, start=0):
 *     count = 0             # <<<<<<<<<<<<<<
 *     n, d = _exact_ratio(start)
 *     partials = {d: n}
 */
  __Pyx_INCREF(__pyx_int_0);
  __pyx_v_count = __pyx_int_0;

  /* "analysis.py":964
 * def _sum(data, start=0):
 *     count = 0
 *     n, d = _exact_ratio(start)             # <<<<<<<<<<<<<<
 *     partials = {d: n}
 *     partials_get = partials.get
 */
  __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_exact_ratio); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 964, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
    }
  }
  __pyx_t_1 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_2, __pyx_t_3, __pyx_v_start) : __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_v_start);
  __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 964, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if ((likely(PyTuple_CheckExact(__pyx_t_1))) || (PyList_CheckExact(__pyx_t_1))) {
    PyObject* sequence = __pyx_t_1;
    Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
    if (unlikely(size != 2)) {
      if (size > 2) __Pyx_RaiseTooManyValuesError(2);
      else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
      __PYX_ERR(0, 964, __pyx_L1_error)
    }
    #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    if (likely(PyTuple_CheckExact(sequence))) {
      __pyx_t_2 = PyTuple_GET_ITEM(sequence, 0); 
      __pyx_t_3 = PyTuple_GET_ITEM(sequence, 1); 
    } else {
      __pyx_t_2 = PyList_GET_ITEM(sequence, 0); 
      __pyx_t_3 = PyList_GET_ITEM(sequence, 1); 
    }
    __Pyx_INCREF(__pyx_t_2);
    __Pyx_INCREF(__pyx_t_3);
    #else
    __pyx_t_2 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 964, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_3 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 964, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    #endif
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  } else {
    Py_ssize_t index = -1;
    __pyx_t_4 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 964, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_5 = Py_TYPE(__pyx_t_4)->tp_iternext;
    index = 0; __pyx_t_2 = __pyx_t_5(__pyx_t_4); if (unlikely(!__pyx_t_2)) goto __pyx_L3_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_2);
    index = 1; __pyx_t_3 = __pyx_t_5(__pyx_t_4); if (unlikely(!__pyx_t_3)) goto __pyx_L3_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_3);
    if (__Pyx_IternextUnpackEndCheck(__pyx_t_5(__pyx_t_4), 2) < 0) __PYX_ERR(0, 964, __pyx_L1_error)
    __pyx_t_5 = NULL;
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    goto __pyx_L4_unpacking_done;
    __pyx_L3_unpacking_failed:;
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_5 = NULL;
    if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
    __PYX_ERR(0, 964, __pyx_L1_error)
    __pyx_L4_unpacking_done:;
  }
  __pyx_v_n = __pyx_t_2;
  __pyx_t_2 = 0;
  __pyx_v_d = __pyx_t_3;
  __pyx_t_3 = 0;

  /* "analysis.py":965
 *     count = 0
 *     n, d = _exact_ratio(start)
 *     partials = {d: n}             # <<<<<<<<<<<<<<
 *     partials_get = partials.get
 *     T = _coerce(int, type(start))
 */
  __pyx_t_1 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 965, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_t_1, __pyx_v_d, __pyx_v_n) < 0) __PYX_ERR(0, 965, __pyx_L1_error)
  __Pyx_GIVEREF(__pyx_t_1);
  __pyx_cur_scope->__pyx_v_partials = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "analysis.py":966
 *     n, d = _exact_ratio(start)
 *     partials = {d: n}
 *     partials_get = partials.get             # <<<<<<<<<<<<<<
 *     T = _coerce(int, type(start))
 *     for typ, values in groupby(data, type):
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_cur_scope->__pyx_v_partials, __pyx_n_s_get); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 966, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_partials_get = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":967
 *     partials = {d: n}
 *     partials_get = partials.get
 *     T = _coerce(int, type(start))             # <<<<<<<<<<<<<<
 *     for typ, values in groupby(data, type):
 *         T = _coerce(T, typ)  # or raise TypeError
 */
  __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_coerce); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 967, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_2 = NULL;
  __pyx_t_6 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
      __pyx_t_6 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_3)) {
    PyObject *__pyx_temp[3] = {__pyx_t_2, ((PyObject *)(&PyInt_Type)), ((PyObject *)Py_TYPE(__pyx_v_start))};
    __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_6, 2+__pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 967, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
    PyObject *__pyx_temp[3] = {__pyx_t_2, ((PyObject *)(&PyInt_Type)), ((PyObject *)Py_TYPE(__pyx_v_start))};
    __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_6, 2+__pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 967, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  {
    __pyx_t_4 = PyTuple_New(2+__pyx_t_6); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 967, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    if (__pyx_t_2) {
      __Pyx_GIVEREF(__pyx_t_2); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_2); __pyx_t_2 = NULL;
    }
    __Pyx_INCREF(((PyObject *)(&PyInt_Type)));
    __Pyx_GIVEREF(((PyObject *)(&PyInt_Type)));
    PyTuple_SET_ITEM(__pyx_t_4, 0+__pyx_t_6, ((PyObject *)(&PyInt_Type)));
    __Pyx_INCREF(((PyObject *)Py_TYPE(__pyx_v_start)));
    __Pyx_GIVEREF(((PyObject *)Py_TYPE(__pyx_v_start)));
    PyTuple_SET_ITEM(__pyx_t_4, 1+__pyx_t_6, ((PyObject *)Py_TYPE(__pyx_v_start)));
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 967, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_v_T = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":968
 *     partials_get = partials.get
 *     T = _coerce(int, type(start))
 *     for typ, values in groupby(data, type):             # <<<<<<<<<<<<<<
 *         T = _coerce(T, typ)  # or raise TypeError
 *         for n, d in map(_exact_ratio, values):
 */
  __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_groupby); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 968, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = NULL;
  __pyx_t_6 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
      __pyx_t_6 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_3)) {
    PyObject *__pyx_temp[3] = {__pyx_t_4, __pyx_v_data, ((PyObject *)(&PyType_Type))};
    __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_6, 2+__pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 968, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
    PyObject *__pyx_temp[3] = {__pyx_t_4, __pyx_v_data, ((PyObject *)(&PyType_Type))};
    __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_6, 2+__pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 968, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  {
    __pyx_t_2 = PyTuple_New(2+__pyx_t_6); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 968, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    if (__pyx_t_4) {
      __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_4); __pyx_t_4 = NULL;
    }
    __Pyx_INCREF(__pyx_v_data);
    __Pyx_GIVEREF(__pyx_v_data);
    PyTuple_SET_ITEM(__pyx_t_2, 0+__pyx_t_6, __pyx_v_data);
    __Pyx_INCREF(((PyObject *)(&PyType_Type)));
    __Pyx_GIVEREF(((PyObject *)(&PyType_Type)));
    PyTuple_SET_ITEM(__pyx_t_2, 1+__pyx_t_6, ((PyObject *)(&PyType_Type)));
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_2, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 968, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (likely(PyList_CheckExact(__pyx_t_1)) || PyTuple_CheckExact(__pyx_t_1)) {
    __pyx_t_3 = __pyx_t_1; __Pyx_INCREF(__pyx_t_3); __pyx_t_7 = 0;
    __pyx_t_8 = NULL;
  } else {
    __pyx_t_7 = -1; __pyx_t_3 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 968, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_8 = Py_TYPE(__pyx_t_3)->tp_iternext; if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 968, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  for (;;) {
    if (likely(!__pyx_t_8)) {
      if (likely(PyList_CheckExact(__pyx_t_3))) {
        if (__pyx_t_7 >= PyList_GET_SIZE(__pyx_t_3)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_1 = PyList_GET_ITEM(__pyx_t_3, __pyx_t_7); __Pyx_INCREF(__pyx_t_1); __pyx_t_7++; if (unlikely(0 < 0)) __PYX_ERR(0, 968, __pyx_L1_error)
        #else
        __pyx_t_1 = PySequence_ITEM(__pyx_t_3, __pyx_t_7); __pyx_t_7++; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 968, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        #endif
      } else {
        if (__pyx_t_7 >= PyTuple_GET_SIZE(__pyx_t_3)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_1 = PyTuple_GET_ITEM(__pyx_t_3, __pyx_t_7); __Pyx_INCREF(__pyx_t_1); __pyx_t_7++; if (unlikely(0 < 0)) __PYX_ERR(0, 968, __pyx_L1_error)
        #else
        __pyx_t_1 = PySequence_ITEM(__pyx_t_3, __pyx_t_7); __pyx_t_7++; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 968, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_1);
        #endif
      }
    } else {
      __pyx_t_1 = __pyx_t_8(__pyx_t_3);
      if (unlikely(!__pyx_t_1)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 968, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_1);
    }
    if ((likely(PyTuple_CheckExact(__pyx_t_1))) || (PyList_CheckExact(__pyx_t_1))) {
      PyObject* sequence = __pyx_t_1;
      Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
      if (unlikely(size != 2)) {
        if (size > 2) __Pyx_RaiseTooManyValuesError(2);
        else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
        __PYX_ERR(0, 968, __pyx_L1_error)
      }
      #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
      if (likely(PyTuple_CheckExact(sequence))) {
        __pyx_t_2 = PyTuple_GET_ITEM(sequence, 0); 
        __pyx_t_4 = PyTuple_GET_ITEM(sequence, 1); 
      } else {
        __pyx_t_2 = PyList_GET_ITEM(sequence, 0); 
        __pyx_t_4 = PyList_GET_ITEM(sequence, 1); 
      }
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_4);
      #else
      __pyx_t_2 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 968, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_4 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 968, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      #endif
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    } else {
      Py_ssize_t index = -1;
      __pyx_t_9 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 968, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_5 = Py_TYPE(__pyx_t_9)->tp_iternext;
      index = 0; __pyx_t_2 = __pyx_t_5(__pyx_t_9); if (unlikely(!__pyx_t_2)) goto __pyx_L7_unpacking_failed;
      __Pyx_GOTREF(__pyx_t_2);
      index = 1; __pyx_t_4 = __pyx_t_5(__pyx_t_9); if (unlikely(!__pyx_t_4)) goto __pyx_L7_unpacking_failed;
      __Pyx_GOTREF(__pyx_t_4);
      if (__Pyx_IternextUnpackEndCheck(__pyx_t_5(__pyx_t_9), 2) < 0) __PYX_ERR(0, 968, __pyx_L1_error)
      __pyx_t_5 = NULL;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      goto __pyx_L8_unpacking_done;
      __pyx_L7_unpacking_failed:;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_t_5 = NULL;
      if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
      __PYX_ERR(0, 968, __pyx_L1_error)
      __pyx_L8_unpacking_done:;
    }
    __Pyx_XDECREF_SET(__pyx_v_typ, __pyx_t_2);
    __pyx_t_2 = 0;
    __Pyx_XDECREF_SET(__pyx_v_values, __pyx_t_4);
    __pyx_t_4 = 0;

    /* "analysis.py":969
 *     T = _coerce(int, type(start))
 *     for typ, values in groupby(data, type):
 *         T = _coerce(T, typ)  # or raise TypeError             # <<<<<<<<<<<<<<
 *         for n, d in map(_exact_ratio, values):
 *             count += 1
 */
    __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_coerce); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 969, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_2 = NULL;
    __pyx_t_6 = 0;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_4))) {
      __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_4);
      if (likely(__pyx_t_2)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
        __Pyx_INCREF(__pyx_t_2);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_4, function);
        __pyx_t_6 = 1;
      }
    }
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(__pyx_t_4)) {
      PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_v_T, __pyx_v_typ};
      __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_4, __pyx_temp+1-__pyx_t_6, 2+__pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 969, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(__pyx_t_4)) {
      PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_v_T, __pyx_v_typ};
      __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_4, __pyx_temp+1-__pyx_t_6, 2+__pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 969, __pyx_L1_error)
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_GOTREF(__pyx_t_1);
    } else
    #endif
    {
      __pyx_t_9 = PyTuple_New(2+__pyx_t_6); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 969, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      if (__pyx_t_2) {
        __Pyx_GIVEREF(__pyx_t_2); PyTuple_SET_ITEM(__pyx_t_9, 0, __pyx_t_2); __pyx_t_2 = NULL;
      }
      __Pyx_INCREF(__pyx_v_T);
      __Pyx_GIVEREF(__pyx_v_T);
      PyTuple_SET_ITEM(__pyx_t_9, 0+__pyx_t_6, __pyx_v_T);
      __Pyx_INCREF(__pyx_v_typ);
      __Pyx_GIVEREF(__pyx_v_typ);
      PyTuple_SET_ITEM(__pyx_t_9, 1+__pyx_t_6, __pyx_v_typ);
      __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_9, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 969, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
    }
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_DECREF_SET(__pyx_v_T, __pyx_t_1);
    __pyx_t_1 = 0;

    /* "analysis.py":970
 *     for typ, values in groupby(data, type):
 *         T = _coerce(T, typ)  # or raise TypeError
 *         for n, d in map(_exact_ratio, values):             # <<<<<<<<<<<<<<
 *             count += 1
 *             partials[d] = partials_get(d, 0) + n
 */
    __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_exact_ratio); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 970, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 970, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
    __Pyx_INCREF(__pyx_v_values);
    __Pyx_GIVEREF(__pyx_v_values);
    PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_v_values);
    __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_builtin_map, __pyx_t_4, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 970, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    if (likely(PyList_CheckExact(__pyx_t_1)) || PyTuple_CheckExact(__pyx_t_1)) {
      __pyx_t_4 = __pyx_t_1; __Pyx_INCREF(__pyx_t_4); __pyx_t_10 = 0;
      __pyx_t_11 = NULL;
    } else {
      __pyx_t_10 = -1; __pyx_t_4 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 970, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_11 = Py_TYPE(__pyx_t_4)->tp_iternext; if (unlikely(!__pyx_t_11)) __PYX_ERR(0, 970, __pyx_L1_error)
    }
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    for (;;) {
      if (likely(!__pyx_t_11)) {
        if (likely(PyList_CheckExact(__pyx_t_4))) {
          if (__pyx_t_10 >= PyList_GET_SIZE(__pyx_t_4)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_1 = PyList_GET_ITEM(__pyx_t_4, __pyx_t_10); __Pyx_INCREF(__pyx_t_1); __pyx_t_10++; if (unlikely(0 < 0)) __PYX_ERR(0, 970, __pyx_L1_error)
          #else
          __pyx_t_1 = PySequence_ITEM(__pyx_t_4, __pyx_t_10); __pyx_t_10++; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 970, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_1);
          #endif
        } else {
          if (__pyx_t_10 >= PyTuple_GET_SIZE(__pyx_t_4)) break;
          #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
          __pyx_t_1 = PyTuple_GET_ITEM(__pyx_t_4, __pyx_t_10); __Pyx_INCREF(__pyx_t_1); __pyx_t_10++; if (unlikely(0 < 0)) __PYX_ERR(0, 970, __pyx_L1_error)
          #else
          __pyx_t_1 = PySequence_ITEM(__pyx_t_4, __pyx_t_10); __pyx_t_10++; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 970, __pyx_L1_error)
          __Pyx_GOTREF(__pyx_t_1);
          #endif
        }
      } else {
        __pyx_t_1 = __pyx_t_11(__pyx_t_4);
        if (unlikely(!__pyx_t_1)) {
          PyObject* exc_type = PyErr_Occurred();
          if (exc_type) {
            if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
            else __PYX_ERR(0, 970, __pyx_L1_error)
          }
          break;
        }
        __Pyx_GOTREF(__pyx_t_1);
      }
      if ((likely(PyTuple_CheckExact(__pyx_t_1))) || (PyList_CheckExact(__pyx_t_1))) {
        PyObject* sequence = __pyx_t_1;
        Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
        if (unlikely(size != 2)) {
          if (size > 2) __Pyx_RaiseTooManyValuesError(2);
          else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
          __PYX_ERR(0, 970, __pyx_L1_error)
        }
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        if (likely(PyTuple_CheckExact(sequence))) {
          __pyx_t_9 = PyTuple_GET_ITEM(sequence, 0); 
          __pyx_t_2 = PyTuple_GET_ITEM(sequence, 1); 
        } else {
          __pyx_t_9 = PyList_GET_ITEM(sequence, 0); 
          __pyx_t_2 = PyList_GET_ITEM(sequence, 1); 
        }
        __Pyx_INCREF(__pyx_t_9);
        __Pyx_INCREF(__pyx_t_2);
        #else
        __pyx_t_9 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 970, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_9);
        __pyx_t_2 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 970, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        #endif
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      } else {
        Py_ssize_t index = -1;
        __pyx_t_12 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 970, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_12);
        __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
        __pyx_t_5 = Py_TYPE(__pyx_t_12)->tp_iternext;
        index = 0; __pyx_t_9 = __pyx_t_5(__pyx_t_12); if (unlikely(!__pyx_t_9)) goto __pyx_L11_unpacking_failed;
        __Pyx_GOTREF(__pyx_t_9);
        index = 1; __pyx_t_2 = __pyx_t_5(__pyx_t_12); if (unlikely(!__pyx_t_2)) goto __pyx_L11_unpacking_failed;
        __Pyx_GOTREF(__pyx_t_2);
        if (__Pyx_IternextUnpackEndCheck(__pyx_t_5(__pyx_t_12), 2) < 0) __PYX_ERR(0, 970, __pyx_L1_error)
        __pyx_t_5 = NULL;
        __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
        goto __pyx_L12_unpacking_done;
        __pyx_L11_unpacking_failed:;
        __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
        __pyx_t_5 = NULL;
        if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
        __PYX_ERR(0, 970, __pyx_L1_error)
        __pyx_L12_unpacking_done:;
      }
      __Pyx_DECREF_SET(__pyx_v_n, __pyx_t_9);
      __pyx_t_9 = 0;
      __Pyx_DECREF_SET(__pyx_v_d, __pyx_t_2);
      __pyx_t_2 = 0;

      /* "analysis.py":971
 *         T = _coerce(T, typ)  # or raise TypeError
 *         for n, d in map(_exact_ratio, values):
 *             count += 1             # <<<<<<<<<<<<<<
 *             partials[d] = partials_get(d, 0) + n
 *     if None in partials:
 */
      __pyx_t_1 = __Pyx_PyInt_AddObjC(__pyx_v_count, __pyx_int_1, 1, 1, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 971, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF_SET(__pyx_v_count, __pyx_t_1);
      __pyx_t_1 = 0;

      /* "analysis.py":972
 *         for n, d in map(_exact_ratio, values):
 *             count += 1
 *             partials[d] = partials_get(d, 0) + n             # <<<<<<<<<<<<<<
 *     if None in partials:
 * 
 */
      __pyx_t_1 = __Pyx_PyDict_GetItemDefault(__pyx_cur_scope->__pyx_v_partials, __pyx_v_d, __pyx_int_0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 972, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_2 = PyNumber_Add(__pyx_t_1, __pyx_v_n); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 972, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      if (unlikely(PyDict_SetItem(__pyx_cur_scope->__pyx_v_partials, __pyx_v_d, __pyx_t_2) < 0)) __PYX_ERR(0, 972, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

      /* "analysis.py":970
 *     for typ, values in groupby(data, type):
 *         T = _coerce(T, typ)  # or raise TypeError
 *         for n, d in map(_exact_ratio, values):             # <<<<<<<<<<<<<<
 *             count += 1
 *             partials[d] = partials_get(d, 0) + n
 */
    }
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;

    /* "analysis.py":968
 *     partials_get = partials.get
 *     T = _coerce(int, type(start))
 *     for typ, values in groupby(data, type):             # <<<<<<<<<<<<<<
 *         T = _coerce(T, typ)  # or raise TypeError
 *         for n, d in map(_exact_ratio, values):
 */
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

  /* "analysis.py":973
 *             count += 1
 *             partials[d] = partials_get(d, 0) + n
 *     if None in partials:             # <<<<<<<<<<<<<<
 * 
 *         total = partials[None]
 */
  __pyx_t_13 = (__Pyx_PyDict_ContainsTF(Py_None, __pyx_cur_scope->__pyx_v_partials, Py_EQ)); if (unlikely(__pyx_t_13 < 0)) __PYX_ERR(0, 973, __pyx_L1_error)
  __pyx_t_14 = (__pyx_t_13 != 0);
  if (__pyx_t_14) {

    /* "analysis.py":975
 *     if None in partials:
 * 
 *         total = partials[None]             # <<<<<<<<<<<<<<
 *         assert not _isfinite(total)
 *     else:
 */
    __pyx_t_3 = __Pyx_PyDict_GetItem(__pyx_cur_scope->__pyx_v_partials, Py_None); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 975, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_v_total = __pyx_t_3;
    __pyx_t_3 = 0;

    /* "analysis.py":976
 * 
 *         total = partials[None]
 *         assert not _isfinite(total)             # <<<<<<<<<<<<<<
 *     else:
 * 
 */
    #ifndef CYTHON_WITHOUT_ASSERTIONS
    if (unlikely(!Py_OptimizeFlag)) {
      __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_isfinite); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 976, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __pyx_t_2 = NULL;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_4))) {
        __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_4);
        if (likely(__pyx_t_2)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
          __Pyx_INCREF(__pyx_t_2);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_4, function);
        }
      }
      __pyx_t_3 = (__pyx_t_2) ? __Pyx_PyObject_Call2Args(__pyx_t_4, __pyx_t_2, __pyx_v_total) : __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_v_total);
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 976, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_t_14 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_14 < 0)) __PYX_ERR(0, 976, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (unlikely(!((!__pyx_t_14) != 0))) {
        PyErr_SetNone(PyExc_AssertionError);
        __PYX_ERR(0, 976, __pyx_L1_error)
      }
    }
    #endif

    /* "analysis.py":973
 *             count += 1
 *             partials[d] = partials_get(d, 0) + n
 *     if None in partials:             # <<<<<<<<<<<<<<
 * 
 *         total = partials[None]
 */
    goto __pyx_L13;
  }

  /* "analysis.py":979
 *     else:
 * 
 *         total = sum(Fraction(n, d) for d, n in sorted(partials.items()))             # <<<<<<<<<<<<<<
 *     return (T, total, count)
 * 
 */
  /*else*/ {
    __pyx_t_3 = __pyx_pf_8analysis_4_sum_genexpr(((PyObject*)__pyx_cur_scope)); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 979, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = __Pyx_PyObject_CallOneArg(__pyx_builtin_sum, __pyx_t_3); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 979, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_v_total = __pyx_t_4;
    __pyx_t_4 = 0;
  }
  __pyx_L13:;

  /* "analysis.py":980
 * 
 *         total = sum(Fraction(n, d) for d, n in sorted(partials.items()))
 *     return (T, total, count)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_4 = PyTuple_New(3); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 980, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_INCREF(__pyx_v_T);
  __Pyx_GIVEREF(__pyx_v_T);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_T);
  __Pyx_INCREF(__pyx_v_total);
  __Pyx_GIVEREF(__pyx_v_total);
  PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_v_total);
  __Pyx_INCREF(__pyx_v_count);
  __Pyx_GIVEREF(__pyx_v_count);
  PyTuple_SET_ITEM(__pyx_t_4, 2, __pyx_v_count);
  __pyx_r = __pyx_t_4;
  __pyx_t_4 = 0;
  goto __pyx_L0;

  /* "analysis.py":962
 * 
 * 
 * def _sum(data, start=0):             # <<<<<<<<<<<<<<
 *     count = 0
 *     n, d = _exact_ratio(start)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_12);
  __Pyx_AddTraceback("analysis._sum", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_count);
  __Pyx_XDECREF(__pyx_v_n);
  __Pyx_XDECREF(__pyx_v_d);
  __Pyx_XDECREF(__pyx_v_partials_get);
  __Pyx_XDECREF(__pyx_v_T);
  __Pyx_XDECREF(__pyx_v_typ);
  __Pyx_XDECREF(__pyx_v_values);
  __Pyx_XDECREF(__pyx_v_total);
  __Pyx_DECREF(((PyObject *)__pyx_cur_scope));
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":983
 * 
 * 
 * def _isfinite(x):             # <<<<<<<<<<<<<<
 *     try:
 *         return x.is_finite()  # Likely a Decimal.
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_45_isfinite(PyObject *__pyx_self, PyObject *__pyx_v_x); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_45_isfinite = {"_isfinite", (PyCFunction)__pyx_pw_8analysis_45_isfinite, METH_O, 0};
static PyObject *__pyx_pw_8analysis_45_isfinite(PyObject *__pyx_self, PyObject *__pyx_v_x) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_isfinite (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_44_isfinite(__pyx_self, ((PyObject *)__pyx_v_x));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_44_isfinite(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  __Pyx_RefNannySetupContext("_isfinite", 0);

  /* "analysis.py":984
 * 
 * def _isfinite(x):
 *     try:             # <<<<<<<<<<<<<<
 *         return x.is_finite()  # Likely a Decimal.
 *     except AttributeError:
 */
  {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ExceptionSave(&__pyx_t_1, &__pyx_t_2, &__pyx_t_3);
    __Pyx_XGOTREF(__pyx_t_1);
    __Pyx_XGOTREF(__pyx_t_2);
    __Pyx_XGOTREF(__pyx_t_3);
    /*try:*/ {

      /* "analysis.py":985
 * def _isfinite(x):
 *     try:
 *         return x.is_finite()  # Likely a Decimal.             # <<<<<<<<<<<<<<
 *     except AttributeError:
 *         return math.isfinite(x)  # Coerces to float first.
 */
      __Pyx_XDECREF(__pyx_r);
      __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_x, __pyx_n_s_is_finite); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 985, __pyx_L3_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_6 = NULL;
      if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_5))) {
        __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_5);
        if (likely(__pyx_t_6)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
          __Pyx_INCREF(__pyx_t_6);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_5, function);
        }
      }
      __pyx_t_4 = (__pyx_t_6) ? __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_t_6) : __Pyx_PyObject_CallNoArg(__pyx_t_5);
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 985, __pyx_L3_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_r = __pyx_t_4;
      __pyx_t_4 = 0;
      goto __pyx_L7_try_return;

      /* "analysis.py":984
 * 
 * def _isfinite(x):
 *     try:             # <<<<<<<<<<<<<<
 *         return x.is_finite()  # Likely a Decimal.
 *     except AttributeError:
 */
    }
    __pyx_L3_error:;
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;

    /* "analysis.py":986
 *     try:
 *         return x.is_finite()  # Likely a Decimal.
 *     except AttributeError:             # <<<<<<<<<<<<<<
 *         return math.isfinite(x)  # Coerces to float first.
 * 
 */
    __pyx_t_7 = __Pyx_PyErr_ExceptionMatches(__pyx_builtin_AttributeError);
    if (__pyx_t_7) {
      __Pyx_AddTraceback("analysis._isfinite", __pyx_clineno, __pyx_lineno, __pyx_filename);
      if (__Pyx_GetException(&__pyx_t_4, &__pyx_t_5, &__pyx_t_6) < 0) __PYX_ERR(0, 986, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_GOTREF(__pyx_t_6);

      /* "analysis.py":987
 *         return x.is_finite()  # Likely a Decimal.
 *     except AttributeError:
 *         return math.isfinite(x)  # Coerces to float first.             # <<<<<<<<<<<<<<
 * 
 * 
 */
      __Pyx_XDECREF(__pyx_r);
      __Pyx_GetModuleGlobalName(__pyx_t_9, __pyx_n_s_math); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 987, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_10 = __Pyx_PyObject_GetAttrStr(__pyx_t_9, __pyx_n_s_isfinite_2); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 987, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_10);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_t_9 = NULL;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_10))) {
        __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_10);
        if (likely(__pyx_t_9)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_10);
          __Pyx_INCREF(__pyx_t_9);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_10, function);
        }
      }
      __pyx_t_8 = (__pyx_t_9) ? __Pyx_PyObject_Call2Args(__pyx_t_10, __pyx_t_9, __pyx_v_x) : __Pyx_PyObject_CallOneArg(__pyx_t_10, __pyx_v_x);
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 987, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
      __pyx_r = __pyx_t_8;
      __pyx_t_8 = 0;
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      goto __pyx_L6_except_return;
    }
    goto __pyx_L5_except_error;
    __pyx_L5_except_error:;

    /* "analysis.py":984
 * 
 * def _isfinite(x):
 *     try:             # <<<<<<<<<<<<<<
 *         return x.is_finite()  # Likely a Decimal.
 *     except AttributeError:
 */
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L1_error;
    __pyx_L7_try_return:;
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L0;
    __pyx_L6_except_return:;
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L0;
  }

  /* "analysis.py":983
 * 
 * 
 * def _isfinite(x):             # <<<<<<<<<<<<<<
 *     try:
 *         return x.is_finite()  # Likely a Decimal.
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_AddTraceback("analysis._isfinite", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":990
 * 
 * 
 * def _coerce(T, S):             # <<<<<<<<<<<<<<
 * 
 *     assert T is not bool, "initial type T is bool"
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_47_coerce(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_47_coerce = {"_coerce", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_47_coerce, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_47_coerce(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_T = 0;
  PyObject *__pyx_v_S = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_coerce (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_T,&__pyx_n_s_S,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_T)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_S)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("_coerce", 1, 2, 2, 1); __PYX_ERR(0, 990, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "_coerce") < 0)) __PYX_ERR(0, 990, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_T = values[0];
    __pyx_v_S = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("_coerce", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 990, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis._coerce", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_46_coerce(__pyx_self, __pyx_v_T, __pyx_v_S);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_46_coerce(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_T, PyObject *__pyx_v_S) {
  PyObject *__pyx_v_msg = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("_coerce", 0);

  /* "analysis.py":992
 * def _coerce(T, S):
 * 
 *     assert T is not bool, "initial type T is bool"             # <<<<<<<<<<<<<<
 * 
 *     if T is S:
 */
  #ifndef CYTHON_WITHOUT_ASSERTIONS
  if (unlikely(!Py_OptimizeFlag)) {
    __pyx_t_1 = (__pyx_v_T != ((PyObject*)&PyBool_Type));
    if (unlikely(!(__pyx_t_1 != 0))) {
      PyErr_SetObject(PyExc_AssertionError, __pyx_kp_s_initial_type_T_is_bool);
      __PYX_ERR(0, 992, __pyx_L1_error)
    }
  }
  #endif

  /* "analysis.py":994
 *     assert T is not bool, "initial type T is bool"
 * 
 *     if T is S:             # <<<<<<<<<<<<<<
 *         return T
 * 
 */
  __pyx_t_1 = (__pyx_v_T == __pyx_v_S);
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "analysis.py":995
 * 
 *     if T is S:
 *         return T             # <<<<<<<<<<<<<<
 * 
 *     if S is int or S is bool:
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_T);
    __pyx_r = __pyx_v_T;
    goto __pyx_L0;

    /* "analysis.py":994
 *     assert T is not bool, "initial type T is bool"
 * 
 *     if T is S:             # <<<<<<<<<<<<<<
 *         return T
 * 
 */
  }

  /* "analysis.py":997
 *         return T
 * 
 *     if S is int or S is bool:             # <<<<<<<<<<<<<<
 *         return T
 *     if T is int:
 */
  __pyx_t_1 = (__pyx_v_S == ((PyObject *)(&PyInt_Type)));
  __pyx_t_3 = (__pyx_t_1 != 0);
  if (!__pyx_t_3) {
  } else {
    __pyx_t_2 = __pyx_t_3;
    goto __pyx_L5_bool_binop_done;
  }
  __pyx_t_3 = (__pyx_v_S == ((PyObject*)&PyBool_Type));
  __pyx_t_1 = (__pyx_t_3 != 0);
  __pyx_t_2 = __pyx_t_1;
  __pyx_L5_bool_binop_done:;
  if (__pyx_t_2) {

    /* "analysis.py":998
 * 
 *     if S is int or S is bool:
 *         return T             # <<<<<<<<<<<<<<
 *     if T is int:
 *         return S
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_T);
    __pyx_r = __pyx_v_T;
    goto __pyx_L0;

    /* "analysis.py":997
 *         return T
 * 
 *     if S is int or S is bool:             # <<<<<<<<<<<<<<
 *         return T
 *     if T is int:
 */
  }

  /* "analysis.py":999
 *     if S is int or S is bool:
 *         return T
 *     if T is int:             # <<<<<<<<<<<<<<
 *         return S
 * 
 */
  __pyx_t_2 = (__pyx_v_T == ((PyObject *)(&PyInt_Type)));
  __pyx_t_1 = (__pyx_t_2 != 0);
  if (__pyx_t_1) {

    /* "analysis.py":1000
 *         return T
 *     if T is int:
 *         return S             # <<<<<<<<<<<<<<
 * 
 *     if issubclass(S, T):
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_S);
    __pyx_r = __pyx_v_S;
    goto __pyx_L0;

    /* "analysis.py":999
 *     if S is int or S is bool:
 *         return T
 *     if T is int:             # <<<<<<<<<<<<<<
 *         return S
 * 
 */
  }

  /* "analysis.py":1002
 *         return S
 * 
 *     if issubclass(S, T):             # <<<<<<<<<<<<<<
 *         return S
 *     if issubclass(T, S):
 */
  __pyx_t_1 = PyObject_IsSubclass(__pyx_v_S, __pyx_v_T); if (unlikely(__pyx_t_1 == ((int)-1))) __PYX_ERR(0, 1002, __pyx_L1_error)
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "analysis.py":1003
 * 
 *     if issubclass(S, T):
 *         return S             # <<<<<<<<<<<<<<
 *     if issubclass(T, S):
 *         return T
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_S);
    __pyx_r = __pyx_v_S;
    goto __pyx_L0;

    /* "analysis.py":1002
 *         return S
 * 
 *     if issubclass(S, T):             # <<<<<<<<<<<<<<
 *         return S
 *     if issubclass(T, S):
 */
  }

  /* "analysis.py":1004
 *     if issubclass(S, T):
 *         return S
 *     if issubclass(T, S):             # <<<<<<<<<<<<<<
 *         return T
 * 
 */
  __pyx_t_2 = PyObject_IsSubclass(__pyx_v_T, __pyx_v_S); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 1004, __pyx_L1_error)
  __pyx_t_1 = (__pyx_t_2 != 0);
  if (__pyx_t_1) {

    /* "analysis.py":1005
 *         return S
 *     if issubclass(T, S):
 *         return T             # <<<<<<<<<<<<<<
 * 
 *     if issubclass(T, int):
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_T);
    __pyx_r = __pyx_v_T;
    goto __pyx_L0;

    /* "analysis.py":1004
 *     if issubclass(S, T):
 *         return S
 *     if issubclass(T, S):             # <<<<<<<<<<<<<<
 *         return T
 * 
 */
  }

  /* "analysis.py":1007
 *         return T
 * 
 *     if issubclass(T, int):             # <<<<<<<<<<<<<<
 *         return S
 *     if issubclass(S, int):
 */
  __pyx_t_1 = PyObject_IsSubclass(__pyx_v_T, ((PyObject *)(&PyInt_Type))); if (unlikely(__pyx_t_1 == ((int)-1))) __PYX_ERR(0, 1007, __pyx_L1_error)
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "analysis.py":1008
 * 
 *     if issubclass(T, int):
 *         return S             # <<<<<<<<<<<<<<
 *     if issubclass(S, int):
 *         return T
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_S);
    __pyx_r = __pyx_v_S;
    goto __pyx_L0;

    /* "analysis.py":1007
 *         return T
 * 
 *     if issubclass(T, int):             # <<<<<<<<<<<<<<
 *         return S
 *     if issubclass(S, int):
 */
  }

  /* "analysis.py":1009
 *     if issubclass(T, int):
 *         return S
 *     if issubclass(S, int):             # <<<<<<<<<<<<<<
 *         return T
 * 
 */
  __pyx_t_2 = PyObject_IsSubclass(__pyx_v_S, ((PyObject *)(&PyInt_Type))); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 1009, __pyx_L1_error)
  __pyx_t_1 = (__pyx_t_2 != 0);
  if (__pyx_t_1) {

    /* "analysis.py":1010
 *         return S
 *     if issubclass(S, int):
 *         return T             # <<<<<<<<<<<<<<
 * 
 *     if issubclass(T, Fraction) and issubclass(S, float):
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_T);
    __pyx_r = __pyx_v_T;
    goto __pyx_L0;

    /* "analysis.py":1009
 *     if issubclass(T, int):
 *         return S
 *     if issubclass(S, int):             # <<<<<<<<<<<<<<
 *         return T
 * 
 */
  }

  /* "analysis.py":1012
 *         return T
 * 
 *     if issubclass(T, Fraction) and issubclass(S, float):             # <<<<<<<<<<<<<<
 *         return S
 *     if issubclass(T, float) and issubclass(S, Fraction):
 */
  __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_Fraction); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1012, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_2 = PyObject_IsSubclass(__pyx_v_T, __pyx_t_4); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 1012, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_3 = (__pyx_t_2 != 0);
  if (__pyx_t_3) {
  } else {
    __pyx_t_1 = __pyx_t_3;
    goto __pyx_L13_bool_binop_done;
  }
  __pyx_t_3 = PyObject_IsSubclass(__pyx_v_S, ((PyObject *)(&PyFloat_Type))); if (unlikely(__pyx_t_3 == ((int)-1))) __PYX_ERR(0, 1012, __pyx_L1_error)
  __pyx_t_2 = (__pyx_t_3 != 0);
  __pyx_t_1 = __pyx_t_2;
  __pyx_L13_bool_binop_done:;
  if (__pyx_t_1) {

    /* "analysis.py":1013
 * 
 *     if issubclass(T, Fraction) and issubclass(S, float):
 *         return S             # <<<<<<<<<<<<<<
 *     if issubclass(T, float) and issubclass(S, Fraction):
 *         return T
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_S);
    __pyx_r = __pyx_v_S;
    goto __pyx_L0;

    /* "analysis.py":1012
 *         return T
 * 
 *     if issubclass(T, Fraction) and issubclass(S, float):             # <<<<<<<<<<<<<<
 *         return S
 *     if issubclass(T, float) and issubclass(S, Fraction):
 */
  }

  /* "analysis.py":1014
 *     if issubclass(T, Fraction) and issubclass(S, float):
 *         return S
 *     if issubclass(T, float) and issubclass(S, Fraction):             # <<<<<<<<<<<<<<
 *         return T
 * 
 */
  __pyx_t_2 = PyObject_IsSubclass(__pyx_v_T, ((PyObject *)(&PyFloat_Type))); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 1014, __pyx_L1_error)
  __pyx_t_3 = (__pyx_t_2 != 0);
  if (__pyx_t_3) {
  } else {
    __pyx_t_1 = __pyx_t_3;
    goto __pyx_L16_bool_binop_done;
  }
  __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_Fraction); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1014, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_3 = PyObject_IsSubclass(__pyx_v_S, __pyx_t_4); if (unlikely(__pyx_t_3 == ((int)-1))) __PYX_ERR(0, 1014, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_2 = (__pyx_t_3 != 0);
  __pyx_t_1 = __pyx_t_2;
  __pyx_L16_bool_binop_done:;
  if (__pyx_t_1) {

    /* "analysis.py":1015
 *         return S
 *     if issubclass(T, float) and issubclass(S, Fraction):
 *         return T             # <<<<<<<<<<<<<<
 * 
 *     msg = "don't know how to coerce %s and %s"
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_T);
    __pyx_r = __pyx_v_T;
    goto __pyx_L0;

    /* "analysis.py":1014
 *     if issubclass(T, Fraction) and issubclass(S, float):
 *         return S
 *     if issubclass(T, float) and issubclass(S, Fraction):             # <<<<<<<<<<<<<<
 *         return T
 * 
 */
  }

  /* "analysis.py":1017
 *         return T
 * 
 *     msg = "don't know how to coerce %s and %s"             # <<<<<<<<<<<<<<
 *     raise TypeError(msg % (T.__name__, S.__name__))
 * 
 */
  __Pyx_INCREF(__pyx_kp_s_don_t_know_how_to_coerce_s_and_s);
  __pyx_v_msg = __pyx_kp_s_don_t_know_how_to_coerce_s_and_s;

  /* "analysis.py":1018
 * 
 *     msg = "don't know how to coerce %s and %s"
 *     raise TypeError(msg % (T.__name__, S.__name__))             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_T, __pyx_n_s_name); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1018, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_S, __pyx_n_s_name); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1018, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = PyTuple_New(2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1018, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_GIVEREF(__pyx_t_4);
  PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_5);
  PyTuple_SET_ITEM(__pyx_t_6, 1, __pyx_t_5);
  __pyx_t_4 = 0;
  __pyx_t_5 = 0;
  __pyx_t_5 = PyNumber_Remainder(__pyx_v_msg, __pyx_t_6); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1018, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_builtin_TypeError, __pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1018, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_Raise(__pyx_t_6, 0, 0, 0);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __PYX_ERR(0, 1018, __pyx_L1_error)

  /* "analysis.py":990
 * 
 * 
 * def _coerce(T, S):             # <<<<<<<<<<<<<<
 * 
 *     assert T is not bool, "initial type T is bool"
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("analysis._coerce", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_msg);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1021
 * 
 * 
 * def _exact_ratio(x):             # <<<<<<<<<<<<<<
 * 
 *     try:
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_49_exact_ratio(PyObject *__pyx_self, PyObject *__pyx_v_x); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_49_exact_ratio = {"_exact_ratio", (PyCFunction)__pyx_pw_8analysis_49_exact_ratio, METH_O, 0};
static PyObject *__pyx_pw_8analysis_49_exact_ratio(PyObject *__pyx_self, PyObject *__pyx_v_x) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_exact_ratio (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_48_exact_ratio(__pyx_self, ((PyObject *)__pyx_v_x));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_48_exact_ratio(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x) {
  PyObject *__pyx_v_msg = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  int __pyx_t_5;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  PyObject *__pyx_t_11 = NULL;
  PyObject *__pyx_t_12 = NULL;
  int __pyx_t_13;
  PyObject *__pyx_t_14 = NULL;
  PyObject *__pyx_t_15 = NULL;
  PyObject *__pyx_t_16 = NULL;
  PyObject *__pyx_t_17 = NULL;
  PyObject *__pyx_t_18 = NULL;
  PyObject *__pyx_t_19 = NULL;
  __Pyx_RefNannySetupContext("_exact_ratio", 0);

  /* "analysis.py":1023
 * def _exact_ratio(x):
 * 
 *     try:             # <<<<<<<<<<<<<<
 * 
 *         if type(x) is float or type(x) is Decimal:
 */
  {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ExceptionSave(&__pyx_t_1, &__pyx_t_2, &__pyx_t_3);
    __Pyx_XGOTREF(__pyx_t_1);
    __Pyx_XGOTREF(__pyx_t_2);
    __Pyx_XGOTREF(__pyx_t_3);
    /*try:*/ {

      /* "analysis.py":1025
 *     try:
 * 
 *         if type(x) is float or type(x) is Decimal:             # <<<<<<<<<<<<<<
 *             return x.as_integer_ratio()
 *         try:
 */
      __pyx_t_5 = (((PyObject *)Py_TYPE(__pyx_v_x)) == ((PyObject *)(&PyFloat_Type)));
      __pyx_t_6 = (__pyx_t_5 != 0);
      if (!__pyx_t_6) {
      } else {
        __pyx_t_4 = __pyx_t_6;
        goto __pyx_L10_bool_binop_done;
      }
      __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_Decimal); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 1025, __pyx_L3_error)
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_6 = (((PyObject *)Py_TYPE(__pyx_v_x)) == __pyx_t_7);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __pyx_t_5 = (__pyx_t_6 != 0);
      __pyx_t_4 = __pyx_t_5;
      __pyx_L10_bool_binop_done:;
      if (__pyx_t_4) {

        /* "analysis.py":1026
 * 
 *         if type(x) is float or type(x) is Decimal:
 *             return x.as_integer_ratio()             # <<<<<<<<<<<<<<
 *         try:
 * 
 */
        __Pyx_XDECREF(__pyx_r);
        __pyx_t_8 = __Pyx_PyObject_GetAttrStr(__pyx_v_x, __pyx_n_s_as_integer_ratio); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 1026, __pyx_L3_error)
        __Pyx_GOTREF(__pyx_t_8);
        __pyx_t_9 = NULL;
        if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_8))) {
          __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_8);
          if (likely(__pyx_t_9)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
            __Pyx_INCREF(__pyx_t_9);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_8, function);
          }
        }
        __pyx_t_7 = (__pyx_t_9) ? __Pyx_PyObject_CallOneArg(__pyx_t_8, __pyx_t_9) : __Pyx_PyObject_CallNoArg(__pyx_t_8);
        __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
        if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 1026, __pyx_L3_error)
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        __pyx_r = __pyx_t_7;
        __pyx_t_7 = 0;
        goto __pyx_L7_try_return;

        /* "analysis.py":1025
 *     try:
 * 
 *         if type(x) is float or type(x) is Decimal:             # <<<<<<<<<<<<<<
 *             return x.as_integer_ratio()
 *         try:
 */
      }

      /* "analysis.py":1027
 *         if type(x) is float or type(x) is Decimal:
 *             return x.as_integer_ratio()
 *         try:             # <<<<<<<<<<<<<<
 * 
 *             return (x.numerator, x.denominator)
 */
      {
        __Pyx_PyThreadState_declare
        __Pyx_PyThreadState_assign
        __Pyx_ExceptionSave(&__pyx_t_10, &__pyx_t_11, &__pyx_t_12);
        __Pyx_XGOTREF(__pyx_t_10);
        __Pyx_XGOTREF(__pyx_t_11);
        __Pyx_XGOTREF(__pyx_t_12);
        /*try:*/ {

          /* "analysis.py":1029
 *         try:
 * 
 *             return (x.numerator, x.denominator)             # <<<<<<<<<<<<<<
 *         except AttributeError:
 *             try:
 */
          __Pyx_XDECREF(__pyx_r);
          __pyx_t_7 = __Pyx_PyObject_GetAttrStr(__pyx_v_x, __pyx_n_s_numerator); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 1029, __pyx_L12_error)
          __Pyx_GOTREF(__pyx_t_7);
          __pyx_t_8 = __Pyx_PyObject_GetAttrStr(__pyx_v_x, __pyx_n_s_denominator); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 1029, __pyx_L12_error)
          __Pyx_GOTREF(__pyx_t_8);
          __pyx_t_9 = PyTuple_New(2); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 1029, __pyx_L12_error)
          __Pyx_GOTREF(__pyx_t_9);
          __Pyx_GIVEREF(__pyx_t_7);
          PyTuple_SET_ITEM(__pyx_t_9, 0, __pyx_t_7);
          __Pyx_GIVEREF(__pyx_t_8);
          PyTuple_SET_ITEM(__pyx_t_9, 1, __pyx_t_8);
          __pyx_t_7 = 0;
          __pyx_t_8 = 0;
          __pyx_r = __pyx_t_9;
          __pyx_t_9 = 0;
          goto __pyx_L16_try_return;

          /* "analysis.py":1027
 *         if type(x) is float or type(x) is Decimal:
 *             return x.as_integer_ratio()
 *         try:             # <<<<<<<<<<<<<<
 * 
 *             return (x.numerator, x.denominator)
 */
        }
        __pyx_L12_error:;
        __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
        __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

        /* "analysis.py":1030
 * 
 *             return (x.numerator, x.denominator)
 *         except AttributeError:             # <<<<<<<<<<<<<<
 *             try:
 * 
 */
        __pyx_t_13 = __Pyx_PyErr_ExceptionMatches(__pyx_builtin_AttributeError);
        if (__pyx_t_13) {
          __Pyx_AddTraceback("analysis._exact_ratio", __pyx_clineno, __pyx_lineno, __pyx_filename);
          if (__Pyx_GetException(&__pyx_t_9, &__pyx_t_8, &__pyx_t_7) < 0) __PYX_ERR(0, 1030, __pyx_L14_except_error)
          __Pyx_GOTREF(__pyx_t_9);
          __Pyx_GOTREF(__pyx_t_8);
          __Pyx_GOTREF(__pyx_t_7);

          /* "analysis.py":1031
 *             return (x.numerator, x.denominator)
 *         except AttributeError:
 *             try:             # <<<<<<<<<<<<<<
 * 
 *                 return x.as_integer_ratio()
 */
          {
            __Pyx_PyThreadState_declare
            __Pyx_PyThreadState_assign
            __Pyx_ExceptionSave(&__pyx_t_14, &__pyx_t_15, &__pyx_t_16);
            __Pyx_XGOTREF(__pyx_t_14);
            __Pyx_XGOTREF(__pyx_t_15);
            __Pyx_XGOTREF(__pyx_t_16);
            /*try:*/ {

              /* "analysis.py":1033
 *             try:
 * 
 *                 return x.as_integer_ratio()             # <<<<<<<<<<<<<<
 *             except AttributeError:
 * 
 */
              __Pyx_XDECREF(__pyx_r);
              __pyx_t_18 = __Pyx_PyObject_GetAttrStr(__pyx_v_x, __pyx_n_s_as_integer_ratio); if (unlikely(!__pyx_t_18)) __PYX_ERR(0, 1033, __pyx_L20_error)
              __Pyx_GOTREF(__pyx_t_18);
              __pyx_t_19 = NULL;
              if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_18))) {
                __pyx_t_19 = PyMethod_GET_SELF(__pyx_t_18);
                if (likely(__pyx_t_19)) {
                  PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_18);
                  __Pyx_INCREF(__pyx_t_19);
                  __Pyx_INCREF(function);
                  __Pyx_DECREF_SET(__pyx_t_18, function);
                }
              }
              __pyx_t_17 = (__pyx_t_19) ? __Pyx_PyObject_CallOneArg(__pyx_t_18, __pyx_t_19) : __Pyx_PyObject_CallNoArg(__pyx_t_18);
              __Pyx_XDECREF(__pyx_t_19); __pyx_t_19 = 0;
              if (unlikely(!__pyx_t_17)) __PYX_ERR(0, 1033, __pyx_L20_error)
              __Pyx_GOTREF(__pyx_t_17);
              __Pyx_DECREF(__pyx_t_18); __pyx_t_18 = 0;
              __pyx_r = __pyx_t_17;
              __pyx_t_17 = 0;
              __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
              __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
              __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
              goto __pyx_L24_try_return;

              /* "analysis.py":1031
 *             return (x.numerator, x.denominator)
 *         except AttributeError:
 *             try:             # <<<<<<<<<<<<<<
 * 
 *                 return x.as_integer_ratio()
 */
            }
            __pyx_L20_error:;
            __Pyx_XDECREF(__pyx_t_17); __pyx_t_17 = 0;
            __Pyx_XDECREF(__pyx_t_18); __pyx_t_18 = 0;
            __Pyx_XDECREF(__pyx_t_19); __pyx_t_19 = 0;

            /* "analysis.py":1034
 * 
 *                 return x.as_integer_ratio()
 *             except AttributeError:             # <<<<<<<<<<<<<<
 * 
 *                 pass
 */
            __pyx_t_13 = __Pyx_PyErr_ExceptionMatches(__pyx_builtin_AttributeError);
            if (__pyx_t_13) {
              __Pyx_ErrRestore(0,0,0);
              goto __pyx_L21_exception_handled;
            }
            goto __pyx_L22_except_error;
            __pyx_L22_except_error:;

            /* "analysis.py":1031
 *             return (x.numerator, x.denominator)
 *         except AttributeError:
 *             try:             # <<<<<<<<<<<<<<
 * 
 *                 return x.as_integer_ratio()
 */
            __Pyx_XGIVEREF(__pyx_t_14);
            __Pyx_XGIVEREF(__pyx_t_15);
            __Pyx_XGIVEREF(__pyx_t_16);
            __Pyx_ExceptionReset(__pyx_t_14, __pyx_t_15, __pyx_t_16);
            goto __pyx_L14_except_error;
            __pyx_L24_try_return:;
            __Pyx_XGIVEREF(__pyx_t_14);
            __Pyx_XGIVEREF(__pyx_t_15);
            __Pyx_XGIVEREF(__pyx_t_16);
            __Pyx_ExceptionReset(__pyx_t_14, __pyx_t_15, __pyx_t_16);
            goto __pyx_L15_except_return;
            __pyx_L21_exception_handled:;
            __Pyx_XGIVEREF(__pyx_t_14);
            __Pyx_XGIVEREF(__pyx_t_15);
            __Pyx_XGIVEREF(__pyx_t_16);
            __Pyx_ExceptionReset(__pyx_t_14, __pyx_t_15, __pyx_t_16);
          }
          __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
          __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
          __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
          goto __pyx_L13_exception_handled;
        }
        goto __pyx_L14_except_error;
        __pyx_L14_except_error:;

        /* "analysis.py":1027
 *         if type(x) is float or type(x) is Decimal:
 *             return x.as_integer_ratio()
 *         try:             # <<<<<<<<<<<<<<
 * 
 *             return (x.numerator, x.denominator)
 */
        __Pyx_XGIVEREF(__pyx_t_10);
        __Pyx_XGIVEREF(__pyx_t_11);
        __Pyx_XGIVEREF(__pyx_t_12);
        __Pyx_ExceptionReset(__pyx_t_10, __pyx_t_11, __pyx_t_12);
        goto __pyx_L3_error;
        __pyx_L16_try_return:;
        __Pyx_XGIVEREF(__pyx_t_10);
        __Pyx_XGIVEREF(__pyx_t_11);
        __Pyx_XGIVEREF(__pyx_t_12);
        __Pyx_ExceptionReset(__pyx_t_10, __pyx_t_11, __pyx_t_12);
        goto __pyx_L7_try_return;
        __pyx_L15_except_return:;
        __Pyx_XGIVEREF(__pyx_t_10);
        __Pyx_XGIVEREF(__pyx_t_11);
        __Pyx_XGIVEREF(__pyx_t_12);
        __Pyx_ExceptionReset(__pyx_t_10, __pyx_t_11, __pyx_t_12);
        goto __pyx_L7_try_return;
        __pyx_L13_exception_handled:;
        __Pyx_XGIVEREF(__pyx_t_10);
        __Pyx_XGIVEREF(__pyx_t_11);
        __Pyx_XGIVEREF(__pyx_t_12);
        __Pyx_ExceptionReset(__pyx_t_10, __pyx_t_11, __pyx_t_12);
      }

      /* "analysis.py":1023
 * def _exact_ratio(x):
 * 
 *     try:             # <<<<<<<<<<<<<<
 * 
 *         if type(x) is float or type(x) is Decimal:
 */
    }
    __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    goto __pyx_L8_try_end;
    __pyx_L3_error:;
    __Pyx_XDECREF(__pyx_t_17); __pyx_t_17 = 0;
    __Pyx_XDECREF(__pyx_t_18); __pyx_t_18 = 0;
    __Pyx_XDECREF(__pyx_t_19); __pyx_t_19 = 0;
    __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
    __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
    __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

    /* "analysis.py":1037
 * 
 *                 pass
 *     except (OverflowError, ValueError):             # <<<<<<<<<<<<<<
 * 
 *         assert not _isfinite(x)
 */
    __pyx_t_13 = __Pyx_PyErr_ExceptionMatches(__pyx_builtin_OverflowError) || __Pyx_PyErr_ExceptionMatches(__pyx_builtin_ValueError);
    if (__pyx_t_13) {
      __Pyx_AddTraceback("analysis._exact_ratio", __pyx_clineno, __pyx_lineno, __pyx_filename);
      if (__Pyx_GetException(&__pyx_t_7, &__pyx_t_8, &__pyx_t_9) < 0) __PYX_ERR(0, 1037, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_GOTREF(__pyx_t_9);

      /* "analysis.py":1039
 *     except (OverflowError, ValueError):
 * 
 *         assert not _isfinite(x)             # <<<<<<<<<<<<<<
 *         return (x, None)
 *     msg = "can't convert type '{}' to numerator/denominator"
 */
      #ifndef CYTHON_WITHOUT_ASSERTIONS
      if (unlikely(!Py_OptimizeFlag)) {
        __Pyx_GetModuleGlobalName(__pyx_t_18, __pyx_n_s_isfinite); if (unlikely(!__pyx_t_18)) __PYX_ERR(0, 1039, __pyx_L5_except_error)
        __Pyx_GOTREF(__pyx_t_18);
        __pyx_t_19 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_18))) {
          __pyx_t_19 = PyMethod_GET_SELF(__pyx_t_18);
          if (likely(__pyx_t_19)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_18);
            __Pyx_INCREF(__pyx_t_19);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_18, function);
          }
        }
        __pyx_t_17 = (__pyx_t_19) ? __Pyx_PyObject_Call2Args(__pyx_t_18, __pyx_t_19, __pyx_v_x) : __Pyx_PyObject_CallOneArg(__pyx_t_18, __pyx_v_x);
        __Pyx_XDECREF(__pyx_t_19); __pyx_t_19 = 0;
        if (unlikely(!__pyx_t_17)) __PYX_ERR(0, 1039, __pyx_L5_except_error)
        __Pyx_GOTREF(__pyx_t_17);
        __Pyx_DECREF(__pyx_t_18); __pyx_t_18 = 0;
        __pyx_t_4 = __Pyx_PyObject_IsTrue(__pyx_t_17); if (unlikely(__pyx_t_4 < 0)) __PYX_ERR(0, 1039, __pyx_L5_except_error)
        __Pyx_DECREF(__pyx_t_17); __pyx_t_17 = 0;
        if (unlikely(!((!__pyx_t_4) != 0))) {
          PyErr_SetNone(PyExc_AssertionError);
          __PYX_ERR(0, 1039, __pyx_L5_except_error)
        }
      }
      #endif

      /* "analysis.py":1040
 * 
 *         assert not _isfinite(x)
 *         return (x, None)             # <<<<<<<<<<<<<<
 *     msg = "can't convert type '{}' to numerator/denominator"
 *     raise TypeError(msg.format(type(x).__name__))
 */
      __Pyx_XDECREF(__pyx_r);
      __pyx_t_17 = PyTuple_New(2); if (unlikely(!__pyx_t_17)) __PYX_ERR(0, 1040, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_17);
      __Pyx_INCREF(__pyx_v_x);
      __Pyx_GIVEREF(__pyx_v_x);
      PyTuple_SET_ITEM(__pyx_t_17, 0, __pyx_v_x);
      __Pyx_INCREF(Py_None);
      __Pyx_GIVEREF(Py_None);
      PyTuple_SET_ITEM(__pyx_t_17, 1, Py_None);
      __pyx_r = __pyx_t_17;
      __pyx_t_17 = 0;
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      goto __pyx_L6_except_return;
    }
    goto __pyx_L5_except_error;
    __pyx_L5_except_error:;

    /* "analysis.py":1023
 * def _exact_ratio(x):
 * 
 *     try:             # <<<<<<<<<<<<<<
 * 
 *         if type(x) is float or type(x) is Decimal:
 */
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L1_error;
    __pyx_L7_try_return:;
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L0;
    __pyx_L6_except_return:;
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L0;
    __pyx_L8_try_end:;
  }

  /* "analysis.py":1041
 *         assert not _isfinite(x)
 *         return (x, None)
 *     msg = "can't convert type '{}' to numerator/denominator"             # <<<<<<<<<<<<<<
 *     raise TypeError(msg.format(type(x).__name__))
 * 
 */
  __Pyx_INCREF(__pyx_kp_s_can_t_convert_type_to_numerator);
  __pyx_v_msg = __pyx_kp_s_can_t_convert_type_to_numerator;

  /* "analysis.py":1042
 *         return (x, None)
 *     msg = "can't convert type '{}' to numerator/denominator"
 *     raise TypeError(msg.format(type(x).__name__))             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_8 = __Pyx_PyObject_GetAttrStr(__pyx_v_msg, __pyx_n_s_format); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 1042, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_t_7 = __Pyx_PyObject_GetAttrStr(((PyObject *)Py_TYPE(__pyx_v_x)), __pyx_n_s_name); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 1042, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_t_17 = NULL;
  if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_8))) {
    __pyx_t_17 = PyMethod_GET_SELF(__pyx_t_8);
    if (likely(__pyx_t_17)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
      __Pyx_INCREF(__pyx_t_17);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_8, function);
    }
  }
  __pyx_t_9 = (__pyx_t_17) ? __Pyx_PyObject_Call2Args(__pyx_t_8, __pyx_t_17, __pyx_t_7) : __Pyx_PyObject_CallOneArg(__pyx_t_8, __pyx_t_7);
  __Pyx_XDECREF(__pyx_t_17); __pyx_t_17 = 0;
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 1042, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_9);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __pyx_t_8 = __Pyx_PyObject_CallOneArg(__pyx_builtin_TypeError, __pyx_t_9); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 1042, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
  __Pyx_Raise(__pyx_t_8, 0, 0, 0);
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __PYX_ERR(0, 1042, __pyx_L1_error)

  /* "analysis.py":1021
 * 
 * 
 * def _exact_ratio(x):             # <<<<<<<<<<<<<<
 * 
 *     try:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_17);
  __Pyx_XDECREF(__pyx_t_18);
  __Pyx_XDECREF(__pyx_t_19);
  __Pyx_AddTraceback("analysis._exact_ratio", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_msg);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1045
 * 
 * 
 * def _convert(value, T):             # <<<<<<<<<<<<<<
 * 
 *     if type(value) is T:
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_51_convert(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_51_convert = {"_convert", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_51_convert, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_51_convert(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_value = 0;
  PyObject *__pyx_v_T = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_convert (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_value,&__pyx_n_s_T,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_value)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_T)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("_convert", 1, 2, 2, 1); __PYX_ERR(0, 1045, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "_convert") < 0)) __PYX_ERR(0, 1045, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_value = values[0];
    __pyx_v_T = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("_convert", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 1045, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis._convert", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_50_convert(__pyx_self, __pyx_v_value, __pyx_v_T);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_50_convert(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_value, PyObject *__pyx_v_T) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  int __pyx_t_10;
  PyObject *__pyx_t_11 = NULL;
  PyObject *__pyx_t_12 = NULL;
  PyObject *__pyx_t_13 = NULL;
  PyObject *__pyx_t_14 = NULL;
  PyObject *__pyx_t_15 = NULL;
  __Pyx_RefNannySetupContext("_convert", 0);
  __Pyx_INCREF(__pyx_v_T);

  /* "analysis.py":1047
 * def _convert(value, T):
 * 
 *     if type(value) is T:             # <<<<<<<<<<<<<<
 * 
 *         return value
 */
  __pyx_t_1 = (((PyObject *)Py_TYPE(__pyx_v_value)) == __pyx_v_T);
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "analysis.py":1049
 *     if type(value) is T:
 * 
 *         return value             # <<<<<<<<<<<<<<
 *     if issubclass(T, int) and value.denominator != 1:
 *         T = float
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_value);
    __pyx_r = __pyx_v_value;
    goto __pyx_L0;

    /* "analysis.py":1047
 * def _convert(value, T):
 * 
 *     if type(value) is T:             # <<<<<<<<<<<<<<
 * 
 *         return value
 */
  }

  /* "analysis.py":1050
 * 
 *         return value
 *     if issubclass(T, int) and value.denominator != 1:             # <<<<<<<<<<<<<<
 *         T = float
 *     try:
 */
  __pyx_t_1 = PyObject_IsSubclass(__pyx_v_T, ((PyObject *)(&PyInt_Type))); if (unlikely(__pyx_t_1 == ((int)-1))) __PYX_ERR(0, 1050, __pyx_L1_error)
  __pyx_t_3 = (__pyx_t_1 != 0);
  if (__pyx_t_3) {
  } else {
    __pyx_t_2 = __pyx_t_3;
    goto __pyx_L5_bool_binop_done;
  }
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_value, __pyx_n_s_denominator); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1050, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyInt_NeObjC(__pyx_t_4, __pyx_int_1, 1, 0); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1050, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_3 < 0)) __PYX_ERR(0, 1050, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_2 = __pyx_t_3;
  __pyx_L5_bool_binop_done:;
  if (__pyx_t_2) {

    /* "analysis.py":1051
 *         return value
 *     if issubclass(T, int) and value.denominator != 1:
 *         T = float             # <<<<<<<<<<<<<<
 *     try:
 * 
 */
    __Pyx_INCREF(((PyObject *)(&PyFloat_Type)));
    __Pyx_DECREF_SET(__pyx_v_T, ((PyObject *)(&PyFloat_Type)));

    /* "analysis.py":1050
 * 
 *         return value
 *     if issubclass(T, int) and value.denominator != 1:             # <<<<<<<<<<<<<<
 *         T = float
 *     try:
 */
  }

  /* "analysis.py":1052
 *     if issubclass(T, int) and value.denominator != 1:
 *         T = float
 *     try:             # <<<<<<<<<<<<<<
 * 
 *         return T(value)
 */
  {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ExceptionSave(&__pyx_t_6, &__pyx_t_7, &__pyx_t_8);
    __Pyx_XGOTREF(__pyx_t_6);
    __Pyx_XGOTREF(__pyx_t_7);
    __Pyx_XGOTREF(__pyx_t_8);
    /*try:*/ {

      /* "analysis.py":1054
 *     try:
 * 
 *         return T(value)             # <<<<<<<<<<<<<<
 *     except TypeError:
 *         if issubclass(T, Decimal):
 */
      __Pyx_XDECREF(__pyx_r);
      __Pyx_INCREF(__pyx_v_T);
      __pyx_t_4 = __pyx_v_T; __pyx_t_9 = NULL;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_4))) {
        __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_4);
        if (likely(__pyx_t_9)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
          __Pyx_INCREF(__pyx_t_9);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_4, function);
        }
      }
      __pyx_t_5 = (__pyx_t_9) ? __Pyx_PyObject_Call2Args(__pyx_t_4, __pyx_t_9, __pyx_v_value) : __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_v_value);
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1054, __pyx_L7_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_r = __pyx_t_5;
      __pyx_t_5 = 0;
      goto __pyx_L11_try_return;

      /* "analysis.py":1052
 *     if issubclass(T, int) and value.denominator != 1:
 *         T = float
 *     try:             # <<<<<<<<<<<<<<
 * 
 *         return T(value)
 */
    }
    __pyx_L7_error:;
    __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;

    /* "analysis.py":1055
 * 
 *         return T(value)
 *     except TypeError:             # <<<<<<<<<<<<<<
 *         if issubclass(T, Decimal):
 *             return T(value.numerator) / T(value.denominator)
 */
    __pyx_t_10 = __Pyx_PyErr_ExceptionMatches(__pyx_builtin_TypeError);
    if (__pyx_t_10) {
      __Pyx_AddTraceback("analysis._convert", __pyx_clineno, __pyx_lineno, __pyx_filename);
      if (__Pyx_GetException(&__pyx_t_5, &__pyx_t_4, &__pyx_t_9) < 0) __PYX_ERR(0, 1055, __pyx_L9_except_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_GOTREF(__pyx_t_9);

      /* "analysis.py":1056
 *         return T(value)
 *     except TypeError:
 *         if issubclass(T, Decimal):             # <<<<<<<<<<<<<<
 *             return T(value.numerator) / T(value.denominator)
 *         else:
 */
      __Pyx_GetModuleGlobalName(__pyx_t_11, __pyx_n_s_Decimal); if (unlikely(!__pyx_t_11)) __PYX_ERR(0, 1056, __pyx_L9_except_error)
      __Pyx_GOTREF(__pyx_t_11);
      __pyx_t_2 = PyObject_IsSubclass(__pyx_v_T, __pyx_t_11); if (unlikely(__pyx_t_2 == ((int)-1))) __PYX_ERR(0, 1056, __pyx_L9_except_error)
      __Pyx_DECREF(__pyx_t_11); __pyx_t_11 = 0;
      __pyx_t_3 = (__pyx_t_2 != 0);
      if (likely(__pyx_t_3)) {

        /* "analysis.py":1057
 *     except TypeError:
 *         if issubclass(T, Decimal):
 *             return T(value.numerator) / T(value.denominator)             # <<<<<<<<<<<<<<
 *         else:
 *             raise
 */
        __Pyx_XDECREF(__pyx_r);
        __pyx_t_12 = __Pyx_PyObject_GetAttrStr(__pyx_v_value, __pyx_n_s_numerator); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 1057, __pyx_L9_except_error)
        __Pyx_GOTREF(__pyx_t_12);
        __Pyx_INCREF(__pyx_v_T);
        __pyx_t_13 = __pyx_v_T; __pyx_t_14 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_13))) {
          __pyx_t_14 = PyMethod_GET_SELF(__pyx_t_13);
          if (likely(__pyx_t_14)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_13);
            __Pyx_INCREF(__pyx_t_14);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_13, function);
          }
        }
        __pyx_t_11 = (__pyx_t_14) ? __Pyx_PyObject_Call2Args(__pyx_t_13, __pyx_t_14, __pyx_t_12) : __Pyx_PyObject_CallOneArg(__pyx_t_13, __pyx_t_12);
        __Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
        __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
        if (unlikely(!__pyx_t_11)) __PYX_ERR(0, 1057, __pyx_L9_except_error)
        __Pyx_GOTREF(__pyx_t_11);
        __Pyx_DECREF(__pyx_t_13); __pyx_t_13 = 0;
        __pyx_t_12 = __Pyx_PyObject_GetAttrStr(__pyx_v_value, __pyx_n_s_denominator); if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 1057, __pyx_L9_except_error)
        __Pyx_GOTREF(__pyx_t_12);
        __Pyx_INCREF(__pyx_v_T);
        __pyx_t_14 = __pyx_v_T; __pyx_t_15 = NULL;
        if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_14))) {
          __pyx_t_15 = PyMethod_GET_SELF(__pyx_t_14);
          if (likely(__pyx_t_15)) {
            PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_14);
            __Pyx_INCREF(__pyx_t_15);
            __Pyx_INCREF(function);
            __Pyx_DECREF_SET(__pyx_t_14, function);
          }
        }
        __pyx_t_13 = (__pyx_t_15) ? __Pyx_PyObject_Call2Args(__pyx_t_14, __pyx_t_15, __pyx_t_12) : __Pyx_PyObject_CallOneArg(__pyx_t_14, __pyx_t_12);
        __Pyx_XDECREF(__pyx_t_15); __pyx_t_15 = 0;
        __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
        if (unlikely(!__pyx_t_13)) __PYX_ERR(0, 1057, __pyx_L9_except_error)
        __Pyx_GOTREF(__pyx_t_13);
        __Pyx_DECREF(__pyx_t_14); __pyx_t_14 = 0;
        __pyx_t_14 = __Pyx_PyNumber_Divide(__pyx_t_11, __pyx_t_13); if (unlikely(!__pyx_t_14)) __PYX_ERR(0, 1057, __pyx_L9_except_error)
        __Pyx_GOTREF(__pyx_t_14);
        __Pyx_DECREF(__pyx_t_11); __pyx_t_11 = 0;
        __Pyx_DECREF(__pyx_t_13); __pyx_t_13 = 0;
        __pyx_r = __pyx_t_14;
        __pyx_t_14 = 0;
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        goto __pyx_L10_except_return;

        /* "analysis.py":1056
 *         return T(value)
 *     except TypeError:
 *         if issubclass(T, Decimal):             # <<<<<<<<<<<<<<
 *             return T(value.numerator) / T(value.denominator)
 *         else:
 */
      }

      /* "analysis.py":1059
 *             return T(value.numerator) / T(value.denominator)
 *         else:
 *             raise             # <<<<<<<<<<<<<<
 * 
 * 
 */
      /*else*/ {
        __Pyx_GIVEREF(__pyx_t_5);
        __Pyx_GIVEREF(__pyx_t_4);
        __Pyx_XGIVEREF(__pyx_t_9);
        __Pyx_ErrRestoreWithState(__pyx_t_5, __pyx_t_4, __pyx_t_9);
        __pyx_t_5 = 0; __pyx_t_4 = 0; __pyx_t_9 = 0; 
        __PYX_ERR(0, 1059, __pyx_L9_except_error)
      }
    }
    goto __pyx_L9_except_error;
    __pyx_L9_except_error:;

    /* "analysis.py":1052
 *     if issubclass(T, int) and value.denominator != 1:
 *         T = float
 *     try:             # <<<<<<<<<<<<<<
 * 
 *         return T(value)
 */
    __Pyx_XGIVEREF(__pyx_t_6);
    __Pyx_XGIVEREF(__pyx_t_7);
    __Pyx_XGIVEREF(__pyx_t_8);
    __Pyx_ExceptionReset(__pyx_t_6, __pyx_t_7, __pyx_t_8);
    goto __pyx_L1_error;
    __pyx_L11_try_return:;
    __Pyx_XGIVEREF(__pyx_t_6);
    __Pyx_XGIVEREF(__pyx_t_7);
    __Pyx_XGIVEREF(__pyx_t_8);
    __Pyx_ExceptionReset(__pyx_t_6, __pyx_t_7, __pyx_t_8);
    goto __pyx_L0;
    __pyx_L10_except_return:;
    __Pyx_XGIVEREF(__pyx_t_6);
    __Pyx_XGIVEREF(__pyx_t_7);
    __Pyx_XGIVEREF(__pyx_t_8);
    __Pyx_ExceptionReset(__pyx_t_6, __pyx_t_7, __pyx_t_8);
    goto __pyx_L0;
  }

  /* "analysis.py":1045
 * 
 * 
 * def _convert(value, T):             # <<<<<<<<<<<<<<
 * 
 *     if type(value) is T:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_11);
  __Pyx_XDECREF(__pyx_t_12);
  __Pyx_XDECREF(__pyx_t_13);
  __Pyx_XDECREF(__pyx_t_14);
  __Pyx_XDECREF(__pyx_t_15);
  __Pyx_AddTraceback("analysis._convert", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_T);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1062
 * 
 * 
 * def _counts(data):             # <<<<<<<<<<<<<<
 * 
 *     table = collections.Counter(iter(data)).most_common()
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_53_counts(PyObject *__pyx_self, PyObject *__pyx_v_data); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_53_counts = {"_counts", (PyCFunction)__pyx_pw_8analysis_53_counts, METH_O, 0};
static PyObject *__pyx_pw_8analysis_53_counts(PyObject *__pyx_self, PyObject *__pyx_v_data) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_counts (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_52_counts(__pyx_self, ((PyObject *)__pyx_v_data));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_52_counts(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data) {
  PyObject *__pyx_v_table = NULL;
  PyObject *__pyx_v_maxfreq = NULL;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  int __pyx_t_7;
  Py_ssize_t __pyx_t_8;
  Py_ssize_t __pyx_t_9;
  Py_ssize_t __pyx_t_10;
  __Pyx_RefNannySetupContext("_counts", 0);

  /* "analysis.py":1064
 * def _counts(data):
 * 
 *     table = collections.Counter(iter(data)).most_common()             # <<<<<<<<<<<<<<
 *     if not table:
 *         return table
 */
  __Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_collections); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1064, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_Counter); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1064, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = PyObject_GetIter(__pyx_v_data); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1064, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_5 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_5)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_5);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  __pyx_t_2 = (__pyx_t_5) ? __Pyx_PyObject_Call2Args(__pyx_t_4, __pyx_t_5, __pyx_t_3) : __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_3);
  __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1064, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_most_common); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1064, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = NULL;
  if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  __pyx_t_1 = (__pyx_t_2) ? __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_2) : __Pyx_PyObject_CallNoArg(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1064, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_v_table = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":1065
 * 
 *     table = collections.Counter(iter(data)).most_common()
 *     if not table:             # <<<<<<<<<<<<<<
 *         return table
 * 
 */
  __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_v_table); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 1065, __pyx_L1_error)
  __pyx_t_7 = ((!__pyx_t_6) != 0);
  if (__pyx_t_7) {

    /* "analysis.py":1066
 *     table = collections.Counter(iter(data)).most_common()
 *     if not table:
 *         return table             # <<<<<<<<<<<<<<
 * 
 *     maxfreq = table[0][1]
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_table);
    __pyx_r = __pyx_v_table;
    goto __pyx_L0;

    /* "analysis.py":1065
 * 
 *     table = collections.Counter(iter(data)).most_common()
 *     if not table:             # <<<<<<<<<<<<<<
 *         return table
 * 
 */
  }

  /* "analysis.py":1068
 *         return table
 * 
 *     maxfreq = table[0][1]             # <<<<<<<<<<<<<<
 *     for i in range(1, len(table)):
 *         if table[i][1] != maxfreq:
 */
  __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_table, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1068, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_GetItemInt(__pyx_t_1, 1, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1068, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_maxfreq = __pyx_t_4;
  __pyx_t_4 = 0;

  /* "analysis.py":1069
 * 
 *     maxfreq = table[0][1]
 *     for i in range(1, len(table)):             # <<<<<<<<<<<<<<
 *         if table[i][1] != maxfreq:
 *             table = table[:i]
 */
  __pyx_t_8 = PyObject_Length(__pyx_v_table); if (unlikely(__pyx_t_8 == ((Py_ssize_t)-1))) __PYX_ERR(0, 1069, __pyx_L1_error)
  __pyx_t_9 = __pyx_t_8;
  for (__pyx_t_10 = 1; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) {
    __pyx_v_i = __pyx_t_10;

    /* "analysis.py":1070
 *     maxfreq = table[0][1]
 *     for i in range(1, len(table)):
 *         if table[i][1] != maxfreq:             # <<<<<<<<<<<<<<
 *             table = table[:i]
 *             break
 */
    __pyx_t_4 = __Pyx_GetItemInt(__pyx_v_table, __pyx_v_i, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1070, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_1 = __Pyx_GetItemInt(__pyx_t_4, 1, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1070, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_4 = PyObject_RichCompare(__pyx_t_1, __pyx_v_maxfreq, Py_NE); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1070, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_7 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_7 < 0)) __PYX_ERR(0, 1070, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    if (__pyx_t_7) {

      /* "analysis.py":1071
 *     for i in range(1, len(table)):
 *         if table[i][1] != maxfreq:
 *             table = table[:i]             # <<<<<<<<<<<<<<
 *             break
 *     return table
 */
      __pyx_t_4 = __Pyx_PyObject_GetSlice(__pyx_v_table, 0, __pyx_v_i, NULL, NULL, NULL, 0, 1, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1071, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF_SET(__pyx_v_table, __pyx_t_4);
      __pyx_t_4 = 0;

      /* "analysis.py":1072
 *         if table[i][1] != maxfreq:
 *             table = table[:i]
 *             break             # <<<<<<<<<<<<<<
 *     return table
 * 
 */
      goto __pyx_L5_break;

      /* "analysis.py":1070
 *     maxfreq = table[0][1]
 *     for i in range(1, len(table)):
 *         if table[i][1] != maxfreq:             # <<<<<<<<<<<<<<
 *             table = table[:i]
 *             break
 */
    }
  }
  __pyx_L5_break:;

  /* "analysis.py":1073
 *             table = table[:i]
 *             break
 *     return table             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_table);
  __pyx_r = __pyx_v_table;
  goto __pyx_L0;

  /* "analysis.py":1062
 * 
 * 
 * def _counts(data):             # <<<<<<<<<<<<<<
 * 
 *     table = collections.Counter(iter(data)).most_common()
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis._counts", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_table);
  __Pyx_XDECREF(__pyx_v_maxfreq);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1076
 * 
 * 
 * def _find_lteq(a, x):             # <<<<<<<<<<<<<<
 * 
 *     i = bisect_left(a, x)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_55_find_lteq(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_55_find_lteq = {"_find_lteq", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_55_find_lteq, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_55_find_lteq(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_a = 0;
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_find_lteq (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_a,&__pyx_n_s_x,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_a)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("_find_lteq", 1, 2, 2, 1); __PYX_ERR(0, 1076, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "_find_lteq") < 0)) __PYX_ERR(0, 1076, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_a = values[0];
    __pyx_v_x = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("_find_lteq", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 1076, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis._find_lteq", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_54_find_lteq(__pyx_self, __pyx_v_a, __pyx_v_x);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_54_find_lteq(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_a, PyObject *__pyx_v_x) {
  PyObject *__pyx_v_i = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  Py_ssize_t __pyx_t_7;
  int __pyx_t_8;
  __Pyx_RefNannySetupContext("_find_lteq", 0);

  /* "analysis.py":1078
 * def _find_lteq(a, x):
 * 
 *     i = bisect_left(a, x)             # <<<<<<<<<<<<<<
 *     if i != len(a) and a[i] == x:
 *         return i
 */
  __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_bisect_left); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1078, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = NULL;
  __pyx_t_4 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
      __pyx_t_4 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_2)) {
    PyObject *__pyx_temp[3] = {__pyx_t_3, __pyx_v_a, __pyx_v_x};
    __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1078, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_2)) {
    PyObject *__pyx_temp[3] = {__pyx_t_3, __pyx_v_a, __pyx_v_x};
    __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1078, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  {
    __pyx_t_5 = PyTuple_New(2+__pyx_t_4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1078, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    if (__pyx_t_3) {
      __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3); __pyx_t_3 = NULL;
    }
    __Pyx_INCREF(__pyx_v_a);
    __Pyx_GIVEREF(__pyx_v_a);
    PyTuple_SET_ITEM(__pyx_t_5, 0+__pyx_t_4, __pyx_v_a);
    __Pyx_INCREF(__pyx_v_x);
    __Pyx_GIVEREF(__pyx_v_x);
    PyTuple_SET_ITEM(__pyx_t_5, 1+__pyx_t_4, __pyx_v_x);
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_5, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1078, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_v_i = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":1079
 * 
 *     i = bisect_left(a, x)
 *     if i != len(a) and a[i] == x:             # <<<<<<<<<<<<<<
 *         return i
 *     raise ValueError
 */
  __pyx_t_7 = PyObject_Length(__pyx_v_a); if (unlikely(__pyx_t_7 == ((Py_ssize_t)-1))) __PYX_ERR(0, 1079, __pyx_L1_error)
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_t_7); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1079, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_RichCompare(__pyx_v_i, __pyx_t_1, Py_NE); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1079, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_8 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(0, 1079, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (__pyx_t_8) {
  } else {
    __pyx_t_6 = __pyx_t_8;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_a, __pyx_v_i); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1079, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_1 = PyObject_RichCompare(__pyx_t_2, __pyx_v_x, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1079, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_8 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(0, 1079, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_6 = __pyx_t_8;
  __pyx_L4_bool_binop_done:;
  if (__pyx_t_6) {

    /* "analysis.py":1080
 *     i = bisect_left(a, x)
 *     if i != len(a) and a[i] == x:
 *         return i             # <<<<<<<<<<<<<<
 *     raise ValueError
 * 
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(__pyx_v_i);
    __pyx_r = __pyx_v_i;
    goto __pyx_L0;

    /* "analysis.py":1079
 * 
 *     i = bisect_left(a, x)
 *     if i != len(a) and a[i] == x:             # <<<<<<<<<<<<<<
 *         return i
 *     raise ValueError
 */
  }

  /* "analysis.py":1081
 *     if i != len(a) and a[i] == x:
 *         return i
 *     raise ValueError             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_Raise(__pyx_builtin_ValueError, 0, 0, 0);
  __PYX_ERR(0, 1081, __pyx_L1_error)

  /* "analysis.py":1076
 * 
 * 
 * def _find_lteq(a, x):             # <<<<<<<<<<<<<<
 * 
 *     i = bisect_left(a, x)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("analysis._find_lteq", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_i);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1084
 * 
 * 
 * def _find_rteq(a, l, x):             # <<<<<<<<<<<<<<
 * 
 *     i = bisect_right(a, x, lo=l)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_57_find_rteq(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_57_find_rteq = {"_find_rteq", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_57_find_rteq, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_57_find_rteq(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_a = 0;
  PyObject *__pyx_v_l = 0;
  PyObject *__pyx_v_x = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_find_rteq (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_a,&__pyx_n_s_l,&__pyx_n_s_x,0};
    PyObject* values[3] = {0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        CYTHON_FALLTHROUGH;
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_a)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_l)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("_find_rteq", 1, 3, 3, 1); __PYX_ERR(0, 1084, __pyx_L3_error)
        }
        CYTHON_FALLTHROUGH;
        case  2:
        if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_x)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("_find_rteq", 1, 3, 3, 2); __PYX_ERR(0, 1084, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "_find_rteq") < 0)) __PYX_ERR(0, 1084, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
      values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
    }
    __pyx_v_a = values[0];
    __pyx_v_l = values[1];
    __pyx_v_x = values[2];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("_find_rteq", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 1084, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis._find_rteq", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_56_find_rteq(__pyx_self, __pyx_v_a, __pyx_v_l, __pyx_v_x);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_56_find_rteq(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_a, PyObject *__pyx_v_l, PyObject *__pyx_v_x) {
  PyObject *__pyx_v_i = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  int __pyx_t_5;
  Py_ssize_t __pyx_t_6;
  int __pyx_t_7;
  __Pyx_RefNannySetupContext("_find_rteq", 0);

  /* "analysis.py":1086
 * def _find_rteq(a, l, x):
 * 
 *     i = bisect_right(a, x, lo=l)             # <<<<<<<<<<<<<<
 *     if i != (len(a) + 1) and a[i - 1] == x:
 *         return i - 1
 */
  __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_bisect_right); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1086, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1086, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_v_a);
  __Pyx_GIVEREF(__pyx_v_a);
  PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_a);
  __Pyx_INCREF(__pyx_v_x);
  __Pyx_GIVEREF(__pyx_v_x);
  PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_v_x);
  __pyx_t_3 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1086, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  if (PyDict_SetItem(__pyx_t_3, __pyx_n_s_lo, __pyx_v_l) < 0) __PYX_ERR(0, 1086, __pyx_L1_error)
  __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_2, __pyx_t_3); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1086, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_v_i = __pyx_t_4;
  __pyx_t_4 = 0;

  /* "analysis.py":1087
 * 
 *     i = bisect_right(a, x, lo=l)
 *     if i != (len(a) + 1) and a[i - 1] == x:             # <<<<<<<<<<<<<<
 *         return i - 1
 *     raise ValueError
 */
  __pyx_t_6 = PyObject_Length(__pyx_v_a); if (unlikely(__pyx_t_6 == ((Py_ssize_t)-1))) __PYX_ERR(0, 1087, __pyx_L1_error)
  __pyx_t_4 = PyInt_FromSsize_t((__pyx_t_6 + 1)); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1087, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_3 = PyObject_RichCompare(__pyx_v_i, __pyx_t_4, Py_NE); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1087, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_7 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_7 < 0)) __PYX_ERR(0, 1087, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (__pyx_t_7) {
  } else {
    __pyx_t_5 = __pyx_t_7;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_3 = __Pyx_PyInt_SubtractObjC(__pyx_v_i, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1087, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __Pyx_PyObject_GetItem(__pyx_v_a, __pyx_t_3); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1087, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_3 = PyObject_RichCompare(__pyx_t_4, __pyx_v_x, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1087, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_7 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_7 < 0)) __PYX_ERR(0, 1087, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_5 = __pyx_t_7;
  __pyx_L4_bool_binop_done:;
  if (__pyx_t_5) {

    /* "analysis.py":1088
 *     i = bisect_right(a, x, lo=l)
 *     if i != (len(a) + 1) and a[i - 1] == x:
 *         return i - 1             # <<<<<<<<<<<<<<
 *     raise ValueError
 * 
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_3 = __Pyx_PyInt_SubtractObjC(__pyx_v_i, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1088, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_r = __pyx_t_3;
    __pyx_t_3 = 0;
    goto __pyx_L0;

    /* "analysis.py":1087
 * 
 *     i = bisect_right(a, x, lo=l)
 *     if i != (len(a) + 1) and a[i - 1] == x:             # <<<<<<<<<<<<<<
 *         return i - 1
 *     raise ValueError
 */
  }

  /* "analysis.py":1089
 *     if i != (len(a) + 1) and a[i - 1] == x:
 *         return i - 1
 *     raise ValueError             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_Raise(__pyx_builtin_ValueError, 0, 0, 0);
  __PYX_ERR(0, 1089, __pyx_L1_error)

  /* "analysis.py":1084
 * 
 * 
 * def _find_rteq(a, l, x):             # <<<<<<<<<<<<<<
 * 
 *     i = bisect_right(a, x, lo=l)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_AddTraceback("analysis._find_rteq", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_i);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}
static PyObject *__pyx_gb_8analysis_60generator(__pyx_CoroutineObject *__pyx_generator, CYTHON_UNUSED PyThreadState *__pyx_tstate, PyObject *__pyx_sent_value); /* proto */

/* "analysis.py":1092
 * 
 * 
 * def _fail_neg(values, errmsg='negative value'):             # <<<<<<<<<<<<<<
 * 
 *     for x in values:
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_59_fail_neg(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_59_fail_neg = {"_fail_neg", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_59_fail_neg, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_59_fail_neg(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_values = 0;
  PyObject *__pyx_v_errmsg = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_fail_neg (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_errmsg,0};
    PyObject* values[2] = {0,0};
    values[1] = ((PyObject *)((PyObject*)__pyx_kp_s_negative_value));
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_errmsg);
          if (value) { values[1] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "_fail_neg") < 0)) __PYX_ERR(0, 1092, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_values = values[0];
    __pyx_v_errmsg = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("_fail_neg", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 1092, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis._fail_neg", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_58_fail_neg(__pyx_self, __pyx_v_values, __pyx_v_errmsg);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_58_fail_neg(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_values, PyObject *__pyx_v_errmsg) {
  struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg *__pyx_cur_scope;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_fail_neg", 0);
  __pyx_cur_scope = (struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg *)__pyx_tp_new_8analysis___pyx_scope_struct_2__fail_neg(__pyx_ptype_8analysis___pyx_scope_struct_2__fail_neg, __pyx_empty_tuple, NULL);
  if (unlikely(!__pyx_cur_scope)) {
    __pyx_cur_scope = ((struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg *)Py_None);
    __Pyx_INCREF(Py_None);
    __PYX_ERR(0, 1092, __pyx_L1_error)
  } else {
    __Pyx_GOTREF(__pyx_cur_scope);
  }
  __pyx_cur_scope->__pyx_v_values = __pyx_v_values;
  __Pyx_INCREF(__pyx_cur_scope->__pyx_v_values);
  __Pyx_GIVEREF(__pyx_cur_scope->__pyx_v_values);
  __pyx_cur_scope->__pyx_v_errmsg = __pyx_v_errmsg;
  __Pyx_INCREF(__pyx_cur_scope->__pyx_v_errmsg);
  __Pyx_GIVEREF(__pyx_cur_scope->__pyx_v_errmsg);
  {
    __pyx_CoroutineObject *gen = __Pyx_Generator_New((__pyx_coroutine_body_t) __pyx_gb_8analysis_60generator, __pyx_codeobj__16, (PyObject *) __pyx_cur_scope, __pyx_n_s_fail_neg, __pyx_n_s_fail_neg, __pyx_n_s_analysis); if (unlikely(!gen)) __PYX_ERR(0, 1092, __pyx_L1_error)
    __Pyx_DECREF(__pyx_cur_scope);
    __Pyx_RefNannyFinishContext();
    return (PyObject *) gen;
  }

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_AddTraceback("analysis._fail_neg", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __Pyx_DECREF(((PyObject *)__pyx_cur_scope));
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_gb_8analysis_60generator(__pyx_CoroutineObject *__pyx_generator, CYTHON_UNUSED PyThreadState *__pyx_tstate, PyObject *__pyx_sent_value) /* generator body */
{
  struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg *__pyx_cur_scope = ((struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg *)__pyx_generator->closure);
  PyObject *__pyx_r = NULL;
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *(*__pyx_t_3)(PyObject *);
  PyObject *__pyx_t_4 = NULL;
  int __pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_fail_neg", 0);
  switch (__pyx_generator->resume_label) {
    case 0: goto __pyx_L3_first_run;
    case 1: goto __pyx_L7_resume_from_yield;
    default: /* CPython raises the right error here */
    __Pyx_RefNannyFinishContext();
    return NULL;
  }
  __pyx_L3_first_run:;
  if (unlikely(!__pyx_sent_value)) __PYX_ERR(0, 1092, __pyx_L1_error)

  /* "analysis.py":1094
 * def _fail_neg(values, errmsg='negative value'):
 * 
 *     for x in values:             # <<<<<<<<<<<<<<
 *         if x < 0:
 *             raise StatisticsError(errmsg)
 */
  if (likely(PyList_CheckExact(__pyx_cur_scope->__pyx_v_values)) || PyTuple_CheckExact(__pyx_cur_scope->__pyx_v_values)) {
    __pyx_t_1 = __pyx_cur_scope->__pyx_v_values; __Pyx_INCREF(__pyx_t_1); __pyx_t_2 = 0;
    __pyx_t_3 = NULL;
  } else {
    __pyx_t_2 = -1; __pyx_t_1 = PyObject_GetIter(__pyx_cur_scope->__pyx_v_values); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1094, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_3 = Py_TYPE(__pyx_t_1)->tp_iternext; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1094, __pyx_L1_error)
  }
  for (;;) {
    if (likely(!__pyx_t_3)) {
      if (likely(PyList_CheckExact(__pyx_t_1))) {
        if (__pyx_t_2 >= PyList_GET_SIZE(__pyx_t_1)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_4 = PyList_GET_ITEM(__pyx_t_1, __pyx_t_2); __Pyx_INCREF(__pyx_t_4); __pyx_t_2++; if (unlikely(0 < 0)) __PYX_ERR(0, 1094, __pyx_L1_error)
        #else
        __pyx_t_4 = PySequence_ITEM(__pyx_t_1, __pyx_t_2); __pyx_t_2++; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1094, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_4);
        #endif
      } else {
        if (__pyx_t_2 >= PyTuple_GET_SIZE(__pyx_t_1)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_4 = PyTuple_GET_ITEM(__pyx_t_1, __pyx_t_2); __Pyx_INCREF(__pyx_t_4); __pyx_t_2++; if (unlikely(0 < 0)) __PYX_ERR(0, 1094, __pyx_L1_error)
        #else
        __pyx_t_4 = PySequence_ITEM(__pyx_t_1, __pyx_t_2); __pyx_t_2++; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1094, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_4);
        #endif
      }
    } else {
      __pyx_t_4 = __pyx_t_3(__pyx_t_1);
      if (unlikely(!__pyx_t_4)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 1094, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_4);
    }
    __Pyx_XGOTREF(__pyx_cur_scope->__pyx_v_x);
    __Pyx_XDECREF_SET(__pyx_cur_scope->__pyx_v_x, __pyx_t_4);
    __Pyx_GIVEREF(__pyx_t_4);
    __pyx_t_4 = 0;

    /* "analysis.py":1095
 * 
 *     for x in values:
 *         if x < 0:             # <<<<<<<<<<<<<<
 *             raise StatisticsError(errmsg)
 *         yield x
 */
    __pyx_t_4 = PyObject_RichCompare(__pyx_cur_scope->__pyx_v_x, __pyx_int_0, Py_LT); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1095, __pyx_L1_error)
    __pyx_t_5 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_5 < 0)) __PYX_ERR(0, 1095, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    if (unlikely(__pyx_t_5)) {

      /* "analysis.py":1096
 *     for x in values:
 *         if x < 0:
 *             raise StatisticsError(errmsg)             # <<<<<<<<<<<<<<
 *         yield x
 * 
 */
      __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_StatisticsError); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1096, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __pyx_t_7 = NULL;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_6))) {
        __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_6);
        if (likely(__pyx_t_7)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
          __Pyx_INCREF(__pyx_t_7);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_6, function);
        }
      }
      __pyx_t_4 = (__pyx_t_7) ? __Pyx_PyObject_Call2Args(__pyx_t_6, __pyx_t_7, __pyx_cur_scope->__pyx_v_errmsg) : __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_cur_scope->__pyx_v_errmsg);
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
      if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1096, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_Raise(__pyx_t_4, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __PYX_ERR(0, 1096, __pyx_L1_error)

      /* "analysis.py":1095
 * 
 *     for x in values:
 *         if x < 0:             # <<<<<<<<<<<<<<
 *             raise StatisticsError(errmsg)
 *         yield x
 */
    }

    /* "analysis.py":1097
 *         if x < 0:
 *             raise StatisticsError(errmsg)
 *         yield x             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __Pyx_INCREF(__pyx_cur_scope->__pyx_v_x);
    __pyx_r = __pyx_cur_scope->__pyx_v_x;
    __Pyx_XGIVEREF(__pyx_t_1);
    __pyx_cur_scope->__pyx_t_0 = __pyx_t_1;
    __pyx_cur_scope->__pyx_t_1 = __pyx_t_2;
    __pyx_cur_scope->__pyx_t_2 = __pyx_t_3;
    __Pyx_XGIVEREF(__pyx_r);
    __Pyx_RefNannyFinishContext();
    __Pyx_Coroutine_ResetAndClearException(__pyx_generator);
    /* return from generator, yielding value */
    __pyx_generator->resume_label = 1;
    return __pyx_r;
    __pyx_L7_resume_from_yield:;
    __pyx_t_1 = __pyx_cur_scope->__pyx_t_0;
    __pyx_cur_scope->__pyx_t_0 = 0;
    __Pyx_XGOTREF(__pyx_t_1);
    __pyx_t_2 = __pyx_cur_scope->__pyx_t_1;
    __pyx_t_3 = __pyx_cur_scope->__pyx_t_2;
    if (unlikely(!__pyx_sent_value)) __PYX_ERR(0, 1097, __pyx_L1_error)

    /* "analysis.py":1094
 * def _fail_neg(values, errmsg='negative value'):
 * 
 *     for x in values:             # <<<<<<<<<<<<<<
 *         if x < 0:
 *             raise StatisticsError(errmsg)
 */
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  CYTHON_MAYBE_UNUSED_VAR(__pyx_cur_scope);

  /* "analysis.py":1092
 * 
 * 
 * def _fail_neg(values, errmsg='negative value'):             # <<<<<<<<<<<<<<
 * 
 *     for x in values:
 */

  /* function exit code */
  PyErr_SetNone(PyExc_StopIteration);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_AddTraceback("_fail_neg", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_r); __pyx_r = 0;
  #if !CYTHON_USE_EXC_INFO_STACK
  __Pyx_Coroutine_ResetAndClearException(__pyx_generator);
  #endif
  __pyx_generator->resume_label = -1;
  __Pyx_Coroutine_clear((PyObject*)__pyx_generator);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1100
 * 
 * 
 * def mean(data):             # <<<<<<<<<<<<<<
 * 
 *     if iter(data) is data:
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_62mean(PyObject *__pyx_self, PyObject *__pyx_v_data); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_62mean = {"mean", (PyCFunction)__pyx_pw_8analysis_62mean, METH_O, 0};
static PyObject *__pyx_pw_8analysis_62mean(PyObject *__pyx_self, PyObject *__pyx_v_data) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("mean (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_61mean(__pyx_self, ((PyObject *)__pyx_v_data));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_61mean(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data) {
  PyObject *__pyx_v_n = NULL;
  PyObject *__pyx_v_T = NULL;
  PyObject *__pyx_v_total = NULL;
  PyObject *__pyx_v_count = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  int __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *(*__pyx_t_9)(PyObject *);
  int __pyx_t_10;
  __Pyx_RefNannySetupContext("mean", 0);
  __Pyx_INCREF(__pyx_v_data);

  /* "analysis.py":1102
 * def mean(data):
 * 
 *     if iter(data) is data:             # <<<<<<<<<<<<<<
 *         data = list(data)
 *     n = len(data)
 */
  __pyx_t_1 = PyObject_GetIter(__pyx_v_data); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1102, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = (__pyx_t_1 == __pyx_v_data);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = (__pyx_t_2 != 0);
  if (__pyx_t_3) {

    /* "analysis.py":1103
 * 
 *     if iter(data) is data:
 *         data = list(data)             # <<<<<<<<<<<<<<
 *     n = len(data)
 *     if n < 1:
 */
    __pyx_t_1 = PySequence_List(__pyx_v_data); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1103, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF_SET(__pyx_v_data, __pyx_t_1);
    __pyx_t_1 = 0;

    /* "analysis.py":1102
 * def mean(data):
 * 
 *     if iter(data) is data:             # <<<<<<<<<<<<<<
 *         data = list(data)
 *     n = len(data)
 */
  }

  /* "analysis.py":1104
 *     if iter(data) is data:
 *         data = list(data)
 *     n = len(data)             # <<<<<<<<<<<<<<
 *     if n < 1:
 *         raise StatisticsError('mean requires at least one data point')
 */
  __pyx_t_4 = PyObject_Length(__pyx_v_data); if (unlikely(__pyx_t_4 == ((Py_ssize_t)-1))) __PYX_ERR(0, 1104, __pyx_L1_error)
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1104, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_n = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":1105
 *         data = list(data)
 *     n = len(data)
 *     if n < 1:             # <<<<<<<<<<<<<<
 *         raise StatisticsError('mean requires at least one data point')
 *     T, total, count = _sum(data)
 */
  __pyx_t_1 = PyObject_RichCompare(__pyx_v_n, __pyx_int_1, Py_LT); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1105, __pyx_L1_error)
  __pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_3 < 0)) __PYX_ERR(0, 1105, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (unlikely(__pyx_t_3)) {

    /* "analysis.py":1106
 *     n = len(data)
 *     if n < 1:
 *         raise StatisticsError('mean requires at least one data point')             # <<<<<<<<<<<<<<
 *     T, total, count = _sum(data)
 *     assert count == n
 */
    __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_StatisticsError); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1106, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_6 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
      __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_5);
      if (likely(__pyx_t_6)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
        __Pyx_INCREF(__pyx_t_6);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_5, function);
      }
    }
    __pyx_t_1 = (__pyx_t_6) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_6, __pyx_kp_s_mean_requires_at_least_one_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_kp_s_mean_requires_at_least_one_data);
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1106, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_Raise(__pyx_t_1, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __PYX_ERR(0, 1106, __pyx_L1_error)

    /* "analysis.py":1105
 *         data = list(data)
 *     n = len(data)
 *     if n < 1:             # <<<<<<<<<<<<<<
 *         raise StatisticsError('mean requires at least one data point')
 *     T, total, count = _sum(data)
 */
  }

  /* "analysis.py":1107
 *     if n < 1:
 *         raise StatisticsError('mean requires at least one data point')
 *     T, total, count = _sum(data)             # <<<<<<<<<<<<<<
 *     assert count == n
 *     return _convert(total / n, T)
 */
  __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_sum_2); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1107, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
    __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_5);
    if (likely(__pyx_t_6)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_5, function);
    }
  }
  __pyx_t_1 = (__pyx_t_6) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_6, __pyx_v_data) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_v_data);
  __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1107, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if ((likely(PyTuple_CheckExact(__pyx_t_1))) || (PyList_CheckExact(__pyx_t_1))) {
    PyObject* sequence = __pyx_t_1;
    Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
    if (unlikely(size != 3)) {
      if (size > 3) __Pyx_RaiseTooManyValuesError(3);
      else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
      __PYX_ERR(0, 1107, __pyx_L1_error)
    }
    #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    if (likely(PyTuple_CheckExact(sequence))) {
      __pyx_t_5 = PyTuple_GET_ITEM(sequence, 0); 
      __pyx_t_6 = PyTuple_GET_ITEM(sequence, 1); 
      __pyx_t_7 = PyTuple_GET_ITEM(sequence, 2); 
    } else {
      __pyx_t_5 = PyList_GET_ITEM(sequence, 0); 
      __pyx_t_6 = PyList_GET_ITEM(sequence, 1); 
      __pyx_t_7 = PyList_GET_ITEM(sequence, 2); 
    }
    __Pyx_INCREF(__pyx_t_5);
    __Pyx_INCREF(__pyx_t_6);
    __Pyx_INCREF(__pyx_t_7);
    #else
    __pyx_t_5 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_6 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __pyx_t_7 = PySequence_ITEM(sequence, 2); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 1107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    #endif
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  } else {
    Py_ssize_t index = -1;
    __pyx_t_8 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 1107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_9 = Py_TYPE(__pyx_t_8)->tp_iternext;
    index = 0; __pyx_t_5 = __pyx_t_9(__pyx_t_8); if (unlikely(!__pyx_t_5)) goto __pyx_L5_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_5);
    index = 1; __pyx_t_6 = __pyx_t_9(__pyx_t_8); if (unlikely(!__pyx_t_6)) goto __pyx_L5_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_6);
    index = 2; __pyx_t_7 = __pyx_t_9(__pyx_t_8); if (unlikely(!__pyx_t_7)) goto __pyx_L5_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_7);
    if (__Pyx_IternextUnpackEndCheck(__pyx_t_9(__pyx_t_8), 3) < 0) __PYX_ERR(0, 1107, __pyx_L1_error)
    __pyx_t_9 = NULL;
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
    goto __pyx_L6_unpacking_done;
    __pyx_L5_unpacking_failed:;
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
    __pyx_t_9 = NULL;
    if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
    __PYX_ERR(0, 1107, __pyx_L1_error)
    __pyx_L6_unpacking_done:;
  }
  __pyx_v_T = __pyx_t_5;
  __pyx_t_5 = 0;
  __pyx_v_total = __pyx_t_6;
  __pyx_t_6 = 0;
  __pyx_v_count = __pyx_t_7;
  __pyx_t_7 = 0;

  /* "analysis.py":1108
 *         raise StatisticsError('mean requires at least one data point')
 *     T, total, count = _sum(data)
 *     assert count == n             # <<<<<<<<<<<<<<
 *     return _convert(total / n, T)
 * 
 */
  #ifndef CYTHON_WITHOUT_ASSERTIONS
  if (unlikely(!Py_OptimizeFlag)) {
    __pyx_t_1 = PyObject_RichCompare(__pyx_v_count, __pyx_v_n, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1108, __pyx_L1_error)
    __pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_3 < 0)) __PYX_ERR(0, 1108, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    if (unlikely(!__pyx_t_3)) {
      PyErr_SetNone(PyExc_AssertionError);
      __PYX_ERR(0, 1108, __pyx_L1_error)
    }
  }
  #endif

  /* "analysis.py":1109
 *     T, total, count = _sum(data)
 *     assert count == n
 *     return _convert(total / n, T)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_GetModuleGlobalName(__pyx_t_7, __pyx_n_s_convert); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 1109, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_t_6 = __Pyx_PyNumber_Divide(__pyx_v_total, __pyx_v_n); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1109, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_5 = NULL;
  __pyx_t_10 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_7))) {
    __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_7);
    if (likely(__pyx_t_5)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
      __Pyx_INCREF(__pyx_t_5);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_7, function);
      __pyx_t_10 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_7)) {
    PyObject *__pyx_temp[3] = {__pyx_t_5, __pyx_t_6, __pyx_v_T};
    __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_7, __pyx_temp+1-__pyx_t_10, 2+__pyx_t_10); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1109, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_7)) {
    PyObject *__pyx_temp[3] = {__pyx_t_5, __pyx_t_6, __pyx_v_T};
    __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_7, __pyx_temp+1-__pyx_t_10, 2+__pyx_t_10); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1109, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  } else
  #endif
  {
    __pyx_t_8 = PyTuple_New(2+__pyx_t_10); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 1109, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    if (__pyx_t_5) {
      __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_t_5); __pyx_t_5 = NULL;
    }
    __Pyx_GIVEREF(__pyx_t_6);
    PyTuple_SET_ITEM(__pyx_t_8, 0+__pyx_t_10, __pyx_t_6);
    __Pyx_INCREF(__pyx_v_T);
    __Pyx_GIVEREF(__pyx_v_T);
    PyTuple_SET_ITEM(__pyx_t_8, 1+__pyx_t_10, __pyx_v_T);
    __pyx_t_6 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_7, __pyx_t_8, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1109, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  }
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "analysis.py":1100
 * 
 * 
 * def mean(data):             # <<<<<<<<<<<<<<
 * 
 *     if iter(data) is data:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("analysis.mean", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_n);
  __Pyx_XDECREF(__pyx_v_T);
  __Pyx_XDECREF(__pyx_v_total);
  __Pyx_XDECREF(__pyx_v_count);
  __Pyx_XDECREF(__pyx_v_data);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1112
 * 
 * 
 * def median(data):             # <<<<<<<<<<<<<<
 * 
 *     data = sorted(data)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_64median(PyObject *__pyx_self, PyObject *__pyx_v_data); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_64median = {"median", (PyCFunction)__pyx_pw_8analysis_64median, METH_O, 0};
static PyObject *__pyx_pw_8analysis_64median(PyObject *__pyx_self, PyObject *__pyx_v_data) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("median (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_63median(__pyx_self, ((PyObject *)__pyx_v_data));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_63median(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data) {
  PyObject *__pyx_v_n = NULL;
  PyObject *__pyx_v_i = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  int __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  int __pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("median", 0);
  __Pyx_INCREF(__pyx_v_data);

  /* "analysis.py":1114
 * def median(data):
 * 
 *     data = sorted(data)             # <<<<<<<<<<<<<<
 *     n = len(data)
 *     if n == 0:
 */
  __pyx_t_2 = PySequence_List(__pyx_v_data); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1114, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_1 = ((PyObject*)__pyx_t_2);
  __pyx_t_2 = 0;
  __pyx_t_3 = PyList_Sort(__pyx_t_1); if (unlikely(__pyx_t_3 == ((int)-1))) __PYX_ERR(0, 1114, __pyx_L1_error)
  __Pyx_DECREF_SET(__pyx_v_data, __pyx_t_1);
  __pyx_t_1 = 0;

  /* "analysis.py":1115
 * 
 *     data = sorted(data)
 *     n = len(data)             # <<<<<<<<<<<<<<
 *     if n == 0:
 *         raise StatisticsError("no median for empty data")
 */
  __pyx_t_4 = PyObject_Length(__pyx_v_data); if (unlikely(__pyx_t_4 == ((Py_ssize_t)-1))) __PYX_ERR(0, 1115, __pyx_L1_error)
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1115, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_n = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":1116
 *     data = sorted(data)
 *     n = len(data)
 *     if n == 0:             # <<<<<<<<<<<<<<
 *         raise StatisticsError("no median for empty data")
 *     if n % 2 == 1:
 */
  __pyx_t_1 = __Pyx_PyInt_EqObjC(__pyx_v_n, __pyx_int_0, 0, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1116, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_5 < 0)) __PYX_ERR(0, 1116, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (unlikely(__pyx_t_5)) {

    /* "analysis.py":1117
 *     n = len(data)
 *     if n == 0:
 *         raise StatisticsError("no median for empty data")             # <<<<<<<<<<<<<<
 *     if n % 2 == 1:
 *         return data[n // 2]
 */
    __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_StatisticsError); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1117, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_6 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
      __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_2);
      if (likely(__pyx_t_6)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
        __Pyx_INCREF(__pyx_t_6);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_2, function);
      }
    }
    __pyx_t_1 = (__pyx_t_6) ? __Pyx_PyObject_Call2Args(__pyx_t_2, __pyx_t_6, __pyx_kp_s_no_median_for_empty_data) : __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_kp_s_no_median_for_empty_data);
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1117, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_Raise(__pyx_t_1, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __PYX_ERR(0, 1117, __pyx_L1_error)

    /* "analysis.py":1116
 *     data = sorted(data)
 *     n = len(data)
 *     if n == 0:             # <<<<<<<<<<<<<<
 *         raise StatisticsError("no median for empty data")
 *     if n % 2 == 1:
 */
  }

  /* "analysis.py":1118
 *     if n == 0:
 *         raise StatisticsError("no median for empty data")
 *     if n % 2 == 1:             # <<<<<<<<<<<<<<
 *         return data[n // 2]
 *     else:
 */
  __pyx_t_1 = __Pyx_PyInt_RemainderObjC(__pyx_v_n, __pyx_int_2, 2, 0, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1118, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyInt_EqObjC(__pyx_t_1, __pyx_int_1, 1, 0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1118, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_5 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_5 < 0)) __PYX_ERR(0, 1118, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (__pyx_t_5) {

    /* "analysis.py":1119
 *         raise StatisticsError("no median for empty data")
 *     if n % 2 == 1:
 *         return data[n // 2]             # <<<<<<<<<<<<<<
 *     else:
 *         i = n // 2
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_2 = __Pyx_PyInt_FloorDivideObjC(__pyx_v_n, __pyx_int_2, 2, 0, 0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1119, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_1 = __Pyx_PyObject_GetItem(__pyx_v_data, __pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1119, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    goto __pyx_L0;

    /* "analysis.py":1118
 *     if n == 0:
 *         raise StatisticsError("no median for empty data")
 *     if n % 2 == 1:             # <<<<<<<<<<<<<<
 *         return data[n // 2]
 *     else:
 */
  }

  /* "analysis.py":1121
 *         return data[n // 2]
 *     else:
 *         i = n // 2             # <<<<<<<<<<<<<<
 *         return (data[i - 1] + data[i]) / 2
 * 
 */
  /*else*/ {
    __pyx_t_1 = __Pyx_PyInt_FloorDivideObjC(__pyx_v_n, __pyx_int_2, 2, 0, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1121, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_v_i = __pyx_t_1;
    __pyx_t_1 = 0;

    /* "analysis.py":1122
 *     else:
 *         i = n // 2
 *         return (data[i - 1] + data[i]) / 2             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_1 = __Pyx_PyInt_SubtractObjC(__pyx_v_i, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1122, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_2 = __Pyx_PyObject_GetItem(__pyx_v_data, __pyx_t_1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1122, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_GetItem(__pyx_v_data, __pyx_v_i); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1122, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_6 = PyNumber_Add(__pyx_t_2, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1122, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyNumber_Divide(__pyx_t_6, __pyx_int_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1122, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    goto __pyx_L0;
  }

  /* "analysis.py":1112
 * 
 * 
 * def median(data):             # <<<<<<<<<<<<<<
 * 
 *     data = sorted(data)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("analysis.median", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_n);
  __Pyx_XDECREF(__pyx_v_i);
  __Pyx_XDECREF(__pyx_v_data);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1125
 * 
 * 
 * def mode(data):             # <<<<<<<<<<<<<<
 * 
 *     table = _counts(data)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_66mode(PyObject *__pyx_self, PyObject *__pyx_v_data); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_66mode = {"mode", (PyCFunction)__pyx_pw_8analysis_66mode, METH_O, 0};
static PyObject *__pyx_pw_8analysis_66mode(PyObject *__pyx_self, PyObject *__pyx_v_data) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("mode (wrapper)", 0);
  __pyx_r = __pyx_pf_8analysis_65mode(__pyx_self, ((PyObject *)__pyx_v_data));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_65mode(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data) {
  PyObject *__pyx_v_table = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  Py_ssize_t __pyx_t_4;
  int __pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("mode", 0);

  /* "analysis.py":1127
 * def mode(data):
 * 
 *     table = _counts(data)             # <<<<<<<<<<<<<<
 *     if len(table) == 1:
 *         return table[0][0]
 */
  __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_counts); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1127, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
    }
  }
  __pyx_t_1 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_2, __pyx_t_3, __pyx_v_data) : __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_v_data);
  __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1127, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_v_table = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":1128
 * 
 *     table = _counts(data)
 *     if len(table) == 1:             # <<<<<<<<<<<<<<
 *         return table[0][0]
 *     elif table:
 */
  __pyx_t_4 = PyObject_Length(__pyx_v_table); if (unlikely(__pyx_t_4 == ((Py_ssize_t)-1))) __PYX_ERR(0, 1128, __pyx_L1_error)
  __pyx_t_5 = ((__pyx_t_4 == 1) != 0);
  if (__pyx_t_5) {

    /* "analysis.py":1129
 *     table = _counts(data)
 *     if len(table) == 1:
 *         return table[0][0]             # <<<<<<<<<<<<<<
 *     elif table:
 *         raise StatisticsError(
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_table, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1129, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_2 = __Pyx_GetItemInt(__pyx_t_1, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1129, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_r = __pyx_t_2;
    __pyx_t_2 = 0;
    goto __pyx_L0;

    /* "analysis.py":1128
 * 
 *     table = _counts(data)
 *     if len(table) == 1:             # <<<<<<<<<<<<<<
 *         return table[0][0]
 *     elif table:
 */
  }

  /* "analysis.py":1130
 *     if len(table) == 1:
 *         return table[0][0]
 *     elif table:             # <<<<<<<<<<<<<<
 *         raise StatisticsError(
 *             'no unique mode; found %d equally common values' % len(table)
 */
  __pyx_t_5 = __Pyx_PyObject_IsTrue(__pyx_v_table); if (unlikely(__pyx_t_5 < 0)) __PYX_ERR(0, 1130, __pyx_L1_error)
  if (unlikely(__pyx_t_5)) {

    /* "analysis.py":1131
 *         return table[0][0]
 *     elif table:
 *         raise StatisticsError(             # <<<<<<<<<<<<<<
 *             'no unique mode; found %d equally common values' % len(table)
 *         )
 */
    __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_StatisticsError); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1131, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);

    /* "analysis.py":1132
 *     elif table:
 *         raise StatisticsError(
 *             'no unique mode; found %d equally common values' % len(table)             # <<<<<<<<<<<<<<
 *         )
 *     else:
 */
    __pyx_t_4 = PyObject_Length(__pyx_v_table); if (unlikely(__pyx_t_4 == ((Py_ssize_t)-1))) __PYX_ERR(0, 1132, __pyx_L1_error)
    __pyx_t_3 = PyInt_FromSsize_t(__pyx_t_4); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1132, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_6 = __Pyx_PyString_Format(__pyx_kp_s_no_unique_mode_found_d_equally_c, __pyx_t_3); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1132, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_3 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
      __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_1);
      if (likely(__pyx_t_3)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
        __Pyx_INCREF(__pyx_t_3);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_1, function);
      }
    }
    __pyx_t_2 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_1, __pyx_t_3, __pyx_t_6) : __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_t_6);
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1131, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(0, 1131, __pyx_L1_error)

    /* "analysis.py":1130
 *     if len(table) == 1:
 *         return table[0][0]
 *     elif table:             # <<<<<<<<<<<<<<
 *         raise StatisticsError(
 *             'no unique mode; found %d equally common values' % len(table)
 */
  }

  /* "analysis.py":1135
 *         )
 *     else:
 *         raise StatisticsError('no mode for empty data')             # <<<<<<<<<<<<<<
 * 
 * 
 */
  /*else*/ {
    __Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_StatisticsError); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1135, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_6 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_1))) {
      __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_1);
      if (likely(__pyx_t_6)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
        __Pyx_INCREF(__pyx_t_6);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_1, function);
      }
    }
    __pyx_t_2 = (__pyx_t_6) ? __Pyx_PyObject_Call2Args(__pyx_t_1, __pyx_t_6, __pyx_kp_s_no_mode_for_empty_data) : __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_kp_s_no_mode_for_empty_data);
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1135, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(0, 1135, __pyx_L1_error)
  }

  /* "analysis.py":1125
 * 
 * 
 * def mode(data):             # <<<<<<<<<<<<<<
 * 
 *     table = _counts(data)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("analysis.mode", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_table);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1138
 * 
 * 
 * def _ss(data, c=None):             # <<<<<<<<<<<<<<
 * 
 *     if c is None:
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_68_ss(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_68_ss = {"_ss", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_68_ss, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_68_ss(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_data = 0;
  PyObject *__pyx_v_c = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("_ss (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_data,&__pyx_n_s_c,0};
    PyObject* values[2] = {0,0};
    values[1] = ((PyObject *)((PyObject *)Py_None));
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_data)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_c);
          if (value) { values[1] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "_ss") < 0)) __PYX_ERR(0, 1138, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_data = values[0];
    __pyx_v_c = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("_ss", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 1138, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis._ss", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_67_ss(__pyx_self, __pyx_v_data, __pyx_v_c);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}
static PyObject *__pyx_gb_8analysis_3_ss_2generator2(__pyx_CoroutineObject *__pyx_generator, CYTHON_UNUSED PyThreadState *__pyx_tstate, PyObject *__pyx_sent_value); /* proto */

/* "analysis.py":1142
 *     if c is None:
 *         c = mean(data)
 *     T, total, count = _sum((x - c)**2 for x in data)             # <<<<<<<<<<<<<<
 * 
 *     U, total2, count2 = _sum((x - c) for x in data)
 */

static PyObject *__pyx_pf_8analysis_3_ss_genexpr(PyObject *__pyx_self) {
  struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr *__pyx_cur_scope;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("genexpr", 0);
  __pyx_cur_scope = (struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr *)__pyx_tp_new_8analysis___pyx_scope_struct_4_genexpr(__pyx_ptype_8analysis___pyx_scope_struct_4_genexpr, __pyx_empty_tuple, NULL);
  if (unlikely(!__pyx_cur_scope)) {
    __pyx_cur_scope = ((struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr *)Py_None);
    __Pyx_INCREF(Py_None);
    __PYX_ERR(0, 1142, __pyx_L1_error)
  } else {
    __Pyx_GOTREF(__pyx_cur_scope);
  }
  __pyx_cur_scope->__pyx_outer_scope = (struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *) __pyx_self;
  __Pyx_INCREF(((PyObject *)__pyx_cur_scope->__pyx_outer_scope));
  __Pyx_GIVEREF(__pyx_cur_scope->__pyx_outer_scope);
  {
    __pyx_CoroutineObject *gen = __Pyx_Generator_New((__pyx_coroutine_body_t) __pyx_gb_8analysis_3_ss_2generator2, NULL, (PyObject *) __pyx_cur_scope, __pyx_n_s_genexpr, __pyx_n_s_ss_locals_genexpr, __pyx_n_s_analysis); if (unlikely(!gen)) __PYX_ERR(0, 1142, __pyx_L1_error)
    __Pyx_DECREF(__pyx_cur_scope);
    __Pyx_RefNannyFinishContext();
    return (PyObject *) gen;
  }

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_AddTraceback("analysis._ss.genexpr", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __Pyx_DECREF(((PyObject *)__pyx_cur_scope));
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_gb_8analysis_3_ss_2generator2(__pyx_CoroutineObject *__pyx_generator, CYTHON_UNUSED PyThreadState *__pyx_tstate, PyObject *__pyx_sent_value) /* generator body */
{
  struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr *__pyx_cur_scope = ((struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr *)__pyx_generator->closure);
  PyObject *__pyx_r = NULL;
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *(*__pyx_t_3)(PyObject *);
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("genexpr", 0);
  switch (__pyx_generator->resume_label) {
    case 0: goto __pyx_L3_first_run;
    case 1: goto __pyx_L6_resume_from_yield;
    default: /* CPython raises the right error here */
    __Pyx_RefNannyFinishContext();
    return NULL;
  }
  __pyx_L3_first_run:;
  if (unlikely(!__pyx_sent_value)) __PYX_ERR(0, 1142, __pyx_L1_error)
  if (unlikely(!__pyx_cur_scope->__pyx_outer_scope->__pyx_v_data)) { __Pyx_RaiseClosureNameError("data"); __PYX_ERR(0, 1142, __pyx_L1_error) }
  if (likely(PyList_CheckExact(__pyx_cur_scope->__pyx_outer_scope->__pyx_v_data)) || PyTuple_CheckExact(__pyx_cur_scope->__pyx_outer_scope->__pyx_v_data)) {
    __pyx_t_1 = __pyx_cur_scope->__pyx_outer_scope->__pyx_v_data; __Pyx_INCREF(__pyx_t_1); __pyx_t_2 = 0;
    __pyx_t_3 = NULL;
  } else {
    __pyx_t_2 = -1; __pyx_t_1 = PyObject_GetIter(__pyx_cur_scope->__pyx_outer_scope->__pyx_v_data); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1142, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_3 = Py_TYPE(__pyx_t_1)->tp_iternext; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1142, __pyx_L1_error)
  }
  for (;;) {
    if (likely(!__pyx_t_3)) {
      if (likely(PyList_CheckExact(__pyx_t_1))) {
        if (__pyx_t_2 >= PyList_GET_SIZE(__pyx_t_1)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_4 = PyList_GET_ITEM(__pyx_t_1, __pyx_t_2); __Pyx_INCREF(__pyx_t_4); __pyx_t_2++; if (unlikely(0 < 0)) __PYX_ERR(0, 1142, __pyx_L1_error)
        #else
        __pyx_t_4 = PySequence_ITEM(__pyx_t_1, __pyx_t_2); __pyx_t_2++; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1142, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_4);
        #endif
      } else {
        if (__pyx_t_2 >= PyTuple_GET_SIZE(__pyx_t_1)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_4 = PyTuple_GET_ITEM(__pyx_t_1, __pyx_t_2); __Pyx_INCREF(__pyx_t_4); __pyx_t_2++; if (unlikely(0 < 0)) __PYX_ERR(0, 1142, __pyx_L1_error)
        #else
        __pyx_t_4 = PySequence_ITEM(__pyx_t_1, __pyx_t_2); __pyx_t_2++; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1142, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_4);
        #endif
      }
    } else {
      __pyx_t_4 = __pyx_t_3(__pyx_t_1);
      if (unlikely(!__pyx_t_4)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 1142, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_4);
    }
    __Pyx_XGOTREF(__pyx_cur_scope->__pyx_v_x);
    __Pyx_XDECREF_SET(__pyx_cur_scope->__pyx_v_x, __pyx_t_4);
    __Pyx_GIVEREF(__pyx_t_4);
    __pyx_t_4 = 0;
    if (unlikely(!__pyx_cur_scope->__pyx_outer_scope->__pyx_v_c)) { __Pyx_RaiseClosureNameError("c"); __PYX_ERR(0, 1142, __pyx_L1_error) }
    __pyx_t_4 = PyNumber_Subtract(__pyx_cur_scope->__pyx_v_x, __pyx_cur_scope->__pyx_outer_scope->__pyx_v_c); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1142, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_5 = PyNumber_Power(__pyx_t_4, __pyx_int_2, Py_None); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1142, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_r = __pyx_t_5;
    __pyx_t_5 = 0;
    __Pyx_XGIVEREF(__pyx_t_1);
    __pyx_cur_scope->__pyx_t_0 = __pyx_t_1;
    __pyx_cur_scope->__pyx_t_1 = __pyx_t_2;
    __pyx_cur_scope->__pyx_t_2 = __pyx_t_3;
    __Pyx_XGIVEREF(__pyx_r);
    __Pyx_RefNannyFinishContext();
    __Pyx_Coroutine_ResetAndClearException(__pyx_generator);
    /* return from generator, yielding value */
    __pyx_generator->resume_label = 1;
    return __pyx_r;
    __pyx_L6_resume_from_yield:;
    __pyx_t_1 = __pyx_cur_scope->__pyx_t_0;
    __pyx_cur_scope->__pyx_t_0 = 0;
    __Pyx_XGOTREF(__pyx_t_1);
    __pyx_t_2 = __pyx_cur_scope->__pyx_t_1;
    __pyx_t_3 = __pyx_cur_scope->__pyx_t_2;
    if (unlikely(!__pyx_sent_value)) __PYX_ERR(0, 1142, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  CYTHON_MAYBE_UNUSED_VAR(__pyx_cur_scope);

  /* function exit code */
  PyErr_SetNone(PyExc_StopIteration);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("genexpr", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_r); __pyx_r = 0;
  #if !CYTHON_USE_EXC_INFO_STACK
  __Pyx_Coroutine_ResetAndClearException(__pyx_generator);
  #endif
  __pyx_generator->resume_label = -1;
  __Pyx_Coroutine_clear((PyObject*)__pyx_generator);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}
static PyObject *__pyx_gb_8analysis_3_ss_5generator3(__pyx_CoroutineObject *__pyx_generator, CYTHON_UNUSED PyThreadState *__pyx_tstate, PyObject *__pyx_sent_value); /* proto */

/* "analysis.py":1144
 *     T, total, count = _sum((x - c)**2 for x in data)
 * 
 *     U, total2, count2 = _sum((x - c) for x in data)             # <<<<<<<<<<<<<<
 *     assert T == U and count == count2
 *     total -= total2**2 / len(data)
 */

static PyObject *__pyx_pf_8analysis_3_ss_3genexpr(PyObject *__pyx_self) {
  struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr *__pyx_cur_scope;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("genexpr", 0);
  __pyx_cur_scope = (struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr *)__pyx_tp_new_8analysis___pyx_scope_struct_5_genexpr(__pyx_ptype_8analysis___pyx_scope_struct_5_genexpr, __pyx_empty_tuple, NULL);
  if (unlikely(!__pyx_cur_scope)) {
    __pyx_cur_scope = ((struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr *)Py_None);
    __Pyx_INCREF(Py_None);
    __PYX_ERR(0, 1144, __pyx_L1_error)
  } else {
    __Pyx_GOTREF(__pyx_cur_scope);
  }
  __pyx_cur_scope->__pyx_outer_scope = (struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *) __pyx_self;
  __Pyx_INCREF(((PyObject *)__pyx_cur_scope->__pyx_outer_scope));
  __Pyx_GIVEREF(__pyx_cur_scope->__pyx_outer_scope);
  {
    __pyx_CoroutineObject *gen = __Pyx_Generator_New((__pyx_coroutine_body_t) __pyx_gb_8analysis_3_ss_5generator3, NULL, (PyObject *) __pyx_cur_scope, __pyx_n_s_genexpr, __pyx_n_s_ss_locals_genexpr, __pyx_n_s_analysis); if (unlikely(!gen)) __PYX_ERR(0, 1144, __pyx_L1_error)
    __Pyx_DECREF(__pyx_cur_scope);
    __Pyx_RefNannyFinishContext();
    return (PyObject *) gen;
  }

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_AddTraceback("analysis._ss.genexpr", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __Pyx_DECREF(((PyObject *)__pyx_cur_scope));
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_gb_8analysis_3_ss_5generator3(__pyx_CoroutineObject *__pyx_generator, CYTHON_UNUSED PyThreadState *__pyx_tstate, PyObject *__pyx_sent_value) /* generator body */
{
  struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr *__pyx_cur_scope = ((struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr *)__pyx_generator->closure);
  PyObject *__pyx_r = NULL;
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *(*__pyx_t_3)(PyObject *);
  PyObject *__pyx_t_4 = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("genexpr", 0);
  switch (__pyx_generator->resume_label) {
    case 0: goto __pyx_L3_first_run;
    case 1: goto __pyx_L6_resume_from_yield;
    default: /* CPython raises the right error here */
    __Pyx_RefNannyFinishContext();
    return NULL;
  }
  __pyx_L3_first_run:;
  if (unlikely(!__pyx_sent_value)) __PYX_ERR(0, 1144, __pyx_L1_error)
  if (unlikely(!__pyx_cur_scope->__pyx_outer_scope->__pyx_v_data)) { __Pyx_RaiseClosureNameError("data"); __PYX_ERR(0, 1144, __pyx_L1_error) }
  if (likely(PyList_CheckExact(__pyx_cur_scope->__pyx_outer_scope->__pyx_v_data)) || PyTuple_CheckExact(__pyx_cur_scope->__pyx_outer_scope->__pyx_v_data)) {
    __pyx_t_1 = __pyx_cur_scope->__pyx_outer_scope->__pyx_v_data; __Pyx_INCREF(__pyx_t_1); __pyx_t_2 = 0;
    __pyx_t_3 = NULL;
  } else {
    __pyx_t_2 = -1; __pyx_t_1 = PyObject_GetIter(__pyx_cur_scope->__pyx_outer_scope->__pyx_v_data); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1144, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_3 = Py_TYPE(__pyx_t_1)->tp_iternext; if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1144, __pyx_L1_error)
  }
  for (;;) {
    if (likely(!__pyx_t_3)) {
      if (likely(PyList_CheckExact(__pyx_t_1))) {
        if (__pyx_t_2 >= PyList_GET_SIZE(__pyx_t_1)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_4 = PyList_GET_ITEM(__pyx_t_1, __pyx_t_2); __Pyx_INCREF(__pyx_t_4); __pyx_t_2++; if (unlikely(0 < 0)) __PYX_ERR(0, 1144, __pyx_L1_error)
        #else
        __pyx_t_4 = PySequence_ITEM(__pyx_t_1, __pyx_t_2); __pyx_t_2++; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1144, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_4);
        #endif
      } else {
        if (__pyx_t_2 >= PyTuple_GET_SIZE(__pyx_t_1)) break;
        #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
        __pyx_t_4 = PyTuple_GET_ITEM(__pyx_t_1, __pyx_t_2); __Pyx_INCREF(__pyx_t_4); __pyx_t_2++; if (unlikely(0 < 0)) __PYX_ERR(0, 1144, __pyx_L1_error)
        #else
        __pyx_t_4 = PySequence_ITEM(__pyx_t_1, __pyx_t_2); __pyx_t_2++; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1144, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_4);
        #endif
      }
    } else {
      __pyx_t_4 = __pyx_t_3(__pyx_t_1);
      if (unlikely(!__pyx_t_4)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(0, 1144, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_4);
    }
    __Pyx_XGOTREF(__pyx_cur_scope->__pyx_v_x);
    __Pyx_XDECREF_SET(__pyx_cur_scope->__pyx_v_x, __pyx_t_4);
    __Pyx_GIVEREF(__pyx_t_4);
    __pyx_t_4 = 0;
    if (unlikely(!__pyx_cur_scope->__pyx_outer_scope->__pyx_v_c)) { __Pyx_RaiseClosureNameError("c"); __PYX_ERR(0, 1144, __pyx_L1_error) }
    __pyx_t_4 = PyNumber_Subtract(__pyx_cur_scope->__pyx_v_x, __pyx_cur_scope->__pyx_outer_scope->__pyx_v_c); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1144, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_r = __pyx_t_4;
    __pyx_t_4 = 0;
    __Pyx_XGIVEREF(__pyx_t_1);
    __pyx_cur_scope->__pyx_t_0 = __pyx_t_1;
    __pyx_cur_scope->__pyx_t_1 = __pyx_t_2;
    __pyx_cur_scope->__pyx_t_2 = __pyx_t_3;
    __Pyx_XGIVEREF(__pyx_r);
    __Pyx_RefNannyFinishContext();
    __Pyx_Coroutine_ResetAndClearException(__pyx_generator);
    /* return from generator, yielding value */
    __pyx_generator->resume_label = 1;
    return __pyx_r;
    __pyx_L6_resume_from_yield:;
    __pyx_t_1 = __pyx_cur_scope->__pyx_t_0;
    __pyx_cur_scope->__pyx_t_0 = 0;
    __Pyx_XGOTREF(__pyx_t_1);
    __pyx_t_2 = __pyx_cur_scope->__pyx_t_1;
    __pyx_t_3 = __pyx_cur_scope->__pyx_t_2;
    if (unlikely(!__pyx_sent_value)) __PYX_ERR(0, 1144, __pyx_L1_error)
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  CYTHON_MAYBE_UNUSED_VAR(__pyx_cur_scope);

  /* function exit code */
  PyErr_SetNone(PyExc_StopIteration);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_AddTraceback("genexpr", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_r); __pyx_r = 0;
  #if !CYTHON_USE_EXC_INFO_STACK
  __Pyx_Coroutine_ResetAndClearException(__pyx_generator);
  #endif
  __pyx_generator->resume_label = -1;
  __Pyx_Coroutine_clear((PyObject*)__pyx_generator);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1138
 * 
 * 
 * def _ss(data, c=None):             # <<<<<<<<<<<<<<
 * 
 *     if c is None:
 */

static PyObject *__pyx_pf_8analysis_67_ss(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_c) {
  struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *__pyx_cur_scope;
  PyObject *__pyx_v_T = NULL;
  PyObject *__pyx_v_total = NULL;
  PyObject *__pyx_v_count = NULL;
  PyObject *__pyx_v_U = NULL;
  PyObject *__pyx_v_total2 = NULL;
  PyObject *__pyx_v_count2 = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *(*__pyx_t_8)(PyObject *);
  Py_ssize_t __pyx_t_9;
  __Pyx_RefNannySetupContext("_ss", 0);
  __pyx_cur_scope = (struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *)__pyx_tp_new_8analysis___pyx_scope_struct_3__ss(__pyx_ptype_8analysis___pyx_scope_struct_3__ss, __pyx_empty_tuple, NULL);
  if (unlikely(!__pyx_cur_scope)) {
    __pyx_cur_scope = ((struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *)Py_None);
    __Pyx_INCREF(Py_None);
    __PYX_ERR(0, 1138, __pyx_L1_error)
  } else {
    __Pyx_GOTREF(__pyx_cur_scope);
  }
  __pyx_cur_scope->__pyx_v_data = __pyx_v_data;
  __Pyx_INCREF(__pyx_cur_scope->__pyx_v_data);
  __Pyx_GIVEREF(__pyx_cur_scope->__pyx_v_data);
  __pyx_cur_scope->__pyx_v_c = __pyx_v_c;
  __Pyx_INCREF(__pyx_cur_scope->__pyx_v_c);
  __Pyx_GIVEREF(__pyx_cur_scope->__pyx_v_c);

  /* "analysis.py":1140
 * def _ss(data, c=None):
 * 
 *     if c is None:             # <<<<<<<<<<<<<<
 *         c = mean(data)
 *     T, total, count = _sum((x - c)**2 for x in data)
 */
  __pyx_t_1 = (__pyx_cur_scope->__pyx_v_c == Py_None);
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "analysis.py":1141
 * 
 *     if c is None:
 *         c = mean(data)             # <<<<<<<<<<<<<<
 *     T, total, count = _sum((x - c)**2 for x in data)
 * 
 */
    __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_mean); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1141, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_5 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_4))) {
      __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_4);
      if (likely(__pyx_t_5)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
        __Pyx_INCREF(__pyx_t_5);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_4, function);
      }
    }
    __pyx_t_3 = (__pyx_t_5) ? __Pyx_PyObject_Call2Args(__pyx_t_4, __pyx_t_5, __pyx_cur_scope->__pyx_v_data) : __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_cur_scope->__pyx_v_data);
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
    if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1141, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_GOTREF(__pyx_cur_scope->__pyx_v_c);
    __Pyx_DECREF_SET(__pyx_cur_scope->__pyx_v_c, __pyx_t_3);
    __Pyx_GIVEREF(__pyx_t_3);
    __pyx_t_3 = 0;

    /* "analysis.py":1140
 * def _ss(data, c=None):
 * 
 *     if c is None:             # <<<<<<<<<<<<<<
 *         c = mean(data)
 *     T, total, count = _sum((x - c)**2 for x in data)
 */
  }

  /* "analysis.py":1142
 *     if c is None:
 *         c = mean(data)
 *     T, total, count = _sum((x - c)**2 for x in data)             # <<<<<<<<<<<<<<
 * 
 *     U, total2, count2 = _sum((x - c) for x in data)
 */
  __Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_sum_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1142, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __pyx_pf_8analysis_3_ss_genexpr(((PyObject*)__pyx_cur_scope)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1142, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_6)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  __pyx_t_3 = (__pyx_t_6) ? __Pyx_PyObject_Call2Args(__pyx_t_4, __pyx_t_6, __pyx_t_5) : __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1142, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  if ((likely(PyTuple_CheckExact(__pyx_t_3))) || (PyList_CheckExact(__pyx_t_3))) {
    PyObject* sequence = __pyx_t_3;
    Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
    if (unlikely(size != 3)) {
      if (size > 3) __Pyx_RaiseTooManyValuesError(3);
      else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
      __PYX_ERR(0, 1142, __pyx_L1_error)
    }
    #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    if (likely(PyTuple_CheckExact(sequence))) {
      __pyx_t_4 = PyTuple_GET_ITEM(sequence, 0); 
      __pyx_t_5 = PyTuple_GET_ITEM(sequence, 1); 
      __pyx_t_6 = PyTuple_GET_ITEM(sequence, 2); 
    } else {
      __pyx_t_4 = PyList_GET_ITEM(sequence, 0); 
      __pyx_t_5 = PyList_GET_ITEM(sequence, 1); 
      __pyx_t_6 = PyList_GET_ITEM(sequence, 2); 
    }
    __Pyx_INCREF(__pyx_t_4);
    __Pyx_INCREF(__pyx_t_5);
    __Pyx_INCREF(__pyx_t_6);
    #else
    __pyx_t_4 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1142, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_5 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1142, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_6 = PySequence_ITEM(sequence, 2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1142, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    #endif
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  } else {
    Py_ssize_t index = -1;
    __pyx_t_7 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 1142, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_8 = Py_TYPE(__pyx_t_7)->tp_iternext;
    index = 0; __pyx_t_4 = __pyx_t_8(__pyx_t_7); if (unlikely(!__pyx_t_4)) goto __pyx_L4_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_4);
    index = 1; __pyx_t_5 = __pyx_t_8(__pyx_t_7); if (unlikely(!__pyx_t_5)) goto __pyx_L4_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_5);
    index = 2; __pyx_t_6 = __pyx_t_8(__pyx_t_7); if (unlikely(!__pyx_t_6)) goto __pyx_L4_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_6);
    if (__Pyx_IternextUnpackEndCheck(__pyx_t_8(__pyx_t_7), 3) < 0) __PYX_ERR(0, 1142, __pyx_L1_error)
    __pyx_t_8 = NULL;
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    goto __pyx_L5_unpacking_done;
    __pyx_L4_unpacking_failed:;
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_8 = NULL;
    if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
    __PYX_ERR(0, 1142, __pyx_L1_error)
    __pyx_L5_unpacking_done:;
  }
  __pyx_v_T = __pyx_t_4;
  __pyx_t_4 = 0;
  __pyx_v_total = __pyx_t_5;
  __pyx_t_5 = 0;
  __pyx_v_count = __pyx_t_6;
  __pyx_t_6 = 0;

  /* "analysis.py":1144
 *     T, total, count = _sum((x - c)**2 for x in data)
 * 
 *     U, total2, count2 = _sum((x - c) for x in data)             # <<<<<<<<<<<<<<
 *     assert T == U and count == count2
 *     total -= total2**2 / len(data)
 */
  __Pyx_GetModuleGlobalName(__pyx_t_6, __pyx_n_s_sum_2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_5 = __pyx_pf_8analysis_3_ss_3genexpr(((PyObject*)__pyx_cur_scope)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_4 = NULL;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_6))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_6);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_6, function);
    }
  }
  __pyx_t_3 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_6, __pyx_t_4, __pyx_t_5) : __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_t_5);
  __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  if ((likely(PyTuple_CheckExact(__pyx_t_3))) || (PyList_CheckExact(__pyx_t_3))) {
    PyObject* sequence = __pyx_t_3;
    Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
    if (unlikely(size != 3)) {
      if (size > 3) __Pyx_RaiseTooManyValuesError(3);
      else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
      __PYX_ERR(0, 1144, __pyx_L1_error)
    }
    #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    if (likely(PyTuple_CheckExact(sequence))) {
      __pyx_t_6 = PyTuple_GET_ITEM(sequence, 0); 
      __pyx_t_5 = PyTuple_GET_ITEM(sequence, 1); 
      __pyx_t_4 = PyTuple_GET_ITEM(sequence, 2); 
    } else {
      __pyx_t_6 = PyList_GET_ITEM(sequence, 0); 
      __pyx_t_5 = PyList_GET_ITEM(sequence, 1); 
      __pyx_t_4 = PyList_GET_ITEM(sequence, 2); 
    }
    __Pyx_INCREF(__pyx_t_6);
    __Pyx_INCREF(__pyx_t_5);
    __Pyx_INCREF(__pyx_t_4);
    #else
    __pyx_t_6 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1144, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __pyx_t_5 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1144, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_4 = PySequence_ITEM(sequence, 2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1144, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    #endif
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  } else {
    Py_ssize_t index = -1;
    __pyx_t_7 = PyObject_GetIter(__pyx_t_3); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 1144, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_8 = Py_TYPE(__pyx_t_7)->tp_iternext;
    index = 0; __pyx_t_6 = __pyx_t_8(__pyx_t_7); if (unlikely(!__pyx_t_6)) goto __pyx_L6_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_6);
    index = 1; __pyx_t_5 = __pyx_t_8(__pyx_t_7); if (unlikely(!__pyx_t_5)) goto __pyx_L6_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_5);
    index = 2; __pyx_t_4 = __pyx_t_8(__pyx_t_7); if (unlikely(!__pyx_t_4)) goto __pyx_L6_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_4);
    if (__Pyx_IternextUnpackEndCheck(__pyx_t_8(__pyx_t_7), 3) < 0) __PYX_ERR(0, 1144, __pyx_L1_error)
    __pyx_t_8 = NULL;
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    goto __pyx_L7_unpacking_done;
    __pyx_L6_unpacking_failed:;
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_8 = NULL;
    if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
    __PYX_ERR(0, 1144, __pyx_L1_error)
    __pyx_L7_unpacking_done:;
  }
  __pyx_v_U = __pyx_t_6;
  __pyx_t_6 = 0;
  __pyx_v_total2 = __pyx_t_5;
  __pyx_t_5 = 0;
  __pyx_v_count2 = __pyx_t_4;
  __pyx_t_4 = 0;

  /* "analysis.py":1145
 * 
 *     U, total2, count2 = _sum((x - c) for x in data)
 *     assert T == U and count == count2             # <<<<<<<<<<<<<<
 *     total -= total2**2 / len(data)
 *     assert not total < 0, 'negative sum of square deviations: %f' % total
 */
  #ifndef CYTHON_WITHOUT_ASSERTIONS
  if (unlikely(!Py_OptimizeFlag)) {
    __pyx_t_3 = PyObject_RichCompare(__pyx_v_T, __pyx_v_U, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1145, __pyx_L1_error)
    __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 1145, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    if (__pyx_t_1) {
    } else {
      __pyx_t_2 = __pyx_t_1;
      goto __pyx_L8_bool_binop_done;
    }
    __pyx_t_3 = PyObject_RichCompare(__pyx_v_count, __pyx_v_count2, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1145, __pyx_L1_error)
    __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 1145, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_2 = __pyx_t_1;
    __pyx_L8_bool_binop_done:;
    if (unlikely(!__pyx_t_2)) {
      PyErr_SetNone(PyExc_AssertionError);
      __PYX_ERR(0, 1145, __pyx_L1_error)
    }
  }
  #endif

  /* "analysis.py":1146
 *     U, total2, count2 = _sum((x - c) for x in data)
 *     assert T == U and count == count2
 *     total -= total2**2 / len(data)             # <<<<<<<<<<<<<<
 *     assert not total < 0, 'negative sum of square deviations: %f' % total
 *     return (T, total)
 */
  __pyx_t_3 = PyNumber_Power(__pyx_v_total2, __pyx_int_2, Py_None); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1146, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = __pyx_cur_scope->__pyx_v_data;
  __Pyx_INCREF(__pyx_t_4);
  __pyx_t_9 = PyObject_Length(__pyx_t_4); if (unlikely(__pyx_t_9 == ((Py_ssize_t)-1))) __PYX_ERR(0, 1146, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = PyInt_FromSsize_t(__pyx_t_9); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1146, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyNumber_Divide(__pyx_t_3, __pyx_t_4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1146, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = PyNumber_InPlaceSubtract(__pyx_v_total, __pyx_t_5); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1146, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF_SET(__pyx_v_total, __pyx_t_4);
  __pyx_t_4 = 0;

  /* "analysis.py":1147
 *     assert T == U and count == count2
 *     total -= total2**2 / len(data)
 *     assert not total < 0, 'negative sum of square deviations: %f' % total             # <<<<<<<<<<<<<<
 *     return (T, total)
 * 
 */
  #ifndef CYTHON_WITHOUT_ASSERTIONS
  if (unlikely(!Py_OptimizeFlag)) {
    __pyx_t_4 = PyObject_RichCompare(__pyx_v_total, __pyx_int_0, Py_LT); __Pyx_XGOTREF(__pyx_t_4); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1147, __pyx_L1_error)
    __pyx_t_2 = __Pyx_PyObject_IsTrue(__pyx_t_4); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 1147, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    if (unlikely(!((!__pyx_t_2) != 0))) {
      __pyx_t_4 = __Pyx_PyString_FormatSafe(__pyx_kp_s_negative_sum_of_square_deviation, __pyx_v_total); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1147, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      PyErr_SetObject(PyExc_AssertionError, __pyx_t_4);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __PYX_ERR(0, 1147, __pyx_L1_error)
    }
  }
  #endif

  /* "analysis.py":1148
 *     total -= total2**2 / len(data)
 *     assert not total < 0, 'negative sum of square deviations: %f' % total
 *     return (T, total)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 1148, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_INCREF(__pyx_v_T);
  __Pyx_GIVEREF(__pyx_v_T);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_v_T);
  __Pyx_INCREF(__pyx_v_total);
  __Pyx_GIVEREF(__pyx_v_total);
  PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_v_total);
  __pyx_r = __pyx_t_4;
  __pyx_t_4 = 0;
  goto __pyx_L0;

  /* "analysis.py":1138
 * 
 * 
 * def _ss(data, c=None):             # <<<<<<<<<<<<<<
 * 
 *     if c is None:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_AddTraceback("analysis._ss", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_T);
  __Pyx_XDECREF(__pyx_v_total);
  __Pyx_XDECREF(__pyx_v_count);
  __Pyx_XDECREF(__pyx_v_U);
  __Pyx_XDECREF(__pyx_v_total2);
  __Pyx_XDECREF(__pyx_v_count2);
  __Pyx_DECREF(((PyObject *)__pyx_cur_scope));
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1151
 * 
 * 
 * def variance(data, xbar=None):             # <<<<<<<<<<<<<<
 * 
 *     if iter(data) is data:
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_70variance(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_70variance = {"variance", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_70variance, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_70variance(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_data = 0;
  PyObject *__pyx_v_xbar = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("variance (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_data,&__pyx_n_s_xbar,0};
    PyObject* values[2] = {0,0};
    values[1] = ((PyObject *)((PyObject *)Py_None));
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_data)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_xbar);
          if (value) { values[1] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "variance") < 0)) __PYX_ERR(0, 1151, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_data = values[0];
    __pyx_v_xbar = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("variance", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 1151, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.variance", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_69variance(__pyx_self, __pyx_v_data, __pyx_v_xbar);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_69variance(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_xbar) {
  PyObject *__pyx_v_n = NULL;
  PyObject *__pyx_v_T = NULL;
  PyObject *__pyx_v_ss = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  int __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  PyObject *(*__pyx_t_9)(PyObject *);
  PyObject *__pyx_t_10 = NULL;
  __Pyx_RefNannySetupContext("variance", 0);
  __Pyx_INCREF(__pyx_v_data);

  /* "analysis.py":1153
 * def variance(data, xbar=None):
 * 
 *     if iter(data) is data:             # <<<<<<<<<<<<<<
 *         data = list(data)
 *     n = len(data)
 */
  __pyx_t_1 = PyObject_GetIter(__pyx_v_data); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1153, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = (__pyx_t_1 == __pyx_v_data);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = (__pyx_t_2 != 0);
  if (__pyx_t_3) {

    /* "analysis.py":1154
 * 
 *     if iter(data) is data:
 *         data = list(data)             # <<<<<<<<<<<<<<
 *     n = len(data)
 *     if n < 2:
 */
    __pyx_t_1 = PySequence_List(__pyx_v_data); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1154, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF_SET(__pyx_v_data, __pyx_t_1);
    __pyx_t_1 = 0;

    /* "analysis.py":1153
 * def variance(data, xbar=None):
 * 
 *     if iter(data) is data:             # <<<<<<<<<<<<<<
 *         data = list(data)
 *     n = len(data)
 */
  }

  /* "analysis.py":1155
 *     if iter(data) is data:
 *         data = list(data)
 *     n = len(data)             # <<<<<<<<<<<<<<
 *     if n < 2:
 *         raise StatisticsError('variance requires at least two data points')
 */
  __pyx_t_4 = PyObject_Length(__pyx_v_data); if (unlikely(__pyx_t_4 == ((Py_ssize_t)-1))) __PYX_ERR(0, 1155, __pyx_L1_error)
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1155, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_n = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":1156
 *         data = list(data)
 *     n = len(data)
 *     if n < 2:             # <<<<<<<<<<<<<<
 *         raise StatisticsError('variance requires at least two data points')
 *     T, ss = _ss(data, xbar)
 */
  __pyx_t_1 = PyObject_RichCompare(__pyx_v_n, __pyx_int_2, Py_LT); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1156, __pyx_L1_error)
  __pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_3 < 0)) __PYX_ERR(0, 1156, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (unlikely(__pyx_t_3)) {

    /* "analysis.py":1157
 *     n = len(data)
 *     if n < 2:
 *         raise StatisticsError('variance requires at least two data points')             # <<<<<<<<<<<<<<
 *     T, ss = _ss(data, xbar)
 *     return _convert(ss / (n - 1), T)
 */
    __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_StatisticsError); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1157, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_6 = NULL;
    if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
      __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_5);
      if (likely(__pyx_t_6)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
        __Pyx_INCREF(__pyx_t_6);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_5, function);
      }
    }
    __pyx_t_1 = (__pyx_t_6) ? __Pyx_PyObject_Call2Args(__pyx_t_5, __pyx_t_6, __pyx_kp_s_variance_requires_at_least_two_d) : __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_kp_s_variance_requires_at_least_two_d);
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1157, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_Raise(__pyx_t_1, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __PYX_ERR(0, 1157, __pyx_L1_error)

    /* "analysis.py":1156
 *         data = list(data)
 *     n = len(data)
 *     if n < 2:             # <<<<<<<<<<<<<<
 *         raise StatisticsError('variance requires at least two data points')
 *     T, ss = _ss(data, xbar)
 */
  }

  /* "analysis.py":1158
 *     if n < 2:
 *         raise StatisticsError('variance requires at least two data points')
 *     T, ss = _ss(data, xbar)             # <<<<<<<<<<<<<<
 *     return _convert(ss / (n - 1), T)
 * 
 */
  __Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_ss); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1158, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = NULL;
  __pyx_t_7 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
    __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_5);
    if (likely(__pyx_t_6)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_5, function);
      __pyx_t_7 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_5)) {
    PyObject *__pyx_temp[3] = {__pyx_t_6, __pyx_v_data, __pyx_v_xbar};
    __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_7, 2+__pyx_t_7); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1158, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_5)) {
    PyObject *__pyx_temp[3] = {__pyx_t_6, __pyx_v_data, __pyx_v_xbar};
    __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_7, 2+__pyx_t_7); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1158, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  {
    __pyx_t_8 = PyTuple_New(2+__pyx_t_7); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 1158, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    if (__pyx_t_6) {
      __Pyx_GIVEREF(__pyx_t_6); PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_t_6); __pyx_t_6 = NULL;
    }
    __Pyx_INCREF(__pyx_v_data);
    __Pyx_GIVEREF(__pyx_v_data);
    PyTuple_SET_ITEM(__pyx_t_8, 0+__pyx_t_7, __pyx_v_data);
    __Pyx_INCREF(__pyx_v_xbar);
    __Pyx_GIVEREF(__pyx_v_xbar);
    PyTuple_SET_ITEM(__pyx_t_8, 1+__pyx_t_7, __pyx_v_xbar);
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_8, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1158, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  }
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if ((likely(PyTuple_CheckExact(__pyx_t_1))) || (PyList_CheckExact(__pyx_t_1))) {
    PyObject* sequence = __pyx_t_1;
    Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
    if (unlikely(size != 2)) {
      if (size > 2) __Pyx_RaiseTooManyValuesError(2);
      else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
      __PYX_ERR(0, 1158, __pyx_L1_error)
    }
    #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    if (likely(PyTuple_CheckExact(sequence))) {
      __pyx_t_5 = PyTuple_GET_ITEM(sequence, 0); 
      __pyx_t_8 = PyTuple_GET_ITEM(sequence, 1); 
    } else {
      __pyx_t_5 = PyList_GET_ITEM(sequence, 0); 
      __pyx_t_8 = PyList_GET_ITEM(sequence, 1); 
    }
    __Pyx_INCREF(__pyx_t_5);
    __Pyx_INCREF(__pyx_t_8);
    #else
    __pyx_t_5 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1158, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_8 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 1158, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    #endif
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  } else {
    Py_ssize_t index = -1;
    __pyx_t_6 = PyObject_GetIter(__pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1158, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_9 = Py_TYPE(__pyx_t_6)->tp_iternext;
    index = 0; __pyx_t_5 = __pyx_t_9(__pyx_t_6); if (unlikely(!__pyx_t_5)) goto __pyx_L5_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_5);
    index = 1; __pyx_t_8 = __pyx_t_9(__pyx_t_6); if (unlikely(!__pyx_t_8)) goto __pyx_L5_unpacking_failed;
    __Pyx_GOTREF(__pyx_t_8);
    if (__Pyx_IternextUnpackEndCheck(__pyx_t_9(__pyx_t_6), 2) < 0) __PYX_ERR(0, 1158, __pyx_L1_error)
    __pyx_t_9 = NULL;
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    goto __pyx_L6_unpacking_done;
    __pyx_L5_unpacking_failed:;
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __pyx_t_9 = NULL;
    if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
    __PYX_ERR(0, 1158, __pyx_L1_error)
    __pyx_L6_unpacking_done:;
  }
  __pyx_v_T = __pyx_t_5;
  __pyx_t_5 = 0;
  __pyx_v_ss = __pyx_t_8;
  __pyx_t_8 = 0;

  /* "analysis.py":1159
 *         raise StatisticsError('variance requires at least two data points')
 *     T, ss = _ss(data, xbar)
 *     return _convert(ss / (n - 1), T)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_GetModuleGlobalName(__pyx_t_8, __pyx_n_s_convert); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 1159, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_8);
  __pyx_t_5 = __Pyx_PyInt_SubtractObjC(__pyx_v_n, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1159, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyNumber_Divide(__pyx_v_ss, __pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 1159, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = NULL;
  __pyx_t_7 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_8))) {
    __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_8);
    if (likely(__pyx_t_5)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_8);
      __Pyx_INCREF(__pyx_t_5);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_8, function);
      __pyx_t_7 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_8)) {
    PyObject *__pyx_temp[3] = {__pyx_t_5, __pyx_t_6, __pyx_v_T};
    __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_7, 2+__pyx_t_7); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1159, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_8)) {
    PyObject *__pyx_temp[3] = {__pyx_t_5, __pyx_t_6, __pyx_v_T};
    __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_8, __pyx_temp+1-__pyx_t_7, 2+__pyx_t_7); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1159, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  } else
  #endif
  {
    __pyx_t_10 = PyTuple_New(2+__pyx_t_7); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 1159, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_10);
    if (__pyx_t_5) {
      __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_t_5); __pyx_t_5 = NULL;
    }
    __Pyx_GIVEREF(__pyx_t_6);
    PyTuple_SET_ITEM(__pyx_t_10, 0+__pyx_t_7, __pyx_t_6);
    __Pyx_INCREF(__pyx_v_T);
    __Pyx_GIVEREF(__pyx_v_T);
    PyTuple_SET_ITEM(__pyx_t_10, 1+__pyx_t_7, __pyx_v_T);
    __pyx_t_6 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_8, __pyx_t_10, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1159, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
  }
  __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "analysis.py":1151
 * 
 * 
 * def variance(data, xbar=None):             # <<<<<<<<<<<<<<
 * 
 *     if iter(data) is data:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_AddTraceback("analysis.variance", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_n);
  __Pyx_XDECREF(__pyx_v_T);
  __Pyx_XDECREF(__pyx_v_ss);
  __Pyx_XDECREF(__pyx_v_data);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "analysis.py":1162
 * 
 * 
 * def stdev(data, xbar=None):             # <<<<<<<<<<<<<<
 * 
 *     var = variance(data, xbar)
 */

/* Python wrapper */
static PyObject *__pyx_pw_8analysis_72stdev(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_8analysis_72stdev = {"stdev", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_8analysis_72stdev, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_8analysis_72stdev(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_data = 0;
  PyObject *__pyx_v_xbar = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("stdev (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_data,&__pyx_n_s_xbar,0};
    PyObject* values[2] = {0,0};
    values[1] = ((PyObject *)((PyObject *)Py_None));
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        CYTHON_FALLTHROUGH;
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_data)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        CYTHON_FALLTHROUGH;
        case  1:
        if (kw_args > 0) {
          PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_xbar);
          if (value) { values[1] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "stdev") < 0)) __PYX_ERR(0, 1162, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        CYTHON_FALLTHROUGH;
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_data = values[0];
    __pyx_v_xbar = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("stdev", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 1162, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("analysis.stdev", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_8analysis_71stdev(__pyx_self, __pyx_v_data, __pyx_v_xbar);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_8analysis_71stdev(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_data, PyObject *__pyx_v_xbar) {
  PyObject *__pyx_v_var = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  __Pyx_RefNannySetupContext("stdev", 0);

  /* "analysis.py":1164
 * def stdev(data, xbar=None):
 * 
 *     var = variance(data, xbar)             # <<<<<<<<<<<<<<
 *     try:
 *         return var.sqrt()
 */
  __Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_variance); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1164, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = NULL;
  __pyx_t_4 = 0;
  if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
      __pyx_t_4 = 1;
    }
  }
  #if CYTHON_FAST_PYCALL
  if (PyFunction_Check(__pyx_t_2)) {
    PyObject *__pyx_temp[3] = {__pyx_t_3, __pyx_v_data, __pyx_v_xbar};
    __pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1164, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  #if CYTHON_FAST_PYCCALL
  if (__Pyx_PyFastCFunction_Check(__pyx_t_2)) {
    PyObject *__pyx_temp[3] = {__pyx_t_3, __pyx_v_data, __pyx_v_xbar};
    __pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1164, __pyx_L1_error)
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else
  #endif
  {
    __pyx_t_5 = PyTuple_New(2+__pyx_t_4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 1164, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    if (__pyx_t_3) {
      __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3); __pyx_t_3 = NULL;
    }
    __Pyx_INCREF(__pyx_v_data);
    __Pyx_GIVEREF(__pyx_v_data);
    PyTuple_SET_ITEM(__pyx_t_5, 0+__pyx_t_4, __pyx_v_data);
    __Pyx_INCREF(__pyx_v_xbar);
    __Pyx_GIVEREF(__pyx_v_xbar);
    PyTuple_SET_ITEM(__pyx_t_5, 1+__pyx_t_4, __pyx_v_xbar);
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_5, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1164, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_v_var = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "analysis.py":1165
 * 
 *     var = variance(data, xbar)
 *     try:             # <<<<<<<<<<<<<<
 *         return var.sqrt()
 *     except AttributeError:
 */
  {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ExceptionSave(&__pyx_t_6, &__pyx_t_7, &__pyx_t_8);
    __Pyx_XGOTREF(__pyx_t_6);
    __Pyx_XGOTREF(__pyx_t_7);
    __Pyx_XGOTREF(__pyx_t_8);
    /*try:*/ {

      /* "analysis.py":1166
 *     var = variance(data, xbar)
 *     try:
 *         return var.sqrt()             # <<<<<<<<<<<<<<
 *     except AttributeError:
 *         return math.sqrt(var)
 */
      __Pyx_XDECREF(__pyx_r);
      __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_var, __pyx_n_s_sqrt); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1166, __pyx_L3_error)
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_5 = NULL;
      if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_2))) {
        __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_2);
        if (likely(__pyx_t_5)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
          __Pyx_INCREF(__pyx_t_5);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_2, function);
        }
      }
      __pyx_t_1 = (__pyx_t_5) ? __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_5) : __Pyx_PyObject_CallNoArg(__pyx_t_2);
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 1166, __pyx_L3_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __pyx_r = __pyx_t_1;
      __pyx_t_1 = 0;
      goto __pyx_L7_try_return;

      /* "analysis.py":1165
 * 
 *     var = variance(data, xbar)
 *     try:             # <<<<<<<<<<<<<<
 *         return var.sqrt()
 *     except AttributeError:
 */
    }
    __pyx_L3_error:;
    __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;

    /* "analysis.py":1167
 *     try:
 *         return var.sqrt()
 *     except AttributeError:             # <<<<<<<<<<<<<<
 *         return math.sqrt(var)
 */
    __pyx_t_4 = __Pyx_PyErr_ExceptionMatches(__pyx_builtin_AttributeError);
    if (__pyx_t_4) {
      __Pyx_AddTraceback("analysis.stdev", __pyx_clineno, __pyx_lineno, __pyx_filename);
      if (__Pyx_GetException(&__pyx_t_1, &__pyx_t_2, &__pyx_t_5) < 0) __PYX_ERR(0, 1167, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_GOTREF(__pyx_t_5);

      /* "analysis.py":1168
 *         return var.sqrt()
 *     except AttributeError:
 *         return math.sqrt(var)             # <<<<<<<<<<<<<<
 */
      __Pyx_XDECREF(__pyx_r);
      __Pyx_GetModuleGlobalName(__pyx_t_9, __pyx_n_s_math); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 1168, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_10 = __Pyx_PyObject_GetAttrStr(__pyx_t_9, __pyx_n_s_sqrt); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 1168, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_10);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_t_9 = NULL;
      if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_10))) {
        __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_10);
        if (likely(__pyx_t_9)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_10);
          __Pyx_INCREF(__pyx_t_9);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_10, function);
        }
      }
      __pyx_t_3 = (__pyx_t_9) ? __Pyx_PyObject_Call2Args(__pyx_t_10, __pyx_t_9, __pyx_v_var) : __Pyx_PyObject_CallOneArg(__pyx_t_10, __pyx_v_var);
      __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
      if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 1168, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
      __pyx_r = __pyx_t_3;
      __pyx_t_3 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      goto __pyx_L6_except_return;
    }
    goto __pyx_L5_except_error;
    __pyx_L5_except_error:;

    /* "analysis.py":1165
 * 
 *     var = variance(data, xbar)
 *     try:             # <<<<<<<<<<<<<<
 *         return var.sqrt()
 *     except AttributeError:
 */
    __Pyx_XGIVEREF(__pyx_t_6);
    __Pyx_XGIVEREF(__pyx_t_7);
    __Pyx_XGIVEREF(__pyx_t_8);
    __Pyx_ExceptionReset(__pyx_t_6, __pyx_t_7, __pyx_t_8);
    goto __pyx_L1_error;
    __pyx_L7_try_return:;
    __Pyx_XGIVEREF(__pyx_t_6);
    __Pyx_XGIVEREF(__pyx_t_7);
    __Pyx_XGIVEREF(__pyx_t_8);
    __Pyx_ExceptionReset(__pyx_t_6, __pyx_t_7, __pyx_t_8);
    goto __pyx_L0;
    __pyx_L6_except_return:;
    __Pyx_XGIVEREF(__pyx_t_6);
    __Pyx_XGIVEREF(__pyx_t_7);
    __Pyx_XGIVEREF(__pyx_t_8);
    __Pyx_ExceptionReset(__pyx_t_6, __pyx_t_7, __pyx_t_8);
    goto __pyx_L0;
  }

  /* "analysis.py":1162
 * 
 * 
 * def stdev(data, xbar=None):             # <<<<<<<<<<<<<<
 * 
 *     var = variance(data, xbar)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_AddTraceback("analysis.stdev", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_var);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static struct __pyx_obj_8analysis___pyx_scope_struct___sum *__pyx_freelist_8analysis___pyx_scope_struct___sum[8];
static int __pyx_freecount_8analysis___pyx_scope_struct___sum = 0;

static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct___sum(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  PyObject *o;
  if (CYTHON_COMPILING_IN_CPYTHON && likely((__pyx_freecount_8analysis___pyx_scope_struct___sum > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct___sum)))) {
    o = (PyObject*)__pyx_freelist_8analysis___pyx_scope_struct___sum[--__pyx_freecount_8analysis___pyx_scope_struct___sum];
    memset(o, 0, sizeof(struct __pyx_obj_8analysis___pyx_scope_struct___sum));
    (void) PyObject_INIT(o, t);
    PyObject_GC_Track(o);
  } else {
    o = (*t->tp_alloc)(t, 0);
    if (unlikely(!o)) return 0;
  }
  return o;
}

static void __pyx_tp_dealloc_8analysis___pyx_scope_struct___sum(PyObject *o) {
  struct __pyx_obj_8analysis___pyx_scope_struct___sum *p = (struct __pyx_obj_8analysis___pyx_scope_struct___sum *)o;
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->__pyx_v_partials);
  if (CYTHON_COMPILING_IN_CPYTHON && ((__pyx_freecount_8analysis___pyx_scope_struct___sum < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct___sum)))) {
    __pyx_freelist_8analysis___pyx_scope_struct___sum[__pyx_freecount_8analysis___pyx_scope_struct___sum++] = ((struct __pyx_obj_8analysis___pyx_scope_struct___sum *)o);
  } else {
    (*Py_TYPE(o)->tp_free)(o);
  }
}

static int __pyx_tp_traverse_8analysis___pyx_scope_struct___sum(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_8analysis___pyx_scope_struct___sum *p = (struct __pyx_obj_8analysis___pyx_scope_struct___sum *)o;
  if (p->__pyx_v_partials) {
    e = (*v)(p->__pyx_v_partials, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_8analysis___pyx_scope_struct___sum(PyObject *o) {
  PyObject* tmp;
  struct __pyx_obj_8analysis___pyx_scope_struct___sum *p = (struct __pyx_obj_8analysis___pyx_scope_struct___sum *)o;
  tmp = ((PyObject*)p->__pyx_v_partials);
  p->__pyx_v_partials = ((PyObject*)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyTypeObject __pyx_type_8analysis___pyx_scope_struct___sum = {
  PyVarObject_HEAD_INIT(0, 0)
  "analysis.__pyx_scope_struct___sum", /*tp_name*/
  sizeof(struct __pyx_obj_8analysis___pyx_scope_struct___sum), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_8analysis___pyx_scope_struct___sum, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_8analysis___pyx_scope_struct___sum, /*tp_traverse*/
  __pyx_tp_clear_8analysis___pyx_scope_struct___sum, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  0, /*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_8analysis___pyx_scope_struct___sum, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr *__pyx_freelist_8analysis___pyx_scope_struct_1_genexpr[8];
static int __pyx_freecount_8analysis___pyx_scope_struct_1_genexpr = 0;

static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct_1_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  PyObject *o;
  if (CYTHON_COMPILING_IN_CPYTHON && likely((__pyx_freecount_8analysis___pyx_scope_struct_1_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr)))) {
    o = (PyObject*)__pyx_freelist_8analysis___pyx_scope_struct_1_genexpr[--__pyx_freecount_8analysis___pyx_scope_struct_1_genexpr];
    memset(o, 0, sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr));
    (void) PyObject_INIT(o, t);
    PyObject_GC_Track(o);
  } else {
    o = (*t->tp_alloc)(t, 0);
    if (unlikely(!o)) return 0;
  }
  return o;
}

static void __pyx_tp_dealloc_8analysis___pyx_scope_struct_1_genexpr(PyObject *o) {
  struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr *p = (struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr *)o;
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->__pyx_outer_scope);
  Py_CLEAR(p->__pyx_v_d);
  Py_CLEAR(p->__pyx_v_n);
  Py_CLEAR(p->__pyx_t_0);
  if (CYTHON_COMPILING_IN_CPYTHON && ((__pyx_freecount_8analysis___pyx_scope_struct_1_genexpr < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr)))) {
    __pyx_freelist_8analysis___pyx_scope_struct_1_genexpr[__pyx_freecount_8analysis___pyx_scope_struct_1_genexpr++] = ((struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr *)o);
  } else {
    (*Py_TYPE(o)->tp_free)(o);
  }
}

static int __pyx_tp_traverse_8analysis___pyx_scope_struct_1_genexpr(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr *p = (struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr *)o;
  if (p->__pyx_outer_scope) {
    e = (*v)(((PyObject *)p->__pyx_outer_scope), a); if (e) return e;
  }
  if (p->__pyx_v_d) {
    e = (*v)(p->__pyx_v_d, a); if (e) return e;
  }
  if (p->__pyx_v_n) {
    e = (*v)(p->__pyx_v_n, a); if (e) return e;
  }
  if (p->__pyx_t_0) {
    e = (*v)(p->__pyx_t_0, a); if (e) return e;
  }
  return 0;
}

static PyTypeObject __pyx_type_8analysis___pyx_scope_struct_1_genexpr = {
  PyVarObject_HEAD_INIT(0, 0)
  "analysis.__pyx_scope_struct_1_genexpr", /*tp_name*/
  sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_1_genexpr), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_8analysis___pyx_scope_struct_1_genexpr, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_8analysis___pyx_scope_struct_1_genexpr, /*tp_traverse*/
  0, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  0, /*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_8analysis___pyx_scope_struct_1_genexpr, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg *__pyx_freelist_8analysis___pyx_scope_struct_2__fail_neg[8];
static int __pyx_freecount_8analysis___pyx_scope_struct_2__fail_neg = 0;

static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct_2__fail_neg(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  PyObject *o;
  if (CYTHON_COMPILING_IN_CPYTHON && likely((__pyx_freecount_8analysis___pyx_scope_struct_2__fail_neg > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg)))) {
    o = (PyObject*)__pyx_freelist_8analysis___pyx_scope_struct_2__fail_neg[--__pyx_freecount_8analysis___pyx_scope_struct_2__fail_neg];
    memset(o, 0, sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg));
    (void) PyObject_INIT(o, t);
    PyObject_GC_Track(o);
  } else {
    o = (*t->tp_alloc)(t, 0);
    if (unlikely(!o)) return 0;
  }
  return o;
}

static void __pyx_tp_dealloc_8analysis___pyx_scope_struct_2__fail_neg(PyObject *o) {
  struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg *p = (struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg *)o;
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->__pyx_v_errmsg);
  Py_CLEAR(p->__pyx_v_values);
  Py_CLEAR(p->__pyx_v_x);
  Py_CLEAR(p->__pyx_t_0);
  if (CYTHON_COMPILING_IN_CPYTHON && ((__pyx_freecount_8analysis___pyx_scope_struct_2__fail_neg < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg)))) {
    __pyx_freelist_8analysis___pyx_scope_struct_2__fail_neg[__pyx_freecount_8analysis___pyx_scope_struct_2__fail_neg++] = ((struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg *)o);
  } else {
    (*Py_TYPE(o)->tp_free)(o);
  }
}

static int __pyx_tp_traverse_8analysis___pyx_scope_struct_2__fail_neg(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg *p = (struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg *)o;
  if (p->__pyx_v_errmsg) {
    e = (*v)(p->__pyx_v_errmsg, a); if (e) return e;
  }
  if (p->__pyx_v_values) {
    e = (*v)(p->__pyx_v_values, a); if (e) return e;
  }
  if (p->__pyx_v_x) {
    e = (*v)(p->__pyx_v_x, a); if (e) return e;
  }
  if (p->__pyx_t_0) {
    e = (*v)(p->__pyx_t_0, a); if (e) return e;
  }
  return 0;
}

static PyTypeObject __pyx_type_8analysis___pyx_scope_struct_2__fail_neg = {
  PyVarObject_HEAD_INIT(0, 0)
  "analysis.__pyx_scope_struct_2__fail_neg", /*tp_name*/
  sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_2__fail_neg), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_8analysis___pyx_scope_struct_2__fail_neg, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_8analysis___pyx_scope_struct_2__fail_neg, /*tp_traverse*/
  0, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  0, /*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_8analysis___pyx_scope_struct_2__fail_neg, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *__pyx_freelist_8analysis___pyx_scope_struct_3__ss[8];
static int __pyx_freecount_8analysis___pyx_scope_struct_3__ss = 0;

static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct_3__ss(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  PyObject *o;
  if (CYTHON_COMPILING_IN_CPYTHON && likely((__pyx_freecount_8analysis___pyx_scope_struct_3__ss > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_3__ss)))) {
    o = (PyObject*)__pyx_freelist_8analysis___pyx_scope_struct_3__ss[--__pyx_freecount_8analysis___pyx_scope_struct_3__ss];
    memset(o, 0, sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_3__ss));
    (void) PyObject_INIT(o, t);
    PyObject_GC_Track(o);
  } else {
    o = (*t->tp_alloc)(t, 0);
    if (unlikely(!o)) return 0;
  }
  return o;
}

static void __pyx_tp_dealloc_8analysis___pyx_scope_struct_3__ss(PyObject *o) {
  struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *p = (struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *)o;
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->__pyx_v_c);
  Py_CLEAR(p->__pyx_v_data);
  if (CYTHON_COMPILING_IN_CPYTHON && ((__pyx_freecount_8analysis___pyx_scope_struct_3__ss < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_3__ss)))) {
    __pyx_freelist_8analysis___pyx_scope_struct_3__ss[__pyx_freecount_8analysis___pyx_scope_struct_3__ss++] = ((struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *)o);
  } else {
    (*Py_TYPE(o)->tp_free)(o);
  }
}

static int __pyx_tp_traverse_8analysis___pyx_scope_struct_3__ss(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *p = (struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *)o;
  if (p->__pyx_v_c) {
    e = (*v)(p->__pyx_v_c, a); if (e) return e;
  }
  if (p->__pyx_v_data) {
    e = (*v)(p->__pyx_v_data, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_8analysis___pyx_scope_struct_3__ss(PyObject *o) {
  PyObject* tmp;
  struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *p = (struct __pyx_obj_8analysis___pyx_scope_struct_3__ss *)o;
  tmp = ((PyObject*)p->__pyx_v_c);
  p->__pyx_v_c = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->__pyx_v_data);
  p->__pyx_v_data = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyTypeObject __pyx_type_8analysis___pyx_scope_struct_3__ss = {
  PyVarObject_HEAD_INIT(0, 0)
  "analysis.__pyx_scope_struct_3__ss", /*tp_name*/
  sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_3__ss), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_8analysis___pyx_scope_struct_3__ss, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_8analysis___pyx_scope_struct_3__ss, /*tp_traverse*/
  __pyx_tp_clear_8analysis___pyx_scope_struct_3__ss, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  0, /*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_8analysis___pyx_scope_struct_3__ss, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr *__pyx_freelist_8analysis___pyx_scope_struct_4_genexpr[8];
static int __pyx_freecount_8analysis___pyx_scope_struct_4_genexpr = 0;

static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct_4_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  PyObject *o;
  if (CYTHON_COMPILING_IN_CPYTHON && likely((__pyx_freecount_8analysis___pyx_scope_struct_4_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr)))) {
    o = (PyObject*)__pyx_freelist_8analysis___pyx_scope_struct_4_genexpr[--__pyx_freecount_8analysis___pyx_scope_struct_4_genexpr];
    memset(o, 0, sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr));
    (void) PyObject_INIT(o, t);
    PyObject_GC_Track(o);
  } else {
    o = (*t->tp_alloc)(t, 0);
    if (unlikely(!o)) return 0;
  }
  return o;
}

static void __pyx_tp_dealloc_8analysis___pyx_scope_struct_4_genexpr(PyObject *o) {
  struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr *p = (struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr *)o;
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->__pyx_outer_scope);
  Py_CLEAR(p->__pyx_v_x);
  Py_CLEAR(p->__pyx_t_0);
  if (CYTHON_COMPILING_IN_CPYTHON && ((__pyx_freecount_8analysis___pyx_scope_struct_4_genexpr < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr)))) {
    __pyx_freelist_8analysis___pyx_scope_struct_4_genexpr[__pyx_freecount_8analysis___pyx_scope_struct_4_genexpr++] = ((struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr *)o);
  } else {
    (*Py_TYPE(o)->tp_free)(o);
  }
}

static int __pyx_tp_traverse_8analysis___pyx_scope_struct_4_genexpr(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr *p = (struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr *)o;
  if (p->__pyx_outer_scope) {
    e = (*v)(((PyObject *)p->__pyx_outer_scope), a); if (e) return e;
  }
  if (p->__pyx_v_x) {
    e = (*v)(p->__pyx_v_x, a); if (e) return e;
  }
  if (p->__pyx_t_0) {
    e = (*v)(p->__pyx_t_0, a); if (e) return e;
  }
  return 0;
}

static PyTypeObject __pyx_type_8analysis___pyx_scope_struct_4_genexpr = {
  PyVarObject_HEAD_INIT(0, 0)
  "analysis.__pyx_scope_struct_4_genexpr", /*tp_name*/
  sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_4_genexpr), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_8analysis___pyx_scope_struct_4_genexpr, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_8analysis___pyx_scope_struct_4_genexpr, /*tp_traverse*/
  0, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  0, /*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_8analysis___pyx_scope_struct_4_genexpr, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr *__pyx_freelist_8analysis___pyx_scope_struct_5_genexpr[8];
static int __pyx_freecount_8analysis___pyx_scope_struct_5_genexpr = 0;

static PyObject *__pyx_tp_new_8analysis___pyx_scope_struct_5_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  PyObject *o;
  if (CYTHON_COMPILING_IN_CPYTHON && likely((__pyx_freecount_8analysis___pyx_scope_struct_5_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr)))) {
    o = (PyObject*)__pyx_freelist_8analysis___pyx_scope_struct_5_genexpr[--__pyx_freecount_8analysis___pyx_scope_struct_5_genexpr];
    memset(o, 0, sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr));
    (void) PyObject_INIT(o, t);
    PyObject_GC_Track(o);
  } else {
    o = (*t->tp_alloc)(t, 0);
    if (unlikely(!o)) return 0;
  }
  return o;
}

static void __pyx_tp_dealloc_8analysis___pyx_scope_struct_5_genexpr(PyObject *o) {
  struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr *p = (struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr *)o;
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->__pyx_outer_scope);
  Py_CLEAR(p->__pyx_v_x);
  Py_CLEAR(p->__pyx_t_0);
  if (CYTHON_COMPILING_IN_CPYTHON && ((__pyx_freecount_8analysis___pyx_scope_struct_5_genexpr < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr)))) {
    __pyx_freelist_8analysis___pyx_scope_struct_5_genexpr[__pyx_freecount_8analysis___pyx_scope_struct_5_genexpr++] = ((struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr *)o);
  } else {
    (*Py_TYPE(o)->tp_free)(o);
  }
}

static int __pyx_tp_traverse_8analysis___pyx_scope_struct_5_genexpr(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr *p = (struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr *)o;
  if (p->__pyx_outer_scope) {
    e = (*v)(((PyObject *)p->__pyx_outer_scope), a); if (e) return e;
  }
  if (p->__pyx_v_x) {
    e = (*v)(p->__pyx_v_x, a); if (e) return e;
  }
  if (p->__pyx_t_0) {
    e = (*v)(p->__pyx_t_0, a); if (e) return e;
  }
  return 0;
}

static PyTypeObject __pyx_type_8analysis___pyx_scope_struct_5_genexpr = {
  PyVarObject_HEAD_INIT(0, 0)
  "analysis.__pyx_scope_struct_5_genexpr", /*tp_name*/
  sizeof(struct __pyx_obj_8analysis___pyx_scope_struct_5_genexpr), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_8analysis___pyx_scope_struct_5_genexpr, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_8analysis___pyx_scope_struct_5_genexpr, /*tp_traverse*/
  0, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  0, /*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_8analysis___pyx_scope_struct_5_genexpr, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

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

static int __pyx_import_star_set(PyObject *o, PyObject* py_name, char *name) {
  static const char* internal_type_names[] = {
    "__pyx_ctuple_Py_ssize_t",
    "__pyx_ctuple_Py_ssize_t_struct",
    "__pyx_ctuple_double",
    "__pyx_ctuple_double_struct",
    "__pyx_ctuple_long__and_Py_ssize_t",
    "__pyx_ctuple_long__and_Py_ssize_t__and_long",
    "__pyx_ctuple_long__and_Py_ssize_t__and_long_struct",
    "__pyx_ctuple_long__and_Py_ssize_t_struct",
    "__pyx_scope_struct_1_genexpr",
    "__pyx_scope_struct_2__fail_neg",
    "__pyx_scope_struct_3__ss",
    "__pyx_scope_struct_4_genexpr",
    "__pyx_scope_struct_5_genexpr",
    "__pyx_scope_struct___sum",
    0
  };
  const char** type_name = internal_type_names;
  while (*type_name) {
    if (__Pyx_StrEq(name, *type_name)) {
      PyErr_Format(PyExc_TypeError, "Cannot overwrite C type %s", name);
      goto bad;
    }
    type_name++;
  }
  if (0);
  else {
    if (PyObject_SetAttr(__pyx_m, py_name, o) < 0) goto bad;
  }
  return 0;
  bad:
  return -1;
}

static int
__Pyx_import_all_from(PyObject *locals, PyObject *v)
{
    PyObject *all = PyObject_GetAttrString(v, "__all__");
    PyObject *dict, *name, *value;
    int skip_leading_underscores = 0;
    int pos, err;
    if (all == NULL) {
        if (!PyErr_ExceptionMatches(PyExc_AttributeError))
            return -1;
        PyErr_Clear();
        dict = PyObject_GetAttrString(v, "__dict__");
        if (dict == NULL) {
            if (!PyErr_ExceptionMatches(PyExc_AttributeError))
                return -1;
            PyErr_SetString(PyExc_ImportError,
            "from-import-* object has no __dict__ and no __all__");
            return -1;
        }
#if PY_MAJOR_VERSION < 3
        all = PyObject_CallMethod(dict, (char *)"keys", NULL);
#else
        all = PyMapping_Keys(dict);
#endif
        Py_DECREF(dict);
        if (all == NULL)
            return -1;
        skip_leading_underscores = 1;
    }
    for (pos = 0, err = 0; ; pos++) {
        name = PySequence_GetItem(all, pos);
        if (name == NULL) {
            if (!PyErr_ExceptionMatches(PyExc_IndexError))
                err = -1;
            else
                PyErr_Clear();
            break;
        }
        if (skip_leading_underscores &&
#if PY_MAJOR_VERSION < 3
            PyString_Check(name) &&
            PyString_AS_STRING(name)[0] == '_')
#else
            PyUnicode_Check(name) &&
            PyUnicode_AS_UNICODE(name)[0] == '_')
#endif
        {
            Py_DECREF(name);
            continue;
        }
        value = PyObject_GetAttr(v, name);
        if (value == NULL)
            err = -1;
        else if (PyDict_CheckExact(locals))
            err = PyDict_SetItem(locals, name, value);
        else
            err = PyObject_SetItem(locals, name, value);
        Py_DECREF(name);
        Py_XDECREF(value);
        if (err != 0)
            break;
    }
    Py_DECREF(all);
    return err;
}
static int __pyx_import_star(PyObject* m) {
    int i;
    int ret = -1;
    char* s;
    PyObject *locals = 0;
    PyObject *list = 0;
#if PY_MAJOR_VERSION >= 3
    PyObject *utf8_name = 0;
#endif
    PyObject *name;
    PyObject *item;
    locals = PyDict_New();              if (!locals) goto bad;
    if (__Pyx_import_all_from(locals, m) < 0) goto bad;
    list = PyDict_Items(locals);        if (!list) goto bad;
    for(i=0; i<PyList_GET_SIZE(list); i++) {
        name = PyTuple_GET_ITEM(PyList_GET_ITEM(list, i), 0);
        item = PyTuple_GET_ITEM(PyList_GET_ITEM(list, i), 1);
#if PY_MAJOR_VERSION >= 3
        utf8_name = PyUnicode_AsUTF8String(name);
        if (!utf8_name) goto bad;
        s = PyBytes_AS_STRING(utf8_name);
        if (__pyx_import_star_set(item, name, s) < 0) goto bad;
        Py_DECREF(utf8_name); utf8_name = 0;
#else
        s = PyString_AsString(name);
        if (!s) goto bad;
        if (__pyx_import_star_set(item, name, s) < 0) goto bad;
#endif
    }
    ret = 0;
bad:
    Py_XDECREF(locals);
    Py_XDECREF(list);
#if PY_MAJOR_VERSION >= 3
    Py_XDECREF(utf8_name);
#endif
    return ret;
}



#if PY_MAJOR_VERSION >= 3
#if CYTHON_PEP489_MULTI_PHASE_INIT
static PyObject* __pyx_pymod_create(PyObject *spec, PyModuleDef *def); /*proto*/
static int __pyx_pymod_exec_analysis(PyObject* module); /*proto*/
static PyModuleDef_Slot __pyx_moduledef_slots[] = {
  {Py_mod_create, (void*)__pyx_pymod_create},
  {Py_mod_exec, (void*)__pyx_pymod_exec_analysis},
  {0, NULL}
};
#endif

static struct PyModuleDef __pyx_moduledef = {
    PyModuleDef_HEAD_INIT,
    "analysis",
    0, /* m_doc */
  #if CYTHON_PEP489_MULTI_PHASE_INIT
    0, /* m_size */
  #else
    -1, /* m_size */
  #endif
    __pyx_methods /* m_methods */,
  #if CYTHON_PEP489_MULTI_PHASE_INIT
    __pyx_moduledef_slots, /* m_slots */
  #else
    NULL, /* m_reload */
  #endif
    NULL, /* m_traverse */
    NULL, /* m_clear */
    NULL /* m_free */
};
#endif
#ifndef CYTHON_SMALL_CODE
#if defined(__clang__)
    #define CYTHON_SMALL_CODE
#elif defined(__GNUC__) && (__GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 3))
    #define CYTHON_SMALL_CODE __attribute__((cold))
#else
    #define CYTHON_SMALL_CODE
#endif
#endif

static __Pyx_StringTabEntry __pyx_string_tab[] = {
  {&__pyx_kp_s_, __pyx_k_, sizeof(__pyx_k_), 0, 0, 1, 0},
  {&__pyx_kp_s_1_0_8_005, __pyx_k_1_0_8_005, sizeof(__pyx_k_1_0_8_005), 0, 0, 1, 0},
  {&__pyx_kp_s_1d, __pyx_k_1d, sizeof(__pyx_k_1d), 0, 0, 1, 0},
  {&__pyx_kp_s_Arthur_Lu_arthurlu_ttic_edu_Jaco, __pyx_k_Arthur_Lu_arthurlu_ttic_edu_Jaco, sizeof(__pyx_k_Arthur_Lu_arthurlu_ttic_edu_Jaco), 0, 0, 1, 0},
  {&__pyx_n_s_AttributeError, __pyx_k_AttributeError, sizeof(__pyx_k_AttributeError), 0, 0, 1, 1},
  {&__pyx_n_s_Counter, __pyx_k_Counter, sizeof(__pyx_k_Counter), 0, 0, 1, 1},
  {&__pyx_n_s_Decimal, __pyx_k_Decimal, sizeof(__pyx_k_Decimal), 0, 0, 1, 1},
  {&__pyx_n_s_Fraction, __pyx_k_Fraction, sizeof(__pyx_k_Fraction), 0, 0, 1, 1},
  {&__pyx_n_s_OverflowError, __pyx_k_OverflowError, sizeof(__pyx_k_OverflowError), 0, 0, 1, 1},
  {&__pyx_n_s_S, __pyx_k_S, sizeof(__pyx_k_S), 0, 0, 1, 1},
  {&__pyx_n_s_StatisticsError, __pyx_k_StatisticsError, sizeof(__pyx_k_StatisticsError), 0, 0, 1, 1},
  {&__pyx_n_s_T, __pyx_k_T, sizeof(__pyx_k_T), 0, 0, 1, 1},
  {&__pyx_n_s_TypeError, __pyx_k_TypeError, sizeof(__pyx_k_TypeError), 0, 0, 1, 1},
  {&__pyx_n_s_U, __pyx_k_U, sizeof(__pyx_k_U), 0, 0, 1, 1},
  {&__pyx_n_s_ValueError, __pyx_k_ValueError, sizeof(__pyx_k_ValueError), 0, 0, 1, 1},
  {&__pyx_kp_s__10, __pyx_k__10, sizeof(__pyx_k__10), 0, 0, 1, 0},
  {&__pyx_kp_s__13, __pyx_k__13, sizeof(__pyx_k__13), 0, 0, 1, 0},
  {&__pyx_kp_s__14, __pyx_k__14, sizeof(__pyx_k__14), 0, 0, 1, 0},
  {&__pyx_kp_s__15, __pyx_k__15, sizeof(__pyx_k__15), 0, 0, 1, 0},
  {&__pyx_n_s__17, __pyx_k__17, sizeof(__pyx_k__17), 0, 0, 1, 1},
  {&__pyx_kp_s__2, __pyx_k__2, sizeof(__pyx_k__2), 0, 0, 1, 0},
  {&__pyx_kp_s__5, __pyx_k__5, sizeof(__pyx_k__5), 0, 0, 1, 0},
  {&__pyx_kp_s__6, __pyx_k__6, sizeof(__pyx_k__6), 0, 0, 1, 0},
  {&__pyx_kp_s__7, __pyx_k__7, sizeof(__pyx_k__7), 0, 0, 1, 0},
  {&__pyx_kp_s__8, __pyx_k__8, sizeof(__pyx_k__8), 0, 0, 1, 0},
  {&__pyx_kp_s__9, __pyx_k__9, sizeof(__pyx_k__9), 0, 0, 1, 0},
  {&__pyx_n_s_a, __pyx_k_a, sizeof(__pyx_k_a), 0, 0, 1, 1},
  {&__pyx_n_s_adam, __pyx_k_adam, sizeof(__pyx_k_adam), 0, 0, 1, 1},
  {&__pyx_n_s_all, __pyx_k_all, sizeof(__pyx_k_all), 0, 0, 1, 1},
  {&__pyx_n_s_analysis, __pyx_k_analysis, sizeof(__pyx_k_analysis), 0, 0, 1, 1},
  {&__pyx_kp_s_analysis_py, __pyx_k_analysis_py, sizeof(__pyx_k_analysis_py), 0, 0, 1, 0},
  {&__pyx_n_s_append, __pyx_k_append, sizeof(__pyx_k_append), 0, 0, 1, 1},
  {&__pyx_n_s_arg, __pyx_k_arg, sizeof(__pyx_k_arg), 0, 0, 1, 1},
  {&__pyx_n_s_argmax, __pyx_k_argmax, sizeof(__pyx_k_argmax), 0, 0, 1, 1},
  {&__pyx_n_s_argmin, __pyx_k_argmin, sizeof(__pyx_k_argmin), 0, 0, 1, 1},
  {&__pyx_n_s_args, __pyx_k_args, sizeof(__pyx_k_args), 0, 0, 1, 1},
  {&__pyx_n_s_array, __pyx_k_array, sizeof(__pyx_k_array), 0, 0, 1, 1},
  {&__pyx_n_s_as_integer_ratio, __pyx_k_as_integer_ratio, sizeof(__pyx_k_as_integer_ratio), 0, 0, 1, 1},
  {&__pyx_n_s_author, __pyx_k_author, sizeof(__pyx_k_author), 0, 0, 1, 1},
  {&__pyx_n_s_b, __pyx_k_b, sizeof(__pyx_k_b), 0, 0, 1, 1},
  {&__pyx_n_s_b_eq, __pyx_k_b_eq, sizeof(__pyx_k_b_eq), 0, 0, 1, 1},
  {&__pyx_n_s_b_overfit, __pyx_k_b_overfit, sizeof(__pyx_k_b_overfit), 0, 0, 1, 1},
  {&__pyx_n_s_b_r2, __pyx_k_b_r2, sizeof(__pyx_k_b_r2), 0, 0, 1, 1},
  {&__pyx_n_s_b_rms, __pyx_k_b_rms, sizeof(__pyx_k_b_rms), 0, 0, 1, 1},
  {&__pyx_n_s_base, __pyx_k_base, sizeof(__pyx_k_base), 0, 0, 1, 1},
  {&__pyx_n_s_basic_analysis, __pyx_k_basic_analysis, sizeof(__pyx_k_basic_analysis), 0, 0, 1, 1},
  {&__pyx_n_s_basic_stats, __pyx_k_basic_stats, sizeof(__pyx_k_basic_stats), 0, 0, 1, 1},
  {&__pyx_kp_s_basic_stats_requires_3_args_data, __pyx_k_basic_stats_requires_3_args_data, sizeof(__pyx_k_basic_stats_requires_3_args_data), 0, 0, 1, 0},
  {&__pyx_n_s_benchmark, __pyx_k_benchmark, sizeof(__pyx_k_benchmark), 0, 0, 1, 1},
  {&__pyx_n_s_bisect, __pyx_k_bisect, sizeof(__pyx_k_bisect), 0, 0, 1, 1},
  {&__pyx_n_s_bisect_left, __pyx_k_bisect_left, sizeof(__pyx_k_bisect_left), 0, 0, 1, 1},
  {&__pyx_n_s_bisect_right, __pyx_k_bisect_right, sizeof(__pyx_k_bisect_right), 0, 0, 1, 1},
  {&__pyx_n_s_both, __pyx_k_both, sizeof(__pyx_k_both), 0, 0, 1, 1},
  {&__pyx_n_s_builtins, __pyx_k_builtins, sizeof(__pyx_k_builtins), 0, 0, 1, 1},
  {&__pyx_n_s_c, __pyx_k_c, sizeof(__pyx_k_c), 0, 0, 1, 1},
  {&__pyx_n_s_c_data, __pyx_k_c_data, sizeof(__pyx_k_c_data), 0, 0, 1, 1},
  {&__pyx_n_s_c_data_sorted, __pyx_k_c_data_sorted, sizeof(__pyx_k_c_data_sorted), 0, 0, 1, 1},
  {&__pyx_n_s_c_effects, __pyx_k_c_effects, sizeof(__pyx_k_c_effects), 0, 0, 1, 1},
  {&__pyx_n_s_c_entities, __pyx_k_c_entities, sizeof(__pyx_k_c_entities), 0, 0, 1, 1},
  {&__pyx_n_s_c_entities___init, __pyx_k_c_entities___init, sizeof(__pyx_k_c_entities___init), 0, 0, 1, 1},
  {&__pyx_n_s_c_entities_append, __pyx_k_c_entities_append, sizeof(__pyx_k_c_entities_append), 0, 0, 1, 1},
  {&__pyx_n_s_c_entities_debug, __pyx_k_c_entities_debug, sizeof(__pyx_k_c_entities_debug), 0, 0, 1, 1},
  {&__pyx_n_s_c_entities_edit, __pyx_k_c_entities_edit, sizeof(__pyx_k_c_entities_edit), 0, 0, 1, 1},
  {&__pyx_kp_s_c_entities_has_attributes_names, __pyx_k_c_entities_has_attributes_names, sizeof(__pyx_k_c_entities_has_attributes_names), 0, 0, 1, 0},
  {&__pyx_n_s_c_entities_regurgitate, __pyx_k_c_entities_regurgitate, sizeof(__pyx_k_c_entities_regurgitate), 0, 0, 1, 1},
  {&__pyx_n_s_c_entities_search, __pyx_k_c_entities_search, sizeof(__pyx_k_c_entities_search), 0, 0, 1, 1},
  {&__pyx_n_s_c_ids, __pyx_k_c_ids, sizeof(__pyx_k_c_ids), 0, 0, 1, 1},
  {&__pyx_n_s_c_logic, __pyx_k_c_logic, sizeof(__pyx_k_c_logic), 0, 0, 1, 1},
  {&__pyx_n_s_c_names, __pyx_k_c_names, sizeof(__pyx_k_c_names), 0, 0, 1, 1},
  {&__pyx_n_s_c_perim, __pyx_k_c_perim, sizeof(__pyx_k_c_perim), 0, 0, 1, 1},
  {&__pyx_n_s_c_pos, __pyx_k_c_pos, sizeof(__pyx_k_c_pos), 0, 0, 1, 1},
  {&__pyx_n_s_c_properties, __pyx_k_c_properties, sizeof(__pyx_k_c_properties), 0, 0, 1, 1},
  {&__pyx_n_s_calc_overfit, __pyx_k_calc_overfit, sizeof(__pyx_k_calc_overfit), 0, 0, 1, 1},
  {&__pyx_kp_s_can_t_convert_type_to_numerator, __pyx_k_can_t_convert_type_to_numerator, sizeof(__pyx_k_can_t_convert_type_to_numerator), 0, 0, 1, 0},
  {&__pyx_n_s_changelog, __pyx_k_changelog, sizeof(__pyx_k_changelog), 0, 0, 1, 1},
  {&__pyx_kp_s_changelog_1_0_8_005_minor_fixes, __pyx_k_changelog_1_0_8_005_minor_fixes, sizeof(__pyx_k_changelog_1_0_8_005_minor_fixes), 0, 0, 1, 0},
  {&__pyx_n_s_cline_in_traceback, __pyx_k_cline_in_traceback, sizeof(__pyx_k_cline_in_traceback), 0, 0, 1, 1},
  {&__pyx_n_s_close, __pyx_k_close, sizeof(__pyx_k_close), 0, 0, 1, 1},
  {&__pyx_n_s_coerce, __pyx_k_coerce, sizeof(__pyx_k_coerce), 0, 0, 1, 1},
  {&__pyx_n_s_collections, __pyx_k_collections, sizeof(__pyx_k_collections), 0, 0, 1, 1},
  {&__pyx_n_s_column, __pyx_k_column, sizeof(__pyx_k_column), 0, 0, 1, 1},
  {&__pyx_n_s_column_b_stats, __pyx_k_column_b_stats, sizeof(__pyx_k_column_b_stats), 0, 0, 1, 1},
  {&__pyx_n_s_column_max, __pyx_k_column_max, sizeof(__pyx_k_column_max), 0, 0, 1, 1},
  {&__pyx_n_s_convert, __pyx_k_convert, sizeof(__pyx_k_convert), 0, 0, 1, 1},
  {&__pyx_kp_s_could_not_assign_cpu, __pyx_k_could_not_assign_cpu, sizeof(__pyx_k_could_not_assign_cpu), 0, 0, 1, 0},
  {&__pyx_kp_s_could_not_assign_cuda_or_cpu, __pyx_k_could_not_assign_cuda_or_cpu, sizeof(__pyx_k_could_not_assign_cuda_or_cpu), 0, 0, 1, 0},
  {&__pyx_n_s_count, __pyx_k_count, sizeof(__pyx_k_count), 0, 0, 1, 1},
  {&__pyx_n_s_count2, __pyx_k_count2, sizeof(__pyx_k_count2), 0, 0, 1, 1},
  {&__pyx_n_s_counts, __pyx_k_counts, sizeof(__pyx_k_counts), 0, 0, 1, 1},
  {&__pyx_n_s_cpu, __pyx_k_cpu, sizeof(__pyx_k_cpu), 0, 0, 1, 1},
  {&__pyx_n_s_csv, __pyx_k_csv, sizeof(__pyx_k_csv), 0, 0, 1, 1},
  {&__pyx_n_s_csvfile, __pyx_k_csvfile, sizeof(__pyx_k_csvfile), 0, 0, 1, 1},
  {&__pyx_n_s_cuda, __pyx_k_cuda, sizeof(__pyx_k_cuda), 0, 0, 1, 1},
  {&__pyx_n_s_curve_fit, __pyx_k_curve_fit, sizeof(__pyx_k_curve_fit), 0, 0, 1, 1},
  {&__pyx_n_s_d, __pyx_k_d, sizeof(__pyx_k_d), 0, 0, 1, 1},
  {&__pyx_n_s_data, __pyx_k_data, sizeof(__pyx_k_data), 0, 0, 1, 1},
  {&__pyx_kp_s_data_data_csv, __pyx_k_data_data_csv, sizeof(__pyx_k_data_data_csv), 0, 0, 1, 0},
  {&__pyx_n_s_data_t, __pyx_k_data_t, sizeof(__pyx_k_data_t), 0, 0, 1, 1},
  {&__pyx_n_s_debug, __pyx_k_debug, sizeof(__pyx_k_debug), 0, 0, 1, 1},
  {&__pyx_n_s_decimal, __pyx_k_decimal, sizeof(__pyx_k_decimal), 0, 0, 1, 1},
  {&__pyx_n_s_deg, __pyx_k_deg, sizeof(__pyx_k_deg), 0, 0, 1, 1},
  {&__pyx_n_s_delta, __pyx_k_delta, sizeof(__pyx_k_delta), 0, 0, 1, 1},
  {&__pyx_n_s_denominator, __pyx_k_denominator, sizeof(__pyx_k_denominator), 0, 0, 1, 1},
  {&__pyx_n_s_derivative, __pyx_k_derivative, sizeof(__pyx_k_derivative), 0, 0, 1, 1},
  {&__pyx_n_s_derivative_sorted, __pyx_k_derivative_sorted, sizeof(__pyx_k_derivative_sorted), 0, 0, 1, 1},
  {&__pyx_n_s_device, __pyx_k_device, sizeof(__pyx_k_device), 0, 0, 1, 1},
  {&__pyx_n_s_doc, __pyx_k_doc, sizeof(__pyx_k_doc), 0, 0, 1, 1},
  {&__pyx_kp_s_don_t_know_how_to_coerce_s_and_s, __pyx_k_don_t_know_how_to_coerce_s_and_s, sizeof(__pyx_k_don_t_know_how_to_coerce_s_and_s), 0, 0, 1, 0},
  {&__pyx_n_s_e, __pyx_k_e, sizeof(__pyx_k_e), 0, 0, 1, 1},
  {&__pyx_n_s_edit, __pyx_k_edit, sizeof(__pyx_k_edit), 0, 0, 1, 1},
  {&__pyx_n_s_effects, __pyx_k_effects, sizeof(__pyx_k_effects), 0, 0, 1, 1},
  {&__pyx_n_s_end, __pyx_k_end, sizeof(__pyx_k_end), 0, 0, 1, 1},
  {&__pyx_n_s_end_a, __pyx_k_end_a, sizeof(__pyx_k_end_a), 0, 0, 1, 1},
  {&__pyx_n_s_end_g, __pyx_k_end_g, sizeof(__pyx_k_end_g), 0, 0, 1, 1},
  {&__pyx_n_s_enter, __pyx_k_enter, sizeof(__pyx_k_enter), 0, 0, 1, 1},
  {&__pyx_n_s_eq_str, __pyx_k_eq_str, sizeof(__pyx_k_eq_str), 0, 0, 1, 1},
  {&__pyx_n_s_eqs, __pyx_k_eqs, sizeof(__pyx_k_eqs), 0, 0, 1, 1},
  {&__pyx_n_s_equation, __pyx_k_equation, sizeof(__pyx_k_equation), 0, 0, 1, 1},
  {&__pyx_n_s_errmsg, __pyx_k_errmsg, sizeof(__pyx_k_errmsg), 0, 0, 1, 1},
  {&__pyx_n_s_error, __pyx_k_error, sizeof(__pyx_k_error), 0, 0, 1, 1},
  {&__pyx_n_s_eve, __pyx_k_eve, sizeof(__pyx_k_eve), 0, 0, 1, 1},
  {&__pyx_n_s_exact_ratio, __pyx_k_exact_ratio, sizeof(__pyx_k_exact_ratio), 0, 0, 1, 1},
  {&__pyx_n_s_exit, __pyx_k_exit, sizeof(__pyx_k_exit), 0, 0, 1, 1},
  {&__pyx_n_s_exp_regression, __pyx_k_exp_regression, sizeof(__pyx_k_exp_regression), 0, 0, 1, 1},
  {&__pyx_n_s_fail_neg, __pyx_k_fail_neg, sizeof(__pyx_k_fail_neg), 0, 0, 1, 1},
  {&__pyx_n_s_file, __pyx_k_file, sizeof(__pyx_k_file), 0, 0, 1, 1},
  {&__pyx_n_s_file_array, __pyx_k_file_array, sizeof(__pyx_k_file_array), 0, 0, 1, 1},
  {&__pyx_n_s_filename, __pyx_k_filename, sizeof(__pyx_k_filename), 0, 0, 1, 1},
  {&__pyx_n_s_filepath, __pyx_k_filepath, sizeof(__pyx_k_filepath), 0, 0, 1, 1},
  {&__pyx_n_s_find_lteq, __pyx_k_find_lteq, sizeof(__pyx_k_find_lteq), 0, 0, 1, 1},
  {&__pyx_n_s_find_rteq, __pyx_k_find_rteq, sizeof(__pyx_k_find_rteq), 0, 0, 1, 1},
  {&__pyx_n_s_float64, __pyx_k_float64, sizeof(__pyx_k_float64), 0, 0, 1, 1},
  {&__pyx_n_s_floor, __pyx_k_floor, sizeof(__pyx_k_floor), 0, 0, 1, 1},
  {&__pyx_n_s_format, __pyx_k_format, sizeof(__pyx_k_format), 0, 0, 1, 1},
  {&__pyx_n_s_fractions, __pyx_k_fractions, sizeof(__pyx_k_fractions), 0, 0, 1, 1},
  {&__pyx_n_s_functools, __pyx_k_functools, sizeof(__pyx_k_functools), 0, 0, 1, 1},
  {&__pyx_n_s_generate_data, __pyx_k_generate_data, sizeof(__pyx_k_generate_data), 0, 0, 1, 1},
  {&__pyx_n_s_genexpr, __pyx_k_genexpr, sizeof(__pyx_k_genexpr), 0, 0, 1, 1},
  {&__pyx_n_s_get, __pyx_k_get, sizeof(__pyx_k_get), 0, 0, 1, 1},
  {&__pyx_n_s_groupby, __pyx_k_groupby, sizeof(__pyx_k_groupby), 0, 0, 1, 1},
  {&__pyx_n_s_high, __pyx_k_high, sizeof(__pyx_k_high), 0, 0, 1, 1},
  {&__pyx_n_s_high_bound, __pyx_k_high_bound, sizeof(__pyx_k_high_bound), 0, 0, 1, 1},
  {&__pyx_n_s_hist_data, __pyx_k_hist_data, sizeof(__pyx_k_hist_data), 0, 0, 1, 1},
  {&__pyx_n_s_histo_analysis, __pyx_k_histo_analysis, sizeof(__pyx_k_histo_analysis), 0, 0, 1, 1},
  {&__pyx_n_s_i, __pyx_k_i, sizeof(__pyx_k_i), 0, 0, 1, 1},
  {&__pyx_n_s_ids, __pyx_k_ids, sizeof(__pyx_k_ids), 0, 0, 1, 1},
  {&__pyx_n_s_import, __pyx_k_import, sizeof(__pyx_k_import), 0, 0, 1, 1},
  {&__pyx_n_s_ind, __pyx_k_ind, sizeof(__pyx_k_ind), 0, 0, 1, 1},
  {&__pyx_n_s_index, __pyx_k_index, sizeof(__pyx_k_index), 0, 0, 1, 1},
  {&__pyx_n_s_init, __pyx_k_init, sizeof(__pyx_k_init), 0, 0, 1, 1},
  {&__pyx_n_s_init_device, __pyx_k_init_device, sizeof(__pyx_k_init_device), 0, 0, 1, 1},
  {&__pyx_kp_s_initial_type_T_is_bool, __pyx_k_initial_type_T_is_bool, sizeof(__pyx_k_initial_type_T_is_bool), 0, 0, 1, 0},
  {&__pyx_n_s_is_available, __pyx_k_is_available, sizeof(__pyx_k_is_available), 0, 0, 1, 1},
  {&__pyx_n_s_is_finite, __pyx_k_is_finite, sizeof(__pyx_k_is_finite), 0, 0, 1, 1},
  {&__pyx_n_s_isfinite, __pyx_k_isfinite, sizeof(__pyx_k_isfinite), 0, 0, 1, 1},
  {&__pyx_n_s_isfinite_2, __pyx_k_isfinite_2, sizeof(__pyx_k_isfinite_2), 0, 0, 1, 1},
  {&__pyx_n_s_items, __pyx_k_items, sizeof(__pyx_k_items), 0, 0, 1, 1},
  {&__pyx_n_s_itertools, __pyx_k_itertools, sizeof(__pyx_k_itertools), 0, 0, 1, 1},
  {&__pyx_n_s_j, __pyx_k_j, sizeof(__pyx_k_j), 0, 0, 1, 1},
  {&__pyx_n_s_key, __pyx_k_key, sizeof(__pyx_k_key), 0, 0, 1, 1},
  {&__pyx_n_s_l, __pyx_k_l, sizeof(__pyx_k_l), 0, 0, 1, 1},
  {&__pyx_n_s_lo, __pyx_k_lo, sizeof(__pyx_k_lo), 0, 0, 1, 1},
  {&__pyx_n_s_load_csv, __pyx_k_load_csv, sizeof(__pyx_k_load_csv), 0, 0, 1, 1},
  {&__pyx_n_s_log, __pyx_k_log, sizeof(__pyx_k_log), 0, 0, 1, 1},
  {&__pyx_n_s_log_regression, __pyx_k_log_regression, sizeof(__pyx_k_log_regression), 0, 0, 1, 1},
  {&__pyx_n_s_logic, __pyx_k_logic, sizeof(__pyx_k_logic), 0, 0, 1, 1},
  {&__pyx_n_s_low, __pyx_k_low, sizeof(__pyx_k_low), 0, 0, 1, 1},
  {&__pyx_n_s_low_bound, __pyx_k_low_bound, sizeof(__pyx_k_low_bound), 0, 0, 1, 1},
  {&__pyx_n_s_main, __pyx_k_main, sizeof(__pyx_k_main), 0, 0, 1, 1},
  {&__pyx_n_s_map, __pyx_k_map, sizeof(__pyx_k_map), 0, 0, 1, 1},
  {&__pyx_n_s_math, __pyx_k_math, sizeof(__pyx_k_math), 0, 0, 1, 1},
  {&__pyx_n_s_matplotlib, __pyx_k_matplotlib, sizeof(__pyx_k_matplotlib), 0, 0, 1, 1},
  {&__pyx_n_s_max, __pyx_k_max, sizeof(__pyx_k_max), 0, 0, 1, 1},
  {&__pyx_n_s_max_r2s, __pyx_k_max_r2s, sizeof(__pyx_k_max_r2s), 0, 0, 1, 1},
  {&__pyx_n_s_maxfreq, __pyx_k_maxfreq, sizeof(__pyx_k_maxfreq), 0, 0, 1, 1},
  {&__pyx_n_s_mean, __pyx_k_mean, sizeof(__pyx_k_mean), 0, 0, 1, 1},
  {&__pyx_n_s_mean_2, __pyx_k_mean_2, sizeof(__pyx_k_mean_2), 0, 0, 1, 1},
  {&__pyx_n_s_mean_derivative, __pyx_k_mean_derivative, sizeof(__pyx_k_mean_derivative), 0, 0, 1, 1},
  {&__pyx_kp_s_mean_requires_at_least_one_data, __pyx_k_mean_requires_at_least_one_data, sizeof(__pyx_k_mean_requires_at_least_one_data), 0, 0, 1, 0},
  {&__pyx_n_s_median, __pyx_k_median, sizeof(__pyx_k_median), 0, 0, 1, 1},
  {&__pyx_n_s_median_2, __pyx_k_median_2, sizeof(__pyx_k_median_2), 0, 0, 1, 1},
  {&__pyx_n_s_metaclass, __pyx_k_metaclass, sizeof(__pyx_k_metaclass), 0, 0, 1, 1},
  {&__pyx_n_s_method, __pyx_k_method, sizeof(__pyx_k_method), 0, 0, 1, 1},
  {&__pyx_kp_s_method_error, __pyx_k_method_error, sizeof(__pyx_k_method_error), 0, 0, 1, 0},
  {&__pyx_n_s_metrics, __pyx_k_metrics, sizeof(__pyx_k_metrics), 0, 0, 1, 1},
  {&__pyx_n_s_min_overfit, __pyx_k_min_overfit, sizeof(__pyx_k_min_overfit), 0, 0, 1, 1},
  {&__pyx_n_s_mode, __pyx_k_mode, sizeof(__pyx_k_mode), 0, 0, 1, 1},
  {&__pyx_n_s_mode_2, __pyx_k_mode_2, sizeof(__pyx_k_mode_2), 0, 0, 1, 1},
  {&__pyx_kp_s_mode_error, __pyx_k_mode_error, sizeof(__pyx_k_mode_error), 0, 0, 1, 0},
  {&__pyx_n_s_module, __pyx_k_module, sizeof(__pyx_k_module), 0, 0, 1, 1},
  {&__pyx_n_s_most_common, __pyx_k_most_common, sizeof(__pyx_k_most_common), 0, 0, 1, 1},
  {&__pyx_n_s_msg, __pyx_k_msg, sizeof(__pyx_k_msg), 0, 0, 1, 1},
  {&__pyx_n_s_n, __pyx_k_n, sizeof(__pyx_k_n), 0, 0, 1, 1},
  {&__pyx_n_s_n_effect, __pyx_k_n_effect, sizeof(__pyx_k_n_effect), 0, 0, 1, 1},
  {&__pyx_n_s_n_id, __pyx_k_n_id, sizeof(__pyx_k_n_id), 0, 0, 1, 1},
  {&__pyx_n_s_n_logic, __pyx_k_n_logic, sizeof(__pyx_k_n_logic), 0, 0, 1, 1},
  {&__pyx_n_s_n_name, __pyx_k_n_name, sizeof(__pyx_k_n_name), 0, 0, 1, 1},
  {&__pyx_n_s_n_perim, __pyx_k_n_perim, sizeof(__pyx_k_n_perim), 0, 0, 1, 1},
  {&__pyx_n_s_n_pos, __pyx_k_n_pos, sizeof(__pyx_k_n_pos), 0, 0, 1, 1},
  {&__pyx_n_s_n_property, __pyx_k_n_property, sizeof(__pyx_k_n_property), 0, 0, 1, 1},
  {&__pyx_n_s_name, __pyx_k_name, sizeof(__pyx_k_name), 0, 0, 1, 1},
  {&__pyx_n_s_names, __pyx_k_names, sizeof(__pyx_k_names), 0, 0, 1, 1},
  {&__pyx_n_s_nc_entities, __pyx_k_nc_entities, sizeof(__pyx_k_nc_entities), 0, 0, 1, 1},
  {&__pyx_n_s_nc_entities___init, __pyx_k_nc_entities___init, sizeof(__pyx_k_nc_entities___init), 0, 0, 1, 1},
  {&__pyx_n_s_nc_entities_append, __pyx_k_nc_entities_append, sizeof(__pyx_k_nc_entities_append), 0, 0, 1, 1},
  {&__pyx_n_s_nc_entities_debug, __pyx_k_nc_entities_debug, sizeof(__pyx_k_nc_entities_debug), 0, 0, 1, 1},
  {&__pyx_n_s_nc_entities_edit, __pyx_k_nc_entities_edit, sizeof(__pyx_k_nc_entities_edit), 0, 0, 1, 1},
  {&__pyx_kp_s_nc_entities_non_controlable_enti, __pyx_k_nc_entities_non_controlable_enti, sizeof(__pyx_k_nc_entities_non_controlable_enti), 0, 0, 1, 0},
  {&__pyx_n_s_nc_entities_regurgitate, __pyx_k_nc_entities_regurgitate, sizeof(__pyx_k_nc_entities_regurgitate), 0, 0, 1, 1},
  {&__pyx_n_s_nc_entities_search, __pyx_k_nc_entities_search, sizeof(__pyx_k_nc_entities_search), 0, 0, 1, 1},
  {&__pyx_kp_s_negative_sum_of_square_deviation, __pyx_k_negative_sum_of_square_deviation, sizeof(__pyx_k_negative_sum_of_square_deviation), 0, 0, 1, 0},
  {&__pyx_kp_s_negative_value, __pyx_k_negative_value, sizeof(__pyx_k_negative_value), 0, 0, 1, 0},
  {&__pyx_n_s_newline, __pyx_k_newline, sizeof(__pyx_k_newline), 0, 0, 1, 1},
  {&__pyx_kp_s_no_median_for_empty_data, __pyx_k_no_median_for_empty_data, sizeof(__pyx_k_no_median_for_empty_data), 0, 0, 1, 0},
  {&__pyx_kp_s_no_mode_for_empty_data, __pyx_k_no_mode_for_empty_data, sizeof(__pyx_k_no_mode_for_empty_data), 0, 0, 1, 0},
  {&__pyx_kp_s_no_unique_mode_found_d_equally_c, __pyx_k_no_unique_mode_found_d_equally_c, sizeof(__pyx_k_no_unique_mode_found_d_equally_c), 0, 0, 1, 0},
  {&__pyx_n_s_np, __pyx_k_np, sizeof(__pyx_k_np), 0, 0, 1, 1},
  {&__pyx_kp_s_np_log_z_np_log, __pyx_k_np_log_z_np_log, sizeof(__pyx_k_np_log_z_np_log), 0, 0, 1, 0},
  {&__pyx_kp_s_np_tanh, __pyx_k_np_tanh, sizeof(__pyx_k_np_tanh), 0, 0, 1, 0},
  {&__pyx_n_s_null, __pyx_k_null, sizeof(__pyx_k_null), 0, 0, 1, 1},
  {&__pyx_n_s_numbers, __pyx_k_numbers, sizeof(__pyx_k_numbers), 0, 0, 1, 1},
  {&__pyx_n_s_numerator, __pyx_k_numerator, sizeof(__pyx_k_numerator), 0, 0, 1, 1},
  {&__pyx_n_s_numpy, __pyx_k_numpy, sizeof(__pyx_k_numpy), 0, 0, 1, 1},
  {&__pyx_n_s_objectives, __pyx_k_objectives, sizeof(__pyx_k_objectives), 0, 0, 1, 1},
  {&__pyx_n_s_objectives___init, __pyx_k_objectives___init, sizeof(__pyx_k_objectives___init), 0, 0, 1, 1},
  {&__pyx_n_s_objectives_append, __pyx_k_objectives_append, sizeof(__pyx_k_objectives_append), 0, 0, 1, 1},
  {&__pyx_n_s_objectives_debug, __pyx_k_objectives_debug, sizeof(__pyx_k_objectives_debug), 0, 0, 1, 1},
  {&__pyx_n_s_objectives_edit, __pyx_k_objectives_edit, sizeof(__pyx_k_objectives_edit), 0, 0, 1, 1},
  {&__pyx_kp_s_objectives_has_atributes_names_i, __pyx_k_objectives_has_atributes_names_i, sizeof(__pyx_k_objectives_has_atributes_names_i), 0, 0, 1, 0},
  {&__pyx_n_s_objectives_regurgitate, __pyx_k_objectives_regurgitate, sizeof(__pyx_k_objectives_regurgitate), 0, 0, 1, 1},
  {&__pyx_n_s_objectives_search, __pyx_k_objectives_search, sizeof(__pyx_k_objectives_search), 0, 0, 1, 1},
  {&__pyx_n_s_obstacles, __pyx_k_obstacles, sizeof(__pyx_k_obstacles), 0, 0, 1, 1},
  {&__pyx_n_s_obstacles___init, __pyx_k_obstacles___init, sizeof(__pyx_k_obstacles___init), 0, 0, 1, 1},
  {&__pyx_n_s_obstacles_append, __pyx_k_obstacles_append, sizeof(__pyx_k_obstacles_append), 0, 0, 1, 1},
  {&__pyx_n_s_obstacles_debug, __pyx_k_obstacles_debug, sizeof(__pyx_k_obstacles_debug), 0, 0, 1, 1},
  {&__pyx_n_s_obstacles_edit, __pyx_k_obstacles_edit, sizeof(__pyx_k_obstacles_edit), 0, 0, 1, 1},
  {&__pyx_kp_s_obstacles_has_atributes_names_id, __pyx_k_obstacles_has_atributes_names_id, sizeof(__pyx_k_obstacles_has_atributes_names_id), 0, 0, 1, 0},
  {&__pyx_n_s_obstacles_regurgitate, __pyx_k_obstacles_regurgitate, sizeof(__pyx_k_obstacles_regurgitate), 0, 0, 1, 1},
  {&__pyx_n_s_obstacles_search, __pyx_k_obstacles_search, sizeof(__pyx_k_obstacles_search), 0, 0, 1, 1},
  {&__pyx_n_s_open, __pyx_k_open, sizeof(__pyx_k_open), 0, 0, 1, 1},
  {&__pyx_n_s_optimize_regression, __pyx_k_optimize_regression, sizeof(__pyx_k_optimize_regression), 0, 0, 1, 1},
  {&__pyx_n_s_overfit, __pyx_k_overfit, sizeof(__pyx_k_overfit), 0, 0, 1, 1},
  {&__pyx_n_s_p_value, __pyx_k_p_value, sizeof(__pyx_k_p_value), 0, 0, 1, 1},
  {&__pyx_n_s_pandas, __pyx_k_pandas, sizeof(__pyx_k_pandas), 0, 0, 1, 1},
  {&__pyx_n_s_partials, __pyx_k_partials, sizeof(__pyx_k_partials), 0, 0, 1, 1},
  {&__pyx_n_s_partials_get, __pyx_k_partials_get, sizeof(__pyx_k_partials_get), 0, 0, 1, 1},
  {&__pyx_n_s_perims, __pyx_k_perims, sizeof(__pyx_k_perims), 0, 0, 1, 1},
  {&__pyx_n_s_pi, __pyx_k_pi, sizeof(__pyx_k_pi), 0, 0, 1, 1},
  {&__pyx_n_s_point, __pyx_k_point, sizeof(__pyx_k_point), 0, 0, 1, 1},
  {&__pyx_n_s_poly_regression, __pyx_k_poly_regression, sizeof(__pyx_k_poly_regression), 0, 0, 1, 1},
  {&__pyx_n_s_polyfit, __pyx_k_polyfit, sizeof(__pyx_k_polyfit), 0, 0, 1, 1},
  {&__pyx_n_s_pop, __pyx_k_pop, sizeof(__pyx_k_pop), 0, 0, 1, 1},
  {&__pyx_n_s_pos, __pyx_k_pos, sizeof(__pyx_k_pos), 0, 0, 1, 1},
  {&__pyx_n_s_position, __pyx_k_position, sizeof(__pyx_k_position), 0, 0, 1, 1},
  {&__pyx_n_s_power, __pyx_k_power, sizeof(__pyx_k_power), 0, 0, 1, 1},
  {&__pyx_n_s_pred_change, __pyx_k_pred_change, sizeof(__pyx_k_pred_change), 0, 0, 1, 1},
  {&__pyx_n_s_predictions, __pyx_k_predictions, sizeof(__pyx_k_predictions), 0, 0, 1, 1},
  {&__pyx_n_s_prepare, __pyx_k_prepare, sizeof(__pyx_k_prepare), 0, 0, 1, 1},
  {&__pyx_n_s_print, __pyx_k_print, sizeof(__pyx_k_print), 0, 0, 1, 1},
  {&__pyx_n_s_properties, __pyx_k_properties, sizeof(__pyx_k_properties), 0, 0, 1, 1},
  {&__pyx_n_s_q_str, __pyx_k_q_str, sizeof(__pyx_k_q_str), 0, 0, 1, 1},
  {&__pyx_n_s_qualname, __pyx_k_qualname, sizeof(__pyx_k_qualname), 0, 0, 1, 1},
  {&__pyx_n_s_r2_d2, __pyx_k_r2_d2, sizeof(__pyx_k_r2_d2), 0, 0, 1, 1},
  {&__pyx_n_s_r2_score, __pyx_k_r2_score, sizeof(__pyx_k_r2_score), 0, 0, 1, 1},
  {&__pyx_n_s_r2_test, __pyx_k_r2_test, sizeof(__pyx_k_r2_test), 0, 0, 1, 1},
  {&__pyx_n_s_r2_train, __pyx_k_r2_train, sizeof(__pyx_k_r2_train), 0, 0, 1, 1},
  {&__pyx_n_s_r2s, __pyx_k_r2s, sizeof(__pyx_k_r2s), 0, 0, 1, 1},
  {&__pyx_n_s_r_data, __pyx_k_r_data, sizeof(__pyx_k_r_data), 0, 0, 1, 1},
  {&__pyx_n_s_r_squared, __pyx_k_r_squared, sizeof(__pyx_k_r_squared), 0, 0, 1, 1},
  {&__pyx_n_s_randint, __pyx_k_randint, sizeof(__pyx_k_randint), 0, 0, 1, 1},
  {&__pyx_n_s_random, __pyx_k_random, sizeof(__pyx_k_random), 0, 0, 1, 1},
  {&__pyx_n_s_range, __pyx_k_range, sizeof(__pyx_k_range), 0, 0, 1, 1},
  {&__pyx_n_s_range_2, __pyx_k_range_2, sizeof(__pyx_k_range_2), 0, 0, 1, 1},
  {&__pyx_n_s_reader, __pyx_k_reader, sizeof(__pyx_k_reader), 0, 0, 1, 1},
  {&__pyx_n_s_reg_eq, __pyx_k_reg_eq, sizeof(__pyx_k_reg_eq), 0, 0, 1, 1},
  {&__pyx_n_s_regurgitate, __pyx_k_regurgitate, sizeof(__pyx_k_regurgitate), 0, 0, 1, 1},
  {&__pyx_n_s_remove, __pyx_k_remove, sizeof(__pyx_k_remove), 0, 0, 1, 1},
  {&__pyx_n_s_resolution, __pyx_k_resolution, sizeof(__pyx_k_resolution), 0, 0, 1, 1},
  {&__pyx_kp_s_resolution_must_be_int, __pyx_k_resolution_must_be_int, sizeof(__pyx_k_resolution_must_be_int), 0, 0, 1, 0},
  {&__pyx_kp_s_returns_list_of_predicted_values, __pyx_k_returns_list_of_predicted_values, sizeof(__pyx_k_returns_list_of_predicted_values), 0, 0, 1, 0},
  {&__pyx_n_s_rms, __pyx_k_rms, sizeof(__pyx_k_rms), 0, 0, 1, 1},
  {&__pyx_n_s_rms_2, __pyx_k_rms_2, sizeof(__pyx_k_rms_2), 0, 0, 1, 1},
  {&__pyx_n_s_rms_test, __pyx_k_rms_test, sizeof(__pyx_k_rms_test), 0, 0, 1, 1},
  {&__pyx_n_s_rms_train, __pyx_k_rms_train, sizeof(__pyx_k_rms_train), 0, 0, 1, 1},
  {&__pyx_n_s_rmss, __pyx_k_rmss, sizeof(__pyx_k_rmss), 0, 0, 1, 1},
  {&__pyx_n_s_row, __pyx_k_row, sizeof(__pyx_k_row), 0, 0, 1, 1},
  {&__pyx_n_s_row_b_stats, __pyx_k_row_b_stats, sizeof(__pyx_k_row_b_stats), 0, 0, 1, 1},
  {&__pyx_n_s_row_histo, __pyx_k_row_histo, sizeof(__pyx_k_row_histo), 0, 0, 1, 1},
  {&__pyx_n_s_scipy, __pyx_k_scipy, sizeof(__pyx_k_scipy), 0, 0, 1, 1},
  {&__pyx_n_s_scipy_optimize, __pyx_k_scipy_optimize, sizeof(__pyx_k_scipy_optimize), 0, 0, 1, 1},
  {&__pyx_n_s_score, __pyx_k_score, sizeof(__pyx_k_score), 0, 0, 1, 1},
  {&__pyx_n_s_search, __pyx_k_search, sizeof(__pyx_k_search), 0, 0, 1, 1},
  {&__pyx_n_s_select_best_regression, __pyx_k_select_best_regression, sizeof(__pyx_k_select_best_regression), 0, 0, 1, 1},
  {&__pyx_n_s_selector, __pyx_k_selector, sizeof(__pyx_k_selector), 0, 0, 1, 1},
  {&__pyx_n_s_self, __pyx_k_self, sizeof(__pyx_k_self), 0, 0, 1, 1},
  {&__pyx_n_s_send, __pyx_k_send, sizeof(__pyx_k_send), 0, 0, 1, 1},
  {&__pyx_n_s_setting, __pyx_k_setting, sizeof(__pyx_k_setting), 0, 0, 1, 1},
  {&__pyx_n_s_sklearn, __pyx_k_sklearn, sizeof(__pyx_k_sklearn), 0, 0, 1, 1},
  {&__pyx_n_s_sorted, __pyx_k_sorted, sizeof(__pyx_k_sorted), 0, 0, 1, 1},
  {&__pyx_kp_s_specified_device_does_not_exist, __pyx_k_specified_device_does_not_exist, sizeof(__pyx_k_specified_device_does_not_exist), 0, 0, 1, 0},
  {&__pyx_n_s_sqrt, __pyx_k_sqrt, sizeof(__pyx_k_sqrt), 0, 0, 1, 1},
  {&__pyx_n_s_ss, __pyx_k_ss, sizeof(__pyx_k_ss), 0, 0, 1, 1},
  {&__pyx_n_s_ss_2, __pyx_k_ss_2, sizeof(__pyx_k_ss_2), 0, 0, 1, 1},
  {&__pyx_n_s_ss_locals_genexpr, __pyx_k_ss_locals_genexpr, sizeof(__pyx_k_ss_locals_genexpr), 0, 0, 1, 1},
  {&__pyx_n_s_start, __pyx_k_start, sizeof(__pyx_k_start), 0, 0, 1, 1},
  {&__pyx_n_s_start_a, __pyx_k_start_a, sizeof(__pyx_k_start_a), 0, 0, 1, 1},
  {&__pyx_n_s_start_g, __pyx_k_start_g, sizeof(__pyx_k_start_g), 0, 0, 1, 1},
  {&__pyx_n_s_stats, __pyx_k_stats, sizeof(__pyx_k_stats), 0, 0, 1, 1},
  {&__pyx_n_s_stdev, __pyx_k_stdev, sizeof(__pyx_k_stdev), 0, 0, 1, 1},
  {&__pyx_n_s_stdev_2, __pyx_k_stdev_2, sizeof(__pyx_k_stdev_2), 0, 0, 1, 1},
  {&__pyx_n_s_stdev_derivative, __pyx_k_stdev_derivative, sizeof(__pyx_k_stdev_derivative), 0, 0, 1, 1},
  {&__pyx_n_s_stdev_z_split, __pyx_k_stdev_z_split, sizeof(__pyx_k_stdev_z_split), 0, 0, 1, 1},
  {&__pyx_n_s_strip_data, __pyx_k_strip_data, sizeof(__pyx_k_strip_data), 0, 0, 1, 1},
  {&__pyx_n_s_sum, __pyx_k_sum, sizeof(__pyx_k_sum), 0, 0, 1, 1},
  {&__pyx_n_s_sum_2, __pyx_k_sum_2, sizeof(__pyx_k_sum_2), 0, 0, 1, 1},
  {&__pyx_n_s_sum_locals_genexpr, __pyx_k_sum_locals_genexpr, sizeof(__pyx_k_sum_locals_genexpr), 0, 0, 1, 1},
  {&__pyx_n_s_table, __pyx_k_table, sizeof(__pyx_k_table), 0, 0, 1, 1},
  {&__pyx_n_s_tanh, __pyx_k_tanh, sizeof(__pyx_k_tanh), 0, 0, 1, 1},
  {&__pyx_n_s_tanh_regression, __pyx_k_tanh_regression, sizeof(__pyx_k_tanh_regression), 0, 0, 1, 1},
  {&__pyx_n_s_tanh_regression_locals_tanh, __pyx_k_tanh_regression_locals_tanh, sizeof(__pyx_k_tanh_regression_locals_tanh), 0, 0, 1, 1},
  {&__pyx_n_s_targets, __pyx_k_targets, sizeof(__pyx_k_targets), 0, 0, 1, 1},
  {&__pyx_n_s_temp, __pyx_k_temp, sizeof(__pyx_k_temp), 0, 0, 1, 1},
  {&__pyx_n_s_test, __pyx_k_test, sizeof(__pyx_k_test), 0, 0, 1, 1},
  {&__pyx_n_s_throw, __pyx_k_throw, sizeof(__pyx_k_throw), 0, 0, 1, 1},
  {&__pyx_n_s_time, __pyx_k_time, sizeof(__pyx_k_time), 0, 0, 1, 1},
  {&__pyx_n_s_tolist, __pyx_k_tolist, sizeof(__pyx_k_tolist), 0, 0, 1, 1},
  {&__pyx_n_s_torch, __pyx_k_torch, sizeof(__pyx_k_torch), 0, 0, 1, 1},
  {&__pyx_n_s_total, __pyx_k_total, sizeof(__pyx_k_total), 0, 0, 1, 1},
  {&__pyx_n_s_total2, __pyx_k_total2, sizeof(__pyx_k_total2), 0, 0, 1, 1},
  {&__pyx_n_s_ttest_ind, __pyx_k_ttest_ind, sizeof(__pyx_k_ttest_ind), 0, 0, 1, 1},
  {&__pyx_n_s_typ, __pyx_k_typ, sizeof(__pyx_k_typ), 0, 0, 1, 1},
  {&__pyx_n_s_uniform, __pyx_k_uniform, sizeof(__pyx_k_uniform), 0, 0, 1, 1},
  {&__pyx_n_s_vals, __pyx_k_vals, sizeof(__pyx_k_vals), 0, 0, 1, 1},
  {&__pyx_kp_s_vals_append, __pyx_k_vals_append, sizeof(__pyx_k_vals_append), 0, 0, 1, 0},
  {&__pyx_n_s_value, __pyx_k_value, sizeof(__pyx_k_value), 0, 0, 1, 1},
  {&__pyx_n_s_values, __pyx_k_values, sizeof(__pyx_k_values), 0, 0, 1, 1},
  {&__pyx_n_s_var, __pyx_k_var, sizeof(__pyx_k_var), 0, 0, 1, 1},
  {&__pyx_n_s_variance, __pyx_k_variance, sizeof(__pyx_k_variance), 0, 0, 1, 1},
  {&__pyx_n_s_variance_2, __pyx_k_variance_2, sizeof(__pyx_k_variance_2), 0, 0, 1, 1},
  {&__pyx_kp_s_variance_requires_at_least_two_d, __pyx_k_variance_requires_at_least_two_d, sizeof(__pyx_k_variance_requires_at_least_two_d), 0, 0, 1, 0},
  {&__pyx_n_s_version, __pyx_k_version, sizeof(__pyx_k_version), 0, 0, 1, 1},
  {&__pyx_n_s_w, __pyx_k_w, sizeof(__pyx_k_w), 0, 0, 1, 1},
  {&__pyx_n_s_write, __pyx_k_write, sizeof(__pyx_k_write), 0, 0, 1, 1},
  {&__pyx_n_s_x, __pyx_k_x, sizeof(__pyx_k_x), 0, 0, 1, 1},
  {&__pyx_n_s_x_fit, __pyx_k_x_fit, sizeof(__pyx_k_x_fit), 0, 0, 1, 1},
  {&__pyx_n_s_x_norm, __pyx_k_x_norm, sizeof(__pyx_k_x_norm), 0, 0, 1, 1},
  {&__pyx_n_s_x_test, __pyx_k_x_test, sizeof(__pyx_k_x_test), 0, 0, 1, 1},
  {&__pyx_n_s_x_train, __pyx_k_x_train, sizeof(__pyx_k_x_train), 0, 0, 1, 1},
  {&__pyx_n_s_xbar, __pyx_k_xbar, sizeof(__pyx_k_xbar), 0, 0, 1, 1},
  {&__pyx_n_s_y, __pyx_k_y, sizeof(__pyx_k_y), 0, 0, 1, 1},
  {&__pyx_n_s_y_fit, __pyx_k_y_fit, sizeof(__pyx_k_y_fit), 0, 0, 1, 1},
  {&__pyx_n_s_y_norm, __pyx_k_y_norm, sizeof(__pyx_k_y_norm), 0, 0, 1, 1},
  {&__pyx_n_s_y_test, __pyx_k_y_test, sizeof(__pyx_k_y_test), 0, 0, 1, 1},
  {&__pyx_n_s_y_train, __pyx_k_y_train, sizeof(__pyx_k_y_train), 0, 0, 1, 1},
  {&__pyx_kp_s_z, __pyx_k_z, sizeof(__pyx_k_z), 0, 0, 1, 0},
  {&__pyx_n_s_z_2, __pyx_k_z_2, sizeof(__pyx_k_z_2), 0, 0, 1, 1},
  {&__pyx_kp_s_z_3, __pyx_k_z_3, sizeof(__pyx_k_z_3), 0, 0, 1, 0},
  {&__pyx_kp_s_z_4, __pyx_k_z_4, sizeof(__pyx_k_z_4), 0, 0, 1, 0},
  {&__pyx_n_s_z_normalize, __pyx_k_z_normalize, sizeof(__pyx_k_z_normalize), 0, 0, 1, 1},
  {&__pyx_n_s_z_score, __pyx_k_z_score, sizeof(__pyx_k_z_score), 0, 0, 1, 1},
  {&__pyx_n_s_z_split, __pyx_k_z_split, sizeof(__pyx_k_z_split), 0, 0, 1, 1},
  {0, 0, 0, 0, 0, 0, 0}
};
static CYTHON_SMALL_CODE int __Pyx_InitCachedBuiltins(void) {
  __pyx_builtin_ValueError = __Pyx_GetBuiltinName(__pyx_n_s_ValueError); if (!__pyx_builtin_ValueError) __PYX_ERR(0, 157, __pyx_L1_error)
  __pyx_builtin_range = __Pyx_GetBuiltinName(__pyx_n_s_range); if (!__pyx_builtin_range) __PYX_ERR(0, 206, __pyx_L1_error)
  __pyx_builtin_open = __Pyx_GetBuiltinName(__pyx_n_s_open); if (!__pyx_builtin_open) __PYX_ERR(0, 418, __pyx_L1_error)
  __pyx_builtin_sorted = __Pyx_GetBuiltinName(__pyx_n_s_sorted); if (!__pyx_builtin_sorted) __PYX_ERR(0, 588, __pyx_L1_error)
  __pyx_builtin_max = __Pyx_GetBuiltinName(__pyx_n_s_max); if (!__pyx_builtin_max) __PYX_ERR(0, 915, __pyx_L1_error)
  __pyx_builtin_map = __Pyx_GetBuiltinName(__pyx_n_s_map); if (!__pyx_builtin_map) __PYX_ERR(0, 970, __pyx_L1_error)
  __pyx_builtin_sum = __Pyx_GetBuiltinName(__pyx_n_s_sum); if (!__pyx_builtin_sum) __PYX_ERR(0, 979, __pyx_L1_error)
  __pyx_builtin_AttributeError = __Pyx_GetBuiltinName(__pyx_n_s_AttributeError); if (!__pyx_builtin_AttributeError) __PYX_ERR(0, 986, __pyx_L1_error)
  __pyx_builtin_TypeError = __Pyx_GetBuiltinName(__pyx_n_s_TypeError); if (!__pyx_builtin_TypeError) __PYX_ERR(0, 1018, __pyx_L1_error)
  __pyx_builtin_OverflowError = __Pyx_GetBuiltinName(__pyx_n_s_OverflowError); if (!__pyx_builtin_OverflowError) __PYX_ERR(0, 1037, __pyx_L1_error)
  return 0;
  __pyx_L1_error:;
  return -1;
}

static CYTHON_SMALL_CODE int __Pyx_InitCachedConstants(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_InitCachedConstants", 0);

  /* "analysis.py":418
 * 
 * def load_csv(filepath):
 *     with open(filepath, newline='') as csvfile:             # <<<<<<<<<<<<<<
 *         file_array = list(csv.reader(csvfile))
 *         csvfile.close()
 */
  __pyx_tuple__3 = PyTuple_Pack(3, Py_None, Py_None, Py_None); if (unlikely(!__pyx_tuple__3)) __PYX_ERR(0, 418, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__3);
  __Pyx_GIVEREF(__pyx_tuple__3);

  /* "analysis.py":606
 *             pred_change = mean_derivative
 * 
 *         predictions.append(float(hist_data[-1:][0]) + pred_change)             # <<<<<<<<<<<<<<
 * 
 *         i = i + delta
 */
  __pyx_slice__4 = PySlice_New(__pyx_int_neg_1, Py_None, Py_None); if (unlikely(!__pyx_slice__4)) __PYX_ERR(0, 606, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__4);
  __Pyx_GIVEREF(__pyx_slice__4);

  /* "analysis.py":713
 * def tanh_regression(x, y):
 * 
 *     def tanh(x, a, b, c, d):             # <<<<<<<<<<<<<<
 * 
 *         return a * np.tanh(b * (x - c)) + d
 */
  __pyx_tuple__11 = PyTuple_Pack(5, __pyx_n_s_x, __pyx_n_s_a, __pyx_n_s_b, __pyx_n_s_c, __pyx_n_s_d); if (unlikely(!__pyx_tuple__11)) __PYX_ERR(0, 713, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__11);
  __Pyx_GIVEREF(__pyx_tuple__11);
  __pyx_codeobj__12 = (PyObject*)__Pyx_PyCode_New(5, 0, 5, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__11, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_tanh, 713, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__12)) __PYX_ERR(0, 713, __pyx_L1_error)

  /* "analysis.py":157
 * 
 * 
 * class error(ValueError):             # <<<<<<<<<<<<<<
 *     pass
 * 
 */
  __pyx_tuple__18 = PyTuple_Pack(1, __pyx_builtin_ValueError); if (unlikely(!__pyx_tuple__18)) __PYX_ERR(0, 157, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__18);
  __Pyx_GIVEREF(__pyx_tuple__18);

  /* "analysis.py":161
 * 
 * 
 * def _init_device(setting, arg):  # initiates computation device for ANNs             # <<<<<<<<<<<<<<
 *     if setting == "cuda":
 *         try:
 */
  __pyx_tuple__19 = PyTuple_Pack(2, __pyx_n_s_setting, __pyx_n_s_arg); if (unlikely(!__pyx_tuple__19)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__19);
  __Pyx_GIVEREF(__pyx_tuple__19);
  __pyx_codeobj__20 = (PyObject*)__Pyx_PyCode_New(2, 0, 2, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__19, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_init_device, 161, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__20)) __PYX_ERR(0, 161, __pyx_L1_error)

  /* "analysis.py":184
 *     c_logic = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("c_entities has attributes names, ids, positions, properties, and logic. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, nd array of properties, and nd array of logic")
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 */
  __pyx_tuple__21 = PyTuple_Pack(1, __pyx_n_s_self); if (unlikely(!__pyx_tuple__21)) __PYX_ERR(0, 184, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__21);
  __Pyx_GIVEREF(__pyx_tuple__21);
  __pyx_codeobj__22 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__21, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_debug, 184, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__22)) __PYX_ERR(0, 184, __pyx_L1_error)

  /* "analysis.py":188
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 * 
 *     def __init__(self, names, ids, pos, properties, logic):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */
  __pyx_tuple__23 = PyTuple_Pack(6, __pyx_n_s_self, __pyx_n_s_names, __pyx_n_s_ids, __pyx_n_s_pos, __pyx_n_s_properties, __pyx_n_s_logic); if (unlikely(!__pyx_tuple__23)) __PYX_ERR(0, 188, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__23);
  __Pyx_GIVEREF(__pyx_tuple__23);
  __pyx_codeobj__24 = (PyObject*)__Pyx_PyCode_New(6, 0, 6, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__23, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_init, 188, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__24)) __PYX_ERR(0, 188, __pyx_L1_error)

  /* "analysis.py":196
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_logic):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */
  __pyx_tuple__25 = PyTuple_Pack(6, __pyx_n_s_self, __pyx_n_s_n_name, __pyx_n_s_n_id, __pyx_n_s_n_pos, __pyx_n_s_n_property, __pyx_n_s_n_logic); if (unlikely(!__pyx_tuple__25)) __PYX_ERR(0, 196, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__25);
  __Pyx_GIVEREF(__pyx_tuple__25);
  __pyx_codeobj__26 = (PyObject*)__Pyx_PyCode_New(6, 0, 6, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__25, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_append, 196, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__26)) __PYX_ERR(0, 196, __pyx_L1_error)

  /* "analysis.py":204
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_logic):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_tuple__27 = PyTuple_Pack(9, __pyx_n_s_self, __pyx_n_s_search, __pyx_n_s_n_name, __pyx_n_s_n_id, __pyx_n_s_n_pos, __pyx_n_s_n_property, __pyx_n_s_n_logic, __pyx_n_s_position, __pyx_n_s_i); if (unlikely(!__pyx_tuple__27)) __PYX_ERR(0, 204, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__27);
  __Pyx_GIVEREF(__pyx_tuple__27);
  __pyx_codeobj__28 = (PyObject*)__Pyx_PyCode_New(7, 0, 9, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__27, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_edit, 204, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__28)) __PYX_ERR(0, 204, __pyx_L1_error)

  /* "analysis.py":226
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_tuple__29 = PyTuple_Pack(4, __pyx_n_s_self, __pyx_n_s_search, __pyx_n_s_position, __pyx_n_s_i); if (unlikely(!__pyx_tuple__29)) __PYX_ERR(0, 226, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__29);
  __Pyx_GIVEREF(__pyx_tuple__29);
  __pyx_codeobj__30 = (PyObject*)__Pyx_PyCode_New(2, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__29, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_search, 226, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__30)) __PYX_ERR(0, 226, __pyx_L1_error)

  /* "analysis.py":234
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_logic[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 * 
 */
  __pyx_tuple__31 = PyTuple_Pack(1, __pyx_n_s_self); if (unlikely(!__pyx_tuple__31)) __PYX_ERR(0, 234, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__31);
  __Pyx_GIVEREF(__pyx_tuple__31);
  __pyx_codeobj__32 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__31, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_regurgitate, 234, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__32)) __PYX_ERR(0, 234, __pyx_L1_error)

  /* "analysis.py":246
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("nc_entities (non-controlable entities) has attributes names, ids, positions, properties, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, 2d array of properties, and 2d array of effects.")
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 */
  __pyx_tuple__33 = PyTuple_Pack(1, __pyx_n_s_self); if (unlikely(!__pyx_tuple__33)) __PYX_ERR(0, 246, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__33);
  __Pyx_GIVEREF(__pyx_tuple__33);
  __pyx_codeobj__34 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__33, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_debug, 246, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__34)) __PYX_ERR(0, 246, __pyx_L1_error)

  /* "analysis.py":250
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 * 
 *     def __init__(self, names, ids, pos, properties, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */
  __pyx_tuple__35 = PyTuple_Pack(6, __pyx_n_s_self, __pyx_n_s_names, __pyx_n_s_ids, __pyx_n_s_pos, __pyx_n_s_properties, __pyx_n_s_effects); if (unlikely(!__pyx_tuple__35)) __PYX_ERR(0, 250, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__35);
  __Pyx_GIVEREF(__pyx_tuple__35);
  __pyx_codeobj__36 = (PyObject*)__Pyx_PyCode_New(6, 0, 6, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__35, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_init, 250, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__36)) __PYX_ERR(0, 250, __pyx_L1_error)

  /* "analysis.py":258
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */
  __pyx_tuple__37 = PyTuple_Pack(6, __pyx_n_s_self, __pyx_n_s_n_name, __pyx_n_s_n_id, __pyx_n_s_n_pos, __pyx_n_s_n_property, __pyx_n_s_n_effect); if (unlikely(!__pyx_tuple__37)) __PYX_ERR(0, 258, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__37);
  __Pyx_GIVEREF(__pyx_tuple__37);
  __pyx_codeobj__38 = (PyObject*)__Pyx_PyCode_New(6, 0, 6, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__37, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_append, 258, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__38)) __PYX_ERR(0, 258, __pyx_L1_error)

  /* "analysis.py":267
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_tuple__39 = PyTuple_Pack(9, __pyx_n_s_self, __pyx_n_s_search, __pyx_n_s_n_name, __pyx_n_s_n_id, __pyx_n_s_n_pos, __pyx_n_s_n_property, __pyx_n_s_n_effect, __pyx_n_s_position, __pyx_n_s_i); if (unlikely(!__pyx_tuple__39)) __PYX_ERR(0, 267, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__39);
  __Pyx_GIVEREF(__pyx_tuple__39);
  __pyx_codeobj__40 = (PyObject*)__Pyx_PyCode_New(7, 0, 9, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__39, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_edit, 267, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__40)) __PYX_ERR(0, 267, __pyx_L1_error)

  /* "analysis.py":289
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_tuple__41 = PyTuple_Pack(4, __pyx_n_s_self, __pyx_n_s_search, __pyx_n_s_position, __pyx_n_s_i); if (unlikely(!__pyx_tuple__41)) __PYX_ERR(0, 289, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__41);
  __Pyx_GIVEREF(__pyx_tuple__41);
  __pyx_codeobj__42 = (PyObject*)__Pyx_PyCode_New(2, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__41, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_search, 289, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__42)) __PYX_ERR(0, 289, __pyx_L1_error)

  /* "analysis.py":297
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 * 
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 */
  __pyx_tuple__43 = PyTuple_Pack(1, __pyx_n_s_self); if (unlikely(!__pyx_tuple__43)) __PYX_ERR(0, 297, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__43);
  __Pyx_GIVEREF(__pyx_tuple__43);
  __pyx_codeobj__44 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__43, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_regurgitate, 297, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__44)) __PYX_ERR(0, 297, __pyx_L1_error)

  /* "analysis.py":309
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("obstacles has atributes names, ids, positions, perimeters, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 3d array of perimeters, 2d array of effects.")
 *         return [self.c_names, self.c_ids, self.c_perim, self.c_effects]
 */
  __pyx_tuple__45 = PyTuple_Pack(1, __pyx_n_s_self); if (unlikely(!__pyx_tuple__45)) __PYX_ERR(0, 309, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__45);
  __Pyx_GIVEREF(__pyx_tuple__45);
  __pyx_codeobj__46 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__45, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_debug, 309, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__46)) __PYX_ERR(0, 309, __pyx_L1_error)

  /* "analysis.py":313
 *         return [self.c_names, self.c_ids, self.c_perim, self.c_effects]
 * 
 *     def __init__(self, names, ids, perims, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */
  __pyx_tuple__47 = PyTuple_Pack(5, __pyx_n_s_self, __pyx_n_s_names, __pyx_n_s_ids, __pyx_n_s_perims, __pyx_n_s_effects); if (unlikely(!__pyx_tuple__47)) __PYX_ERR(0, 313, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__47);
  __Pyx_GIVEREF(__pyx_tuple__47);
  __pyx_codeobj__48 = (PyObject*)__Pyx_PyCode_New(5, 0, 5, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__47, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_init, 313, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__48)) __PYX_ERR(0, 313, __pyx_L1_error)

  /* "analysis.py":320
 *         return None
 * 
 *     def append(self, n_name, n_id, n_perim, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */
  __pyx_tuple__49 = PyTuple_Pack(5, __pyx_n_s_self, __pyx_n_s_n_name, __pyx_n_s_n_id, __pyx_n_s_n_perim, __pyx_n_s_n_effect); if (unlikely(!__pyx_tuple__49)) __PYX_ERR(0, 320, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__49);
  __Pyx_GIVEREF(__pyx_tuple__49);
  __pyx_codeobj__50 = (PyObject*)__Pyx_PyCode_New(5, 0, 5, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__49, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_append, 320, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__50)) __PYX_ERR(0, 320, __pyx_L1_error)

  /* "analysis.py":327
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_perim, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_tuple__51 = PyTuple_Pack(8, __pyx_n_s_self, __pyx_n_s_search, __pyx_n_s_n_name, __pyx_n_s_n_id, __pyx_n_s_n_perim, __pyx_n_s_n_effect, __pyx_n_s_position, __pyx_n_s_i); if (unlikely(!__pyx_tuple__51)) __PYX_ERR(0, 327, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__51);
  __Pyx_GIVEREF(__pyx_tuple__51);
  __pyx_codeobj__52 = (PyObject*)__Pyx_PyCode_New(6, 0, 8, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__51, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_edit, 327, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__52)) __PYX_ERR(0, 327, __pyx_L1_error)

  /* "analysis.py":347
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_tuple__53 = PyTuple_Pack(4, __pyx_n_s_self, __pyx_n_s_search, __pyx_n_s_position, __pyx_n_s_i); if (unlikely(!__pyx_tuple__53)) __PYX_ERR(0, 347, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__53);
  __Pyx_GIVEREF(__pyx_tuple__53);
  __pyx_codeobj__54 = (PyObject*)__Pyx_PyCode_New(2, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__53, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_search, 347, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__54)) __PYX_ERR(0, 347, __pyx_L1_error)

  /* "analysis.py":355
 *         return [self.c_names[position], self.c_ids[position], self.c_perim[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_perim, self.c_effects]
 * 
 */
  __pyx_tuple__55 = PyTuple_Pack(1, __pyx_n_s_self); if (unlikely(!__pyx_tuple__55)) __PYX_ERR(0, 355, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__55);
  __Pyx_GIVEREF(__pyx_tuple__55);
  __pyx_codeobj__56 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__55, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_regurgitate, 355, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__56)) __PYX_ERR(0, 355, __pyx_L1_error)

  /* "analysis.py":366
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("objectives has atributes names, ids, positions, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 1d array of effects.")
 *         return [self.c_names, self.c_ids, self.c_pos, self.c_effects]
 */
  __pyx_tuple__57 = PyTuple_Pack(1, __pyx_n_s_self); if (unlikely(!__pyx_tuple__57)) __PYX_ERR(0, 366, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__57);
  __Pyx_GIVEREF(__pyx_tuple__57);
  __pyx_codeobj__58 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__57, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_debug, 366, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__58)) __PYX_ERR(0, 366, __pyx_L1_error)

  /* "analysis.py":370
 *         return [self.c_names, self.c_ids, self.c_pos, self.c_effects]
 * 
 *     def __init__(self, names, ids, pos, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */
  __pyx_tuple__59 = PyTuple_Pack(5, __pyx_n_s_self, __pyx_n_s_names, __pyx_n_s_ids, __pyx_n_s_pos, __pyx_n_s_effects); if (unlikely(!__pyx_tuple__59)) __PYX_ERR(0, 370, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__59);
  __Pyx_GIVEREF(__pyx_tuple__59);
  __pyx_codeobj__60 = (PyObject*)__Pyx_PyCode_New(5, 0, 5, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__59, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_init, 370, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__60)) __PYX_ERR(0, 370, __pyx_L1_error)

  /* "analysis.py":377
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */
  __pyx_tuple__61 = PyTuple_Pack(5, __pyx_n_s_self, __pyx_n_s_n_name, __pyx_n_s_n_id, __pyx_n_s_n_pos, __pyx_n_s_n_effect); if (unlikely(!__pyx_tuple__61)) __PYX_ERR(0, 377, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__61);
  __Pyx_GIVEREF(__pyx_tuple__61);
  __pyx_codeobj__62 = (PyObject*)__Pyx_PyCode_New(5, 0, 5, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__61, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_append, 377, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__62)) __PYX_ERR(0, 377, __pyx_L1_error)

  /* "analysis.py":384
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         print(self.c_ids)
 */
  __pyx_tuple__63 = PyTuple_Pack(8, __pyx_n_s_self, __pyx_n_s_search, __pyx_n_s_n_name, __pyx_n_s_n_id, __pyx_n_s_n_pos, __pyx_n_s_n_effect, __pyx_n_s_position, __pyx_n_s_i); if (unlikely(!__pyx_tuple__63)) __PYX_ERR(0, 384, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__63);
  __Pyx_GIVEREF(__pyx_tuple__63);
  __pyx_codeobj__64 = (PyObject*)__Pyx_PyCode_New(6, 0, 8, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__63, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_edit, 384, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__64)) __PYX_ERR(0, 384, __pyx_L1_error)

  /* "analysis.py":405
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_tuple__65 = PyTuple_Pack(4, __pyx_n_s_self, __pyx_n_s_search, __pyx_n_s_position, __pyx_n_s_i); if (unlikely(!__pyx_tuple__65)) __PYX_ERR(0, 405, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__65);
  __Pyx_GIVEREF(__pyx_tuple__65);
  __pyx_codeobj__66 = (PyObject*)__Pyx_PyCode_New(2, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__65, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_search, 405, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__66)) __PYX_ERR(0, 405, __pyx_L1_error)

  /* "analysis.py":413
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_effects]
 * 
 */
  __pyx_tuple__67 = PyTuple_Pack(1, __pyx_n_s_self); if (unlikely(!__pyx_tuple__67)) __PYX_ERR(0, 413, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__67);
  __Pyx_GIVEREF(__pyx_tuple__67);
  __pyx_codeobj__68 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__67, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_regurgitate, 413, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__68)) __PYX_ERR(0, 413, __pyx_L1_error)

  /* "analysis.py":417
 * 
 * 
 * def load_csv(filepath):             # <<<<<<<<<<<<<<
 *     with open(filepath, newline='') as csvfile:
 *         file_array = list(csv.reader(csvfile))
 */
  __pyx_tuple__69 = PyTuple_Pack(3, __pyx_n_s_filepath, __pyx_n_s_csvfile, __pyx_n_s_file_array); if (unlikely(!__pyx_tuple__69)) __PYX_ERR(0, 417, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__69);
  __Pyx_GIVEREF(__pyx_tuple__69);
  __pyx_codeobj__70 = (PyObject*)__Pyx_PyCode_New(1, 0, 3, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__69, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_load_csv, 417, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__70)) __PYX_ERR(0, 417, __pyx_L1_error)

  /* "analysis.py":425
 * 
 * # data=array, mode = ['1d':1d_basic_stats, 'column':c_basic_stats, 'row':r_basic_stats], arg for mode 1 or mode 2 for column or row
 * def basic_stats(data, method, arg):             # <<<<<<<<<<<<<<
 * 
 *     if method == 'debug':
 */
  __pyx_tuple__71 = PyTuple_Pack(13, __pyx_n_s_data, __pyx_n_s_method, __pyx_n_s_arg, __pyx_n_s_data_t, __pyx_n_s_i, __pyx_n_s_mean_2, __pyx_n_s_median_2, __pyx_n_s_mode_2, __pyx_n_s_stdev_2, __pyx_n_s_variance_2, __pyx_n_s_c_data, __pyx_n_s_c_data_sorted, __pyx_n_s_r_data); if (unlikely(!__pyx_tuple__71)) __PYX_ERR(0, 425, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__71);
  __Pyx_GIVEREF(__pyx_tuple__71);
  __pyx_codeobj__72 = (PyObject*)__Pyx_PyCode_New(3, 0, 13, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__71, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_basic_stats, 425, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__72)) __PYX_ERR(0, 425, __pyx_L1_error)

  /* "analysis.py":511
 * 
 * # returns z score with inputs of point, mean and standard deviation of spread
 * def z_score(point, mean, stdev):             # <<<<<<<<<<<<<<
 *     score = (point - mean) / stdev
 *     return score
 */
  __pyx_tuple__73 = PyTuple_Pack(4, __pyx_n_s_point, __pyx_n_s_mean, __pyx_n_s_stdev, __pyx_n_s_score); if (unlikely(!__pyx_tuple__73)) __PYX_ERR(0, 511, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__73);
  __Pyx_GIVEREF(__pyx_tuple__73);
  __pyx_codeobj__74 = (PyObject*)__Pyx_PyCode_New(3, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__73, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_z_score, 511, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__74)) __PYX_ERR(0, 511, __pyx_L1_error)

  /* "analysis.py":517
 * 
 * # mode is either 'x' or 'y' or 'both' depending on the variable(s) to be normalized
 * def z_normalize(x, y, mode):             # <<<<<<<<<<<<<<
 * 
 *     x_norm = []
 */
  __pyx_tuple__75 = PyTuple_Pack(13, __pyx_n_s_x, __pyx_n_s_y, __pyx_n_s_mode, __pyx_n_s_x_norm, __pyx_n_s_y_norm, __pyx_n_s_mean, __pyx_n_s_stdev, __pyx_n_s_mean_2, __pyx_n_s_median_2, __pyx_n_s_mode_2, __pyx_n_s_stdev_2, __pyx_n_s_variance_2, __pyx_n_s_i); if (unlikely(!__pyx_tuple__75)) __PYX_ERR(0, 517, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__75);
  __Pyx_GIVEREF(__pyx_tuple__75);
  __pyx_codeobj__76 = (PyObject*)__Pyx_PyCode_New(3, 0, 13, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__75, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_z_normalize, 517, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__76)) __PYX_ERR(0, 517, __pyx_L1_error)

  /* "analysis.py":560
 * 
 * # returns n-th percentile of spread given mean, standard deviation, lower z-score, and upper z-score
 * def stdev_z_split(mean, stdev, delta, low_bound, high_bound):             # <<<<<<<<<<<<<<
 * 
 *     z_split = []
 */
  __pyx_tuple__77 = PyTuple_Pack(7, __pyx_n_s_mean, __pyx_n_s_stdev, __pyx_n_s_delta, __pyx_n_s_low_bound, __pyx_n_s_high_bound, __pyx_n_s_z_split, __pyx_n_s_i); if (unlikely(!__pyx_tuple__77)) __PYX_ERR(0, 560, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__77);
  __Pyx_GIVEREF(__pyx_tuple__77);
  __pyx_codeobj__78 = (PyObject*)__Pyx_PyCode_New(5, 0, 7, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__77, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_stdev_z_split, 560, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__78)) __PYX_ERR(0, 560, __pyx_L1_error)

  /* "analysis.py":575
 * 
 * 
 * def histo_analysis(hist_data, delta, low_bound, high_bound):             # <<<<<<<<<<<<<<
 * 
 *     if hist_data == 'debug':
 */
  __pyx_tuple__79 = PyTuple_Pack(11, __pyx_n_s_hist_data, __pyx_n_s_delta, __pyx_n_s_low_bound, __pyx_n_s_high_bound, __pyx_n_s_derivative, __pyx_n_s_i, __pyx_n_s_derivative_sorted, __pyx_n_s_mean_derivative, __pyx_n_s_stdev_derivative, __pyx_n_s_predictions, __pyx_n_s_pred_change); if (unlikely(!__pyx_tuple__79)) __PYX_ERR(0, 575, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__79);
  __Pyx_GIVEREF(__pyx_tuple__79);
  __pyx_codeobj__80 = (PyObject*)__Pyx_PyCode_New(4, 0, 11, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__79, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_histo_analysis, 575, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__80)) __PYX_ERR(0, 575, __pyx_L1_error)

  /* "analysis.py":613
 * 
 * 
 * def poly_regression(x, y, power):             # <<<<<<<<<<<<<<
 * 
 *     if x == "null":  # if x is 'null', then x will be filled with integer points between 1 and the size of y
 */
  __pyx_tuple__81 = PyTuple_Pack(10, __pyx_n_s_x, __pyx_n_s_y, __pyx_n_s_power, __pyx_n_s_i, __pyx_n_s_reg_eq, __pyx_n_s_eq_str, __pyx_n_s_vals, __pyx_n_s_z_2, __pyx_n_s_rms, __pyx_n_s_r2_d2); if (unlikely(!__pyx_tuple__81)) __PYX_ERR(0, 613, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__81);
  __Pyx_GIVEREF(__pyx_tuple__81);
  __pyx_codeobj__82 = (PyObject*)__Pyx_PyCode_New(3, 0, 10, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__81, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_poly_regression, 613, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__82)) __PYX_ERR(0, 613, __pyx_L1_error)

  /* "analysis.py":649
 * 
 * 
 * def log_regression(x, y, base):             # <<<<<<<<<<<<<<
 * 
 *     x_fit = []
 */
  __pyx_tuple__83 = PyTuple_Pack(11, __pyx_n_s_x, __pyx_n_s_y, __pyx_n_s_base, __pyx_n_s_x_fit, __pyx_n_s_i, __pyx_n_s_reg_eq, __pyx_n_s_q_str, __pyx_n_s_vals, __pyx_n_s_z_2, __pyx_n_s_rms, __pyx_n_s_r2_d2); if (unlikely(!__pyx_tuple__83)) __PYX_ERR(0, 649, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__83);
  __Pyx_GIVEREF(__pyx_tuple__83);
  __pyx_codeobj__84 = (PyObject*)__Pyx_PyCode_New(3, 0, 11, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__83, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_log_regression, 649, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__84)) __PYX_ERR(0, 649, __pyx_L1_error)

  /* "analysis.py":680
 * 
 * 
 * def exp_regression(x, y, base):             # <<<<<<<<<<<<<<
 * 
 *     y_fit = []
 */
  __pyx_tuple__85 = PyTuple_Pack(11, __pyx_n_s_x, __pyx_n_s_y, __pyx_n_s_base, __pyx_n_s_y_fit, __pyx_n_s_i, __pyx_n_s_reg_eq, __pyx_n_s_eq_str, __pyx_n_s_vals, __pyx_n_s_z_2, __pyx_n_s_rms, __pyx_n_s_r2_d2); if (unlikely(!__pyx_tuple__85)) __PYX_ERR(0, 680, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__85);
  __Pyx_GIVEREF(__pyx_tuple__85);
  __pyx_codeobj__86 = (PyObject*)__Pyx_PyCode_New(3, 0, 11, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__85, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_exp_regression, 680, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__86)) __PYX_ERR(0, 680, __pyx_L1_error)

  /* "analysis.py":711
 * 
 * 
 * def tanh_regression(x, y):             # <<<<<<<<<<<<<<
 * 
 *     def tanh(x, a, b, c, d):
 */
  __pyx_tuple__87 = PyTuple_Pack(11, __pyx_n_s_x, __pyx_n_s_y, __pyx_n_s_tanh, __pyx_n_s_tanh, __pyx_n_s_reg_eq, __pyx_n_s_eq_str, __pyx_n_s_vals, __pyx_n_s_i, __pyx_n_s_z_2, __pyx_n_s_rms, __pyx_n_s_r2_d2); if (unlikely(!__pyx_tuple__87)) __PYX_ERR(0, 711, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__87);
  __Pyx_GIVEREF(__pyx_tuple__87);
  __pyx_codeobj__88 = (PyObject*)__Pyx_PyCode_New(2, 0, 11, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__87, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_tanh_regression, 711, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__88)) __PYX_ERR(0, 711, __pyx_L1_error)

  /* "analysis.py":735
 * 
 * 
 * def r_squared(predictions, targets):  # assumes equal size inputs             # <<<<<<<<<<<<<<
 * 
 *     return metrics.r2_score(np.array(targets), np.array(predictions))
 */
  __pyx_tuple__89 = PyTuple_Pack(2, __pyx_n_s_predictions, __pyx_n_s_targets); if (unlikely(!__pyx_tuple__89)) __PYX_ERR(0, 735, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__89);
  __Pyx_GIVEREF(__pyx_tuple__89);
  __pyx_codeobj__90 = (PyObject*)__Pyx_PyCode_New(2, 0, 2, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__89, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_r_squared, 735, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__90)) __PYX_ERR(0, 735, __pyx_L1_error)

  /* "analysis.py":740
 * 
 * 
 * def rms(predictions, targets):  # assumes equal size inputs             # <<<<<<<<<<<<<<
 * 
 *     _sum = 0
 */
  __pyx_tuple__91 = PyTuple_Pack(4, __pyx_n_s_predictions, __pyx_n_s_targets, __pyx_n_s_sum_2, __pyx_n_s_i); if (unlikely(!__pyx_tuple__91)) __PYX_ERR(0, 740, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__91);
  __Pyx_GIVEREF(__pyx_tuple__91);
  __pyx_codeobj__92 = (PyObject*)__Pyx_PyCode_New(2, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__91, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_rms_2, 740, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__92)) __PYX_ERR(0, 740, __pyx_L1_error)

  /* "analysis.py":750
 * 
 * 
 * def calc_overfit(equation, rms_train, r2_train, x_test, y_test):             # <<<<<<<<<<<<<<
 * 
 *     # performance overfit = performance(train) - performance(test) where performance is r^2
 */
  __pyx_tuple__93 = PyTuple_Pack(10, __pyx_n_s_equation, __pyx_n_s_rms_train, __pyx_n_s_r2_train, __pyx_n_s_x_test, __pyx_n_s_y_test, __pyx_n_s_vals, __pyx_n_s_i, __pyx_n_s_z_2, __pyx_n_s_r2_test, __pyx_n_s_rms_test); if (unlikely(!__pyx_tuple__93)) __PYX_ERR(0, 750, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__93);
  __Pyx_GIVEREF(__pyx_tuple__93);
  __pyx_codeobj__94 = (PyObject*)__Pyx_PyCode_New(5, 0, 10, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__93, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_calc_overfit, 750, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__94)) __PYX_ERR(0, 750, __pyx_L1_error)

  /* "analysis.py":769
 * 
 * 
 * def strip_data(data, mode):             # <<<<<<<<<<<<<<
 * 
 *     if mode == "adam":  # x is the row number, y are the data
 */
  __pyx_tuple__95 = PyTuple_Pack(2, __pyx_n_s_data, __pyx_n_s_mode); if (unlikely(!__pyx_tuple__95)) __PYX_ERR(0, 769, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__95);
  __Pyx_GIVEREF(__pyx_tuple__95);
  __pyx_codeobj__96 = (PyObject*)__Pyx_PyCode_New(2, 0, 2, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__95, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_strip_data, 769, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__96)) __PYX_ERR(0, 769, __pyx_L1_error)

  /* "analysis.py":782
 * 
 * # _range in poly regression is the range of powers tried, and in log/exp it is the inverse of the stepsize taken from -1000 to 1000
 * def optimize_regression(x, y, _range, resolution):             # <<<<<<<<<<<<<<
 *     # usage not: for demonstration purpose only, performance is shit
 *     if type(resolution) != int:
 */
  __pyx_tuple__97 = PyTuple_Pack(15, __pyx_n_s_x, __pyx_n_s_y, __pyx_n_s_range_2, __pyx_n_s_resolution, __pyx_n_s_x_train, __pyx_n_s_y_train, __pyx_n_s_i, __pyx_n_s_x_test, __pyx_n_s_y_test, __pyx_n_s_index, __pyx_n_s_eqs, __pyx_n_s_rmss, __pyx_n_s_r2s, __pyx_n_s_z_2, __pyx_n_s_overfit); if (unlikely(!__pyx_tuple__97)) __PYX_ERR(0, 782, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__97);
  __Pyx_GIVEREF(__pyx_tuple__97);
  __pyx_codeobj__98 = (PyObject*)__Pyx_PyCode_New(4, 0, 15, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__97, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_optimize_regression, 782, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__98)) __PYX_ERR(0, 782, __pyx_L1_error)

  /* "analysis.py":872
 * 
 * 
 * def select_best_regression(eqs, rmss, r2s, overfit, selector):             # <<<<<<<<<<<<<<
 * 
 *     b_eq = ""
 */
  __pyx_tuple__99 = PyTuple_Pack(10, __pyx_n_s_eqs, __pyx_n_s_rmss, __pyx_n_s_r2s, __pyx_n_s_overfit, __pyx_n_s_selector, __pyx_n_s_b_eq, __pyx_n_s_b_rms, __pyx_n_s_b_r2, __pyx_n_s_b_overfit, __pyx_n_s_ind); if (unlikely(!__pyx_tuple__99)) __PYX_ERR(0, 872, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__99);
  __Pyx_GIVEREF(__pyx_tuple__99);
  __pyx_codeobj__100 = (PyObject*)__Pyx_PyCode_New(5, 0, 10, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__99, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_select_best_regression, 872, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__100)) __PYX_ERR(0, 872, __pyx_L1_error)

  /* "analysis.py":901
 * 
 * 
 * def p_value(x, y):  # takes 2 1d arrays             # <<<<<<<<<<<<<<
 * 
 *     return stats.ttest_ind(x, y)[1]
 */
  __pyx_tuple__101 = PyTuple_Pack(2, __pyx_n_s_x, __pyx_n_s_y); if (unlikely(!__pyx_tuple__101)) __PYX_ERR(0, 901, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__101);
  __Pyx_GIVEREF(__pyx_tuple__101);
  __pyx_codeobj__102 = (PyObject*)__Pyx_PyCode_New(2, 0, 2, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__101, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_p_value, 901, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__102)) __PYX_ERR(0, 901, __pyx_L1_error)

  /* "analysis.py":907
 * 
 * # assumes that rows are the independent variable and columns are the dependant. also assumes that time flows from lowest column to highest column.
 * def basic_analysis(data):             # <<<<<<<<<<<<<<
 * 
 *     row = len(data)
 */
  __pyx_tuple__103 = PyTuple_Pack(8, __pyx_n_s_data, __pyx_n_s_row, __pyx_n_s_column, __pyx_n_s_i, __pyx_n_s_column_max, __pyx_n_s_row_b_stats, __pyx_n_s_row_histo, __pyx_n_s_column_b_stats); if (unlikely(!__pyx_tuple__103)) __PYX_ERR(0, 907, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__103);
  __Pyx_GIVEREF(__pyx_tuple__103);
  __pyx_codeobj__104 = (PyObject*)__Pyx_PyCode_New(1, 0, 8, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__103, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_basic_analysis, 907, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__104)) __PYX_ERR(0, 907, __pyx_L1_error)

  /* "analysis.py":931
 * 
 * 
 * def benchmark(x, y):             # <<<<<<<<<<<<<<
 * 
 *     start_g = time.time()
 */
  __pyx_tuple__105 = PyTuple_Pack(6, __pyx_n_s_x, __pyx_n_s_y, __pyx_n_s_start_g, __pyx_n_s_end_g, __pyx_n_s_start_a, __pyx_n_s_end_a); if (unlikely(!__pyx_tuple__105)) __PYX_ERR(0, 931, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__105);
  __Pyx_GIVEREF(__pyx_tuple__105);
  __pyx_codeobj__106 = (PyObject*)__Pyx_PyCode_New(2, 0, 6, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__105, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_benchmark, 931, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__106)) __PYX_ERR(0, 931, __pyx_L1_error)

  /* "analysis.py":944
 * 
 * 
 * def generate_data(filename, x, y, low, high):             # <<<<<<<<<<<<<<
 * 
 *     file = open(filename, "w")
 */
  __pyx_tuple__107 = PyTuple_Pack(9, __pyx_n_s_filename, __pyx_n_s_x, __pyx_n_s_y, __pyx_n_s_low, __pyx_n_s_high, __pyx_n_s_file, __pyx_n_s_i, __pyx_n_s_temp, __pyx_n_s_j); if (unlikely(!__pyx_tuple__107)) __PYX_ERR(0, 944, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__107);
  __Pyx_GIVEREF(__pyx_tuple__107);
  __pyx_codeobj__108 = (PyObject*)__Pyx_PyCode_New(5, 0, 9, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__107, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_generate_data, 944, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__108)) __PYX_ERR(0, 944, __pyx_L1_error)

  /* "analysis.py":958
 * 
 * 
 * class StatisticsError(ValueError):             # <<<<<<<<<<<<<<
 *     pass
 * 
 */
  __pyx_tuple__109 = PyTuple_Pack(1, __pyx_builtin_ValueError); if (unlikely(!__pyx_tuple__109)) __PYX_ERR(0, 958, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__109);
  __Pyx_GIVEREF(__pyx_tuple__109);

  /* "analysis.py":962
 * 
 * 
 * def _sum(data, start=0):             # <<<<<<<<<<<<<<
 *     count = 0
 *     n, d = _exact_ratio(start)
 */
  __pyx_tuple__110 = PyTuple_Pack(13, __pyx_n_s_data, __pyx_n_s_start, __pyx_n_s_count, __pyx_n_s_n, __pyx_n_s_d, __pyx_n_s_partials, __pyx_n_s_partials_get, __pyx_n_s_T, __pyx_n_s_typ, __pyx_n_s_values, __pyx_n_s_total, __pyx_n_s_genexpr, __pyx_n_s_genexpr); if (unlikely(!__pyx_tuple__110)) __PYX_ERR(0, 962, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__110);
  __Pyx_GIVEREF(__pyx_tuple__110);
  __pyx_codeobj__111 = (PyObject*)__Pyx_PyCode_New(2, 0, 13, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__110, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_sum_2, 962, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__111)) __PYX_ERR(0, 962, __pyx_L1_error)
  __pyx_tuple__112 = PyTuple_Pack(1, ((PyObject *)__pyx_int_0)); if (unlikely(!__pyx_tuple__112)) __PYX_ERR(0, 962, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__112);
  __Pyx_GIVEREF(__pyx_tuple__112);

  /* "analysis.py":983
 * 
 * 
 * def _isfinite(x):             # <<<<<<<<<<<<<<
 *     try:
 *         return x.is_finite()  # Likely a Decimal.
 */
  __pyx_tuple__113 = PyTuple_Pack(1, __pyx_n_s_x); if (unlikely(!__pyx_tuple__113)) __PYX_ERR(0, 983, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__113);
  __Pyx_GIVEREF(__pyx_tuple__113);
  __pyx_codeobj__114 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__113, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_isfinite, 983, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__114)) __PYX_ERR(0, 983, __pyx_L1_error)

  /* "analysis.py":990
 * 
 * 
 * def _coerce(T, S):             # <<<<<<<<<<<<<<
 * 
 *     assert T is not bool, "initial type T is bool"
 */
  __pyx_tuple__115 = PyTuple_Pack(3, __pyx_n_s_T, __pyx_n_s_S, __pyx_n_s_msg); if (unlikely(!__pyx_tuple__115)) __PYX_ERR(0, 990, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__115);
  __Pyx_GIVEREF(__pyx_tuple__115);
  __pyx_codeobj__116 = (PyObject*)__Pyx_PyCode_New(2, 0, 3, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__115, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_coerce, 990, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__116)) __PYX_ERR(0, 990, __pyx_L1_error)

  /* "analysis.py":1021
 * 
 * 
 * def _exact_ratio(x):             # <<<<<<<<<<<<<<
 * 
 *     try:
 */
  __pyx_tuple__117 = PyTuple_Pack(2, __pyx_n_s_x, __pyx_n_s_msg); if (unlikely(!__pyx_tuple__117)) __PYX_ERR(0, 1021, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__117);
  __Pyx_GIVEREF(__pyx_tuple__117);
  __pyx_codeobj__118 = (PyObject*)__Pyx_PyCode_New(1, 0, 2, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__117, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_exact_ratio, 1021, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__118)) __PYX_ERR(0, 1021, __pyx_L1_error)

  /* "analysis.py":1045
 * 
 * 
 * def _convert(value, T):             # <<<<<<<<<<<<<<
 * 
 *     if type(value) is T:
 */
  __pyx_tuple__119 = PyTuple_Pack(2, __pyx_n_s_value, __pyx_n_s_T); if (unlikely(!__pyx_tuple__119)) __PYX_ERR(0, 1045, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__119);
  __Pyx_GIVEREF(__pyx_tuple__119);
  __pyx_codeobj__120 = (PyObject*)__Pyx_PyCode_New(2, 0, 2, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__119, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_convert, 1045, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__120)) __PYX_ERR(0, 1045, __pyx_L1_error)

  /* "analysis.py":1062
 * 
 * 
 * def _counts(data):             # <<<<<<<<<<<<<<
 * 
 *     table = collections.Counter(iter(data)).most_common()
 */
  __pyx_tuple__121 = PyTuple_Pack(4, __pyx_n_s_data, __pyx_n_s_table, __pyx_n_s_maxfreq, __pyx_n_s_i); if (unlikely(!__pyx_tuple__121)) __PYX_ERR(0, 1062, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__121);
  __Pyx_GIVEREF(__pyx_tuple__121);
  __pyx_codeobj__122 = (PyObject*)__Pyx_PyCode_New(1, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__121, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_counts, 1062, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__122)) __PYX_ERR(0, 1062, __pyx_L1_error)

  /* "analysis.py":1076
 * 
 * 
 * def _find_lteq(a, x):             # <<<<<<<<<<<<<<
 * 
 *     i = bisect_left(a, x)
 */
  __pyx_tuple__123 = PyTuple_Pack(3, __pyx_n_s_a, __pyx_n_s_x, __pyx_n_s_i); if (unlikely(!__pyx_tuple__123)) __PYX_ERR(0, 1076, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__123);
  __Pyx_GIVEREF(__pyx_tuple__123);
  __pyx_codeobj__124 = (PyObject*)__Pyx_PyCode_New(2, 0, 3, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__123, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_find_lteq, 1076, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__124)) __PYX_ERR(0, 1076, __pyx_L1_error)

  /* "analysis.py":1084
 * 
 * 
 * def _find_rteq(a, l, x):             # <<<<<<<<<<<<<<
 * 
 *     i = bisect_right(a, x, lo=l)
 */
  __pyx_tuple__125 = PyTuple_Pack(4, __pyx_n_s_a, __pyx_n_s_l, __pyx_n_s_x, __pyx_n_s_i); if (unlikely(!__pyx_tuple__125)) __PYX_ERR(0, 1084, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__125);
  __Pyx_GIVEREF(__pyx_tuple__125);
  __pyx_codeobj__126 = (PyObject*)__Pyx_PyCode_New(3, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__125, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_find_rteq, 1084, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__126)) __PYX_ERR(0, 1084, __pyx_L1_error)

  /* "analysis.py":1092
 * 
 * 
 * def _fail_neg(values, errmsg='negative value'):             # <<<<<<<<<<<<<<
 * 
 *     for x in values:
 */
  __pyx_tuple__127 = PyTuple_Pack(3, __pyx_n_s_values, __pyx_n_s_errmsg, __pyx_n_s_x); if (unlikely(!__pyx_tuple__127)) __PYX_ERR(0, 1092, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__127);
  __Pyx_GIVEREF(__pyx_tuple__127);
  __pyx_codeobj__16 = (PyObject*)__Pyx_PyCode_New(2, 0, 3, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__127, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_fail_neg, 1092, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__16)) __PYX_ERR(0, 1092, __pyx_L1_error)
  __pyx_tuple__128 = PyTuple_Pack(1, ((PyObject*)__pyx_kp_s_negative_value)); if (unlikely(!__pyx_tuple__128)) __PYX_ERR(0, 1092, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__128);
  __Pyx_GIVEREF(__pyx_tuple__128);

  /* "analysis.py":1100
 * 
 * 
 * def mean(data):             # <<<<<<<<<<<<<<
 * 
 *     if iter(data) is data:
 */
  __pyx_tuple__129 = PyTuple_Pack(5, __pyx_n_s_data, __pyx_n_s_n, __pyx_n_s_T, __pyx_n_s_total, __pyx_n_s_count); if (unlikely(!__pyx_tuple__129)) __PYX_ERR(0, 1100, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__129);
  __Pyx_GIVEREF(__pyx_tuple__129);
  __pyx_codeobj__130 = (PyObject*)__Pyx_PyCode_New(1, 0, 5, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__129, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_mean, 1100, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__130)) __PYX_ERR(0, 1100, __pyx_L1_error)

  /* "analysis.py":1112
 * 
 * 
 * def median(data):             # <<<<<<<<<<<<<<
 * 
 *     data = sorted(data)
 */
  __pyx_tuple__131 = PyTuple_Pack(3, __pyx_n_s_data, __pyx_n_s_n, __pyx_n_s_i); if (unlikely(!__pyx_tuple__131)) __PYX_ERR(0, 1112, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__131);
  __Pyx_GIVEREF(__pyx_tuple__131);
  __pyx_codeobj__132 = (PyObject*)__Pyx_PyCode_New(1, 0, 3, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__131, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_median, 1112, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__132)) __PYX_ERR(0, 1112, __pyx_L1_error)

  /* "analysis.py":1125
 * 
 * 
 * def mode(data):             # <<<<<<<<<<<<<<
 * 
 *     table = _counts(data)
 */
  __pyx_tuple__133 = PyTuple_Pack(2, __pyx_n_s_data, __pyx_n_s_table); if (unlikely(!__pyx_tuple__133)) __PYX_ERR(0, 1125, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__133);
  __Pyx_GIVEREF(__pyx_tuple__133);
  __pyx_codeobj__134 = (PyObject*)__Pyx_PyCode_New(1, 0, 2, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__133, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_mode, 1125, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__134)) __PYX_ERR(0, 1125, __pyx_L1_error)

  /* "analysis.py":1138
 * 
 * 
 * def _ss(data, c=None):             # <<<<<<<<<<<<<<
 * 
 *     if c is None:
 */
  __pyx_tuple__135 = PyTuple_Pack(11, __pyx_n_s_data, __pyx_n_s_c, __pyx_n_s_T, __pyx_n_s_total, __pyx_n_s_count, __pyx_n_s_U, __pyx_n_s_total2, __pyx_n_s_count2, __pyx_n_s_genexpr, __pyx_n_s_genexpr, __pyx_n_s_genexpr); if (unlikely(!__pyx_tuple__135)) __PYX_ERR(0, 1138, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__135);
  __Pyx_GIVEREF(__pyx_tuple__135);
  __pyx_codeobj__136 = (PyObject*)__Pyx_PyCode_New(2, 0, 11, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__135, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_ss, 1138, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__136)) __PYX_ERR(0, 1138, __pyx_L1_error)
  __pyx_tuple__137 = PyTuple_Pack(1, ((PyObject *)Py_None)); if (unlikely(!__pyx_tuple__137)) __PYX_ERR(0, 1138, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__137);
  __Pyx_GIVEREF(__pyx_tuple__137);

  /* "analysis.py":1151
 * 
 * 
 * def variance(data, xbar=None):             # <<<<<<<<<<<<<<
 * 
 *     if iter(data) is data:
 */
  __pyx_tuple__138 = PyTuple_Pack(5, __pyx_n_s_data, __pyx_n_s_xbar, __pyx_n_s_n, __pyx_n_s_T, __pyx_n_s_ss_2); if (unlikely(!__pyx_tuple__138)) __PYX_ERR(0, 1151, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__138);
  __Pyx_GIVEREF(__pyx_tuple__138);
  __pyx_codeobj__139 = (PyObject*)__Pyx_PyCode_New(2, 0, 5, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__138, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_variance, 1151, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__139)) __PYX_ERR(0, 1151, __pyx_L1_error)
  __pyx_tuple__140 = PyTuple_Pack(1, ((PyObject *)Py_None)); if (unlikely(!__pyx_tuple__140)) __PYX_ERR(0, 1151, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__140);
  __Pyx_GIVEREF(__pyx_tuple__140);

  /* "analysis.py":1162
 * 
 * 
 * def stdev(data, xbar=None):             # <<<<<<<<<<<<<<
 * 
 *     var = variance(data, xbar)
 */
  __pyx_tuple__141 = PyTuple_Pack(3, __pyx_n_s_data, __pyx_n_s_xbar, __pyx_n_s_var); if (unlikely(!__pyx_tuple__141)) __PYX_ERR(0, 1162, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__141);
  __Pyx_GIVEREF(__pyx_tuple__141);
  __pyx_codeobj__142 = (PyObject*)__Pyx_PyCode_New(2, 0, 3, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__141, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_analysis_py, __pyx_n_s_stdev, 1162, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__142)) __PYX_ERR(0, 1162, __pyx_L1_error)
  __pyx_tuple__143 = PyTuple_Pack(1, ((PyObject *)Py_None)); if (unlikely(!__pyx_tuple__143)) __PYX_ERR(0, 1162, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__143);
  __Pyx_GIVEREF(__pyx_tuple__143);
  __Pyx_RefNannyFinishContext();
  return 0;
  __pyx_L1_error:;
  __Pyx_RefNannyFinishContext();
  return -1;
}

static CYTHON_SMALL_CODE int __Pyx_InitGlobals(void) {
  __pyx_umethod_PyDict_Type_get.type = (PyObject*)&PyDict_Type;
  __pyx_umethod_PyDict_Type_items.type = (PyObject*)&PyDict_Type;
  __pyx_umethod_PyList_Type_remove.type = (PyObject*)&PyList_Type;
  if (__Pyx_InitStrings(__pyx_string_tab) < 0) __PYX_ERR(0, 1, __pyx_L1_error);
  __pyx_float_0_67449 = PyFloat_FromDouble(0.67449); if (unlikely(!__pyx_float_0_67449)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_float_neg_0_5 = PyFloat_FromDouble(-0.5); if (unlikely(!__pyx_float_neg_0_5)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_float_neg_0_67449 = PyFloat_FromDouble(-0.67449); if (unlikely(!__pyx_float_neg_0_67449)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_int_0 = PyInt_FromLong(0); if (unlikely(!__pyx_int_0)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_int_1 = PyInt_FromLong(1); if (unlikely(!__pyx_int_1)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_int_2 = PyInt_FromLong(2); if (unlikely(!__pyx_int_2)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_int_10 = PyInt_FromLong(10); if (unlikely(!__pyx_int_10)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_int_100 = PyInt_FromLong(100); if (unlikely(!__pyx_int_100)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_int_neg_1 = PyInt_FromLong(-1); if (unlikely(!__pyx_int_neg_1)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_int_neg_10 = PyInt_FromLong(-10); if (unlikely(!__pyx_int_neg_10)) __PYX_ERR(0, 1, __pyx_L1_error)
  return 0;
  __pyx_L1_error:;
  return -1;
}

static CYTHON_SMALL_CODE int __Pyx_modinit_global_init_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_variable_export_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_function_export_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_type_init_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_type_import_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_variable_import_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_function_import_code(void); /*proto*/

static int __Pyx_modinit_global_init_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_global_init_code", 0);
  /*--- Global init code ---*/
  __Pyx_RefNannyFinishContext();
  return 0;
}

static int __Pyx_modinit_variable_export_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_variable_export_code", 0);
  /*--- Variable export code ---*/
  __Pyx_RefNannyFinishContext();
  return 0;
}

static int __Pyx_modinit_function_export_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_function_export_code", 0);
  /*--- Function export code ---*/
  __Pyx_RefNannyFinishContext();
  return 0;
}

static int __Pyx_modinit_type_init_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_type_init_code", 0);
  /*--- Type init code ---*/
  if (PyType_Ready(&__pyx_type_8analysis___pyx_scope_struct___sum) < 0) __PYX_ERR(0, 962, __pyx_L1_error)
  __pyx_type_8analysis___pyx_scope_struct___sum.tp_print = 0;
  if ((CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP) && likely(!__pyx_type_8analysis___pyx_scope_struct___sum.tp_dictoffset && __pyx_type_8analysis___pyx_scope_struct___sum.tp_getattro == PyObject_GenericGetAttr)) {
    __pyx_type_8analysis___pyx_scope_struct___sum.tp_getattro = __Pyx_PyObject_GenericGetAttrNoDict;
  }
  __pyx_ptype_8analysis___pyx_scope_struct___sum = &__pyx_type_8analysis___pyx_scope_struct___sum;
  if (PyType_Ready(&__pyx_type_8analysis___pyx_scope_struct_1_genexpr) < 0) __PYX_ERR(0, 979, __pyx_L1_error)
  __pyx_type_8analysis___pyx_scope_struct_1_genexpr.tp_print = 0;
  if ((CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP) && likely(!__pyx_type_8analysis___pyx_scope_struct_1_genexpr.tp_dictoffset && __pyx_type_8analysis___pyx_scope_struct_1_genexpr.tp_getattro == PyObject_GenericGetAttr)) {
    __pyx_type_8analysis___pyx_scope_struct_1_genexpr.tp_getattro = __Pyx_PyObject_GenericGetAttrNoDict;
  }
  __pyx_ptype_8analysis___pyx_scope_struct_1_genexpr = &__pyx_type_8analysis___pyx_scope_struct_1_genexpr;
  if (PyType_Ready(&__pyx_type_8analysis___pyx_scope_struct_2__fail_neg) < 0) __PYX_ERR(0, 1092, __pyx_L1_error)
  __pyx_type_8analysis___pyx_scope_struct_2__fail_neg.tp_print = 0;
  if ((CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP) && likely(!__pyx_type_8analysis___pyx_scope_struct_2__fail_neg.tp_dictoffset && __pyx_type_8analysis___pyx_scope_struct_2__fail_neg.tp_getattro == PyObject_GenericGetAttr)) {
    __pyx_type_8analysis___pyx_scope_struct_2__fail_neg.tp_getattro = __Pyx_PyObject_GenericGetAttrNoDict;
  }
  __pyx_ptype_8analysis___pyx_scope_struct_2__fail_neg = &__pyx_type_8analysis___pyx_scope_struct_2__fail_neg;
  if (PyType_Ready(&__pyx_type_8analysis___pyx_scope_struct_3__ss) < 0) __PYX_ERR(0, 1138, __pyx_L1_error)
  __pyx_type_8analysis___pyx_scope_struct_3__ss.tp_print = 0;
  if ((CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP) && likely(!__pyx_type_8analysis___pyx_scope_struct_3__ss.tp_dictoffset && __pyx_type_8analysis___pyx_scope_struct_3__ss.tp_getattro == PyObject_GenericGetAttr)) {
    __pyx_type_8analysis___pyx_scope_struct_3__ss.tp_getattro = __Pyx_PyObject_GenericGetAttrNoDict;
  }
  __pyx_ptype_8analysis___pyx_scope_struct_3__ss = &__pyx_type_8analysis___pyx_scope_struct_3__ss;
  if (PyType_Ready(&__pyx_type_8analysis___pyx_scope_struct_4_genexpr) < 0) __PYX_ERR(0, 1142, __pyx_L1_error)
  __pyx_type_8analysis___pyx_scope_struct_4_genexpr.tp_print = 0;
  if ((CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP) && likely(!__pyx_type_8analysis___pyx_scope_struct_4_genexpr.tp_dictoffset && __pyx_type_8analysis___pyx_scope_struct_4_genexpr.tp_getattro == PyObject_GenericGetAttr)) {
    __pyx_type_8analysis___pyx_scope_struct_4_genexpr.tp_getattro = __Pyx_PyObject_GenericGetAttrNoDict;
  }
  __pyx_ptype_8analysis___pyx_scope_struct_4_genexpr = &__pyx_type_8analysis___pyx_scope_struct_4_genexpr;
  if (PyType_Ready(&__pyx_type_8analysis___pyx_scope_struct_5_genexpr) < 0) __PYX_ERR(0, 1144, __pyx_L1_error)
  __pyx_type_8analysis___pyx_scope_struct_5_genexpr.tp_print = 0;
  if ((CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP) && likely(!__pyx_type_8analysis___pyx_scope_struct_5_genexpr.tp_dictoffset && __pyx_type_8analysis___pyx_scope_struct_5_genexpr.tp_getattro == PyObject_GenericGetAttr)) {
    __pyx_type_8analysis___pyx_scope_struct_5_genexpr.tp_getattro = __Pyx_PyObject_GenericGetAttrNoDict;
  }
  __pyx_ptype_8analysis___pyx_scope_struct_5_genexpr = &__pyx_type_8analysis___pyx_scope_struct_5_genexpr;
  __Pyx_RefNannyFinishContext();
  return 0;
  __pyx_L1_error:;
  __Pyx_RefNannyFinishContext();
  return -1;
}

static int __Pyx_modinit_type_import_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_type_import_code", 0);
  /*--- Type import code ---*/
  __Pyx_RefNannyFinishContext();
  return 0;
}

static int __Pyx_modinit_variable_import_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_variable_import_code", 0);
  /*--- Variable import code ---*/
  __Pyx_RefNannyFinishContext();
  return 0;
}

static int __Pyx_modinit_function_import_code(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_modinit_function_import_code", 0);
  /*--- Function import code ---*/
  __Pyx_RefNannyFinishContext();
  return 0;
}


#if PY_MAJOR_VERSION < 3
#ifdef CYTHON_NO_PYINIT_EXPORT
#define __Pyx_PyMODINIT_FUNC void
#else
#define __Pyx_PyMODINIT_FUNC PyMODINIT_FUNC
#endif
#else
#ifdef CYTHON_NO_PYINIT_EXPORT
#define __Pyx_PyMODINIT_FUNC PyObject *
#else
#define __Pyx_PyMODINIT_FUNC PyMODINIT_FUNC
#endif
#endif


#if PY_MAJOR_VERSION < 3
__Pyx_PyMODINIT_FUNC initanalysis(void) CYTHON_SMALL_CODE; /*proto*/
__Pyx_PyMODINIT_FUNC initanalysis(void)
#else
__Pyx_PyMODINIT_FUNC PyInit_analysis(void) CYTHON_SMALL_CODE; /*proto*/
__Pyx_PyMODINIT_FUNC PyInit_analysis(void)
#if CYTHON_PEP489_MULTI_PHASE_INIT
{
  return PyModuleDef_Init(&__pyx_moduledef);
}
static CYTHON_SMALL_CODE int __Pyx_check_single_interpreter(void) {
    #if PY_VERSION_HEX >= 0x030700A1
    static PY_INT64_T main_interpreter_id = -1;
    PY_INT64_T current_id = PyInterpreterState_GetID(PyThreadState_Get()->interp);
    if (main_interpreter_id == -1) {
        main_interpreter_id = current_id;
        return (unlikely(current_id == -1)) ? -1 : 0;
    } else if (unlikely(main_interpreter_id != current_id))
    #else
    static PyInterpreterState *main_interpreter = NULL;
    PyInterpreterState *current_interpreter = PyThreadState_Get()->interp;
    if (!main_interpreter) {
        main_interpreter = current_interpreter;
    } else if (unlikely(main_interpreter != current_interpreter))
    #endif
    {
        PyErr_SetString(
            PyExc_ImportError,
            "Interpreter change detected - this module can only be loaded into one interpreter per process.");
        return -1;
    }
    return 0;
}
static CYTHON_SMALL_CODE int __Pyx_copy_spec_to_module(PyObject *spec, PyObject *moddict, const char* from_name, const char* to_name, int allow_none) {
    PyObject *value = PyObject_GetAttrString(spec, from_name);
    int result = 0;
    if (likely(value)) {
        if (allow_none || value != Py_None) {
            result = PyDict_SetItemString(moddict, to_name, value);
        }
        Py_DECREF(value);
    } else if (PyErr_ExceptionMatches(PyExc_AttributeError)) {
        PyErr_Clear();
    } else {
        result = -1;
    }
    return result;
}
static CYTHON_SMALL_CODE PyObject* __pyx_pymod_create(PyObject *spec, CYTHON_UNUSED PyModuleDef *def) {
    PyObject *module = NULL, *moddict, *modname;
    if (__Pyx_check_single_interpreter())
        return NULL;
    if (__pyx_m)
        return __Pyx_NewRef(__pyx_m);
    modname = PyObject_GetAttrString(spec, "name");
    if (unlikely(!modname)) goto bad;
    module = PyModule_NewObject(modname);
    Py_DECREF(modname);
    if (unlikely(!module)) goto bad;
    moddict = PyModule_GetDict(module);
    if (unlikely(!moddict)) goto bad;
    if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "loader", "__loader__", 1) < 0)) goto bad;
    if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "origin", "__file__", 1) < 0)) goto bad;
    if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "parent", "__package__", 1) < 0)) goto bad;
    if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "submodule_search_locations", "__path__", 0) < 0)) goto bad;
    return module;
bad:
    Py_XDECREF(module);
    return NULL;
}


static CYTHON_SMALL_CODE int __pyx_pymod_exec_analysis(PyObject *__pyx_pyinit_module)
#endif
#endif
{
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  __Pyx_RefNannyDeclarations
  #if CYTHON_PEP489_MULTI_PHASE_INIT
  if (__pyx_m) {
    if (__pyx_m == __pyx_pyinit_module) return 0;
    PyErr_SetString(PyExc_RuntimeError, "Module 'analysis' has already been imported. Re-initialisation is not supported.");
    return -1;
  }
  #elif PY_MAJOR_VERSION >= 3
  if (__pyx_m) return __Pyx_NewRef(__pyx_m);
  #endif
  #if CYTHON_REFNANNY
__Pyx_RefNanny = __Pyx_RefNannyImportAPI("refnanny");
if (!__Pyx_RefNanny) {
  PyErr_Clear();
  __Pyx_RefNanny = __Pyx_RefNannyImportAPI("Cython.Runtime.refnanny");
  if (!__Pyx_RefNanny)
      Py_FatalError("failed to import 'refnanny' module");
}
#endif
  __Pyx_RefNannySetupContext("__Pyx_PyMODINIT_FUNC PyInit_analysis(void)", 0);
  if (__Pyx_check_binary_version() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #ifdef __Pxy_PyFrame_Initialize_Offsets
  __Pxy_PyFrame_Initialize_Offsets();
  #endif
  __pyx_empty_tuple = PyTuple_New(0); if (unlikely(!__pyx_empty_tuple)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_empty_bytes = PyBytes_FromStringAndSize("", 0); if (unlikely(!__pyx_empty_bytes)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_empty_unicode = PyUnicode_FromStringAndSize("", 0); if (unlikely(!__pyx_empty_unicode)) __PYX_ERR(0, 1, __pyx_L1_error)
  #ifdef __Pyx_CyFunction_USED
  if (__pyx_CyFunction_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_FusedFunction_USED
  if (__pyx_FusedFunction_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_Coroutine_USED
  if (__pyx_Coroutine_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_Generator_USED
  if (__pyx_Generator_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_AsyncGen_USED
  if (__pyx_AsyncGen_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_StopAsyncIteration_USED
  if (__pyx_StopAsyncIteration_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  /*--- Library function declarations ---*/
  /*--- Threads initialization code ---*/
  #if defined(__PYX_FORCE_INIT_THREADS) && __PYX_FORCE_INIT_THREADS
  #ifdef WITH_THREAD /* Python build with threading support? */
  PyEval_InitThreads();
  #endif
  #endif
  /*--- Module creation code ---*/
  #if CYTHON_PEP489_MULTI_PHASE_INIT
  __pyx_m = __pyx_pyinit_module;
  Py_INCREF(__pyx_m);
  #else
  #if PY_MAJOR_VERSION < 3
  __pyx_m = Py_InitModule4("analysis", __pyx_methods, 0, 0, PYTHON_API_VERSION); Py_XINCREF(__pyx_m);
  #else
  __pyx_m = PyModule_Create(&__pyx_moduledef);
  #endif
  if (unlikely(!__pyx_m)) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  __pyx_d = PyModule_GetDict(__pyx_m); if (unlikely(!__pyx_d)) __PYX_ERR(0, 1, __pyx_L1_error)
  Py_INCREF(__pyx_d);
  __pyx_b = PyImport_AddModule(__Pyx_BUILTIN_MODULE_NAME); if (unlikely(!__pyx_b)) __PYX_ERR(0, 1, __pyx_L1_error)
  __pyx_cython_runtime = PyImport_AddModule((char *) "cython_runtime"); if (unlikely(!__pyx_cython_runtime)) __PYX_ERR(0, 1, __pyx_L1_error)
  #if CYTHON_COMPILING_IN_PYPY
  Py_INCREF(__pyx_b);
  #endif
  if (PyObject_SetAttrString(__pyx_m, "__builtins__", __pyx_b) < 0) __PYX_ERR(0, 1, __pyx_L1_error);
  /*--- Initialize various global constants etc. ---*/
  if (__Pyx_InitGlobals() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #if PY_MAJOR_VERSION < 3 && (__PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT)
  if (__Pyx_init_sys_getdefaultencoding_params() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif
  if (__pyx_module_is_main_analysis) {
    if (PyObject_SetAttr(__pyx_m, __pyx_n_s_name, __pyx_n_s_main) < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  }
  #if PY_MAJOR_VERSION >= 3
  {
    PyObject *modules = PyImport_GetModuleDict(); if (unlikely(!modules)) __PYX_ERR(0, 1, __pyx_L1_error)
    if (!PyDict_GetItemString(modules, "analysis")) {
      if (unlikely(PyDict_SetItemString(modules, "analysis", __pyx_m) < 0)) __PYX_ERR(0, 1, __pyx_L1_error)
    }
  }
  #endif
  /*--- Builtin init code ---*/
  if (__Pyx_InitCachedBuiltins() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  /*--- Constants init code ---*/
  if (__Pyx_InitCachedConstants() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  /*--- Global type/function init code ---*/
  (void)__Pyx_modinit_global_init_code();
  (void)__Pyx_modinit_variable_export_code();
  (void)__Pyx_modinit_function_export_code();
  if (unlikely(__Pyx_modinit_type_init_code() != 0)) goto __pyx_L1_error;
  (void)__Pyx_modinit_type_import_code();
  (void)__Pyx_modinit_variable_import_code();
  (void)__Pyx_modinit_function_import_code();
  /*--- Execution code ---*/
  #if defined(__Pyx_Generator_USED) || defined(__Pyx_Coroutine_USED)
  if (__Pyx_patch_abc() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  #endif

  /* "analysis.py":10
 * # setup:
 * 
 * __version__ = "1.0.8.005"             # <<<<<<<<<<<<<<
 * 
 * # changelog should be viewed using print(analysis.__changelog__)
 */
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_version, __pyx_kp_s_1_0_8_005) < 0) __PYX_ERR(0, 10, __pyx_L1_error)

  /* "analysis.py":13
 * 
 * # changelog should be viewed using print(analysis.__changelog__)
 * __changelog__ = """changelog:             # <<<<<<<<<<<<<<
 * 1.0.8.005:
 *     - minor fixes
 */
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_changelog, __pyx_kp_s_changelog_1_0_8_005_minor_fixes) < 0) __PYX_ERR(0, 13, __pyx_L1_error)

  /* "analysis.py":102
 * 
 * __author__ = (
 *     "Arthur Lu <arthurlu@ttic.edu>, "             # <<<<<<<<<<<<<<
 *     "Jacob Levine <jlevine@ttic.edu>,"
 * )
 */
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_author, __pyx_kp_s_Arthur_Lu_arthurlu_ttic_edu_Jaco) < 0) __PYX_ERR(0, 101, __pyx_L1_error)

  /* "analysis.py":106
 * )
 * 
 * __all__ = [             # <<<<<<<<<<<<<<
 *     '_init_device',
 *     'c_entities',
 */
  __pyx_t_1 = PyList_New(21); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 106, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_INCREF(__pyx_n_s_init_device);
  __Pyx_GIVEREF(__pyx_n_s_init_device);
  PyList_SET_ITEM(__pyx_t_1, 0, __pyx_n_s_init_device);
  __Pyx_INCREF(__pyx_n_s_c_entities);
  __Pyx_GIVEREF(__pyx_n_s_c_entities);
  PyList_SET_ITEM(__pyx_t_1, 1, __pyx_n_s_c_entities);
  __Pyx_INCREF(__pyx_n_s_nc_entities);
  __Pyx_GIVEREF(__pyx_n_s_nc_entities);
  PyList_SET_ITEM(__pyx_t_1, 2, __pyx_n_s_nc_entities);
  __Pyx_INCREF(__pyx_n_s_obstacles);
  __Pyx_GIVEREF(__pyx_n_s_obstacles);
  PyList_SET_ITEM(__pyx_t_1, 3, __pyx_n_s_obstacles);
  __Pyx_INCREF(__pyx_n_s_objectives);
  __Pyx_GIVEREF(__pyx_n_s_objectives);
  PyList_SET_ITEM(__pyx_t_1, 4, __pyx_n_s_objectives);
  __Pyx_INCREF(__pyx_n_s_load_csv);
  __Pyx_GIVEREF(__pyx_n_s_load_csv);
  PyList_SET_ITEM(__pyx_t_1, 5, __pyx_n_s_load_csv);
  __Pyx_INCREF(__pyx_n_s_basic_stats);
  __Pyx_GIVEREF(__pyx_n_s_basic_stats);
  PyList_SET_ITEM(__pyx_t_1, 6, __pyx_n_s_basic_stats);
  __Pyx_INCREF(__pyx_n_s_z_score);
  __Pyx_GIVEREF(__pyx_n_s_z_score);
  PyList_SET_ITEM(__pyx_t_1, 7, __pyx_n_s_z_score);
  __Pyx_INCREF(__pyx_n_s_z_normalize);
  __Pyx_GIVEREF(__pyx_n_s_z_normalize);
  PyList_SET_ITEM(__pyx_t_1, 8, __pyx_n_s_z_normalize);
  __Pyx_INCREF(__pyx_n_s_stdev_z_split);
  __Pyx_GIVEREF(__pyx_n_s_stdev_z_split);
  PyList_SET_ITEM(__pyx_t_1, 9, __pyx_n_s_stdev_z_split);
  __Pyx_INCREF(__pyx_n_s_histo_analysis);
  __Pyx_GIVEREF(__pyx_n_s_histo_analysis);
  PyList_SET_ITEM(__pyx_t_1, 10, __pyx_n_s_histo_analysis);
  __Pyx_INCREF(__pyx_n_s_poly_regression);
  __Pyx_GIVEREF(__pyx_n_s_poly_regression);
  PyList_SET_ITEM(__pyx_t_1, 11, __pyx_n_s_poly_regression);
  __Pyx_INCREF(__pyx_n_s_log_regression);
  __Pyx_GIVEREF(__pyx_n_s_log_regression);
  PyList_SET_ITEM(__pyx_t_1, 12, __pyx_n_s_log_regression);
  __Pyx_INCREF(__pyx_n_s_exp_regression);
  __Pyx_GIVEREF(__pyx_n_s_exp_regression);
  PyList_SET_ITEM(__pyx_t_1, 13, __pyx_n_s_exp_regression);
  __Pyx_INCREF(__pyx_n_s_r_squared);
  __Pyx_GIVEREF(__pyx_n_s_r_squared);
  PyList_SET_ITEM(__pyx_t_1, 14, __pyx_n_s_r_squared);
  __Pyx_INCREF(__pyx_n_s_rms_2);
  __Pyx_GIVEREF(__pyx_n_s_rms_2);
  PyList_SET_ITEM(__pyx_t_1, 15, __pyx_n_s_rms_2);
  __Pyx_INCREF(__pyx_n_s_calc_overfit);
  __Pyx_GIVEREF(__pyx_n_s_calc_overfit);
  PyList_SET_ITEM(__pyx_t_1, 16, __pyx_n_s_calc_overfit);
  __Pyx_INCREF(__pyx_n_s_strip_data);
  __Pyx_GIVEREF(__pyx_n_s_strip_data);
  PyList_SET_ITEM(__pyx_t_1, 17, __pyx_n_s_strip_data);
  __Pyx_INCREF(__pyx_n_s_optimize_regression);
  __Pyx_GIVEREF(__pyx_n_s_optimize_regression);
  PyList_SET_ITEM(__pyx_t_1, 18, __pyx_n_s_optimize_regression);
  __Pyx_INCREF(__pyx_n_s_select_best_regression);
  __Pyx_GIVEREF(__pyx_n_s_select_best_regression);
  PyList_SET_ITEM(__pyx_t_1, 19, __pyx_n_s_select_best_regression);
  __Pyx_INCREF(__pyx_n_s_basic_analysis);
  __Pyx_GIVEREF(__pyx_n_s_basic_analysis);
  PyList_SET_ITEM(__pyx_t_1, 20, __pyx_n_s_basic_analysis);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_all, __pyx_t_1) < 0) __PYX_ERR(0, 106, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":135
 * # imports (now in alphabetical order! v 1.0.3.006):
 * 
 * from bisect import bisect_left, bisect_right             # <<<<<<<<<<<<<<
 * import collections
 * import csv
 */
  __pyx_t_1 = PyList_New(2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 135, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_INCREF(__pyx_n_s_bisect_left);
  __Pyx_GIVEREF(__pyx_n_s_bisect_left);
  PyList_SET_ITEM(__pyx_t_1, 0, __pyx_n_s_bisect_left);
  __Pyx_INCREF(__pyx_n_s_bisect_right);
  __Pyx_GIVEREF(__pyx_n_s_bisect_right);
  PyList_SET_ITEM(__pyx_t_1, 1, __pyx_n_s_bisect_right);
  __pyx_t_2 = __Pyx_Import(__pyx_n_s_bisect, __pyx_t_1, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 135, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_ImportFrom(__pyx_t_2, __pyx_n_s_bisect_left); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 135, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_bisect_left, __pyx_t_1) < 0) __PYX_ERR(0, 135, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_ImportFrom(__pyx_t_2, __pyx_n_s_bisect_right); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 135, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_bisect_right, __pyx_t_1) < 0) __PYX_ERR(0, 135, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":136
 * 
 * from bisect import bisect_left, bisect_right
 * import collections             # <<<<<<<<<<<<<<
 * import csv
 * from decimal import Decimal
 */
  __pyx_t_2 = __Pyx_Import(__pyx_n_s_collections, 0, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 136, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_collections, __pyx_t_2) < 0) __PYX_ERR(0, 136, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":137
 * from bisect import bisect_left, bisect_right
 * import collections
 * import csv             # <<<<<<<<<<<<<<
 * from decimal import Decimal
 * import functools
 */
  __pyx_t_2 = __Pyx_Import(__pyx_n_s_csv, 0, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 137, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_csv, __pyx_t_2) < 0) __PYX_ERR(0, 137, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":138
 * import collections
 * import csv
 * from decimal import Decimal             # <<<<<<<<<<<<<<
 * import functools
 * from fractions import Fraction
 */
  __pyx_t_2 = PyList_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 138, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_n_s_Decimal);
  __Pyx_GIVEREF(__pyx_n_s_Decimal);
  PyList_SET_ITEM(__pyx_t_2, 0, __pyx_n_s_Decimal);
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_decimal, __pyx_t_2, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 138, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_Decimal); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 138, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_Decimal, __pyx_t_2) < 0) __PYX_ERR(0, 138, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":139
 * import csv
 * from decimal import Decimal
 * import functools             # <<<<<<<<<<<<<<
 * from fractions import Fraction
 * from itertools import groupby
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_functools, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 139, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_functools, __pyx_t_1) < 0) __PYX_ERR(0, 139, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":140
 * from decimal import Decimal
 * import functools
 * from fractions import Fraction             # <<<<<<<<<<<<<<
 * from itertools import groupby
 * import math
 */
  __pyx_t_1 = PyList_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 140, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_INCREF(__pyx_n_s_Fraction);
  __Pyx_GIVEREF(__pyx_n_s_Fraction);
  PyList_SET_ITEM(__pyx_t_1, 0, __pyx_n_s_Fraction);
  __pyx_t_2 = __Pyx_Import(__pyx_n_s_fractions, __pyx_t_1, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 140, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_ImportFrom(__pyx_t_2, __pyx_n_s_Fraction); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 140, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_Fraction, __pyx_t_1) < 0) __PYX_ERR(0, 140, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":141
 * import functools
 * from fractions import Fraction
 * from itertools import groupby             # <<<<<<<<<<<<<<
 * import math
 * import matplotlib
 */
  __pyx_t_2 = PyList_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 141, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_n_s_groupby);
  __Pyx_GIVEREF(__pyx_n_s_groupby);
  PyList_SET_ITEM(__pyx_t_2, 0, __pyx_n_s_groupby);
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_itertools, __pyx_t_2, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 141, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_groupby); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 141, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_groupby, __pyx_t_2) < 0) __PYX_ERR(0, 141, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":142
 * from fractions import Fraction
 * from itertools import groupby
 * import math             # <<<<<<<<<<<<<<
 * import matplotlib
 * import numbers
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_math, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 142, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_math, __pyx_t_1) < 0) __PYX_ERR(0, 142, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":143
 * from itertools import groupby
 * import math
 * import matplotlib             # <<<<<<<<<<<<<<
 * import numbers
 * import numpy as np
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_matplotlib, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 143, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_matplotlib, __pyx_t_1) < 0) __PYX_ERR(0, 143, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":144
 * import math
 * import matplotlib
 * import numbers             # <<<<<<<<<<<<<<
 * import numpy as np
 * import pandas
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_numbers, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_numbers, __pyx_t_1) < 0) __PYX_ERR(0, 144, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":145
 * import matplotlib
 * import numbers
 * import numpy as np             # <<<<<<<<<<<<<<
 * import pandas
 * import random
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_numpy, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 145, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_np, __pyx_t_1) < 0) __PYX_ERR(0, 145, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":146
 * import numbers
 * import numpy as np
 * import pandas             # <<<<<<<<<<<<<<
 * import random
 * import scipy
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_pandas, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 146, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_pandas, __pyx_t_1) < 0) __PYX_ERR(0, 146, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":147
 * import numpy as np
 * import pandas
 * import random             # <<<<<<<<<<<<<<
 * import scipy
 * from scipy.optimize import curve_fit
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_random, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 147, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_random, __pyx_t_1) < 0) __PYX_ERR(0, 147, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":148
 * import pandas
 * import random
 * import scipy             # <<<<<<<<<<<<<<
 * from scipy.optimize import curve_fit
 * from scipy import stats
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_scipy, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 148, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_scipy, __pyx_t_1) < 0) __PYX_ERR(0, 148, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":149
 * import random
 * import scipy
 * from scipy.optimize import curve_fit             # <<<<<<<<<<<<<<
 * from scipy import stats
 * from sklearn import *
 */
  __pyx_t_1 = PyList_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 149, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_INCREF(__pyx_n_s_curve_fit);
  __Pyx_GIVEREF(__pyx_n_s_curve_fit);
  PyList_SET_ITEM(__pyx_t_1, 0, __pyx_n_s_curve_fit);
  __pyx_t_2 = __Pyx_Import(__pyx_n_s_scipy_optimize, __pyx_t_1, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 149, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_ImportFrom(__pyx_t_2, __pyx_n_s_curve_fit); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 149, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_curve_fit, __pyx_t_1) < 0) __PYX_ERR(0, 149, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":150
 * import scipy
 * from scipy.optimize import curve_fit
 * from scipy import stats             # <<<<<<<<<<<<<<
 * from sklearn import *
 * # import statistics <-- statistics.py functions have been integrated into analysis.py as of v 1.0.3.002
 */
  __pyx_t_2 = PyList_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 150, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(__pyx_n_s_stats);
  __Pyx_GIVEREF(__pyx_n_s_stats);
  PyList_SET_ITEM(__pyx_t_2, 0, __pyx_n_s_stats);
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_scipy, __pyx_t_2, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 150, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_stats); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 150, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_stats, __pyx_t_2) < 0) __PYX_ERR(0, 150, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":151
 * from scipy.optimize import curve_fit
 * from scipy import stats
 * from sklearn import *             # <<<<<<<<<<<<<<
 * # import statistics <-- statistics.py functions have been integrated into analysis.py as of v 1.0.3.002
 * import time
 */
  __pyx_t_1 = PyList_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 151, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_INCREF(__pyx_n_s__17);
  __Pyx_GIVEREF(__pyx_n_s__17);
  PyList_SET_ITEM(__pyx_t_1, 0, __pyx_n_s__17);
  __pyx_t_2 = __Pyx_Import(__pyx_n_s_sklearn, __pyx_t_1, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 151, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (__pyx_import_star(__pyx_t_2) < 0) __PYX_ERR(0, 151, __pyx_L1_error);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":153
 * from sklearn import *
 * # import statistics <-- statistics.py functions have been integrated into analysis.py as of v 1.0.3.002
 * import time             # <<<<<<<<<<<<<<
 * import torch
 * 
 */
  __pyx_t_2 = __Pyx_Import(__pyx_n_s_time, 0, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 153, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_time, __pyx_t_2) < 0) __PYX_ERR(0, 153, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":154
 * # import statistics <-- statistics.py functions have been integrated into analysis.py as of v 1.0.3.002
 * import time
 * import torch             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_2 = __Pyx_Import(__pyx_n_s_torch, 0, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_torch, __pyx_t_2) < 0) __PYX_ERR(0, 154, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":157
 * 
 * 
 * class error(ValueError):             # <<<<<<<<<<<<<<
 *     pass
 * 
 */
  __pyx_t_2 = __Pyx_CalculateMetaclass(NULL, __pyx_tuple__18); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 157, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_1 = __Pyx_Py3MetaclassPrepare(__pyx_t_2, __pyx_tuple__18, __pyx_n_s_error, __pyx_n_s_error, (PyObject *) NULL, __pyx_n_s_analysis, (PyObject *) NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 157, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_Py3ClassCreate(__pyx_t_2, __pyx_n_s_error, __pyx_tuple__18, __pyx_t_1, NULL, 0, 1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 157, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_error, __pyx_t_3) < 0) __PYX_ERR(0, 157, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":161
 * 
 * 
 * def _init_device(setting, arg):  # initiates computation device for ANNs             # <<<<<<<<<<<<<<
 *     if setting == "cuda":
 *         try:
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_1_init_device, 0, __pyx_n_s_init_device, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__20)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_init_device, __pyx_t_2) < 0) __PYX_ERR(0, 161, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":176
 * 
 * 
 * class c_entities:             # <<<<<<<<<<<<<<
 * 
 *     c_names = []
 */
  __pyx_t_2 = __Pyx_Py3MetaclassPrepare((PyObject *) NULL, __pyx_empty_tuple, __pyx_n_s_c_entities, __pyx_n_s_c_entities, (PyObject *) NULL, __pyx_n_s_analysis, (PyObject *) NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 176, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);

  /* "analysis.py":178
 * class c_entities:
 * 
 *     c_names = []             # <<<<<<<<<<<<<<
 *     c_ids = []
 *     c_pos = []
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 178, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_names, __pyx_t_1) < 0) __PYX_ERR(0, 178, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":179
 * 
 *     c_names = []
 *     c_ids = []             # <<<<<<<<<<<<<<
 *     c_pos = []
 *     c_properties = []
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 179, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_ids, __pyx_t_1) < 0) __PYX_ERR(0, 179, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":180
 *     c_names = []
 *     c_ids = []
 *     c_pos = []             # <<<<<<<<<<<<<<
 *     c_properties = []
 *     c_logic = []
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 180, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_pos, __pyx_t_1) < 0) __PYX_ERR(0, 180, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":181
 *     c_ids = []
 *     c_pos = []
 *     c_properties = []             # <<<<<<<<<<<<<<
 *     c_logic = []
 * 
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 181, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_properties, __pyx_t_1) < 0) __PYX_ERR(0, 181, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":182
 *     c_pos = []
 *     c_properties = []
 *     c_logic = []             # <<<<<<<<<<<<<<
 * 
 *     def debug(self):
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 182, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_logic, __pyx_t_1) < 0) __PYX_ERR(0, 182, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":184
 *     c_logic = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("c_entities has attributes names, ids, positions, properties, and logic. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, nd array of properties, and nd array of logic")
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10c_entities_1debug, 0, __pyx_n_s_c_entities_debug, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__22)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 184, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_debug, __pyx_t_1) < 0) __PYX_ERR(0, 184, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":188
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 * 
 *     def __init__(self, names, ids, pos, properties, logic):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10c_entities_3__init__, 0, __pyx_n_s_c_entities___init, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__24)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 188, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_init, __pyx_t_1) < 0) __PYX_ERR(0, 188, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":196
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_logic):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10c_entities_5append, 0, __pyx_n_s_c_entities_append, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__26)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 196, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_append, __pyx_t_1) < 0) __PYX_ERR(0, 196, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":204
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_logic):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10c_entities_7edit, 0, __pyx_n_s_c_entities_edit, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__28)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 204, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_edit, __pyx_t_1) < 0) __PYX_ERR(0, 204, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":226
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10c_entities_9search, 0, __pyx_n_s_c_entities_search, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__30)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 226, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_search, __pyx_t_1) < 0) __PYX_ERR(0, 226, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":234
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_logic[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_logic]
 * 
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10c_entities_11regurgitate, 0, __pyx_n_s_c_entities_regurgitate, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__32)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 234, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_regurgitate, __pyx_t_1) < 0) __PYX_ERR(0, 234, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":176
 * 
 * 
 * class c_entities:             # <<<<<<<<<<<<<<
 * 
 *     c_names = []
 */
  __pyx_t_1 = __Pyx_Py3ClassCreate(((PyObject*)&__Pyx_DefaultClassType), __pyx_n_s_c_entities, __pyx_empty_tuple, __pyx_t_2, NULL, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 176, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_c_entities, __pyx_t_1) < 0) __PYX_ERR(0, 176, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":238
 * 
 * 
 * class nc_entities:             # <<<<<<<<<<<<<<
 * 
 *     c_names = []
 */
  __pyx_t_2 = __Pyx_Py3MetaclassPrepare((PyObject *) NULL, __pyx_empty_tuple, __pyx_n_s_nc_entities, __pyx_n_s_nc_entities, (PyObject *) NULL, __pyx_n_s_analysis, (PyObject *) NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);

  /* "analysis.py":240
 * class nc_entities:
 * 
 *     c_names = []             # <<<<<<<<<<<<<<
 *     c_ids = []
 *     c_pos = []
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 240, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_names, __pyx_t_1) < 0) __PYX_ERR(0, 240, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":241
 * 
 *     c_names = []
 *     c_ids = []             # <<<<<<<<<<<<<<
 *     c_pos = []
 *     c_properties = []
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 241, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_ids, __pyx_t_1) < 0) __PYX_ERR(0, 241, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":242
 *     c_names = []
 *     c_ids = []
 *     c_pos = []             # <<<<<<<<<<<<<<
 *     c_properties = []
 *     c_effects = []
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_pos, __pyx_t_1) < 0) __PYX_ERR(0, 242, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":243
 *     c_ids = []
 *     c_pos = []
 *     c_properties = []             # <<<<<<<<<<<<<<
 *     c_effects = []
 * 
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 243, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_properties, __pyx_t_1) < 0) __PYX_ERR(0, 243, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":244
 *     c_pos = []
 *     c_properties = []
 *     c_effects = []             # <<<<<<<<<<<<<<
 * 
 *     def debug(self):
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 244, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_effects, __pyx_t_1) < 0) __PYX_ERR(0, 244, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":246
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("nc_entities (non-controlable entities) has attributes names, ids, positions, properties, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of positions, 2d array of properties, and 2d array of effects.")
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_11nc_entities_1debug, 0, __pyx_n_s_nc_entities_debug, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__34)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 246, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_debug, __pyx_t_1) < 0) __PYX_ERR(0, 246, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":250
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 * 
 *     def __init__(self, names, ids, pos, properties, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_11nc_entities_3__init__, 0, __pyx_n_s_nc_entities___init, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__36)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 250, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_init, __pyx_t_1) < 0) __PYX_ERR(0, 250, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":258
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_property, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_11nc_entities_5append, 0, __pyx_n_s_nc_entities_append, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__38)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 258, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_append, __pyx_t_1) < 0) __PYX_ERR(0, 258, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":267
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_property, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_11nc_entities_7edit, 0, __pyx_n_s_nc_entities_edit, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__40)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 267, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_edit, __pyx_t_1) < 0) __PYX_ERR(0, 267, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":289
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_11nc_entities_9search, 0, __pyx_n_s_nc_entities_search, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__42)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 289, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_search, __pyx_t_1) < 0) __PYX_ERR(0, 289, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":297
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_properties[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 * 
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_properties, self.c_effects]
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_11nc_entities_11regurgitate, 0, __pyx_n_s_nc_entities_regurgitate, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__44)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 297, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_regurgitate, __pyx_t_1) < 0) __PYX_ERR(0, 297, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":238
 * 
 * 
 * class nc_entities:             # <<<<<<<<<<<<<<
 * 
 *     c_names = []
 */
  __pyx_t_1 = __Pyx_Py3ClassCreate(((PyObject*)&__Pyx_DefaultClassType), __pyx_n_s_nc_entities, __pyx_empty_tuple, __pyx_t_2, NULL, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_nc_entities, __pyx_t_1) < 0) __PYX_ERR(0, 238, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":302
 * 
 * 
 * class obstacles:             # <<<<<<<<<<<<<<
 * 
 *     c_names = []
 */
  __pyx_t_2 = __Pyx_Py3MetaclassPrepare((PyObject *) NULL, __pyx_empty_tuple, __pyx_n_s_obstacles, __pyx_n_s_obstacles, (PyObject *) NULL, __pyx_n_s_analysis, (PyObject *) NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 302, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);

  /* "analysis.py":304
 * class obstacles:
 * 
 *     c_names = []             # <<<<<<<<<<<<<<
 *     c_ids = []
 *     c_perim = []
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 304, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_names, __pyx_t_1) < 0) __PYX_ERR(0, 304, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":305
 * 
 *     c_names = []
 *     c_ids = []             # <<<<<<<<<<<<<<
 *     c_perim = []
 *     c_effects = []
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 305, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_ids, __pyx_t_1) < 0) __PYX_ERR(0, 305, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":306
 *     c_names = []
 *     c_ids = []
 *     c_perim = []             # <<<<<<<<<<<<<<
 *     c_effects = []
 * 
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 306, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_perim, __pyx_t_1) < 0) __PYX_ERR(0, 306, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":307
 *     c_ids = []
 *     c_perim = []
 *     c_effects = []             # <<<<<<<<<<<<<<
 * 
 *     def debug(self):
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 307, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_effects, __pyx_t_1) < 0) __PYX_ERR(0, 307, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":309
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("obstacles has atributes names, ids, positions, perimeters, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 3d array of perimeters, 2d array of effects.")
 *         return [self.c_names, self.c_ids, self.c_perim, self.c_effects]
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_9obstacles_1debug, 0, __pyx_n_s_obstacles_debug, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__46)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 309, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_debug, __pyx_t_1) < 0) __PYX_ERR(0, 309, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":313
 *         return [self.c_names, self.c_ids, self.c_perim, self.c_effects]
 * 
 *     def __init__(self, names, ids, perims, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_9obstacles_3__init__, 0, __pyx_n_s_obstacles___init, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__48)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 313, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_init, __pyx_t_1) < 0) __PYX_ERR(0, 313, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":320
 *         return None
 * 
 *     def append(self, n_name, n_id, n_perim, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_9obstacles_5append, 0, __pyx_n_s_obstacles_append, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__50)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 320, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_append, __pyx_t_1) < 0) __PYX_ERR(0, 320, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":327
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_perim, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_9obstacles_7edit, 0, __pyx_n_s_obstacles_edit, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__52)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 327, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_edit, __pyx_t_1) < 0) __PYX_ERR(0, 327, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":347
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_9obstacles_9search, 0, __pyx_n_s_obstacles_search, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__54)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 347, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_search, __pyx_t_1) < 0) __PYX_ERR(0, 347, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":355
 *         return [self.c_names[position], self.c_ids[position], self.c_perim[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_perim, self.c_effects]
 * 
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_9obstacles_11regurgitate, 0, __pyx_n_s_obstacles_regurgitate, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__56)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 355, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_regurgitate, __pyx_t_1) < 0) __PYX_ERR(0, 355, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":302
 * 
 * 
 * class obstacles:             # <<<<<<<<<<<<<<
 * 
 *     c_names = []
 */
  __pyx_t_1 = __Pyx_Py3ClassCreate(((PyObject*)&__Pyx_DefaultClassType), __pyx_n_s_obstacles, __pyx_empty_tuple, __pyx_t_2, NULL, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 302, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_obstacles, __pyx_t_1) < 0) __PYX_ERR(0, 302, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":359
 * 
 * 
 * class objectives:             # <<<<<<<<<<<<<<
 * 
 *     c_names = []
 */
  __pyx_t_2 = __Pyx_Py3MetaclassPrepare((PyObject *) NULL, __pyx_empty_tuple, __pyx_n_s_objectives, __pyx_n_s_objectives, (PyObject *) NULL, __pyx_n_s_analysis, (PyObject *) NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 359, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);

  /* "analysis.py":361
 * class objectives:
 * 
 *     c_names = []             # <<<<<<<<<<<<<<
 *     c_ids = []
 *     c_pos = []
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 361, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_names, __pyx_t_1) < 0) __PYX_ERR(0, 361, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":362
 * 
 *     c_names = []
 *     c_ids = []             # <<<<<<<<<<<<<<
 *     c_pos = []
 *     c_effects = []
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 362, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_ids, __pyx_t_1) < 0) __PYX_ERR(0, 362, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":363
 *     c_names = []
 *     c_ids = []
 *     c_pos = []             # <<<<<<<<<<<<<<
 *     c_effects = []
 * 
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 363, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_pos, __pyx_t_1) < 0) __PYX_ERR(0, 363, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":364
 *     c_ids = []
 *     c_pos = []
 *     c_effects = []             # <<<<<<<<<<<<<<
 * 
 *     def debug(self):
 */
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 364, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_c_effects, __pyx_t_1) < 0) __PYX_ERR(0, 364, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":366
 *     c_effects = []
 * 
 *     def debug(self):             # <<<<<<<<<<<<<<
 *         print("objectives has atributes names, ids, positions, and effects. __init__ takes self, 1d array of names, 1d array of ids, 2d array of position, 1d array of effects.")
 *         return [self.c_names, self.c_ids, self.c_pos, self.c_effects]
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10objectives_1debug, 0, __pyx_n_s_objectives_debug, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__58)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 366, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_debug, __pyx_t_1) < 0) __PYX_ERR(0, 366, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":370
 *         return [self.c_names, self.c_ids, self.c_pos, self.c_effects]
 * 
 *     def __init__(self, names, ids, pos, effects):             # <<<<<<<<<<<<<<
 *         self.c_names = names
 *         self.c_ids = ids
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10objectives_3__init__, 0, __pyx_n_s_objectives___init, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__60)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 370, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_init, __pyx_t_1) < 0) __PYX_ERR(0, 370, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":377
 *         return None
 * 
 *     def append(self, n_name, n_id, n_pos, n_effect):             # <<<<<<<<<<<<<<
 *         self.c_names.append(n_name)
 *         self.c_ids.append(n_id)
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10objectives_5append, 0, __pyx_n_s_objectives_append, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__62)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 377, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_append, __pyx_t_1) < 0) __PYX_ERR(0, 377, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":384
 *         return None
 * 
 *     def edit(self, search, n_name, n_id, n_pos, n_effect):             # <<<<<<<<<<<<<<
 *         position = 0
 *         print(self.c_ids)
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10objectives_7edit, 0, __pyx_n_s_objectives_edit, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__64)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 384, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_edit, __pyx_t_1) < 0) __PYX_ERR(0, 384, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":405
 *         return None
 * 
 *     def search(self, search):             # <<<<<<<<<<<<<<
 *         position = 0
 *         for i in range(0, len(self.c_ids), 1):
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10objectives_9search, 0, __pyx_n_s_objectives_search, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__66)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 405, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_search, __pyx_t_1) < 0) __PYX_ERR(0, 405, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":413
 *         return [self.c_names[position], self.c_ids[position], self.c_pos[position], self.c_effects[position]]
 * 
 *     def regurgitate(self):             # <<<<<<<<<<<<<<
 *         return[self.c_names, self.c_ids, self.c_pos, self.c_effects]
 * 
 */
  __pyx_t_1 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_10objectives_11regurgitate, 0, __pyx_n_s_objectives_regurgitate, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__68)); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 413, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (__Pyx_SetNameInClass(__pyx_t_2, __pyx_n_s_regurgitate, __pyx_t_1) < 0) __PYX_ERR(0, 413, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "analysis.py":359
 * 
 * 
 * class objectives:             # <<<<<<<<<<<<<<
 * 
 *     c_names = []
 */
  __pyx_t_1 = __Pyx_Py3ClassCreate(((PyObject*)&__Pyx_DefaultClassType), __pyx_n_s_objectives, __pyx_empty_tuple, __pyx_t_2, NULL, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 359, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_objectives, __pyx_t_1) < 0) __PYX_ERR(0, 359, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":417
 * 
 * 
 * def load_csv(filepath):             # <<<<<<<<<<<<<<
 *     with open(filepath, newline='') as csvfile:
 *         file_array = list(csv.reader(csvfile))
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_3load_csv, 0, __pyx_n_s_load_csv, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__70)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 417, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_load_csv, __pyx_t_2) < 0) __PYX_ERR(0, 417, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":425
 * 
 * # data=array, mode = ['1d':1d_basic_stats, 'column':c_basic_stats, 'row':r_basic_stats], arg for mode 1 or mode 2 for column or row
 * def basic_stats(data, method, arg):             # <<<<<<<<<<<<<<
 * 
 *     if method == 'debug':
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_5basic_stats, 0, __pyx_n_s_basic_stats, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__72)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 425, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_basic_stats, __pyx_t_2) < 0) __PYX_ERR(0, 425, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":511
 * 
 * # returns z score with inputs of point, mean and standard deviation of spread
 * def z_score(point, mean, stdev):             # <<<<<<<<<<<<<<
 *     score = (point - mean) / stdev
 *     return score
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_7z_score, 0, __pyx_n_s_z_score, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__74)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 511, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_z_score, __pyx_t_2) < 0) __PYX_ERR(0, 511, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":517
 * 
 * # mode is either 'x' or 'y' or 'both' depending on the variable(s) to be normalized
 * def z_normalize(x, y, mode):             # <<<<<<<<<<<<<<
 * 
 *     x_norm = []
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_9z_normalize, 0, __pyx_n_s_z_normalize, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__76)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 517, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_z_normalize, __pyx_t_2) < 0) __PYX_ERR(0, 517, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":560
 * 
 * # returns n-th percentile of spread given mean, standard deviation, lower z-score, and upper z-score
 * def stdev_z_split(mean, stdev, delta, low_bound, high_bound):             # <<<<<<<<<<<<<<
 * 
 *     z_split = []
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_11stdev_z_split, 0, __pyx_n_s_stdev_z_split, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__78)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 560, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_stdev_z_split, __pyx_t_2) < 0) __PYX_ERR(0, 560, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":575
 * 
 * 
 * def histo_analysis(hist_data, delta, low_bound, high_bound):             # <<<<<<<<<<<<<<
 * 
 *     if hist_data == 'debug':
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_13histo_analysis, 0, __pyx_n_s_histo_analysis, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__80)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 575, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_histo_analysis, __pyx_t_2) < 0) __PYX_ERR(0, 575, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":613
 * 
 * 
 * def poly_regression(x, y, power):             # <<<<<<<<<<<<<<
 * 
 *     if x == "null":  # if x is 'null', then x will be filled with integer points between 1 and the size of y
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_15poly_regression, 0, __pyx_n_s_poly_regression, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__82)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 613, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_poly_regression, __pyx_t_2) < 0) __PYX_ERR(0, 613, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":649
 * 
 * 
 * def log_regression(x, y, base):             # <<<<<<<<<<<<<<
 * 
 *     x_fit = []
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_17log_regression, 0, __pyx_n_s_log_regression, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__84)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 649, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_log_regression, __pyx_t_2) < 0) __PYX_ERR(0, 649, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":680
 * 
 * 
 * def exp_regression(x, y, base):             # <<<<<<<<<<<<<<
 * 
 *     y_fit = []
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_19exp_regression, 0, __pyx_n_s_exp_regression, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__86)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 680, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_exp_regression, __pyx_t_2) < 0) __PYX_ERR(0, 680, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":711
 * 
 * 
 * def tanh_regression(x, y):             # <<<<<<<<<<<<<<
 * 
 *     def tanh(x, a, b, c, d):
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_21tanh_regression, 0, __pyx_n_s_tanh_regression, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__88)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 711, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_tanh_regression, __pyx_t_2) < 0) __PYX_ERR(0, 711, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":735
 * 
 * 
 * def r_squared(predictions, targets):  # assumes equal size inputs             # <<<<<<<<<<<<<<
 * 
 *     return metrics.r2_score(np.array(targets), np.array(predictions))
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_23r_squared, 0, __pyx_n_s_r_squared, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__90)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 735, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_r_squared, __pyx_t_2) < 0) __PYX_ERR(0, 735, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":740
 * 
 * 
 * def rms(predictions, targets):  # assumes equal size inputs             # <<<<<<<<<<<<<<
 * 
 *     _sum = 0
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_25rms, 0, __pyx_n_s_rms_2, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__92)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 740, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_rms_2, __pyx_t_2) < 0) __PYX_ERR(0, 740, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":750
 * 
 * 
 * def calc_overfit(equation, rms_train, r2_train, x_test, y_test):             # <<<<<<<<<<<<<<
 * 
 *     # performance overfit = performance(train) - performance(test) where performance is r^2
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_27calc_overfit, 0, __pyx_n_s_calc_overfit, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__94)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 750, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_calc_overfit, __pyx_t_2) < 0) __PYX_ERR(0, 750, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":769
 * 
 * 
 * def strip_data(data, mode):             # <<<<<<<<<<<<<<
 * 
 *     if mode == "adam":  # x is the row number, y are the data
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_29strip_data, 0, __pyx_n_s_strip_data, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__96)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 769, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_strip_data, __pyx_t_2) < 0) __PYX_ERR(0, 769, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":782
 * 
 * # _range in poly regression is the range of powers tried, and in log/exp it is the inverse of the stepsize taken from -1000 to 1000
 * def optimize_regression(x, y, _range, resolution):             # <<<<<<<<<<<<<<
 *     # usage not: for demonstration purpose only, performance is shit
 *     if type(resolution) != int:
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_31optimize_regression, 0, __pyx_n_s_optimize_regression, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__98)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 782, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_optimize_regression, __pyx_t_2) < 0) __PYX_ERR(0, 782, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":872
 * 
 * 
 * def select_best_regression(eqs, rmss, r2s, overfit, selector):             # <<<<<<<<<<<<<<
 * 
 *     b_eq = ""
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_33select_best_regression, 0, __pyx_n_s_select_best_regression, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__100)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 872, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_select_best_regression, __pyx_t_2) < 0) __PYX_ERR(0, 872, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":901
 * 
 * 
 * def p_value(x, y):  # takes 2 1d arrays             # <<<<<<<<<<<<<<
 * 
 *     return stats.ttest_ind(x, y)[1]
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_35p_value, 0, __pyx_n_s_p_value, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__102)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 901, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_p_value, __pyx_t_2) < 0) __PYX_ERR(0, 901, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":907
 * 
 * # assumes that rows are the independent variable and columns are the dependant. also assumes that time flows from lowest column to highest column.
 * def basic_analysis(data):             # <<<<<<<<<<<<<<
 * 
 *     row = len(data)
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_37basic_analysis, 0, __pyx_n_s_basic_analysis, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__104)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 907, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_basic_analysis, __pyx_t_2) < 0) __PYX_ERR(0, 907, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":931
 * 
 * 
 * def benchmark(x, y):             # <<<<<<<<<<<<<<
 * 
 *     start_g = time.time()
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_39benchmark, 0, __pyx_n_s_benchmark, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__106)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 931, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_benchmark, __pyx_t_2) < 0) __PYX_ERR(0, 931, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":944
 * 
 * 
 * def generate_data(filename, x, y, low, high):             # <<<<<<<<<<<<<<
 * 
 *     file = open(filename, "w")
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_41generate_data, 0, __pyx_n_s_generate_data, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__108)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 944, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_generate_data, __pyx_t_2) < 0) __PYX_ERR(0, 944, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":958
 * 
 * 
 * class StatisticsError(ValueError):             # <<<<<<<<<<<<<<
 *     pass
 * 
 */
  __pyx_t_2 = __Pyx_CalculateMetaclass(NULL, __pyx_tuple__109); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 958, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_1 = __Pyx_Py3MetaclassPrepare(__pyx_t_2, __pyx_tuple__109, __pyx_n_s_StatisticsError, __pyx_n_s_StatisticsError, (PyObject *) NULL, __pyx_n_s_analysis, (PyObject *) NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 958, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_Py3ClassCreate(__pyx_t_2, __pyx_n_s_StatisticsError, __pyx_tuple__109, __pyx_t_1, NULL, 0, 1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 958, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_StatisticsError, __pyx_t_3) < 0) __PYX_ERR(0, 958, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":962
 * 
 * 
 * def _sum(data, start=0):             # <<<<<<<<<<<<<<
 *     count = 0
 *     n, d = _exact_ratio(start)
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_43_sum, 0, __pyx_n_s_sum_2, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__111)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 962, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_CyFunction_SetDefaultsTuple(__pyx_t_2, __pyx_tuple__112);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_sum_2, __pyx_t_2) < 0) __PYX_ERR(0, 962, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":983
 * 
 * 
 * def _isfinite(x):             # <<<<<<<<<<<<<<
 *     try:
 *         return x.is_finite()  # Likely a Decimal.
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_45_isfinite, 0, __pyx_n_s_isfinite, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__114)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 983, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_isfinite, __pyx_t_2) < 0) __PYX_ERR(0, 983, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":990
 * 
 * 
 * def _coerce(T, S):             # <<<<<<<<<<<<<<
 * 
 *     assert T is not bool, "initial type T is bool"
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_47_coerce, 0, __pyx_n_s_coerce, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__116)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 990, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_coerce, __pyx_t_2) < 0) __PYX_ERR(0, 990, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1021
 * 
 * 
 * def _exact_ratio(x):             # <<<<<<<<<<<<<<
 * 
 *     try:
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_49_exact_ratio, 0, __pyx_n_s_exact_ratio, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__118)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1021, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_exact_ratio, __pyx_t_2) < 0) __PYX_ERR(0, 1021, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1045
 * 
 * 
 * def _convert(value, T):             # <<<<<<<<<<<<<<
 * 
 *     if type(value) is T:
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_51_convert, 0, __pyx_n_s_convert, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__120)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1045, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_convert, __pyx_t_2) < 0) __PYX_ERR(0, 1045, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1062
 * 
 * 
 * def _counts(data):             # <<<<<<<<<<<<<<
 * 
 *     table = collections.Counter(iter(data)).most_common()
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_53_counts, 0, __pyx_n_s_counts, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__122)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1062, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_counts, __pyx_t_2) < 0) __PYX_ERR(0, 1062, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1076
 * 
 * 
 * def _find_lteq(a, x):             # <<<<<<<<<<<<<<
 * 
 *     i = bisect_left(a, x)
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_55_find_lteq, 0, __pyx_n_s_find_lteq, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__124)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1076, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_find_lteq, __pyx_t_2) < 0) __PYX_ERR(0, 1076, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1084
 * 
 * 
 * def _find_rteq(a, l, x):             # <<<<<<<<<<<<<<
 * 
 *     i = bisect_right(a, x, lo=l)
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_57_find_rteq, 0, __pyx_n_s_find_rteq, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__126)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1084, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_find_rteq, __pyx_t_2) < 0) __PYX_ERR(0, 1084, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1092
 * 
 * 
 * def _fail_neg(values, errmsg='negative value'):             # <<<<<<<<<<<<<<
 * 
 *     for x in values:
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_59_fail_neg, 0, __pyx_n_s_fail_neg, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__16)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1092, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_CyFunction_SetDefaultsTuple(__pyx_t_2, __pyx_tuple__128);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_fail_neg, __pyx_t_2) < 0) __PYX_ERR(0, 1092, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1100
 * 
 * 
 * def mean(data):             # <<<<<<<<<<<<<<
 * 
 *     if iter(data) is data:
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_62mean, 0, __pyx_n_s_mean, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__130)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1100, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_mean, __pyx_t_2) < 0) __PYX_ERR(0, 1100, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1112
 * 
 * 
 * def median(data):             # <<<<<<<<<<<<<<
 * 
 *     data = sorted(data)
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_64median, 0, __pyx_n_s_median, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__132)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1112, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_median, __pyx_t_2) < 0) __PYX_ERR(0, 1112, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1125
 * 
 * 
 * def mode(data):             # <<<<<<<<<<<<<<
 * 
 *     table = _counts(data)
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_66mode, 0, __pyx_n_s_mode, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__134)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1125, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_mode, __pyx_t_2) < 0) __PYX_ERR(0, 1125, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1138
 * 
 * 
 * def _ss(data, c=None):             # <<<<<<<<<<<<<<
 * 
 *     if c is None:
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_68_ss, 0, __pyx_n_s_ss, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__136)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1138, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_CyFunction_SetDefaultsTuple(__pyx_t_2, __pyx_tuple__137);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_ss, __pyx_t_2) < 0) __PYX_ERR(0, 1138, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1151
 * 
 * 
 * def variance(data, xbar=None):             # <<<<<<<<<<<<<<
 * 
 *     if iter(data) is data:
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_70variance, 0, __pyx_n_s_variance, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__139)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1151, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_CyFunction_SetDefaultsTuple(__pyx_t_2, __pyx_tuple__140);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_variance, __pyx_t_2) < 0) __PYX_ERR(0, 1151, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1162
 * 
 * 
 * def stdev(data, xbar=None):             # <<<<<<<<<<<<<<
 * 
 *     var = variance(data, xbar)
 */
  __pyx_t_2 = __Pyx_CyFunction_NewEx(&__pyx_mdef_8analysis_72stdev, 0, __pyx_n_s_stdev, NULL, __pyx_n_s_analysis, __pyx_d, ((PyObject *)__pyx_codeobj__142)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1162, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_CyFunction_SetDefaultsTuple(__pyx_t_2, __pyx_tuple__143);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_stdev, __pyx_t_2) < 0) __PYX_ERR(0, 1162, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "analysis.py":1
 * # Titan Robotics Team 2022: Data Analysis Module             # <<<<<<<<<<<<<<
 * # Written by Arthur Lu & Jacob Levine
 * # Notes:
 */
  __pyx_t_2 = __Pyx_PyDict_NewPresized(0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_test, __pyx_t_2) < 0) __PYX_ERR(0, 1, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /*--- Wrapped vars code ---*/

  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  if (__pyx_m) {
    if (__pyx_d) {
      __Pyx_AddTraceback("init analysis", __pyx_clineno, __pyx_lineno, __pyx_filename);
    }
    Py_CLEAR(__pyx_m);
  } else if (!PyErr_Occurred()) {
    PyErr_SetString(PyExc_ImportError, "init analysis");
  }
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  #if CYTHON_PEP489_MULTI_PHASE_INIT
  return (__pyx_m != NULL) ? 0 : -1;
  #elif PY_MAJOR_VERSION >= 3
  return __pyx_m;
  #else
  return;
  #endif
}

/* --- Runtime support code --- */
/* Refnanny */
#if CYTHON_REFNANNY
static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname) {
    PyObject *m = NULL, *p = NULL;
    void *r = NULL;
    m = PyImport_ImportModule(modname);
    if (!m) goto end;
    p = PyObject_GetAttrString(m, "RefNannyAPI");
    if (!p) goto end;
    r = PyLong_AsVoidPtr(p);
end:
    Py_XDECREF(p);
    Py_XDECREF(m);
    return (__Pyx_RefNannyAPIStruct *)r;
}
#endif

/* PyObjectGetAttrStr */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name) {
    PyTypeObject* tp = Py_TYPE(obj);
    if (likely(tp->tp_getattro))
        return tp->tp_getattro(obj, attr_name);
#if PY_MAJOR_VERSION < 3
    if (likely(tp->tp_getattr))
        return tp->tp_getattr(obj, PyString_AS_STRING(attr_name));
#endif
    return PyObject_GetAttr(obj, attr_name);
}
#endif

/* GetBuiltinName */
static PyObject *__Pyx_GetBuiltinName(PyObject *name) {
    PyObject* result = __Pyx_PyObject_GetAttrStr(__pyx_b, name);
    if (unlikely(!result)) {
        PyErr_Format(PyExc_NameError,
#if PY_MAJOR_VERSION >= 3
            "name '%U' is not defined", name);
#else
            "name '%.200s' is not defined", PyString_AS_STRING(name));
#endif
    }
    return result;
}

/* RaiseArgTupleInvalid */
static void __Pyx_RaiseArgtupleInvalid(
    const char* func_name,
    int exact,
    Py_ssize_t num_min,
    Py_ssize_t num_max,
    Py_ssize_t num_found)
{
    Py_ssize_t num_expected;
    const char *more_or_less;
    if (num_found < num_min) {
        num_expected = num_min;
        more_or_less = "at least";
    } else {
        num_expected = num_max;
        more_or_less = "at most";
    }
    if (exact) {
        more_or_less = "exactly";
    }
    PyErr_Format(PyExc_TypeError,
                 "%.200s() takes %.8s %" CYTHON_FORMAT_SSIZE_T "d positional argument%.1s (%" CYTHON_FORMAT_SSIZE_T "d given)",
                 func_name, more_or_less, num_expected,
                 (num_expected == 1) ? "" : "s", num_found);
}

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

/* ParseKeywords */
static int __Pyx_ParseOptionalKeywords(
    PyObject *kwds,
    PyObject **argnames[],
    PyObject *kwds2,
    PyObject *values[],
    Py_ssize_t num_pos_args,
    const char* function_name)
{
    PyObject *key = 0, *value = 0;
    Py_ssize_t pos = 0;
    PyObject*** name;
    PyObject*** first_kw_arg = argnames + num_pos_args;
    while (PyDict_Next(kwds, &pos, &key, &value)) {
        name = first_kw_arg;
        while (*name && (**name != key)) name++;
        if (*name) {
            values[name-argnames] = value;
            continue;
        }
        name = first_kw_arg;
        #if PY_MAJOR_VERSION < 3
        if (likely(PyString_CheckExact(key)) || likely(PyString_Check(key))) {
            while (*name) {
                if ((CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**name) == PyString_GET_SIZE(key))
                        && _PyString_Eq(**name, key)) {
                    values[name-argnames] = value;
                    break;
                }
                name++;
            }
            if (*name) continue;
            else {
                PyObject*** argname = argnames;
                while (argname != first_kw_arg) {
                    if ((**argname == key) || (
                            (CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**argname) == PyString_GET_SIZE(key))
                             && _PyString_Eq(**argname, key))) {
                        goto arg_passed_twice;
                    }
                    argname++;
                }
            }
        } else
        #endif
        if (likely(PyUnicode_Check(key))) {
            while (*name) {
                int cmp = (**name == key) ? 0 :
                #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
                    (PyUnicode_GET_SIZE(**name) != PyUnicode_GET_SIZE(key)) ? 1 :
                #endif
                    PyUnicode_Compare(**name, key);
                if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
                if (cmp == 0) {
                    values[name-argnames] = value;
                    break;
                }
                name++;
            }
            if (*name) continue;
            else {
                PyObject*** argname = argnames;
                while (argname != first_kw_arg) {
                    int cmp = (**argname == key) ? 0 :
                    #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
                        (PyUnicode_GET_SIZE(**argname) != PyUnicode_GET_SIZE(key)) ? 1 :
                    #endif
                        PyUnicode_Compare(**argname, key);
                    if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
                    if (cmp == 0) goto arg_passed_twice;
                    argname++;
                }
            }
        } else
            goto invalid_keyword_type;
        if (kwds2) {
            if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad;
        } else {
            goto invalid_keyword;
        }
    }
    return 0;
arg_passed_twice:
    __Pyx_RaiseDoubleKeywordsError(function_name, key);
    goto bad;
invalid_keyword_type:
    PyErr_Format(PyExc_TypeError,
        "%.200s() keywords must be strings", function_name);
    goto bad;
invalid_keyword:
    PyErr_Format(PyExc_TypeError,
    #if PY_MAJOR_VERSION < 3
        "%.200s() got an unexpected keyword argument '%.200s'",
        function_name, PyString_AsString(key));
    #else
        "%s() got an unexpected keyword argument '%U'",
        function_name, key);
    #endif
bad:
    return -1;
}

/* BytesEquals */
static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals) {
#if CYTHON_COMPILING_IN_PYPY
    return PyObject_RichCompareBool(s1, s2, equals);
#else
    if (s1 == s2) {
        return (equals == Py_EQ);
    } else if (PyBytes_CheckExact(s1) & PyBytes_CheckExact(s2)) {
        const char *ps1, *ps2;
        Py_ssize_t length = PyBytes_GET_SIZE(s1);
        if (length != PyBytes_GET_SIZE(s2))
            return (equals == Py_NE);
        ps1 = PyBytes_AS_STRING(s1);
        ps2 = PyBytes_AS_STRING(s2);
        if (ps1[0] != ps2[0]) {
            return (equals == Py_NE);
        } else if (length == 1) {
            return (equals == Py_EQ);
        } else {
            int result;
#if CYTHON_USE_UNICODE_INTERNALS
            Py_hash_t hash1, hash2;
            hash1 = ((PyBytesObject*)s1)->ob_shash;
            hash2 = ((PyBytesObject*)s2)->ob_shash;
            if (hash1 != hash2 && hash1 != -1 && hash2 != -1) {
                return (equals == Py_NE);
            }
#endif
            result = memcmp(ps1, ps2, (size_t)length);
            return (equals == Py_EQ) ? (result == 0) : (result != 0);
        }
    } else if ((s1 == Py_None) & PyBytes_CheckExact(s2)) {
        return (equals == Py_NE);
    } else if ((s2 == Py_None) & PyBytes_CheckExact(s1)) {
        return (equals == Py_NE);
    } else {
        int result;
        PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
        if (!py_result)
            return -1;
        result = __Pyx_PyObject_IsTrue(py_result);
        Py_DECREF(py_result);
        return result;
    }
#endif
}

/* UnicodeEquals */
static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals) {
#if CYTHON_COMPILING_IN_PYPY
    return PyObject_RichCompareBool(s1, s2, equals);
#else
#if PY_MAJOR_VERSION < 3
    PyObject* owned_ref = NULL;
#endif
    int s1_is_unicode, s2_is_unicode;
    if (s1 == s2) {
        goto return_eq;
    }
    s1_is_unicode = PyUnicode_CheckExact(s1);
    s2_is_unicode = PyUnicode_CheckExact(s2);
#if PY_MAJOR_VERSION < 3
    if ((s1_is_unicode & (!s2_is_unicode)) && PyString_CheckExact(s2)) {
        owned_ref = PyUnicode_FromObject(s2);
        if (unlikely(!owned_ref))
            return -1;
        s2 = owned_ref;
        s2_is_unicode = 1;
    } else if ((s2_is_unicode & (!s1_is_unicode)) && PyString_CheckExact(s1)) {
        owned_ref = PyUnicode_FromObject(s1);
        if (unlikely(!owned_ref))
            return -1;
        s1 = owned_ref;
        s1_is_unicode = 1;
    } else if (((!s2_is_unicode) & (!s1_is_unicode))) {
        return __Pyx_PyBytes_Equals(s1, s2, equals);
    }
#endif
    if (s1_is_unicode & s2_is_unicode) {
        Py_ssize_t length;
        int kind;
        void *data1, *data2;
        if (unlikely(__Pyx_PyUnicode_READY(s1) < 0) || unlikely(__Pyx_PyUnicode_READY(s2) < 0))
            return -1;
        length = __Pyx_PyUnicode_GET_LENGTH(s1);
        if (length != __Pyx_PyUnicode_GET_LENGTH(s2)) {
            goto return_ne;
        }
#if CYTHON_USE_UNICODE_INTERNALS
        {
            Py_hash_t hash1, hash2;
        #if CYTHON_PEP393_ENABLED
            hash1 = ((PyASCIIObject*)s1)->hash;
            hash2 = ((PyASCIIObject*)s2)->hash;
        #else
            hash1 = ((PyUnicodeObject*)s1)->hash;
            hash2 = ((PyUnicodeObject*)s2)->hash;
        #endif
            if (hash1 != hash2 && hash1 != -1 && hash2 != -1) {
                goto return_ne;
            }
        }
#endif
        kind = __Pyx_PyUnicode_KIND(s1);
        if (kind != __Pyx_PyUnicode_KIND(s2)) {
            goto return_ne;
        }
        data1 = __Pyx_PyUnicode_DATA(s1);
        data2 = __Pyx_PyUnicode_DATA(s2);
        if (__Pyx_PyUnicode_READ(kind, data1, 0) != __Pyx_PyUnicode_READ(kind, data2, 0)) {
            goto return_ne;
        } else if (length == 1) {
            goto return_eq;
        } else {
            int result = memcmp(data1, data2, (size_t)(length * kind));
            #if PY_MAJOR_VERSION < 3
            Py_XDECREF(owned_ref);
            #endif
            return (equals == Py_EQ) ? (result == 0) : (result != 0);
        }
    } else if ((s1 == Py_None) & s2_is_unicode) {
        goto return_ne;
    } else if ((s2 == Py_None) & s1_is_unicode) {
        goto return_ne;
    } else {
        int result;
        PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
        #if PY_MAJOR_VERSION < 3
        Py_XDECREF(owned_ref);
        #endif
        if (!py_result)
            return -1;
        result = __Pyx_PyObject_IsTrue(py_result);
        Py_DECREF(py_result);
        return result;
    }
return_eq:
    #if PY_MAJOR_VERSION < 3
    Py_XDECREF(owned_ref);
    #endif
    return (equals == Py_EQ);
return_ne:
    #if PY_MAJOR_VERSION < 3
    Py_XDECREF(owned_ref);
    #endif
    return (equals == Py_NE);
#endif
}

/* PyDictVersioning */
#if CYTHON_USE_DICT_VERSIONS && CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PY_UINT64_T __Pyx_get_tp_dict_version(PyObject *obj) {
    PyObject *dict = Py_TYPE(obj)->tp_dict;
    return likely(dict) ? __PYX_GET_DICT_VERSION(dict) : 0;
}
static CYTHON_INLINE PY_UINT64_T __Pyx_get_object_dict_version(PyObject *obj) {
    PyObject **dictptr = NULL;
    Py_ssize_t offset = Py_TYPE(obj)->tp_dictoffset;
    if (offset) {
#if CYTHON_COMPILING_IN_CPYTHON
        dictptr = (likely(offset > 0)) ? (PyObject **) ((char *)obj + offset) : _PyObject_GetDictPtr(obj);
#else
        dictptr = _PyObject_GetDictPtr(obj);
#endif
    }
    return (dictptr && *dictptr) ? __PYX_GET_DICT_VERSION(*dictptr) : 0;
}
static CYTHON_INLINE int __Pyx_object_dict_version_matches(PyObject* obj, PY_UINT64_T tp_dict_version, PY_UINT64_T obj_dict_version) {
    PyObject *dict = Py_TYPE(obj)->tp_dict;
    if (unlikely(!dict) || unlikely(tp_dict_version != __PYX_GET_DICT_VERSION(dict)))
        return 0;
    return obj_dict_version == __Pyx_get_object_dict_version(obj);
}
#endif

/* GetModuleGlobalName */
#if CYTHON_USE_DICT_VERSIONS
static PyObject *__Pyx__GetModuleGlobalName(PyObject *name, PY_UINT64_T *dict_version, PyObject **dict_cached_value)
#else
static CYTHON_INLINE PyObject *__Pyx__GetModuleGlobalName(PyObject *name)
#endif
{
    PyObject *result;
#if !CYTHON_AVOID_BORROWED_REFS
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1
    result = _PyDict_GetItem_KnownHash(__pyx_d, name, ((PyASCIIObject *) name)->hash);
    __PYX_UPDATE_DICT_CACHE(__pyx_d, result, *dict_cached_value, *dict_version)
    if (likely(result)) {
        return __Pyx_NewRef(result);
    } else if (unlikely(PyErr_Occurred())) {
        return NULL;
    }
#else
    result = PyDict_GetItem(__pyx_d, name);
    __PYX_UPDATE_DICT_CACHE(__pyx_d, result, *dict_cached_value, *dict_version)
    if (likely(result)) {
        return __Pyx_NewRef(result);
    }
#endif
#else
    result = PyObject_GetItem(__pyx_d, name);
    __PYX_UPDATE_DICT_CACHE(__pyx_d, result, *dict_cached_value, *dict_version)
    if (likely(result)) {
        return __Pyx_NewRef(result);
    }
    PyErr_Clear();
#endif
    return __Pyx_GetBuiltinName(name);
}

/* PyFunctionFastCall */
#if CYTHON_FAST_PYCALL
static PyObject* __Pyx_PyFunction_FastCallNoKw(PyCodeObject *co, PyObject **args, Py_ssize_t na,
                                               PyObject *globals) {
    PyFrameObject *f;
    PyThreadState *tstate = __Pyx_PyThreadState_Current;
    PyObject **fastlocals;
    Py_ssize_t i;
    PyObject *result;
    assert(globals != NULL);
    /* XXX Perhaps we should create a specialized
       PyFrame_New() that doesn't take locals, but does
       take builtins without sanity checking them.
       */
    assert(tstate != NULL);
    f = PyFrame_New(tstate, co, globals, NULL);
    if (f == NULL) {
        return NULL;
    }
    fastlocals = __Pyx_PyFrame_GetLocalsplus(f);
    for (i = 0; i < na; i++) {
        Py_INCREF(*args);
        fastlocals[i] = *args++;
    }
    result = PyEval_EvalFrameEx(f,0);
    ++tstate->recursion_depth;
    Py_DECREF(f);
    --tstate->recursion_depth;
    return result;
}
#if 1 || PY_VERSION_HEX < 0x030600B1
static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, int nargs, PyObject *kwargs) {
    PyCodeObject *co = (PyCodeObject *)PyFunction_GET_CODE(func);
    PyObject *globals = PyFunction_GET_GLOBALS(func);
    PyObject *argdefs = PyFunction_GET_DEFAULTS(func);
    PyObject *closure;
#if PY_MAJOR_VERSION >= 3
    PyObject *kwdefs;
#endif
    PyObject *kwtuple, **k;
    PyObject **d;
    Py_ssize_t nd;
    Py_ssize_t nk;
    PyObject *result;
    assert(kwargs == NULL || PyDict_Check(kwargs));
    nk = kwargs ? PyDict_Size(kwargs) : 0;
    if (Py_EnterRecursiveCall((char*)" while calling a Python object")) {
        return NULL;
    }
    if (
#if PY_MAJOR_VERSION >= 3
            co->co_kwonlyargcount == 0 &&
#endif
            likely(kwargs == NULL || nk == 0) &&
            co->co_flags == (CO_OPTIMIZED | CO_NEWLOCALS | CO_NOFREE)) {
        if (argdefs == NULL && co->co_argcount == nargs) {
            result = __Pyx_PyFunction_FastCallNoKw(co, args, nargs, globals);
            goto done;
        }
        else if (nargs == 0 && argdefs != NULL
                 && co->co_argcount == Py_SIZE(argdefs)) {
            /* function called with no arguments, but all parameters have
               a default value: use default values as arguments .*/
            args = &PyTuple_GET_ITEM(argdefs, 0);
            result =__Pyx_PyFunction_FastCallNoKw(co, args, Py_SIZE(argdefs), globals);
            goto done;
        }
    }
    if (kwargs != NULL) {
        Py_ssize_t pos, i;
        kwtuple = PyTuple_New(2 * nk);
        if (kwtuple == NULL) {
            result = NULL;
            goto done;
        }
        k = &PyTuple_GET_ITEM(kwtuple, 0);
        pos = i = 0;
        while (PyDict_Next(kwargs, &pos, &k[i], &k[i+1])) {
            Py_INCREF(k[i]);
            Py_INCREF(k[i+1]);
            i += 2;
        }
        nk = i / 2;
    }
    else {
        kwtuple = NULL;
        k = NULL;
    }
    closure = PyFunction_GET_CLOSURE(func);
#if PY_MAJOR_VERSION >= 3
    kwdefs = PyFunction_GET_KW_DEFAULTS(func);
#endif
    if (argdefs != NULL) {
        d = &PyTuple_GET_ITEM(argdefs, 0);
        nd = Py_SIZE(argdefs);
    }
    else {
        d = NULL;
        nd = 0;
    }
#if PY_MAJOR_VERSION >= 3
    result = PyEval_EvalCodeEx((PyObject*)co, globals, (PyObject *)NULL,
                               args, nargs,
                               k, (int)nk,
                               d, (int)nd, kwdefs, closure);
#else
    result = PyEval_EvalCodeEx(co, globals, (PyObject *)NULL,
                               args, nargs,
                               k, (int)nk,
                               d, (int)nd, closure);
#endif
    Py_XDECREF(kwtuple);
done:
    Py_LeaveRecursiveCall();
    return result;
}
#endif
#endif

/* PyObjectCall */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw) {
    PyObject *result;
    ternaryfunc call = func->ob_type->tp_call;
    if (unlikely(!call))
        return PyObject_Call(func, arg, kw);
    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
        return NULL;
    result = (*call)(func, arg, kw);
    Py_LeaveRecursiveCall();
    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
        PyErr_SetString(
            PyExc_SystemError,
            "NULL result without error in PyObject_Call");
    }
    return result;
}
#endif

/* PyObjectCallMethO */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg) {
    PyObject *self, *result;
    PyCFunction cfunc;
    cfunc = PyCFunction_GET_FUNCTION(func);
    self = PyCFunction_GET_SELF(func);
    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
        return NULL;
    result = cfunc(self, arg);
    Py_LeaveRecursiveCall();
    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
        PyErr_SetString(
            PyExc_SystemError,
            "NULL result without error in PyObject_Call");
    }
    return result;
}
#endif

/* PyObjectCallNoArg */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func) {
#if CYTHON_FAST_PYCALL
    if (PyFunction_Check(func)) {
        return __Pyx_PyFunction_FastCall(func, NULL, 0);
    }
#endif
#ifdef __Pyx_CyFunction_USED
    if (likely(PyCFunction_Check(func) || __Pyx_CyFunction_Check(func)))
#else
    if (likely(PyCFunction_Check(func)))
#endif
    {
        if (likely(PyCFunction_GET_FLAGS(func) & METH_NOARGS)) {
            return __Pyx_PyObject_CallMethO(func, NULL);
        }
    }
    return __Pyx_PyObject_Call(func, __pyx_empty_tuple, NULL);
}
#endif

/* PyCFunctionFastCall */
#if CYTHON_FAST_PYCCALL
static CYTHON_INLINE PyObject * __Pyx_PyCFunction_FastCall(PyObject *func_obj, PyObject **args, Py_ssize_t nargs) {
    PyCFunctionObject *func = (PyCFunctionObject*)func_obj;
    PyCFunction meth = PyCFunction_GET_FUNCTION(func);
    PyObject *self = PyCFunction_GET_SELF(func);
    int flags = PyCFunction_GET_FLAGS(func);
    assert(PyCFunction_Check(func));
    assert(METH_FASTCALL == (flags & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_KEYWORDS | METH_STACKLESS)));
    assert(nargs >= 0);
    assert(nargs == 0 || args != NULL);
    /* _PyCFunction_FastCallDict() must not be called with an exception set,
       because it may clear it (directly or indirectly) and so the
       caller loses its exception */
    assert(!PyErr_Occurred());
    if ((PY_VERSION_HEX < 0x030700A0) || unlikely(flags & METH_KEYWORDS)) {
        return (*((__Pyx_PyCFunctionFastWithKeywords)(void*)meth)) (self, args, nargs, NULL);
    } else {
        return (*((__Pyx_PyCFunctionFast)(void*)meth)) (self, args, nargs);
    }
}
#endif

/* PyObjectCallOneArg */
#if CYTHON_COMPILING_IN_CPYTHON
static PyObject* __Pyx__PyObject_CallOneArg(PyObject *func, PyObject *arg) {
    PyObject *result;
    PyObject *args = PyTuple_New(1);
    if (unlikely(!args)) return NULL;
    Py_INCREF(arg);
    PyTuple_SET_ITEM(args, 0, arg);
    result = __Pyx_PyObject_Call(func, args, NULL);
    Py_DECREF(args);
    return result;
}
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
#if CYTHON_FAST_PYCALL
    if (PyFunction_Check(func)) {
        return __Pyx_PyFunction_FastCall(func, &arg, 1);
    }
#endif
    if (likely(PyCFunction_Check(func))) {
        if (likely(PyCFunction_GET_FLAGS(func) & METH_O)) {
            return __Pyx_PyObject_CallMethO(func, arg);
#if CYTHON_FAST_PYCCALL
        } else if (PyCFunction_GET_FLAGS(func) & METH_FASTCALL) {
            return __Pyx_PyCFunction_FastCall(func, &arg, 1);
#endif
        }
    }
    return __Pyx__PyObject_CallOneArg(func, arg);
}
#else
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
    PyObject *result;
    PyObject *args = PyTuple_Pack(1, arg);
    if (unlikely(!args)) return NULL;
    result = __Pyx_PyObject_Call(func, args, NULL);
    Py_DECREF(args);
    return result;
}
#endif

/* PyObjectCall2Args */
static CYTHON_UNUSED PyObject* __Pyx_PyObject_Call2Args(PyObject* function, PyObject* arg1, PyObject* arg2) {
    PyObject *args, *result = NULL;
    #if CYTHON_FAST_PYCALL
    if (PyFunction_Check(function)) {
        PyObject *args[2] = {arg1, arg2};
        return __Pyx_PyFunction_FastCall(function, args, 2);
    }
    #endif
    #if CYTHON_FAST_PYCCALL
    if (__Pyx_PyFastCFunction_Check(function)) {
        PyObject *args[2] = {arg1, arg2};
        return __Pyx_PyCFunction_FastCall(function, args, 2);
    }
    #endif
    args = PyTuple_New(2);
    if (unlikely(!args)) goto done;
    Py_INCREF(arg1);
    PyTuple_SET_ITEM(args, 0, arg1);
    Py_INCREF(arg2);
    PyTuple_SET_ITEM(args, 1, arg2);
    Py_INCREF(function);
    result = __Pyx_PyObject_Call(function, args, NULL);
    Py_DECREF(args);
    Py_DECREF(function);
done:
    return result;
}

/* GetTopmostException */
#if CYTHON_USE_EXC_INFO_STACK
static _PyErr_StackItem *
__Pyx_PyErr_GetTopmostException(PyThreadState *tstate)
{
    _PyErr_StackItem *exc_info = tstate->exc_info;
    while ((exc_info->exc_type == NULL || exc_info->exc_type == Py_None) &&
           exc_info->previous_item != NULL)
    {
        exc_info = exc_info->previous_item;
    }
    return exc_info;
}
#endif

/* SaveResetException */
#if CYTHON_FAST_THREAD_STATE
static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
    #if CYTHON_USE_EXC_INFO_STACK
    _PyErr_StackItem *exc_info = __Pyx_PyErr_GetTopmostException(tstate);
    *type = exc_info->exc_type;
    *value = exc_info->exc_value;
    *tb = exc_info->exc_traceback;
    #else
    *type = tstate->exc_type;
    *value = tstate->exc_value;
    *tb = tstate->exc_traceback;
    #endif
    Py_XINCREF(*type);
    Py_XINCREF(*value);
    Py_XINCREF(*tb);
}
static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    #if CYTHON_USE_EXC_INFO_STACK
    _PyErr_StackItem *exc_info = tstate->exc_info;
    tmp_type = exc_info->exc_type;
    tmp_value = exc_info->exc_value;
    tmp_tb = exc_info->exc_traceback;
    exc_info->exc_type = type;
    exc_info->exc_value = value;
    exc_info->exc_traceback = tb;
    #else
    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;
    #endif
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
}
#endif

/* GetException */
#if CYTHON_FAST_THREAD_STATE
static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb)
#else
static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb)
#endif
{
    PyObject *local_type, *local_value, *local_tb;
#if CYTHON_FAST_THREAD_STATE
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    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_FAST_THREAD_STATE
    if (unlikely(tstate->curexc_type))
#else
    if (unlikely(PyErr_Occurred()))
#endif
        goto bad;
    #if PY_MAJOR_VERSION >= 3
    if (local_tb) {
        if (unlikely(PyException_SetTraceback(local_value, local_tb) < 0))
            goto bad;
    }
    #endif
    Py_XINCREF(local_tb);
    Py_XINCREF(local_type);
    Py_XINCREF(local_value);
    *type = local_type;
    *value = local_value;
    *tb = local_tb;
#if CYTHON_FAST_THREAD_STATE
    #if CYTHON_USE_EXC_INFO_STACK
    {
        _PyErr_StackItem *exc_info = tstate->exc_info;
        tmp_type = exc_info->exc_type;
        tmp_value = exc_info->exc_value;
        tmp_tb = exc_info->exc_traceback;
        exc_info->exc_type = local_type;
        exc_info->exc_value = local_value;
        exc_info->exc_traceback = local_tb;
    }
    #else
    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;
    #endif
    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;
}

/* PyErrFetchRestore */
#if CYTHON_FAST_THREAD_STATE
static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    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);
}
static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
    *type = tstate->curexc_type;
    *value = tstate->curexc_value;
    *tb = tstate->curexc_traceback;
    tstate->curexc_type = 0;
    tstate->curexc_value = 0;
    tstate->curexc_traceback = 0;
}
#endif

/* RaiseException */
#if PY_MAJOR_VERSION < 3
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb,
                        CYTHON_UNUSED PyObject *cause) {
    __Pyx_PyThreadState_declare
    Py_XINCREF(type);
    if (!value || value == Py_None)
        value = NULL;
    else
        Py_INCREF(value);
    if (!tb || tb == Py_None)
        tb = NULL;
    else {
        Py_INCREF(tb);
        if (!PyTraceBack_Check(tb)) {
            PyErr_SetString(PyExc_TypeError,
                "raise: arg 3 must be a traceback or None");
            goto raise_error;
        }
    }
    if (PyType_Check(type)) {
#if CYTHON_COMPILING_IN_PYPY
        if (!value) {
            Py_INCREF(Py_None);
            value = Py_None;
        }
#endif
        PyErr_NormalizeException(&type, &value, &tb);
    } else {
        if (value) {
            PyErr_SetString(PyExc_TypeError,
                "instance exception may not have a separate value");
            goto raise_error;
        }
        value = type;
        type = (PyObject*) Py_TYPE(type);
        Py_INCREF(type);
        if (!PyType_IsSubtype((PyTypeObject *)type, (PyTypeObject *)PyExc_BaseException)) {
            PyErr_SetString(PyExc_TypeError,
                "raise: exception class must be a subclass of BaseException");
            goto raise_error;
        }
    }
    __Pyx_PyThreadState_assign
    __Pyx_ErrRestore(type, value, tb);
    return;
raise_error:
    Py_XDECREF(value);
    Py_XDECREF(type);
    Py_XDECREF(tb);
    return;
}
#else
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) {
    PyObject* owned_instance = NULL;
    if (tb == Py_None) {
        tb = 0;
    } else if (tb && !PyTraceBack_Check(tb)) {
        PyErr_SetString(PyExc_TypeError,
            "raise: arg 3 must be a traceback or None");
        goto bad;
    }
    if (value == Py_None)
        value = 0;
    if (PyExceptionInstance_Check(type)) {
        if (value) {
            PyErr_SetString(PyExc_TypeError,
                "instance exception may not have a separate value");
            goto bad;
        }
        value = type;
        type = (PyObject*) Py_TYPE(value);
    } else if (PyExceptionClass_Check(type)) {
        PyObject *instance_class = NULL;
        if (value && PyExceptionInstance_Check(value)) {
            instance_class = (PyObject*) Py_TYPE(value);
            if (instance_class != type) {
                int is_subclass = PyObject_IsSubclass(instance_class, type);
                if (!is_subclass) {
                    instance_class = NULL;
                } else if (unlikely(is_subclass == -1)) {
                    goto bad;
                } else {
                    type = instance_class;
                }
            }
        }
        if (!instance_class) {
            PyObject *args;
            if (!value)
                args = PyTuple_New(0);
            else if (PyTuple_Check(value)) {
                Py_INCREF(value);
                args = value;
            } else
                args = PyTuple_Pack(1, value);
            if (!args)
                goto bad;
            owned_instance = PyObject_Call(type, args, NULL);
            Py_DECREF(args);
            if (!owned_instance)
                goto bad;
            value = owned_instance;
            if (!PyExceptionInstance_Check(value)) {
                PyErr_Format(PyExc_TypeError,
                             "calling %R should have returned an instance of "
                             "BaseException, not %R",
                             type, Py_TYPE(value));
                goto bad;
            }
        }
    } else {
        PyErr_SetString(PyExc_TypeError,
            "raise: exception class must be a subclass of BaseException");
        goto bad;
    }
    if (cause) {
        PyObject *fixed_cause;
        if (cause == Py_None) {
            fixed_cause = NULL;
        } else if (PyExceptionClass_Check(cause)) {
            fixed_cause = PyObject_CallObject(cause, NULL);
            if (fixed_cause == NULL)
                goto bad;
        } else if (PyExceptionInstance_Check(cause)) {
            fixed_cause = cause;
            Py_INCREF(fixed_cause);
        } else {
            PyErr_SetString(PyExc_TypeError,
                            "exception causes must derive from "
                            "BaseException");
            goto bad;
        }
        PyException_SetCause(value, fixed_cause);
    }
    PyErr_SetObject(type, value);
    if (tb) {
#if CYTHON_COMPILING_IN_PYPY
        PyObject *tmp_type, *tmp_value, *tmp_tb;
        PyErr_Fetch(&tmp_type, &tmp_value, &tmp_tb);
        Py_INCREF(tb);
        PyErr_Restore(tmp_type, tmp_value, tb);
        Py_XDECREF(tmp_tb);
#else
        PyThreadState *tstate = __Pyx_PyThreadState_Current;
        PyObject* tmp_tb = tstate->curexc_traceback;
        if (tb != tmp_tb) {
            Py_INCREF(tb);
            tstate->curexc_traceback = tb;
            Py_XDECREF(tmp_tb);
        }
#endif
    }
bad:
    Py_XDECREF(owned_instance);
    return;
}
#endif

/* PyObjectSetAttrStr */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE int __Pyx_PyObject_SetAttrStr(PyObject* obj, PyObject* attr_name, PyObject* value) {
    PyTypeObject* tp = Py_TYPE(obj);
    if (likely(tp->tp_setattro))
        return tp->tp_setattro(obj, attr_name, value);
#if PY_MAJOR_VERSION < 3
    if (likely(tp->tp_setattr))
        return tp->tp_setattr(obj, PyString_AS_STRING(attr_name), value);
#endif
    return PyObject_SetAttr(obj, attr_name, value);
}
#endif

/* PyObjectGetMethod */
static int __Pyx_PyObject_GetMethod(PyObject *obj, PyObject *name, PyObject **method) {
    PyObject *attr;
#if CYTHON_UNPACK_METHODS && CYTHON_COMPILING_IN_CPYTHON && CYTHON_USE_PYTYPE_LOOKUP
    PyTypeObject *tp = Py_TYPE(obj);
    PyObject *descr;
    descrgetfunc f = NULL;
    PyObject **dictptr, *dict;
    int meth_found = 0;
    assert (*method == NULL);
    if (unlikely(tp->tp_getattro != PyObject_GenericGetAttr)) {
        attr = __Pyx_PyObject_GetAttrStr(obj, name);
        goto try_unpack;
    }
    if (unlikely(tp->tp_dict == NULL) && unlikely(PyType_Ready(tp) < 0)) {
        return 0;
    }
    descr = _PyType_Lookup(tp, name);
    if (likely(descr != NULL)) {
        Py_INCREF(descr);
#if PY_MAJOR_VERSION >= 3
        #ifdef __Pyx_CyFunction_USED
        if (likely(PyFunction_Check(descr) || (Py_TYPE(descr) == &PyMethodDescr_Type) || __Pyx_CyFunction_Check(descr)))
        #else
        if (likely(PyFunction_Check(descr) || (Py_TYPE(descr) == &PyMethodDescr_Type)))
        #endif
#else
        #ifdef __Pyx_CyFunction_USED
        if (likely(PyFunction_Check(descr) || __Pyx_CyFunction_Check(descr)))
        #else
        if (likely(PyFunction_Check(descr)))
        #endif
#endif
        {
            meth_found = 1;
        } else {
            f = Py_TYPE(descr)->tp_descr_get;
            if (f != NULL && PyDescr_IsData(descr)) {
                attr = f(descr, obj, (PyObject *)Py_TYPE(obj));
                Py_DECREF(descr);
                goto try_unpack;
            }
        }
    }
    dictptr = _PyObject_GetDictPtr(obj);
    if (dictptr != NULL && (dict = *dictptr) != NULL) {
        Py_INCREF(dict);
        attr = __Pyx_PyDict_GetItemStr(dict, name);
        if (attr != NULL) {
            Py_INCREF(attr);
            Py_DECREF(dict);
            Py_XDECREF(descr);
            goto try_unpack;
        }
        Py_DECREF(dict);
    }
    if (meth_found) {
        *method = descr;
        return 1;
    }
    if (f != NULL) {
        attr = f(descr, obj, (PyObject *)Py_TYPE(obj));
        Py_DECREF(descr);
        goto try_unpack;
    }
    if (descr != NULL) {
        *method = descr;
        return 0;
    }
    PyErr_Format(PyExc_AttributeError,
#if PY_MAJOR_VERSION >= 3
                 "'%.50s' object has no attribute '%U'",
                 tp->tp_name, name);
#else
                 "'%.50s' object has no attribute '%.400s'",
                 tp->tp_name, PyString_AS_STRING(name));
#endif
    return 0;
#else
    attr = __Pyx_PyObject_GetAttrStr(obj, name);
    goto try_unpack;
#endif
try_unpack:
#if CYTHON_UNPACK_METHODS
    if (likely(attr) && PyMethod_Check(attr) && likely(PyMethod_GET_SELF(attr) == obj)) {
        PyObject *function = PyMethod_GET_FUNCTION(attr);
        Py_INCREF(function);
        Py_DECREF(attr);
        *method = function;
        return 1;
    }
#endif
    *method = attr;
    return 0;
}

/* PyObjectCallMethod1 */
static PyObject* __Pyx__PyObject_CallMethod1(PyObject* method, PyObject* arg) {
    PyObject *result = __Pyx_PyObject_CallOneArg(method, arg);
    Py_DECREF(method);
    return result;
}
static PyObject* __Pyx_PyObject_CallMethod1(PyObject* obj, PyObject* method_name, PyObject* arg) {
    PyObject *method = NULL, *result;
    int is_method = __Pyx_PyObject_GetMethod(obj, method_name, &method);
    if (likely(is_method)) {
        result = __Pyx_PyObject_Call2Args(method, obj, arg);
        Py_DECREF(method);
        return result;
    }
    if (unlikely(!method)) return NULL;
    return __Pyx__PyObject_CallMethod1(method, arg);
}

/* append */
static CYTHON_INLINE int __Pyx_PyObject_Append(PyObject* L, PyObject* x) {
    if (likely(PyList_CheckExact(L))) {
        if (unlikely(__Pyx_PyList_Append(L, x) < 0)) return -1;
    } else {
        PyObject* retval = __Pyx_PyObject_CallMethod1(L, __pyx_n_s_append, x);
        if (unlikely(!retval))
            return -1;
        Py_DECREF(retval);
    }
    return 0;
}

/* GetItemInt */
static PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j) {
    PyObject *r;
    if (!j) return NULL;
    r = PyObject_GetItem(o, j);
    Py_DECREF(j);
    return r;
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
                                                              CYTHON_NCP_UNUSED int wraparound,
                                                              CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    Py_ssize_t wrapped_i = i;
    if (wraparound & unlikely(i < 0)) {
        wrapped_i += PyList_GET_SIZE(o);
    }
    if ((!boundscheck) || likely(__Pyx_is_valid_index(wrapped_i, PyList_GET_SIZE(o)))) {
        PyObject *r = PyList_GET_ITEM(o, wrapped_i);
        Py_INCREF(r);
        return r;
    }
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
#else
    return PySequence_GetItem(o, i);
#endif
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
                                                              CYTHON_NCP_UNUSED int wraparound,
                                                              CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    Py_ssize_t wrapped_i = i;
    if (wraparound & unlikely(i < 0)) {
        wrapped_i += PyTuple_GET_SIZE(o);
    }
    if ((!boundscheck) || likely(__Pyx_is_valid_index(wrapped_i, PyTuple_GET_SIZE(o)))) {
        PyObject *r = PyTuple_GET_ITEM(o, wrapped_i);
        Py_INCREF(r);
        return r;
    }
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
#else
    return PySequence_GetItem(o, i);
#endif
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i, int is_list,
                                                     CYTHON_NCP_UNUSED int wraparound,
                                                     CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS && CYTHON_USE_TYPE_SLOTS
    if (is_list || PyList_CheckExact(o)) {
        Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyList_GET_SIZE(o);
        if ((!boundscheck) || (likely(__Pyx_is_valid_index(n, PyList_GET_SIZE(o))))) {
            PyObject *r = PyList_GET_ITEM(o, n);
            Py_INCREF(r);
            return r;
        }
    }
    else if (PyTuple_CheckExact(o)) {
        Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyTuple_GET_SIZE(o);
        if ((!boundscheck) || likely(__Pyx_is_valid_index(n, PyTuple_GET_SIZE(o)))) {
            PyObject *r = PyTuple_GET_ITEM(o, n);
            Py_INCREF(r);
            return r;
        }
    } else {
        PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
        if (likely(m && m->sq_item)) {
            if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
                Py_ssize_t l = m->sq_length(o);
                if (likely(l >= 0)) {
                    i += l;
                } else {
                    if (!PyErr_ExceptionMatches(PyExc_OverflowError))
                        return NULL;
                    PyErr_Clear();
                }
            }
            return m->sq_item(o, i);
        }
    }
#else
    if (is_list || PySequence_Check(o)) {
        return PySequence_GetItem(o, i);
    }
#endif
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
}

/* SetItemInt */
static int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v) {
    int r;
    if (!j) return -1;
    r = PyObject_SetItem(o, j, v);
    Py_DECREF(j);
    return r;
}
static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v, int is_list,
                                               CYTHON_NCP_UNUSED int wraparound, CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS && CYTHON_USE_TYPE_SLOTS
    if (is_list || PyList_CheckExact(o)) {
        Py_ssize_t n = (!wraparound) ? i : ((likely(i >= 0)) ? i : i + PyList_GET_SIZE(o));
        if ((!boundscheck) || likely(__Pyx_is_valid_index(n, PyList_GET_SIZE(o)))) {
            PyObject* old = PyList_GET_ITEM(o, n);
            Py_INCREF(v);
            PyList_SET_ITEM(o, n, v);
            Py_DECREF(old);
            return 1;
        }
    } else {
        PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
        if (likely(m && m->sq_ass_item)) {
            if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
                Py_ssize_t l = m->sq_length(o);
                if (likely(l >= 0)) {
                    i += l;
                } else {
                    if (!PyErr_ExceptionMatches(PyExc_OverflowError))
                        return -1;
                    PyErr_Clear();
                }
            }
            return m->sq_ass_item(o, i, v);
        }
    }
#else
#if CYTHON_COMPILING_IN_PYPY
    if (is_list || (PySequence_Check(o) && !PyDict_Check(o)))
#else
    if (is_list || PySequence_Check(o))
#endif
    {
        return PySequence_SetItem(o, i, v);
    }
#endif
    return __Pyx_SetItemInt_Generic(o, PyInt_FromSsize_t(i), v);
}

/* None */
static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname) {
    PyErr_Format(PyExc_UnboundLocalError, "local variable '%s' referenced before assignment", varname);
}

/* PyIntCompare */
static CYTHON_INLINE PyObject* __Pyx_PyInt_EqObjC(PyObject *op1, PyObject *op2, CYTHON_UNUSED long intval, CYTHON_UNUSED long inplace) {
    if (op1 == op2) {
        Py_RETURN_TRUE;
    }
    #if PY_MAJOR_VERSION < 3
    if (likely(PyInt_CheckExact(op1))) {
        const long b = intval;
        long a = PyInt_AS_LONG(op1);
        if (a == b) Py_RETURN_TRUE; else Py_RETURN_FALSE;
    }
    #endif
    #if CYTHON_USE_PYLONG_INTERNALS
    if (likely(PyLong_CheckExact(op1))) {
        int unequal;
        unsigned long uintval;
        Py_ssize_t size = Py_SIZE(op1);
        const digit* digits = ((PyLongObject*)op1)->ob_digit;
        if (intval == 0) {
            if (size == 0) Py_RETURN_TRUE; else Py_RETURN_FALSE;
        } else if (intval < 0) {
            if (size >= 0)
                Py_RETURN_FALSE;
            intval = -intval;
            size = -size;
        } else {
            if (size <= 0)
                Py_RETURN_FALSE;
        }
        uintval = (unsigned long) intval;
#if PyLong_SHIFT * 4 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 4)) {
            unequal = (size != 5) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[2] != ((uintval >> (2 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[3] != ((uintval >> (3 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[4] != ((uintval >> (4 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
#if PyLong_SHIFT * 3 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 3)) {
            unequal = (size != 4) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[2] != ((uintval >> (2 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[3] != ((uintval >> (3 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
#if PyLong_SHIFT * 2 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 2)) {
            unequal = (size != 3) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[2] != ((uintval >> (2 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
#if PyLong_SHIFT * 1 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 1)) {
            unequal = (size != 2) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
            unequal = (size != 1) || (((unsigned long) digits[0]) != (uintval & (unsigned long) PyLong_MASK));
        if (unequal == 0) Py_RETURN_TRUE; else Py_RETURN_FALSE;
    }
    #endif
    if (PyFloat_CheckExact(op1)) {
        const long b = intval;
        double a = PyFloat_AS_DOUBLE(op1);
        if ((double)a == (double)b) Py_RETURN_TRUE; else Py_RETURN_FALSE;
    }
    return (
        PyObject_RichCompare(op1, op2, Py_EQ));
}

/* ObjectGetItem */
#if CYTHON_USE_TYPE_SLOTS
static PyObject *__Pyx_PyObject_GetIndex(PyObject *obj, PyObject* index) {
    PyObject *runerr;
    Py_ssize_t key_value;
    PySequenceMethods *m = Py_TYPE(obj)->tp_as_sequence;
    if (unlikely(!(m && m->sq_item))) {
        PyErr_Format(PyExc_TypeError, "'%.200s' object is not subscriptable", Py_TYPE(obj)->tp_name);
        return NULL;
    }
    key_value = __Pyx_PyIndex_AsSsize_t(index);
    if (likely(key_value != -1 || !(runerr = PyErr_Occurred()))) {
        return __Pyx_GetItemInt_Fast(obj, key_value, 0, 1, 1);
    }
    if (PyErr_GivenExceptionMatches(runerr, PyExc_OverflowError)) {
        PyErr_Clear();
        PyErr_Format(PyExc_IndexError, "cannot fit '%.200s' into an index-sized integer", Py_TYPE(index)->tp_name);
    }
    return NULL;
}
static PyObject *__Pyx_PyObject_GetItem(PyObject *obj, PyObject* key) {
    PyMappingMethods *m = Py_TYPE(obj)->tp_as_mapping;
    if (likely(m && m->mp_subscript)) {
        return m->mp_subscript(obj, key);
    }
    return __Pyx_PyObject_GetIndex(obj, key);
}
#endif

/* RaiseTooManyValuesToUnpack */
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);
}

/* RaiseNeedMoreValuesToUnpack */
static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {
    PyErr_Format(PyExc_ValueError,
                 "need more than %" CYTHON_FORMAT_SSIZE_T "d value%.1s to unpack",
                 index, (index == 1) ? "" : "s");
}

/* IterFinish */
static CYTHON_INLINE int __Pyx_IterFinish(void) {
#if CYTHON_FAST_THREAD_STATE
    PyThreadState *tstate = __Pyx_PyThreadState_Current;
    PyObject* exc_type = tstate->curexc_type;
    if (unlikely(exc_type)) {
        if (likely(__Pyx_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
}

/* UnpackItemEndCheck */
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;
}

/* pyobject_as_double */
static double __Pyx__PyObject_AsDouble(PyObject* obj) {
    PyObject* float_value;
#if !CYTHON_USE_TYPE_SLOTS
    float_value = PyNumber_Float(obj);  if ((0)) goto bad;
#else
    PyNumberMethods *nb = Py_TYPE(obj)->tp_as_number;
    if (likely(nb) && likely(nb->nb_float)) {
        float_value = nb->nb_float(obj);
        if (likely(float_value) && unlikely(!PyFloat_Check(float_value))) {
            PyErr_Format(PyExc_TypeError,
                "__float__ returned non-float (type %.200s)",
                Py_TYPE(float_value)->tp_name);
            Py_DECREF(float_value);
            goto bad;
        }
    } 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;
}

/* PyIntBinop */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_SubtractObjC(PyObject *op1, PyObject *op2, CYTHON_UNUSED long intval, int inplace, int zerodivision_check) {
    (void)inplace;
    (void)zerodivision_check;
    #if PY_MAJOR_VERSION < 3
    if (likely(PyInt_CheckExact(op1))) {
        const long b = intval;
        long x;
        long a = PyInt_AS_LONG(op1);
            x = (long)((unsigned long)a - b);
            if (likely((x^a) >= 0 || (x^~b) >= 0))
                return PyInt_FromLong(x);
            return PyLong_Type.tp_as_number->nb_subtract(op1, op2);
    }
    #endif
    #if CYTHON_USE_PYLONG_INTERNALS
    if (likely(PyLong_CheckExact(op1))) {
        const long b = intval;
        long a, x;
#ifdef HAVE_LONG_LONG
        const PY_LONG_LONG llb = intval;
        PY_LONG_LONG lla, llx;
#endif
        const digit* digits = ((PyLongObject*)op1)->ob_digit;
        const Py_ssize_t size = Py_SIZE(op1);
        if (likely(__Pyx_sst_abs(size) <= 1)) {
            a = likely(size) ? digits[0] : 0;
            if (size == -1) a = -a;
        } else {
            switch (size) {
                case -2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = (long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = (long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = (long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                default: return PyLong_Type.tp_as_number->nb_subtract(op1, op2);
            }
        }
                x = a - b;
            return PyLong_FromLong(x);
#ifdef HAVE_LONG_LONG
        long_long:
                llx = lla - llb;
            return PyLong_FromLongLong(llx);
#endif
        
        
    }
    #endif
    if (PyFloat_CheckExact(op1)) {
        const long b = intval;
        double a = PyFloat_AS_DOUBLE(op1);
            double result;
            PyFPE_START_PROTECT("subtract", return NULL)
            result = ((double)a) - (double)b;
            PyFPE_END_PROTECT(result)
            return PyFloat_FromDouble(result);
    }
    return (inplace ? PyNumber_InPlaceSubtract : PyNumber_Subtract)(op1, op2);
}
#endif

/* SliceObject */
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetSlice(PyObject* obj,
        Py_ssize_t cstart, Py_ssize_t cstop,
        PyObject** _py_start, PyObject** _py_stop, PyObject** _py_slice,
        int has_cstart, int has_cstop, CYTHON_UNUSED int wraparound) {
#if CYTHON_USE_TYPE_SLOTS
    PyMappingMethods* mp;
#if PY_MAJOR_VERSION < 3
    PySequenceMethods* ms = Py_TYPE(obj)->tp_as_sequence;
    if (likely(ms && ms->sq_slice)) {
        if (!has_cstart) {
            if (_py_start && (*_py_start != Py_None)) {
                cstart = __Pyx_PyIndex_AsSsize_t(*_py_start);
                if ((cstart == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
            } else
                cstart = 0;
        }
        if (!has_cstop) {
            if (_py_stop && (*_py_stop != Py_None)) {
                cstop = __Pyx_PyIndex_AsSsize_t(*_py_stop);
                if ((cstop == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
            } else
                cstop = PY_SSIZE_T_MAX;
        }
        if (wraparound && unlikely((cstart < 0) | (cstop < 0)) && likely(ms->sq_length)) {
            Py_ssize_t l = ms->sq_length(obj);
            if (likely(l >= 0)) {
                if (cstop < 0) {
                    cstop += l;
                    if (cstop < 0) cstop = 0;
                }
                if (cstart < 0) {
                    cstart += l;
                    if (cstart < 0) cstart = 0;
                }
            } else {
                if (!PyErr_ExceptionMatches(PyExc_OverflowError))
                    goto bad;
                PyErr_Clear();
            }
        }
        return ms->sq_slice(obj, cstart, cstop);
    }
#endif
    mp = Py_TYPE(obj)->tp_as_mapping;
    if (likely(mp && mp->mp_subscript))
#endif
    {
        PyObject* result;
        PyObject *py_slice, *py_start, *py_stop;
        if (_py_slice) {
            py_slice = *_py_slice;
        } else {
            PyObject* owned_start = NULL;
            PyObject* owned_stop = NULL;
            if (_py_start) {
                py_start = *_py_start;
            } else {
                if (has_cstart) {
                    owned_start = py_start = PyInt_FromSsize_t(cstart);
                    if (unlikely(!py_start)) goto bad;
                } else
                    py_start = Py_None;
            }
            if (_py_stop) {
                py_stop = *_py_stop;
            } else {
                if (has_cstop) {
                    owned_stop = py_stop = PyInt_FromSsize_t(cstop);
                    if (unlikely(!py_stop)) {
                        Py_XDECREF(owned_start);
                        goto bad;
                    }
                } else
                    py_stop = Py_None;
            }
            py_slice = PySlice_New(py_start, py_stop, Py_None);
            Py_XDECREF(owned_start);
            Py_XDECREF(owned_stop);
            if (unlikely(!py_slice)) goto bad;
        }
#if CYTHON_USE_TYPE_SLOTS
        result = mp->mp_subscript(obj, py_slice);
#else
        result = PyObject_GetItem(obj, py_slice);
#endif
        if (!_py_slice) {
            Py_DECREF(py_slice);
        }
        return result;
    }
    PyErr_Format(PyExc_TypeError,
        "'%.200s' object is unsliceable", Py_TYPE(obj)->tp_name);
bad:
    return NULL;
}

/* PyIntBinop */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_AddObjC(PyObject *op1, PyObject *op2, CYTHON_UNUSED long intval, int inplace, int zerodivision_check) {
    (void)inplace;
    (void)zerodivision_check;
    #if PY_MAJOR_VERSION < 3
    if (likely(PyInt_CheckExact(op1))) {
        const long b = intval;
        long x;
        long a = PyInt_AS_LONG(op1);
            x = (long)((unsigned long)a + b);
            if (likely((x^a) >= 0 || (x^b) >= 0))
                return PyInt_FromLong(x);
            return PyLong_Type.tp_as_number->nb_add(op1, op2);
    }
    #endif
    #if CYTHON_USE_PYLONG_INTERNALS
    if (likely(PyLong_CheckExact(op1))) {
        const long b = intval;
        long a, x;
#ifdef HAVE_LONG_LONG
        const PY_LONG_LONG llb = intval;
        PY_LONG_LONG lla, llx;
#endif
        const digit* digits = ((PyLongObject*)op1)->ob_digit;
        const Py_ssize_t size = Py_SIZE(op1);
        if (likely(__Pyx_sst_abs(size) <= 1)) {
            a = likely(size) ? digits[0] : 0;
            if (size == -1) a = -a;
        } else {
            switch (size) {
                case -2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = (long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = (long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = (long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                default: return PyLong_Type.tp_as_number->nb_add(op1, op2);
            }
        }
                x = a + b;
            return PyLong_FromLong(x);
#ifdef HAVE_LONG_LONG
        long_long:
                llx = lla + llb;
            return PyLong_FromLongLong(llx);
#endif
        
        
    }
    #endif
    if (PyFloat_CheckExact(op1)) {
        const long b = intval;
        double a = PyFloat_AS_DOUBLE(op1);
            double result;
            PyFPE_START_PROTECT("add", return NULL)
            result = ((double)a) + (double)b;
            PyFPE_END_PROTECT(result)
            return PyFloat_FromDouble(result);
    }
    return (inplace ? PyNumber_InPlaceAdd : PyNumber_Add)(op1, op2);
}
#endif

/* FetchCommonType */
static PyTypeObject* __Pyx_FetchCommonType(PyTypeObject* type) {
    PyObject* fake_module;
    PyTypeObject* cached_type = NULL;
    fake_module = PyImport_AddModule((char*) "_cython_" CYTHON_ABI);
    if (!fake_module) return NULL;
    Py_INCREF(fake_module);
    cached_type = (PyTypeObject*) PyObject_GetAttrString(fake_module, type->tp_name);
    if (cached_type) {
        if (!PyType_Check((PyObject*)cached_type)) {
            PyErr_Format(PyExc_TypeError,
                "Shared Cython type %.200s is not a type object",
                type->tp_name);
            goto bad;
        }
        if (cached_type->tp_basicsize != type->tp_basicsize) {
            PyErr_Format(PyExc_TypeError,
                "Shared Cython type %.200s has the wrong size, try recompiling",
                type->tp_name);
            goto bad;
        }
    } else {
        if (!PyErr_ExceptionMatches(PyExc_AttributeError)) goto bad;
        PyErr_Clear();
        if (PyType_Ready(type) < 0) goto bad;
        if (PyObject_SetAttrString(fake_module, type->tp_name, (PyObject*) type) < 0)
            goto bad;
        Py_INCREF(type);
        cached_type = type;
    }
done:
    Py_DECREF(fake_module);
    return cached_type;
bad:
    Py_XDECREF(cached_type);
    cached_type = NULL;
    goto done;
}

/* CythonFunction */
#include <structmember.h>
static PyObject *
__Pyx_CyFunction_get_doc(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *closure)
{
    if (unlikely(op->func_doc == NULL)) {
        if (op->func.m_ml->ml_doc) {
#if PY_MAJOR_VERSION >= 3
            op->func_doc = PyUnicode_FromString(op->func.m_ml->ml_doc);
#else
            op->func_doc = PyString_FromString(op->func.m_ml->ml_doc);
#endif
            if (unlikely(op->func_doc == NULL))
                return NULL;
        } else {
            Py_INCREF(Py_None);
            return Py_None;
        }
    }
    Py_INCREF(op->func_doc);
    return op->func_doc;
}
static int
__Pyx_CyFunction_set_doc(__pyx_CyFunctionObject *op, PyObject *value, CYTHON_UNUSED void *context)
{
    PyObject *tmp = op->func_doc;
    if (value == NULL) {
        value = Py_None;
    }
    Py_INCREF(value);
    op->func_doc = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_name(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
    if (unlikely(op->func_name == NULL)) {
#if PY_MAJOR_VERSION >= 3
        op->func_name = PyUnicode_InternFromString(op->func.m_ml->ml_name);
#else
        op->func_name = PyString_InternFromString(op->func.m_ml->ml_name);
#endif
        if (unlikely(op->func_name == NULL))
            return NULL;
    }
    Py_INCREF(op->func_name);
    return op->func_name;
}
static int
__Pyx_CyFunction_set_name(__pyx_CyFunctionObject *op, PyObject *value, CYTHON_UNUSED void *context)
{
    PyObject *tmp;
#if PY_MAJOR_VERSION >= 3
    if (unlikely(value == NULL || !PyUnicode_Check(value)))
#else
    if (unlikely(value == NULL || !PyString_Check(value)))
#endif
    {
        PyErr_SetString(PyExc_TypeError,
                        "__name__ must be set to a string object");
        return -1;
    }
    tmp = op->func_name;
    Py_INCREF(value);
    op->func_name = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_qualname(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
    Py_INCREF(op->func_qualname);
    return op->func_qualname;
}
static int
__Pyx_CyFunction_set_qualname(__pyx_CyFunctionObject *op, PyObject *value, CYTHON_UNUSED void *context)
{
    PyObject *tmp;
#if PY_MAJOR_VERSION >= 3
    if (unlikely(value == NULL || !PyUnicode_Check(value)))
#else
    if (unlikely(value == NULL || !PyString_Check(value)))
#endif
    {
        PyErr_SetString(PyExc_TypeError,
                        "__qualname__ must be set to a string object");
        return -1;
    }
    tmp = op->func_qualname;
    Py_INCREF(value);
    op->func_qualname = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_self(__pyx_CyFunctionObject *m, CYTHON_UNUSED void *closure)
{
    PyObject *self;
    self = m->func_closure;
    if (self == NULL)
        self = Py_None;
    Py_INCREF(self);
    return self;
}
static PyObject *
__Pyx_CyFunction_get_dict(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
    if (unlikely(op->func_dict == NULL)) {
        op->func_dict = PyDict_New();
        if (unlikely(op->func_dict == NULL))
            return NULL;
    }
    Py_INCREF(op->func_dict);
    return op->func_dict;
}
static int
__Pyx_CyFunction_set_dict(__pyx_CyFunctionObject *op, PyObject *value, CYTHON_UNUSED void *context)
{
    PyObject *tmp;
    if (unlikely(value == NULL)) {
        PyErr_SetString(PyExc_TypeError,
               "function's dictionary may not be deleted");
        return -1;
    }
    if (unlikely(!PyDict_Check(value))) {
        PyErr_SetString(PyExc_TypeError,
               "setting function's dictionary to a non-dict");
        return -1;
    }
    tmp = op->func_dict;
    Py_INCREF(value);
    op->func_dict = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_globals(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
    Py_INCREF(op->func_globals);
    return op->func_globals;
}
static PyObject *
__Pyx_CyFunction_get_closure(CYTHON_UNUSED __pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
    Py_INCREF(Py_None);
    return Py_None;
}
static PyObject *
__Pyx_CyFunction_get_code(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
    PyObject* result = (op->func_code) ? op->func_code : Py_None;
    Py_INCREF(result);
    return result;
}
static int
__Pyx_CyFunction_init_defaults(__pyx_CyFunctionObject *op) {
    int result = 0;
    PyObject *res = op->defaults_getter((PyObject *) op);
    if (unlikely(!res))
        return -1;
    #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    op->defaults_tuple = PyTuple_GET_ITEM(res, 0);
    Py_INCREF(op->defaults_tuple);
    op->defaults_kwdict = PyTuple_GET_ITEM(res, 1);
    Py_INCREF(op->defaults_kwdict);
    #else
    op->defaults_tuple = PySequence_ITEM(res, 0);
    if (unlikely(!op->defaults_tuple)) result = -1;
    else {
        op->defaults_kwdict = PySequence_ITEM(res, 1);
        if (unlikely(!op->defaults_kwdict)) result = -1;
    }
    #endif
    Py_DECREF(res);
    return result;
}
static int
__Pyx_CyFunction_set_defaults(__pyx_CyFunctionObject *op, PyObject* value, CYTHON_UNUSED void *context) {
    PyObject* tmp;
    if (!value) {
        value = Py_None;
    } else if (value != Py_None && !PyTuple_Check(value)) {
        PyErr_SetString(PyExc_TypeError,
                        "__defaults__ must be set to a tuple object");
        return -1;
    }
    Py_INCREF(value);
    tmp = op->defaults_tuple;
    op->defaults_tuple = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_defaults(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context) {
    PyObject* result = op->defaults_tuple;
    if (unlikely(!result)) {
        if (op->defaults_getter) {
            if (__Pyx_CyFunction_init_defaults(op) < 0) return NULL;
            result = op->defaults_tuple;
        } else {
            result = Py_None;
        }
    }
    Py_INCREF(result);
    return result;
}
static int
__Pyx_CyFunction_set_kwdefaults(__pyx_CyFunctionObject *op, PyObject* value, CYTHON_UNUSED void *context) {
    PyObject* tmp;
    if (!value) {
        value = Py_None;
    } else if (value != Py_None && !PyDict_Check(value)) {
        PyErr_SetString(PyExc_TypeError,
                        "__kwdefaults__ must be set to a dict object");
        return -1;
    }
    Py_INCREF(value);
    tmp = op->defaults_kwdict;
    op->defaults_kwdict = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_kwdefaults(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context) {
    PyObject* result = op->defaults_kwdict;
    if (unlikely(!result)) {
        if (op->defaults_getter) {
            if (__Pyx_CyFunction_init_defaults(op) < 0) return NULL;
            result = op->defaults_kwdict;
        } else {
            result = Py_None;
        }
    }
    Py_INCREF(result);
    return result;
}
static int
__Pyx_CyFunction_set_annotations(__pyx_CyFunctionObject *op, PyObject* value, CYTHON_UNUSED void *context) {
    PyObject* tmp;
    if (!value || value == Py_None) {
        value = NULL;
    } else if (!PyDict_Check(value)) {
        PyErr_SetString(PyExc_TypeError,
                        "__annotations__ must be set to a dict object");
        return -1;
    }
    Py_XINCREF(value);
    tmp = op->func_annotations;
    op->func_annotations = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_CyFunction_get_annotations(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context) {
    PyObject* result = op->func_annotations;
    if (unlikely(!result)) {
        result = PyDict_New();
        if (unlikely(!result)) return NULL;
        op->func_annotations = result;
    }
    Py_INCREF(result);
    return result;
}
static PyGetSetDef __pyx_CyFunction_getsets[] = {
    {(char *) "func_doc", (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
    {(char *) "__doc__",  (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
    {(char *) "func_name", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
    {(char *) "__name__", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
    {(char *) "__qualname__", (getter)__Pyx_CyFunction_get_qualname, (setter)__Pyx_CyFunction_set_qualname, 0, 0},
    {(char *) "__self__", (getter)__Pyx_CyFunction_get_self, 0, 0, 0},
    {(char *) "func_dict", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
    {(char *) "__dict__", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
    {(char *) "func_globals", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
    {(char *) "__globals__", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
    {(char *) "func_closure", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
    {(char *) "__closure__", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
    {(char *) "func_code", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
    {(char *) "__code__", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
    {(char *) "func_defaults", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
    {(char *) "__defaults__", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
    {(char *) "__kwdefaults__", (getter)__Pyx_CyFunction_get_kwdefaults, (setter)__Pyx_CyFunction_set_kwdefaults, 0, 0},
    {(char *) "__annotations__", (getter)__Pyx_CyFunction_get_annotations, (setter)__Pyx_CyFunction_set_annotations, 0, 0},
    {0, 0, 0, 0, 0}
};
static PyMemberDef __pyx_CyFunction_members[] = {
    {(char *) "__module__", T_OBJECT, offsetof(PyCFunctionObject, m_module), PY_WRITE_RESTRICTED, 0},
    {0, 0, 0,  0, 0}
};
static PyObject *
__Pyx_CyFunction_reduce(__pyx_CyFunctionObject *m, CYTHON_UNUSED PyObject *args)
{
#if PY_MAJOR_VERSION >= 3
    return PyUnicode_FromString(m->func.m_ml->ml_name);
#else
    return PyString_FromString(m->func.m_ml->ml_name);
#endif
}
static PyMethodDef __pyx_CyFunction_methods[] = {
    {"__reduce__", (PyCFunction)__Pyx_CyFunction_reduce, METH_VARARGS, 0},
    {0, 0, 0, 0}
};
#if PY_VERSION_HEX < 0x030500A0
#define __Pyx_CyFunction_weakreflist(cyfunc) ((cyfunc)->func_weakreflist)
#else
#define __Pyx_CyFunction_weakreflist(cyfunc) ((cyfunc)->func.m_weakreflist)
#endif
static PyObject *__Pyx_CyFunction_New(PyTypeObject *type, PyMethodDef *ml, int flags, PyObject* qualname,
                                      PyObject *closure, PyObject *module, PyObject* globals, PyObject* code) {
    __pyx_CyFunctionObject *op = PyObject_GC_New(__pyx_CyFunctionObject, type);
    if (op == NULL)
        return NULL;
    op->flags = flags;
    __Pyx_CyFunction_weakreflist(op) = NULL;
    op->func.m_ml = ml;
    op->func.m_self = (PyObject *) op;
    Py_XINCREF(closure);
    op->func_closure = closure;
    Py_XINCREF(module);
    op->func.m_module = module;
    op->func_dict = NULL;
    op->func_name = NULL;
    Py_INCREF(qualname);
    op->func_qualname = qualname;
    op->func_doc = NULL;
    op->func_classobj = NULL;
    op->func_globals = globals;
    Py_INCREF(op->func_globals);
    Py_XINCREF(code);
    op->func_code = code;
    op->defaults_pyobjects = 0;
    op->defaults = NULL;
    op->defaults_tuple = NULL;
    op->defaults_kwdict = NULL;
    op->defaults_getter = NULL;
    op->func_annotations = NULL;
    PyObject_GC_Track(op);
    return (PyObject *) op;
}
static int
__Pyx_CyFunction_clear(__pyx_CyFunctionObject *m)
{
    Py_CLEAR(m->func_closure);
    Py_CLEAR(m->func.m_module);
    Py_CLEAR(m->func_dict);
    Py_CLEAR(m->func_name);
    Py_CLEAR(m->func_qualname);
    Py_CLEAR(m->func_doc);
    Py_CLEAR(m->func_globals);
    Py_CLEAR(m->func_code);
    Py_CLEAR(m->func_classobj);
    Py_CLEAR(m->defaults_tuple);
    Py_CLEAR(m->defaults_kwdict);
    Py_CLEAR(m->func_annotations);
    if (m->defaults) {
        PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
        int i;
        for (i = 0; i < m->defaults_pyobjects; i++)
            Py_XDECREF(pydefaults[i]);
        PyObject_Free(m->defaults);
        m->defaults = NULL;
    }
    return 0;
}
static void __Pyx__CyFunction_dealloc(__pyx_CyFunctionObject *m)
{
    if (__Pyx_CyFunction_weakreflist(m) != NULL)
        PyObject_ClearWeakRefs((PyObject *) m);
    __Pyx_CyFunction_clear(m);
    PyObject_GC_Del(m);
}
static void __Pyx_CyFunction_dealloc(__pyx_CyFunctionObject *m)
{
    PyObject_GC_UnTrack(m);
    __Pyx__CyFunction_dealloc(m);
}
static int __Pyx_CyFunction_traverse(__pyx_CyFunctionObject *m, visitproc visit, void *arg)
{
    Py_VISIT(m->func_closure);
    Py_VISIT(m->func.m_module);
    Py_VISIT(m->func_dict);
    Py_VISIT(m->func_name);
    Py_VISIT(m->func_qualname);
    Py_VISIT(m->func_doc);
    Py_VISIT(m->func_globals);
    Py_VISIT(m->func_code);
    Py_VISIT(m->func_classobj);
    Py_VISIT(m->defaults_tuple);
    Py_VISIT(m->defaults_kwdict);
    if (m->defaults) {
        PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
        int i;
        for (i = 0; i < m->defaults_pyobjects; i++)
            Py_VISIT(pydefaults[i]);
    }
    return 0;
}
static PyObject *__Pyx_CyFunction_descr_get(PyObject *func, PyObject *obj, PyObject *type)
{
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    if (m->flags & __Pyx_CYFUNCTION_STATICMETHOD) {
        Py_INCREF(func);
        return func;
    }
    if (m->flags & __Pyx_CYFUNCTION_CLASSMETHOD) {
        if (type == NULL)
            type = (PyObject *)(Py_TYPE(obj));
        return __Pyx_PyMethod_New(func, type, (PyObject *)(Py_TYPE(type)));
    }
    if (obj == Py_None)
        obj = NULL;
    return __Pyx_PyMethod_New(func, obj, type);
}
static PyObject*
__Pyx_CyFunction_repr(__pyx_CyFunctionObject *op)
{
#if PY_MAJOR_VERSION >= 3
    return PyUnicode_FromFormat("<cyfunction %U at %p>",
                                op->func_qualname, (void *)op);
#else
    return PyString_FromFormat("<cyfunction %s at %p>",
                               PyString_AsString(op->func_qualname), (void *)op);
#endif
}
static PyObject * __Pyx_CyFunction_CallMethod(PyObject *func, PyObject *self, PyObject *arg, PyObject *kw) {
    PyCFunctionObject* f = (PyCFunctionObject*)func;
    PyCFunction meth = f->m_ml->ml_meth;
    Py_ssize_t size;
    switch (f->m_ml->ml_flags & (METH_VARARGS | METH_KEYWORDS | METH_NOARGS | METH_O)) {
    case METH_VARARGS:
        if (likely(kw == NULL || PyDict_Size(kw) == 0))
            return (*meth)(self, arg);
        break;
    case METH_VARARGS | METH_KEYWORDS:
        return (*(PyCFunctionWithKeywords)(void*)meth)(self, arg, kw);
    case METH_NOARGS:
        if (likely(kw == NULL || PyDict_Size(kw) == 0)) {
            size = PyTuple_GET_SIZE(arg);
            if (likely(size == 0))
                return (*meth)(self, NULL);
            PyErr_Format(PyExc_TypeError,
                "%.200s() takes no arguments (%" CYTHON_FORMAT_SSIZE_T "d 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 (likely(size == 1)) {
                PyObject *result, *arg0;
                #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
                arg0 = PyTuple_GET_ITEM(arg, 0);
                #else
                arg0 = PySequence_ITEM(arg, 0); if (unlikely(!arg0)) return NULL;
                #endif
                result = (*meth)(self, arg0);
                #if !(CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS)
                Py_DECREF(arg0);
                #endif
                return result;
            }
            PyErr_Format(PyExc_TypeError,
                "%.200s() takes exactly one argument (%" CYTHON_FORMAT_SSIZE_T "d 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;
}
static CYTHON_INLINE PyObject *__Pyx_CyFunction_Call(PyObject *func, PyObject *arg, PyObject *kw) {
    return __Pyx_CyFunction_CallMethod(func, ((PyCFunctionObject*)func)->m_self, arg, kw);
}
static PyObject *__Pyx_CyFunction_CallAsMethod(PyObject *func, PyObject *args, PyObject *kw) {
    PyObject *result;
    __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *) func;
    if ((cyfunc->flags & __Pyx_CYFUNCTION_CCLASS) && !(cyfunc->flags & __Pyx_CYFUNCTION_STATICMETHOD)) {
        Py_ssize_t argc;
        PyObject *new_args;
        PyObject *self;
        argc = PyTuple_GET_SIZE(args);
        new_args = PyTuple_GetSlice(args, 1, argc);
        if (unlikely(!new_args))
            return NULL;
        self = PyTuple_GetItem(args, 0);
        if (unlikely(!self)) {
            Py_DECREF(new_args);
            return NULL;
        }
        result = __Pyx_CyFunction_CallMethod(func, self, new_args, kw);
        Py_DECREF(new_args);
    } else {
        result = __Pyx_CyFunction_Call(func, args, kw);
    }
    return result;
}
static PyTypeObject __pyx_CyFunctionType_type = {
    PyVarObject_HEAD_INIT(0, 0)
    "cython_function_or_method",
    sizeof(__pyx_CyFunctionObject),
    0,
    (destructor) __Pyx_CyFunction_dealloc,
    0,
    0,
    0,
#if PY_MAJOR_VERSION < 3
    0,
#else
    0,
#endif
    (reprfunc) __Pyx_CyFunction_repr,
    0,
    0,
    0,
    0,
    __Pyx_CyFunction_CallAsMethod,
    0,
    0,
    0,
    0,
    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC,
    0,
    (traverseproc) __Pyx_CyFunction_traverse,
    (inquiry) __Pyx_CyFunction_clear,
    0,
#if PY_VERSION_HEX < 0x030500A0
    offsetof(__pyx_CyFunctionObject, func_weakreflist),
#else
    offsetof(PyCFunctionObject, m_weakreflist),
#endif
    0,
    0,
    __pyx_CyFunction_methods,
    __pyx_CyFunction_members,
    __pyx_CyFunction_getsets,
    0,
    0,
    __Pyx_CyFunction_descr_get,
    0,
    offsetof(__pyx_CyFunctionObject, func_dict),
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
#if PY_VERSION_HEX >= 0x030400a1
    0,
#endif
};
static int __pyx_CyFunction_init(void) {
    __pyx_CyFunctionType = __Pyx_FetchCommonType(&__pyx_CyFunctionType_type);
    if (unlikely(__pyx_CyFunctionType == NULL)) {
        return -1;
    }
    return 0;
}
static CYTHON_INLINE void *__Pyx_CyFunction_InitDefaults(PyObject *func, size_t size, int pyobjects) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->defaults = PyObject_Malloc(size);
    if (unlikely(!m->defaults))
        return PyErr_NoMemory();
    memset(m->defaults, 0, size);
    m->defaults_pyobjects = pyobjects;
    return m->defaults;
}
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *func, PyObject *tuple) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->defaults_tuple = tuple;
    Py_INCREF(tuple);
}
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsKwDict(PyObject *func, PyObject *dict) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->defaults_kwdict = dict;
    Py_INCREF(dict);
}
static CYTHON_INLINE void __Pyx_CyFunction_SetAnnotationsDict(PyObject *func, PyObject *dict) {
    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
    m->func_annotations = dict;
    Py_INCREF(dict);
}

/* pop_index */
static PyObject* __Pyx__PyObject_PopNewIndex(PyObject* L, PyObject* py_ix) {
    PyObject *r;
    if (unlikely(!py_ix)) return NULL;
    r = __Pyx__PyObject_PopIndex(L, py_ix);
    Py_DECREF(py_ix);
    return r;
}
static PyObject* __Pyx__PyObject_PopIndex(PyObject* L, PyObject* py_ix) {
    return __Pyx_PyObject_CallMethod1(L, __pyx_n_s_pop, py_ix);
}
#if CYTHON_USE_PYLIST_INTERNALS && CYTHON_ASSUME_SAFE_MACROS
static PyObject* __Pyx__PyList_PopIndex(PyObject* L, PyObject* py_ix, Py_ssize_t ix) {
    Py_ssize_t size = PyList_GET_SIZE(L);
    if (likely(size > (((PyListObject*)L)->allocated >> 1))) {
        Py_ssize_t cix = ix;
        if (cix < 0) {
            cix += size;
        }
        if (likely(__Pyx_is_valid_index(cix, size))) {
            PyObject* v = PyList_GET_ITEM(L, cix);
            Py_SIZE(L) -= 1;
            size -= 1;
            memmove(&PyList_GET_ITEM(L, cix), &PyList_GET_ITEM(L, cix+1), (size_t)(size-cix)*sizeof(PyObject*));
            return v;
        }
    }
    if (py_ix == Py_None) {
        return __Pyx__PyObject_PopNewIndex(L, PyInt_FromSsize_t(ix));
    } else {
        return __Pyx__PyObject_PopIndex(L, py_ix);
    }
}
#endif

/* UnpackUnboundCMethod */
static int __Pyx_TryUnpackUnboundCMethod(__Pyx_CachedCFunction* target) {
    PyObject *method;
    method = __Pyx_PyObject_GetAttrStr(target->type, *target->method_name);
    if (unlikely(!method))
        return -1;
    target->method = method;
#if CYTHON_COMPILING_IN_CPYTHON
    #if PY_MAJOR_VERSION >= 3
    if (likely(__Pyx_TypeCheck(method, &PyMethodDescr_Type)))
    #endif
    {
        PyMethodDescrObject *descr = (PyMethodDescrObject*) method;
        target->func = descr->d_method->ml_meth;
        target->flag = descr->d_method->ml_flags & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_STACKLESS);
    }
#endif
    return 0;
}

/* CallUnboundCMethod1 */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg) {
    if (likely(cfunc->func)) {
        int flag = cfunc->flag;
        if (flag == METH_O) {
            return (*(cfunc->func))(self, arg);
        } else if (PY_VERSION_HEX >= 0x030600B1 && flag == METH_FASTCALL) {
            if (PY_VERSION_HEX >= 0x030700A0) {
                return (*(__Pyx_PyCFunctionFast)(void*)(PyCFunction)cfunc->func)(self, &arg, 1);
            } else {
                return (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)cfunc->func)(self, &arg, 1, NULL);
            }
        } else if (PY_VERSION_HEX >= 0x030700A0 && flag == (METH_FASTCALL | METH_KEYWORDS)) {
            return (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)cfunc->func)(self, &arg, 1, NULL);
        }
    }
    return __Pyx__CallUnboundCMethod1(cfunc, self, arg);
}
#endif
static PyObject* __Pyx__CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg){
    PyObject *args, *result = NULL;
    if (unlikely(!cfunc->func && !cfunc->method) && unlikely(__Pyx_TryUnpackUnboundCMethod(cfunc) < 0)) return NULL;
#if CYTHON_COMPILING_IN_CPYTHON
    if (cfunc->func && (cfunc->flag & METH_VARARGS)) {
        args = PyTuple_New(1);
        if (unlikely(!args)) goto bad;
        Py_INCREF(arg);
        PyTuple_SET_ITEM(args, 0, arg);
        if (cfunc->flag & METH_KEYWORDS)
            result = (*(PyCFunctionWithKeywords)(void*)(PyCFunction)cfunc->func)(self, args, NULL);
        else
            result = (*cfunc->func)(self, args);
    } else {
        args = PyTuple_New(2);
        if (unlikely(!args)) goto bad;
        Py_INCREF(self);
        PyTuple_SET_ITEM(args, 0, self);
        Py_INCREF(arg);
        PyTuple_SET_ITEM(args, 1, arg);
        result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
    }
#else
    args = PyTuple_Pack(2, self, arg);
    if (unlikely(!args)) goto bad;
    result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
#endif
bad:
    Py_XDECREF(args);
    return result;
}

/* CallUnboundCMethod0 */
static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self) {
    PyObject *args, *result = NULL;
    if (unlikely(!cfunc->method) && unlikely(__Pyx_TryUnpackUnboundCMethod(cfunc) < 0)) return NULL;
#if CYTHON_ASSUME_SAFE_MACROS
    args = PyTuple_New(1);
    if (unlikely(!args)) goto bad;
    Py_INCREF(self);
    PyTuple_SET_ITEM(args, 0, self);
#else
    args = PyTuple_Pack(1, self);
    if (unlikely(!args)) goto bad;
#endif
    result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
    Py_DECREF(args);
bad:
    return result;
}

/* py_dict_items */
static CYTHON_INLINE PyObject* __Pyx_PyDict_Items(PyObject* d) {
    if (PY_MAJOR_VERSION >= 3)
        return __Pyx_CallUnboundCMethod0(&__pyx_umethod_PyDict_Type_items, d);
    else
        return PyDict_Items(d);
}

/* None */
static CYTHON_INLINE void __Pyx_RaiseClosureNameError(const char *varname) {
    PyErr_Format(PyExc_NameError, "free variable '%s' referenced before assignment in enclosing scope", varname);
}

/* CallUnboundCMethod2 */
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030600B1
static CYTHON_INLINE PyObject *__Pyx_CallUnboundCMethod2(__Pyx_CachedCFunction *cfunc, PyObject *self, PyObject *arg1, PyObject *arg2) {
    if (likely(cfunc->func)) {
        PyObject *args[2] = {arg1, arg2};
        if (cfunc->flag == METH_FASTCALL) {
            #if PY_VERSION_HEX >= 0x030700A0
            return (*(__Pyx_PyCFunctionFast)(void*)(PyCFunction)cfunc->func)(self, args, 2);
            #else
            return (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)cfunc->func)(self, args, 2, NULL);
            #endif
        }
        #if PY_VERSION_HEX >= 0x030700A0
        if (cfunc->flag == (METH_FASTCALL | METH_KEYWORDS))
            return (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)cfunc->func)(self, args, 2, NULL);
        #endif
    }
    return __Pyx__CallUnboundCMethod2(cfunc, self, arg1, arg2);
}
#endif
static PyObject* __Pyx__CallUnboundCMethod2(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg1, PyObject* arg2){
    PyObject *args, *result = NULL;
    if (unlikely(!cfunc->func && !cfunc->method) && unlikely(__Pyx_TryUnpackUnboundCMethod(cfunc) < 0)) return NULL;
#if CYTHON_COMPILING_IN_CPYTHON
    if (cfunc->func && (cfunc->flag & METH_VARARGS)) {
        args = PyTuple_New(2);
        if (unlikely(!args)) goto bad;
        Py_INCREF(arg1);
        PyTuple_SET_ITEM(args, 0, arg1);
        Py_INCREF(arg2);
        PyTuple_SET_ITEM(args, 1, arg2);
        if (cfunc->flag & METH_KEYWORDS)
            result = (*(PyCFunctionWithKeywords)(void*)(PyCFunction)cfunc->func)(self, args, NULL);
        else
            result = (*cfunc->func)(self, args);
    } else {
        args = PyTuple_New(3);
        if (unlikely(!args)) goto bad;
        Py_INCREF(self);
        PyTuple_SET_ITEM(args, 0, self);
        Py_INCREF(arg1);
        PyTuple_SET_ITEM(args, 1, arg1);
        Py_INCREF(arg2);
        PyTuple_SET_ITEM(args, 2, arg2);
        result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
    }
#else
    args = PyTuple_Pack(3, self, arg1, arg2);
    if (unlikely(!args)) goto bad;
    result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
#endif
bad:
    Py_XDECREF(args);
    return result;
}

/* dict_getitem_default */
static PyObject* __Pyx_PyDict_GetItemDefault(PyObject* d, PyObject* key, PyObject* default_value) {
    PyObject* value;
#if PY_MAJOR_VERSION >= 3 && !CYTHON_COMPILING_IN_PYPY
    value = PyDict_GetItemWithError(d, key);
    if (unlikely(!value)) {
        if (unlikely(PyErr_Occurred()))
            return NULL;
        value = default_value;
    }
    Py_INCREF(value);
    if ((1));
#else
    if (PyString_CheckExact(key) || PyUnicode_CheckExact(key) || PyInt_CheckExact(key)) {
        value = PyDict_GetItem(d, key);
        if (unlikely(!value)) {
            value = default_value;
        }
        Py_INCREF(value);
    }
#endif
    else {
        if (default_value == Py_None)
            value = __Pyx_CallUnboundCMethod1(&__pyx_umethod_PyDict_Type_get, d, key);
        else
            value = __Pyx_CallUnboundCMethod2(&__pyx_umethod_PyDict_Type_get, d, key, default_value);
    }
    return value;
}

/* DictGetItem */
#if PY_MAJOR_VERSION >= 3 && !CYTHON_COMPILING_IN_PYPY
static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key) {
    PyObject *value;
    value = PyDict_GetItemWithError(d, key);
    if (unlikely(!value)) {
        if (!PyErr_Occurred()) {
            if (unlikely(PyTuple_Check(key))) {
                PyObject* args = PyTuple_Pack(1, key);
                if (likely(args)) {
                    PyErr_SetObject(PyExc_KeyError, args);
                    Py_DECREF(args);
                }
            } else {
                PyErr_SetObject(PyExc_KeyError, key);
            }
        }
        return NULL;
    }
    Py_INCREF(value);
    return value;
}
#endif

/* PyErrExceptionMatches */
#if CYTHON_FAST_THREAD_STATE
static int __Pyx_PyErr_ExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
    Py_ssize_t i, n;
    n = PyTuple_GET_SIZE(tuple);
#if PY_MAJOR_VERSION >= 3
    for (i=0; i<n; i++) {
        if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
    }
#endif
    for (i=0; i<n; i++) {
        if (__Pyx_PyErr_GivenExceptionMatches(exc_type, PyTuple_GET_ITEM(tuple, i))) return 1;
    }
    return 0;
}
static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err) {
    PyObject *exc_type = tstate->curexc_type;
    if (exc_type == err) return 1;
    if (unlikely(!exc_type)) return 0;
    if (unlikely(PyTuple_Check(err)))
        return __Pyx_PyErr_ExceptionMatchesTuple(exc_type, err);
    return __Pyx_PyErr_GivenExceptionMatches(exc_type, err);
}
#endif

/* PyIntCompare */
static CYTHON_INLINE PyObject* __Pyx_PyInt_NeObjC(PyObject *op1, PyObject *op2, CYTHON_UNUSED long intval, CYTHON_UNUSED long inplace) {
    if (op1 == op2) {
        Py_RETURN_FALSE;
    }
    #if PY_MAJOR_VERSION < 3
    if (likely(PyInt_CheckExact(op1))) {
        const long b = intval;
        long a = PyInt_AS_LONG(op1);
        if (a != b) Py_RETURN_TRUE; else Py_RETURN_FALSE;
    }
    #endif
    #if CYTHON_USE_PYLONG_INTERNALS
    if (likely(PyLong_CheckExact(op1))) {
        int unequal;
        unsigned long uintval;
        Py_ssize_t size = Py_SIZE(op1);
        const digit* digits = ((PyLongObject*)op1)->ob_digit;
        if (intval == 0) {
            if (size != 0) Py_RETURN_TRUE; else Py_RETURN_FALSE;
        } else if (intval < 0) {
            if (size >= 0)
                Py_RETURN_TRUE;
            intval = -intval;
            size = -size;
        } else {
            if (size <= 0)
                Py_RETURN_TRUE;
        }
        uintval = (unsigned long) intval;
#if PyLong_SHIFT * 4 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 4)) {
            unequal = (size != 5) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[2] != ((uintval >> (2 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[3] != ((uintval >> (3 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[4] != ((uintval >> (4 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
#if PyLong_SHIFT * 3 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 3)) {
            unequal = (size != 4) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[2] != ((uintval >> (2 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[3] != ((uintval >> (3 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
#if PyLong_SHIFT * 2 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 2)) {
            unequal = (size != 3) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK)) | (digits[2] != ((uintval >> (2 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
#if PyLong_SHIFT * 1 < SIZEOF_LONG*8
        if (uintval >> (PyLong_SHIFT * 1)) {
            unequal = (size != 2) || (digits[0] != (uintval & (unsigned long) PyLong_MASK))
                 | (digits[1] != ((uintval >> (1 * PyLong_SHIFT)) & (unsigned long) PyLong_MASK));
        } else
#endif
            unequal = (size != 1) || (((unsigned long) digits[0]) != (uintval & (unsigned long) PyLong_MASK));
        if (unequal != 0) Py_RETURN_TRUE; else Py_RETURN_FALSE;
    }
    #endif
    if (PyFloat_CheckExact(op1)) {
        const long b = intval;
        double a = PyFloat_AS_DOUBLE(op1);
        if ((double)a != (double)b) Py_RETURN_TRUE; else Py_RETURN_FALSE;
    }
    return (
        PyObject_RichCompare(op1, op2, Py_NE));
}

/* PyIntBinop */
#if !CYTHON_COMPILING_IN_PYPY
#if PY_MAJOR_VERSION < 3 || CYTHON_USE_PYLONG_INTERNALS
#define __Pyx_PyInt_RemainderObjC_ZeroDivisionError(operand)\
    if (unlikely(zerodivision_check && ((operand) == 0))) {\
        PyErr_SetString(PyExc_ZeroDivisionError, "integer division or modulo by zero");\
        return NULL;\
    }
#endif
static PyObject* __Pyx_PyInt_RemainderObjC(PyObject *op1, PyObject *op2, CYTHON_UNUSED long intval, int inplace, int zerodivision_check) {
    (void)inplace;
    (void)zerodivision_check;
    #if PY_MAJOR_VERSION < 3
    if (likely(PyInt_CheckExact(op1))) {
        const long b = intval;
        long x;
        long a = PyInt_AS_LONG(op1);
            __Pyx_PyInt_RemainderObjC_ZeroDivisionError(b)
            x = a % b;
            x += ((x != 0) & ((x ^ b) < 0)) * b;
            return PyInt_FromLong(x);
    }
    #endif
    #if CYTHON_USE_PYLONG_INTERNALS
    if (likely(PyLong_CheckExact(op1))) {
        const long b = intval;
        long a, x;
#ifdef HAVE_LONG_LONG
        const PY_LONG_LONG llb = intval;
        PY_LONG_LONG lla, llx;
#endif
        const digit* digits = ((PyLongObject*)op1)->ob_digit;
        const Py_ssize_t size = Py_SIZE(op1);
        if (likely(__Pyx_sst_abs(size) <= 1)) {
            a = likely(size) ? digits[0] : 0;
            if (size == -1) a = -a;
        } else {
            switch (size) {
                case -2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = (long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = (long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = (long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                default: return PyLong_Type.tp_as_number->nb_remainder(op1, op2);
            }
        }
                __Pyx_PyInt_RemainderObjC_ZeroDivisionError(b)
                x = a % b;
                x += ((x != 0) & ((x ^ b) < 0)) * b;
            return PyLong_FromLong(x);
#ifdef HAVE_LONG_LONG
        long_long:
                llx = lla % llb;
                llx += ((llx != 0) & ((llx ^ llb) < 0)) * llb;
            return PyLong_FromLongLong(llx);
#endif
        
        
    }
    #endif
    return (inplace ? PyNumber_InPlaceRemainder : PyNumber_Remainder)(op1, op2);
}
#endif

/* PyIntBinop */
#if !CYTHON_COMPILING_IN_PYPY
#if PY_MAJOR_VERSION < 3 || CYTHON_USE_PYLONG_INTERNALS
#define __Pyx_PyInt_FloorDivideObjC_ZeroDivisionError(operand)\
    if (unlikely(zerodivision_check && ((operand) == 0))) {\
        PyErr_SetString(PyExc_ZeroDivisionError, "integer division by zero");\
        return NULL;\
    }
#endif
static PyObject* __Pyx_PyInt_FloorDivideObjC(PyObject *op1, PyObject *op2, CYTHON_UNUSED long intval, int inplace, int zerodivision_check) {
    (void)inplace;
    (void)zerodivision_check;
    #if PY_MAJOR_VERSION < 3
    if (likely(PyInt_CheckExact(op1))) {
        const long b = intval;
        long x;
        long a = PyInt_AS_LONG(op1);
            __Pyx_PyInt_FloorDivideObjC_ZeroDivisionError(b)
            if (unlikely(b == -1 && ((unsigned long)a) == 0-(unsigned long)a))
                return PyInt_Type.tp_as_number->nb_floor_divide(op1, op2);
            else {
                long q, r;
                q = a / b;
                r = a - q*b;
                q -= ((r != 0) & ((r ^ b) < 0));
                x = q;
            }
            return PyInt_FromLong(x);
    }
    #endif
    #if CYTHON_USE_PYLONG_INTERNALS
    if (likely(PyLong_CheckExact(op1))) {
        const long b = intval;
        long a, x;
#ifdef HAVE_LONG_LONG
        const PY_LONG_LONG llb = intval;
        PY_LONG_LONG lla, llx;
#endif
        const digit* digits = ((PyLongObject*)op1)->ob_digit;
        const Py_ssize_t size = Py_SIZE(op1);
        if (likely(__Pyx_sst_abs(size) <= 1)) {
            a = likely(size) ? digits[0] : 0;
            if (size == -1) a = -a;
        } else {
            switch (size) {
                case -2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = (long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = (long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = (long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                default: return PyLong_Type.tp_as_number->nb_floor_divide(op1, op2);
            }
        }
                __Pyx_PyInt_FloorDivideObjC_ZeroDivisionError(b)
                {
                    long q, r;
                    q = a / b;
                    r = a - q*b;
                    q -= ((r != 0) & ((r ^ b) < 0));
                    x = q;
                }
            return PyLong_FromLong(x);
#ifdef HAVE_LONG_LONG
        long_long:
                {
                    PY_LONG_LONG q, r;
                    q = lla / llb;
                    r = lla - q*llb;
                    q -= ((r != 0) & ((r ^ llb) < 0));
                    llx = q;
                }
            return PyLong_FromLongLong(llx);
#endif
        
        
    }
    #endif
    return (inplace ? PyNumber_InPlaceFloorDivide : PyNumber_FloorDivide)(op1, op2);
}
#endif

/* PyObject_GenericGetAttrNoDict */
#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
static PyObject *__Pyx_RaiseGenericGetAttributeError(PyTypeObject *tp, PyObject *attr_name) {
    PyErr_Format(PyExc_AttributeError,
#if PY_MAJOR_VERSION >= 3
                 "'%.50s' object has no attribute '%U'",
                 tp->tp_name, attr_name);
#else
                 "'%.50s' object has no attribute '%.400s'",
                 tp->tp_name, PyString_AS_STRING(attr_name));
#endif
    return NULL;
}
static CYTHON_INLINE PyObject* __Pyx_PyObject_GenericGetAttrNoDict(PyObject* obj, PyObject* attr_name) {
    PyObject *descr;
    PyTypeObject *tp = Py_TYPE(obj);
    if (unlikely(!PyString_Check(attr_name))) {
        return PyObject_GenericGetAttr(obj, attr_name);
    }
    assert(!tp->tp_dictoffset);
    descr = _PyType_Lookup(tp, attr_name);
    if (unlikely(!descr)) {
        return __Pyx_RaiseGenericGetAttributeError(tp, attr_name);
    }
    Py_INCREF(descr);
    #if PY_MAJOR_VERSION < 3
    if (likely(PyType_HasFeature(Py_TYPE(descr), Py_TPFLAGS_HAVE_CLASS)))
    #endif
    {
        descrgetfunc f = Py_TYPE(descr)->tp_descr_get;
        if (unlikely(f)) {
            PyObject *res = f(descr, obj, (PyObject *)tp);
            Py_DECREF(descr);
            return res;
        }
    }
    return descr;
}
#endif

/* Import */
static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) {
    PyObject *empty_list = 0;
    PyObject *module = 0;
    PyObject *global_dict = 0;
    PyObject *empty_dict = 0;
    PyObject *list;
    #if PY_MAJOR_VERSION < 3
    PyObject *py_import;
    py_import = __Pyx_PyObject_GetAttrStr(__pyx_b, __pyx_n_s_import);
    if (!py_import)
        goto bad;
    #endif
    if (from_list)
        list = from_list;
    else {
        empty_list = PyList_New(0);
        if (!empty_list)
            goto bad;
        list = empty_list;
    }
    global_dict = PyModule_GetDict(__pyx_m);
    if (!global_dict)
        goto bad;
    empty_dict = PyDict_New();
    if (!empty_dict)
        goto bad;
    {
        #if PY_MAJOR_VERSION >= 3
        if (level == -1) {
            if (strchr(__Pyx_MODULE_NAME, '.')) {
                module = PyImport_ImportModuleLevelObject(
                    name, global_dict, empty_dict, list, 1);
                if (!module) {
                    if (!PyErr_ExceptionMatches(PyExc_ImportError))
                        goto bad;
                    PyErr_Clear();
                }
            }
            level = 0;
        }
        #endif
        if (!module) {
            #if PY_MAJOR_VERSION < 3
            PyObject *py_level = PyInt_FromLong(level);
            if (!py_level)
                goto bad;
            module = PyObject_CallFunctionObjArgs(py_import,
                name, global_dict, empty_dict, list, py_level, (PyObject *)NULL);
            Py_DECREF(py_level);
            #else
            module = PyImport_ImportModuleLevelObject(
                name, global_dict, empty_dict, list, level);
            #endif
        }
    }
bad:
    #if PY_MAJOR_VERSION < 3
    Py_XDECREF(py_import);
    #endif
    Py_XDECREF(empty_list);
    Py_XDECREF(empty_dict);
    return module;
}

/* ImportFrom */
static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name) {
    PyObject* value = __Pyx_PyObject_GetAttrStr(module, name);
    if (unlikely(!value) && PyErr_ExceptionMatches(PyExc_AttributeError)) {
        PyErr_Format(PyExc_ImportError,
        #if PY_MAJOR_VERSION < 3
            "cannot import name %.230s", PyString_AS_STRING(name));
        #else
            "cannot import name %S", name);
        #endif
    }
    return value;
}

/* CalculateMetaclass */
static PyObject *__Pyx_CalculateMetaclass(PyTypeObject *metaclass, PyObject *bases) {
    Py_ssize_t i, nbases = PyTuple_GET_SIZE(bases);
    for (i=0; i < nbases; i++) {
        PyTypeObject *tmptype;
        PyObject *tmp = PyTuple_GET_ITEM(bases, i);
        tmptype = Py_TYPE(tmp);
#if PY_MAJOR_VERSION < 3
        if (tmptype == &PyClass_Type)
            continue;
#endif
        if (!metaclass) {
            metaclass = tmptype;
            continue;
        }
        if (PyType_IsSubtype(metaclass, tmptype))
            continue;
        if (PyType_IsSubtype(tmptype, metaclass)) {
            metaclass = tmptype;
            continue;
        }
        PyErr_SetString(PyExc_TypeError,
                        "metaclass conflict: "
                        "the metaclass of a derived class "
                        "must be a (non-strict) subclass "
                        "of the metaclasses of all its bases");
        return NULL;
    }
    if (!metaclass) {
#if PY_MAJOR_VERSION < 3
        metaclass = &PyClass_Type;
#else
        metaclass = &PyType_Type;
#endif
    }
    Py_INCREF((PyObject*) metaclass);
    return (PyObject*) metaclass;
}

/* Py3ClassCreate */
static PyObject *__Pyx_Py3MetaclassPrepare(PyObject *metaclass, PyObject *bases, PyObject *name,
                                           PyObject *qualname, PyObject *mkw, PyObject *modname, PyObject *doc) {
    PyObject *ns;
    if (metaclass) {
        PyObject *prep = __Pyx_PyObject_GetAttrStr(metaclass, __pyx_n_s_prepare);
        if (prep) {
            PyObject *pargs = PyTuple_Pack(2, name, bases);
            if (unlikely(!pargs)) {
                Py_DECREF(prep);
                return NULL;
            }
            ns = PyObject_Call(prep, pargs, mkw);
            Py_DECREF(prep);
            Py_DECREF(pargs);
        } else {
            if (unlikely(!PyErr_ExceptionMatches(PyExc_AttributeError)))
                return NULL;
            PyErr_Clear();
            ns = PyDict_New();
        }
    } else {
        ns = PyDict_New();
    }
    if (unlikely(!ns))
        return NULL;
    if (unlikely(PyObject_SetItem(ns, __pyx_n_s_module, modname) < 0)) goto bad;
    if (unlikely(PyObject_SetItem(ns, __pyx_n_s_qualname, qualname) < 0)) goto bad;
    if (unlikely(doc && PyObject_SetItem(ns, __pyx_n_s_doc, doc) < 0)) goto bad;
    return ns;
bad:
    Py_DECREF(ns);
    return NULL;
}
static PyObject *__Pyx_Py3ClassCreate(PyObject *metaclass, PyObject *name, PyObject *bases,
                                      PyObject *dict, PyObject *mkw,
                                      int calculate_metaclass, int allow_py2_metaclass) {
    PyObject *result, *margs;
    PyObject *owned_metaclass = NULL;
    if (allow_py2_metaclass) {
        owned_metaclass = PyObject_GetItem(dict, __pyx_n_s_metaclass);
        if (owned_metaclass) {
            metaclass = owned_metaclass;
        } else if (likely(PyErr_ExceptionMatches(PyExc_KeyError))) {
            PyErr_Clear();
        } else {
            return NULL;
        }
    }
    if (calculate_metaclass && (!metaclass || PyType_Check(metaclass))) {
        metaclass = __Pyx_CalculateMetaclass((PyTypeObject*) metaclass, bases);
        Py_XDECREF(owned_metaclass);
        if (unlikely(!metaclass))
            return NULL;
        owned_metaclass = metaclass;
    }
    margs = PyTuple_Pack(3, name, bases, dict);
    if (unlikely(!margs)) {
        result = NULL;
    } else {
        result = PyObject_Call(metaclass, margs, mkw);
        Py_DECREF(margs);
    }
    Py_XDECREF(owned_metaclass);
    return result;
}

/* CLineInTraceback */
#ifndef CYTHON_CLINE_IN_TRACEBACK
static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) {
    PyObject *use_cline;
    PyObject *ptype, *pvalue, *ptraceback;
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject **cython_runtime_dict;
#endif
    if (unlikely(!__pyx_cython_runtime)) {
        return c_line;
    }
    __Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
#if CYTHON_COMPILING_IN_CPYTHON
    cython_runtime_dict = _PyObject_GetDictPtr(__pyx_cython_runtime);
    if (likely(cython_runtime_dict)) {
        __PYX_PY_DICT_LOOKUP_IF_MODIFIED(
            use_cline, *cython_runtime_dict,
            __Pyx_PyDict_GetItemStr(*cython_runtime_dict, __pyx_n_s_cline_in_traceback))
    } else
#endif
    {
      PyObject *use_cline_obj = __Pyx_PyObject_GetAttrStr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback);
      if (use_cline_obj) {
        use_cline = PyObject_Not(use_cline_obj) ? Py_False : Py_True;
        Py_DECREF(use_cline_obj);
      } else {
        PyErr_Clear();
        use_cline = NULL;
      }
    }
    if (!use_cline) {
        c_line = 0;
        PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False);
    }
    else if (use_cline == Py_False || (use_cline != Py_True && PyObject_Not(use_cline) != 0)) {
        c_line = 0;
    }
    __Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
    return c_line;
}
#endif

/* CodeObjectCache */
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 - start) / 2;
        if (code_line < entries[mid].code_line) {
            end = mid;
        } else if (code_line > entries[mid].code_line) {
             start = mid + 1;
        } else {
            return mid;
        }
    }
    if (code_line <= entries[mid].code_line) {
        return mid;
    } else {
        return mid + 1;
    }
}
static PyCodeObject *__pyx_find_code_object(int code_line) {
    PyCodeObject* code_object;
    int pos;
    if (unlikely(!code_line) || unlikely(!__pyx_code_cache.entries)) {
        return NULL;
    }
    pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
    if (unlikely(pos >= __pyx_code_cache.count) || unlikely(__pyx_code_cache.entries[pos].code_line != code_line)) {
        return NULL;
    }
    code_object = __pyx_code_cache.entries[pos].code_object;
    Py_INCREF(code_object);
    return code_object;
}
static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) {
    int pos, i;
    __Pyx_CodeObjectCacheEntry* entries = __pyx_code_cache.entries;
    if (unlikely(!code_line)) {
        return;
    }
    if (unlikely(!entries)) {
        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry));
        if (likely(entries)) {
            __pyx_code_cache.entries = entries;
            __pyx_code_cache.max_count = 64;
            __pyx_code_cache.count = 1;
            entries[0].code_line = code_line;
            entries[0].code_object = code_object;
            Py_INCREF(code_object);
        }
        return;
    }
    pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
    if ((pos < __pyx_code_cache.count) && unlikely(__pyx_code_cache.entries[pos].code_line == code_line)) {
        PyCodeObject* tmp = entries[pos].code_object;
        entries[pos].code_object = code_object;
        Py_DECREF(tmp);
        return;
    }
    if (__pyx_code_cache.count == __pyx_code_cache.max_count) {
        int new_max = __pyx_code_cache.max_count + 64;
        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc(
            __pyx_code_cache.entries, (size_t)new_max*sizeof(__Pyx_CodeObjectCacheEntry));
        if (unlikely(!entries)) {
            return;
        }
        __pyx_code_cache.entries = entries;
        __pyx_code_cache.max_count = new_max;
    }
    for (i=__pyx_code_cache.count; i>pos; i--) {
        entries[i] = entries[i-1];
    }
    entries[pos].code_line = code_line;
    entries[pos].code_object = code_object;
    __pyx_code_cache.count++;
    Py_INCREF(code_object);
}

/* AddTraceback */
#include "compile.h"
#include "frameobject.h"
#include "traceback.h"
static PyCodeObject* __Pyx_CreateCodeObjectForTraceback(
            const char *funcname, int c_line,
            int py_line, const char *filename) {
    PyCodeObject *py_code = 0;
    PyObject *py_srcfile = 0;
    PyObject *py_funcname = 0;
    #if PY_MAJOR_VERSION < 3
    py_srcfile = PyString_FromString(filename);
    #else
    py_srcfile = PyUnicode_FromString(filename);
    #endif
    if (!py_srcfile) goto bad;
    if (c_line) {
        #if PY_MAJOR_VERSION < 3
        py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
        #else
        py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
        #endif
    }
    else {
        #if PY_MAJOR_VERSION < 3
        py_funcname = PyString_FromString(funcname);
        #else
        py_funcname = PyUnicode_FromString(funcname);
        #endif
    }
    if (!py_funcname) goto bad;
    py_code = __Pyx_PyCode_New(
        0,
        0,
        0,
        0,
        0,
        __pyx_empty_bytes, /*PyObject *code,*/
        __pyx_empty_tuple, /*PyObject *consts,*/
        __pyx_empty_tuple, /*PyObject *names,*/
        __pyx_empty_tuple, /*PyObject *varnames,*/
        __pyx_empty_tuple, /*PyObject *freevars,*/
        __pyx_empty_tuple, /*PyObject *cellvars,*/
        py_srcfile,   /*PyObject *filename,*/
        py_funcname,  /*PyObject *name,*/
        py_line,
        __pyx_empty_bytes  /*PyObject *lnotab*/
    );
    Py_DECREF(py_srcfile);
    Py_DECREF(py_funcname);
    return py_code;
bad:
    Py_XDECREF(py_srcfile);
    Py_XDECREF(py_funcname);
    return NULL;
}
static void __Pyx_AddTraceback(const char *funcname, int c_line,
                               int py_line, const char *filename) {
    PyCodeObject *py_code = 0;
    PyFrameObject *py_frame = 0;
    PyThreadState *tstate = __Pyx_PyThreadState_Current;
    if (c_line) {
        c_line = __Pyx_CLineForTraceback(tstate, c_line);
    }
    py_code = __pyx_find_code_object(c_line ? -c_line : py_line);
    if (!py_code) {
        py_code = __Pyx_CreateCodeObjectForTraceback(
            funcname, c_line, py_line, filename);
        if (!py_code) goto bad;
        __pyx_insert_code_object(c_line ? -c_line : py_line, py_code);
    }
    py_frame = PyFrame_New(
        tstate,            /*PyThreadState *tstate,*/
        py_code,           /*PyCodeObject *code,*/
        __pyx_d,    /*PyObject *globals,*/
        0                  /*PyObject *locals*/
    );
    if (!py_frame) goto bad;
    __Pyx_PyFrame_SetLineNumber(py_frame, py_line);
    PyTraceBack_Here(py_frame);
bad:
    Py_XDECREF(py_code);
    Py_XDECREF(py_frame);
}

/* Print */
#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) {
                switch (s[len-1]) {
                    case ' ': break;
                    case '\f': case '\r': case '\n': case '\t': case '\v':
                        PyFile_SoftSpace(f, 0);
                        break;
                    default:  break;
                }
            }
        }
    }
    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
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 = PyObject_GetAttr(__pyx_b, __pyx_n_s_print);
        if (!__pyx_print)
            return -1;
    }
    if (stream) {
        kwargs = PyDict_New();
        if (unlikely(!kwargs))
            return -1;
        if (unlikely(PyDict_SetItem(kwargs, __pyx_n_s_file, stream) < 0))
            goto bad;
        if (!newline) {
            end_string = PyUnicode_FromStringAndSize(" ", 1);
            if (unlikely(!end_string))
                goto bad;
            if (PyDict_SetItem(kwargs, __pyx_n_s_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_SetItem(__pyx_print_kwargs, __pyx_n_s_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

/* CIntToPy */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
    const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(long) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(long) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
        }
    } else {
        if (sizeof(long) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(long),
                                     little, !is_unsigned);
    }
}

/* PyExec */
static CYTHON_INLINE PyObject* __Pyx_PyExec2(PyObject* o, PyObject* globals) {
    return __Pyx_PyExec3(o, globals, NULL);
}
static PyObject* __Pyx_PyExec3(PyObject* o, PyObject* globals, PyObject* locals) {
    PyObject* result;
    PyObject* s = 0;
    char *code = 0;
    if (!globals || globals == Py_None) {
        globals = __pyx_d;
    } else if (!PyDict_Check(globals)) {
        PyErr_Format(PyExc_TypeError, "exec() arg 2 must be a dict, not %.200s",
                     Py_TYPE(globals)->tp_name);
        goto bad;
    }
    if (!locals || locals == Py_None) {
        locals = globals;
    }
    if (__Pyx_PyDict_GetItemStr(globals, __pyx_n_s_builtins) == NULL) {
        if (PyDict_SetItem(globals, __pyx_n_s_builtins, PyEval_GetBuiltins()) < 0)
            goto bad;
    }
    if (PyCode_Check(o)) {
        if (__Pyx_PyCode_HasFreeVars((PyCodeObject *)o)) {
            PyErr_SetString(PyExc_TypeError,
                "code object passed to exec() may not contain free variables");
            goto bad;
        }
        #if CYTHON_COMPILING_IN_PYPY || PY_VERSION_HEX < 0x030200B1
        result = PyEval_EvalCode((PyCodeObject *)o, globals, locals);
        #else
        result = PyEval_EvalCode(o, globals, locals);
        #endif
    } else {
        PyCompilerFlags cf;
        cf.cf_flags = 0;
        if (PyUnicode_Check(o)) {
            cf.cf_flags = PyCF_SOURCE_IS_UTF8;
            s = PyUnicode_AsUTF8String(o);
            if (!s) goto bad;
            o = s;
        #if PY_MAJOR_VERSION >= 3
        } else if (!PyBytes_Check(o)) {
        #else
        } else if (!PyString_Check(o)) {
        #endif
            PyErr_Format(PyExc_TypeError,
                "exec: arg 1 must be string, bytes or code object, got %.200s",
                Py_TYPE(o)->tp_name);
            goto bad;
        }
        #if PY_MAJOR_VERSION >= 3
        code = PyBytes_AS_STRING(o);
        #else
        code = PyString_AS_STRING(o);
        #endif
        if (PyEval_MergeCompilerFlags(&cf)) {
            result = PyRun_StringFlags(code, Py_file_input, globals, locals, &cf);
        } else {
            result = PyRun_String(code, Py_file_input, globals, locals);
        }
        Py_XDECREF(s);
    }
    return result;
bad:
    Py_XDECREF(s);
    return 0;
}

/* PrintOne */
#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
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

/* GetAttr */
static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *o, PyObject *n) {
#if CYTHON_USE_TYPE_SLOTS
#if PY_MAJOR_VERSION >= 3
    if (likely(PyUnicode_Check(n)))
#else
    if (likely(PyString_Check(n)))
#endif
        return __Pyx_PyObject_GetAttrStr(o, n);
#endif
    return PyObject_GetAttr(o, n);
}

/* Globals */
static PyObject* __Pyx_Globals(void) {
    Py_ssize_t i;
    PyObject *names;
    PyObject *globals = __pyx_d;
    Py_INCREF(globals);
    names = PyObject_Dir(__pyx_m);
    if (!names)
        goto bad;
    for (i = PyList_GET_SIZE(names)-1; i >= 0; i--) {
#if CYTHON_COMPILING_IN_PYPY
        PyObject* name = PySequence_ITEM(names, i);
        if (!name)
            goto bad;
#else
        PyObject* name = PyList_GET_ITEM(names, i);
#endif
        if (!PyDict_Contains(globals, name)) {
            PyObject* value = __Pyx_GetAttr(__pyx_m, name);
            if (!value) {
#if CYTHON_COMPILING_IN_PYPY
                Py_DECREF(name);
#endif
                goto bad;
            }
            if (PyDict_SetItem(globals, name, value) < 0) {
#if CYTHON_COMPILING_IN_PYPY
                Py_DECREF(name);
#endif
                Py_DECREF(value);
                goto bad;
            }
        }
#if CYTHON_COMPILING_IN_PYPY
        Py_DECREF(name);
#endif
    }
    Py_DECREF(names);
    return globals;
bad:
    Py_XDECREF(names);
    Py_XDECREF(globals);
    return NULL;
}

/* CIntFromPyVerify */
#define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\
    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0)
#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\
    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1)
#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\
    {\
        func_type value = func_value;\
        if (sizeof(target_type) < sizeof(func_type)) {\
            if (unlikely(value != (func_type) (target_type) value)) {\
                func_type zero = 0;\
                if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\
                    return (target_type) -1;\
                if (is_unsigned && unlikely(value < zero))\
                    goto raise_neg_overflow;\
                else\
                    goto raise_overflow;\
            }\
        }\
        return (target_type) value;\
    }

/* CIntFromPy */
static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
    const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(long) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(long, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (long) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (long) 0;
                case  1: __PYX_VERIFY_RETURN_INT(long, digit, digits[0])
                case 2:
                    if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) >= 2 * PyLong_SHIFT) {
                            return (long) (((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) >= 3 * PyLong_SHIFT) {
                            return (long) (((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) >= 4 * PyLong_SHIFT) {
                            return (long) (((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
                        }
                    }
                    break;
            }
#endif
#if CYTHON_COMPILING_IN_CPYTHON
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
#else
            {
                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
                if (unlikely(result < 0))
                    return (long) -1;
                if (unlikely(result == 1))
                    goto raise_neg_overflow;
            }
#endif
            if (sizeof(long) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
            }
        } else {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (long) 0;
                case -1: __PYX_VERIFY_RETURN_INT(long, sdigit, (sdigit) (-(sdigit)digits[0]))
                case  1: __PYX_VERIFY_RETURN_INT(long,  digit, +digits[0])
                case -2:
                    if (8 * sizeof(long) - 1 > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                            return (long) (((long)-1)*(((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                            return (long) ((((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                            return (long) (((long)-1)*(((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                            return (long) ((((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                            return (long) (((long)-1)*(((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                            return (long) ((((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
            }
#endif
            if (sizeof(long) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            long val;
            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (long) -1;
        }
    } else {
        long val;
        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
        if (!tmp) return (long) -1;
        val = __Pyx_PyInt_As_long(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to long");
    return (long) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to long");
    return (long) -1;
}

/* CIntFromPy */
static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
    const int neg_one = (int) ((int) 0 - (int) 1), const_zero = (int) 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(int) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (int) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (int) 0;
                case  1: __PYX_VERIFY_RETURN_INT(int, digit, digits[0])
                case 2:
                    if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) >= 2 * PyLong_SHIFT) {
                            return (int) (((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) >= 3 * PyLong_SHIFT) {
                            return (int) (((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) >= 4 * PyLong_SHIFT) {
                            return (int) (((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
                        }
                    }
                    break;
            }
#endif
#if CYTHON_COMPILING_IN_CPYTHON
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
#else
            {
                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
                if (unlikely(result < 0))
                    return (int) -1;
                if (unlikely(result == 1))
                    goto raise_neg_overflow;
            }
#endif
            if (sizeof(int) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
            }
        } else {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (int) 0;
                case -1: __PYX_VERIFY_RETURN_INT(int, sdigit, (sdigit) (-(sdigit)digits[0]))
                case  1: __PYX_VERIFY_RETURN_INT(int,  digit, +digits[0])
                case -2:
                    if (8 * sizeof(int) - 1 > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
                            return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
                            return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
                            return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
                            return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
                            return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
                            return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
            }
#endif
            if (sizeof(int) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            int val;
            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (int) -1;
        }
    } else {
        int val;
        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
        if (!tmp) return (int) -1;
        val = __Pyx_PyInt_As_int(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to int");
    return (int) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to int");
    return (int) -1;
}

/* FastTypeChecks */
#if CYTHON_COMPILING_IN_CPYTHON
static int __Pyx_InBases(PyTypeObject *a, PyTypeObject *b) {
    while (a) {
        a = a->tp_base;
        if (a == b)
            return 1;
    }
    return b == &PyBaseObject_Type;
}
static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b) {
    PyObject *mro;
    if (a == b) return 1;
    mro = a->tp_mro;
    if (likely(mro)) {
        Py_ssize_t i, n;
        n = PyTuple_GET_SIZE(mro);
        for (i = 0; i < n; i++) {
            if (PyTuple_GET_ITEM(mro, i) == (PyObject *)b)
                return 1;
        }
        return 0;
    }
    return __Pyx_InBases(a, b);
}
#if PY_MAJOR_VERSION == 2
static int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject* exc_type2) {
    PyObject *exception, *value, *tb;
    int res;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&exception, &value, &tb);
    res = exc_type1 ? PyObject_IsSubclass(err, exc_type1) : 0;
    if (unlikely(res == -1)) {
        PyErr_WriteUnraisable(err);
        res = 0;
    }
    if (!res) {
        res = PyObject_IsSubclass(err, exc_type2);
        if (unlikely(res == -1)) {
            PyErr_WriteUnraisable(err);
            res = 0;
        }
    }
    __Pyx_ErrRestore(exception, value, tb);
    return res;
}
#else
static CYTHON_INLINE int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject *exc_type2) {
    int res = exc_type1 ? __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type1) : 0;
    if (!res) {
        res = __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type2);
    }
    return res;
}
#endif
static int __Pyx_PyErr_GivenExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
    Py_ssize_t i, n;
    assert(PyExceptionClass_Check(exc_type));
    n = PyTuple_GET_SIZE(tuple);
#if PY_MAJOR_VERSION >= 3
    for (i=0; i<n; i++) {
        if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
    }
#endif
    for (i=0; i<n; i++) {
        PyObject *t = PyTuple_GET_ITEM(tuple, i);
        #if PY_MAJOR_VERSION < 3
        if (likely(exc_type == t)) return 1;
        #endif
        if (likely(PyExceptionClass_Check(t))) {
            if (__Pyx_inner_PyErr_GivenExceptionMatches2(exc_type, NULL, t)) return 1;
        } else {
        }
    }
    return 0;
}
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject* exc_type) {
    if (likely(err == exc_type)) return 1;
    if (likely(PyExceptionClass_Check(err))) {
        if (likely(PyExceptionClass_Check(exc_type))) {
            return __Pyx_inner_PyErr_GivenExceptionMatches2(err, NULL, exc_type);
        } else if (likely(PyTuple_Check(exc_type))) {
            return __Pyx_PyErr_GivenExceptionMatchesTuple(err, exc_type);
        } else {
        }
    }
    return PyErr_GivenExceptionMatches(err, exc_type);
}
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *exc_type1, PyObject *exc_type2) {
    assert(PyExceptionClass_Check(exc_type1));
    assert(PyExceptionClass_Check(exc_type2));
    if (likely(err == exc_type1 || err == exc_type2)) return 1;
    if (likely(PyExceptionClass_Check(err))) {
        return __Pyx_inner_PyErr_GivenExceptionMatches2(err, exc_type1, exc_type2);
    }
    return (PyErr_GivenExceptionMatches(err, exc_type1) || PyErr_GivenExceptionMatches(err, exc_type2));
}
#endif

/* SwapException */
#if CYTHON_FAST_THREAD_STATE
static CYTHON_INLINE void __Pyx__ExceptionSwap(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    #if CYTHON_USE_EXC_INFO_STACK
    _PyErr_StackItem *exc_info = tstate->exc_info;
    tmp_type = exc_info->exc_type;
    tmp_value = exc_info->exc_value;
    tmp_tb = exc_info->exc_traceback;
    exc_info->exc_type = *type;
    exc_info->exc_value = *value;
    exc_info->exc_traceback = *tb;
    #else
    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;
    #endif
    *type = tmp_type;
    *value = tmp_value;
    *tb = tmp_tb;
}
#else
static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb) {
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    PyErr_GetExcInfo(&tmp_type, &tmp_value, &tmp_tb);
    PyErr_SetExcInfo(*type, *value, *tb);
    *type = tmp_type;
    *value = tmp_value;
    *tb = tmp_tb;
}
#endif

/* CoroutineBase */
#include <structmember.h>
#include <frameobject.h>
#define __Pyx_Coroutine_Undelegate(gen) Py_CLEAR((gen)->yieldfrom)
static int __Pyx_PyGen__FetchStopIterationValue(CYTHON_UNUSED PyThreadState *__pyx_tstate, PyObject **pvalue) {
    PyObject *et, *ev, *tb;
    PyObject *value = NULL;
    __Pyx_ErrFetch(&et, &ev, &tb);
    if (!et) {
        Py_XDECREF(tb);
        Py_XDECREF(ev);
        Py_INCREF(Py_None);
        *pvalue = Py_None;
        return 0;
    }
    if (likely(et == PyExc_StopIteration)) {
        if (!ev) {
            Py_INCREF(Py_None);
            value = Py_None;
        }
#if PY_VERSION_HEX >= 0x030300A0
        else if (Py_TYPE(ev) == (PyTypeObject*)PyExc_StopIteration) {
            value = ((PyStopIterationObject *)ev)->value;
            Py_INCREF(value);
            Py_DECREF(ev);
        }
#endif
        else if (unlikely(PyTuple_Check(ev))) {
            if (PyTuple_GET_SIZE(ev) >= 1) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
                value = PyTuple_GET_ITEM(ev, 0);
                Py_INCREF(value);
#else
                value = PySequence_ITEM(ev, 0);
#endif
            } else {
                Py_INCREF(Py_None);
                value = Py_None;
            }
            Py_DECREF(ev);
        }
        else if (!__Pyx_TypeCheck(ev, (PyTypeObject*)PyExc_StopIteration)) {
            value = ev;
        }
        if (likely(value)) {
            Py_XDECREF(tb);
            Py_DECREF(et);
            *pvalue = value;
            return 0;
        }
    } else if (!__Pyx_PyErr_GivenExceptionMatches(et, PyExc_StopIteration)) {
        __Pyx_ErrRestore(et, ev, tb);
        return -1;
    }
    PyErr_NormalizeException(&et, &ev, &tb);
    if (unlikely(!PyObject_TypeCheck(ev, (PyTypeObject*)PyExc_StopIteration))) {
        __Pyx_ErrRestore(et, ev, tb);
        return -1;
    }
    Py_XDECREF(tb);
    Py_DECREF(et);
#if PY_VERSION_HEX >= 0x030300A0
    value = ((PyStopIterationObject *)ev)->value;
    Py_INCREF(value);
    Py_DECREF(ev);
#else
    {
        PyObject* args = __Pyx_PyObject_GetAttrStr(ev, __pyx_n_s_args);
        Py_DECREF(ev);
        if (likely(args)) {
            value = PySequence_GetItem(args, 0);
            Py_DECREF(args);
        }
        if (unlikely(!value)) {
            __Pyx_ErrRestore(NULL, NULL, NULL);
            Py_INCREF(Py_None);
            value = Py_None;
        }
    }
#endif
    *pvalue = value;
    return 0;
}
static CYTHON_INLINE
void __Pyx_Coroutine_ExceptionClear(__Pyx_ExcInfoStruct *exc_state) {
    PyObject *t, *v, *tb;
    t = exc_state->exc_type;
    v = exc_state->exc_value;
    tb = exc_state->exc_traceback;
    exc_state->exc_type = NULL;
    exc_state->exc_value = NULL;
    exc_state->exc_traceback = NULL;
    Py_XDECREF(t);
    Py_XDECREF(v);
    Py_XDECREF(tb);
}
#define __Pyx_Coroutine_AlreadyRunningError(gen)  (__Pyx__Coroutine_AlreadyRunningError(gen), (PyObject*)NULL)
static void __Pyx__Coroutine_AlreadyRunningError(CYTHON_UNUSED __pyx_CoroutineObject *gen) {
    const char *msg;
    if ((0)) {
    #ifdef __Pyx_Coroutine_USED
    } else if (__Pyx_Coroutine_Check((PyObject*)gen)) {
        msg = "coroutine already executing";
    #endif
    #ifdef __Pyx_AsyncGen_USED
    } else if (__Pyx_AsyncGen_CheckExact((PyObject*)gen)) {
        msg = "async generator already executing";
    #endif
    } else {
        msg = "generator already executing";
    }
    PyErr_SetString(PyExc_ValueError, msg);
}
#define __Pyx_Coroutine_NotStartedError(gen)  (__Pyx__Coroutine_NotStartedError(gen), (PyObject*)NULL)
static void __Pyx__Coroutine_NotStartedError(CYTHON_UNUSED PyObject *gen) {
    const char *msg;
    if ((0)) {
    #ifdef __Pyx_Coroutine_USED
    } else if (__Pyx_Coroutine_Check(gen)) {
        msg = "can't send non-None value to a just-started coroutine";
    #endif
    #ifdef __Pyx_AsyncGen_USED
    } else if (__Pyx_AsyncGen_CheckExact(gen)) {
        msg = "can't send non-None value to a just-started async generator";
    #endif
    } else {
        msg = "can't send non-None value to a just-started generator";
    }
    PyErr_SetString(PyExc_TypeError, msg);
}
#define __Pyx_Coroutine_AlreadyTerminatedError(gen, value, closing)  (__Pyx__Coroutine_AlreadyTerminatedError(gen, value, closing), (PyObject*)NULL)
static void __Pyx__Coroutine_AlreadyTerminatedError(CYTHON_UNUSED PyObject *gen, PyObject *value, CYTHON_UNUSED int closing) {
    #ifdef __Pyx_Coroutine_USED
    if (!closing && __Pyx_Coroutine_Check(gen)) {
        PyErr_SetString(PyExc_RuntimeError, "cannot reuse already awaited coroutine");
    } else
    #endif
    if (value) {
        #ifdef __Pyx_AsyncGen_USED
        if (__Pyx_AsyncGen_CheckExact(gen))
            PyErr_SetNone(__Pyx_PyExc_StopAsyncIteration);
        else
        #endif
        PyErr_SetNone(PyExc_StopIteration);
    }
}
static
PyObject *__Pyx_Coroutine_SendEx(__pyx_CoroutineObject *self, PyObject *value, int closing) {
    __Pyx_PyThreadState_declare
    PyThreadState *tstate;
    __Pyx_ExcInfoStruct *exc_state;
    PyObject *retval;
    assert(!self->is_running);
    if (unlikely(self->resume_label == 0)) {
        if (unlikely(value && value != Py_None)) {
            return __Pyx_Coroutine_NotStartedError((PyObject*)self);
        }
    }
    if (unlikely(self->resume_label == -1)) {
        return __Pyx_Coroutine_AlreadyTerminatedError((PyObject*)self, value, closing);
    }
#if CYTHON_FAST_THREAD_STATE
    __Pyx_PyThreadState_assign
    tstate = __pyx_tstate;
#else
    tstate = __Pyx_PyThreadState_Current;
#endif
    exc_state = &self->gi_exc_state;
    if (exc_state->exc_type) {
        #if CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_PYSTON
        #else
        if (exc_state->exc_traceback) {
            PyTracebackObject *tb = (PyTracebackObject *) exc_state->exc_traceback;
            PyFrameObject *f = tb->tb_frame;
            Py_XINCREF(tstate->frame);
            assert(f->f_back == NULL);
            f->f_back = tstate->frame;
        }
        #endif
    }
#if CYTHON_USE_EXC_INFO_STACK
    exc_state->previous_item = tstate->exc_info;
    tstate->exc_info = exc_state;
#else
    if (exc_state->exc_type) {
        __Pyx_ExceptionSwap(&exc_state->exc_type, &exc_state->exc_value, &exc_state->exc_traceback);
    } else {
        __Pyx_Coroutine_ExceptionClear(exc_state);
        __Pyx_ExceptionSave(&exc_state->exc_type, &exc_state->exc_value, &exc_state->exc_traceback);
    }
#endif
    self->is_running = 1;
    retval = self->body((PyObject *) self, tstate, value);
    self->is_running = 0;
#if CYTHON_USE_EXC_INFO_STACK
    exc_state = &self->gi_exc_state;
    tstate->exc_info = exc_state->previous_item;
    exc_state->previous_item = NULL;
    __Pyx_Coroutine_ResetFrameBackpointer(exc_state);
#endif
    return retval;
}
static CYTHON_INLINE void __Pyx_Coroutine_ResetFrameBackpointer(__Pyx_ExcInfoStruct *exc_state) {
    PyObject *exc_tb = exc_state->exc_traceback;
    if (likely(exc_tb)) {
#if CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_PYSTON
#else
        PyTracebackObject *tb = (PyTracebackObject *) exc_tb;
        PyFrameObject *f = tb->tb_frame;
        Py_CLEAR(f->f_back);
#endif
    }
}
static CYTHON_INLINE
PyObject *__Pyx_Coroutine_MethodReturn(CYTHON_UNUSED PyObject* gen, PyObject *retval) {
    if (unlikely(!retval)) {
        __Pyx_PyThreadState_declare
        __Pyx_PyThreadState_assign
        if (!__Pyx_PyErr_Occurred()) {
            PyObject *exc = PyExc_StopIteration;
            #ifdef __Pyx_AsyncGen_USED
            if (__Pyx_AsyncGen_CheckExact(gen))
                exc = __Pyx_PyExc_StopAsyncIteration;
            #endif
            __Pyx_PyErr_SetNone(exc);
        }
    }
    return retval;
}
static CYTHON_INLINE
PyObject *__Pyx_Coroutine_FinishDelegation(__pyx_CoroutineObject *gen) {
    PyObject *ret;
    PyObject *val = NULL;
    __Pyx_Coroutine_Undelegate(gen);
    __Pyx_PyGen__FetchStopIterationValue(__Pyx_PyThreadState_Current, &val);
    ret = __Pyx_Coroutine_SendEx(gen, val, 0);
    Py_XDECREF(val);
    return ret;
}
static PyObject *__Pyx_Coroutine_Send(PyObject *self, PyObject *value) {
    PyObject *retval;
    __pyx_CoroutineObject *gen = (__pyx_CoroutineObject*) self;
    PyObject *yf = gen->yieldfrom;
    if (unlikely(gen->is_running))
        return __Pyx_Coroutine_AlreadyRunningError(gen);
    if (yf) {
        PyObject *ret;
        gen->is_running = 1;
        #ifdef __Pyx_Generator_USED
        if (__Pyx_Generator_CheckExact(yf)) {
            ret = __Pyx_Coroutine_Send(yf, value);
        } else
        #endif
        #ifdef __Pyx_Coroutine_USED
        if (__Pyx_Coroutine_Check(yf)) {
            ret = __Pyx_Coroutine_Send(yf, value);
        } else
        #endif
        #ifdef __Pyx_AsyncGen_USED
        if (__pyx_PyAsyncGenASend_CheckExact(yf)) {
            ret = __Pyx_async_gen_asend_send(yf, value);
        } else
        #endif
        #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x03030000 && (defined(__linux__) || PY_VERSION_HEX >= 0x030600B3)
        if (PyGen_CheckExact(yf)) {
            ret = _PyGen_Send((PyGenObject*)yf, value == Py_None ? NULL : value);
        } else
        #endif
        #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x03050000 && defined(PyCoro_CheckExact) && (defined(__linux__) || PY_VERSION_HEX >= 0x030600B3)
        if (PyCoro_CheckExact(yf)) {
            ret = _PyGen_Send((PyGenObject*)yf, value == Py_None ? NULL : value);
        } else
        #endif
        {
            if (value == Py_None)
                ret = Py_TYPE(yf)->tp_iternext(yf);
            else
                ret = __Pyx_PyObject_CallMethod1(yf, __pyx_n_s_send, value);
        }
        gen->is_running = 0;
        if (likely(ret)) {
            return ret;
        }
        retval = __Pyx_Coroutine_FinishDelegation(gen);
    } else {
        retval = __Pyx_Coroutine_SendEx(gen, value, 0);
    }
    return __Pyx_Coroutine_MethodReturn(self, retval);
}
static int __Pyx_Coroutine_CloseIter(__pyx_CoroutineObject *gen, PyObject *yf) {
    PyObject *retval = NULL;
    int err = 0;
    #ifdef __Pyx_Generator_USED
    if (__Pyx_Generator_CheckExact(yf)) {
        retval = __Pyx_Coroutine_Close(yf);
        if (!retval)
            return -1;
    } else
    #endif
    #ifdef __Pyx_Coroutine_USED
    if (__Pyx_Coroutine_Check(yf)) {
        retval = __Pyx_Coroutine_Close(yf);
        if (!retval)
            return -1;
    } else
    if (__Pyx_CoroutineAwait_CheckExact(yf)) {
        retval = __Pyx_CoroutineAwait_Close((__pyx_CoroutineAwaitObject*)yf, NULL);
        if (!retval)
            return -1;
    } else
    #endif
    #ifdef __Pyx_AsyncGen_USED
    if (__pyx_PyAsyncGenASend_CheckExact(yf)) {
        retval = __Pyx_async_gen_asend_close(yf, NULL);
    } else
    if (__pyx_PyAsyncGenAThrow_CheckExact(yf)) {
        retval = __Pyx_async_gen_athrow_close(yf, NULL);
    } else
    #endif
    {
        PyObject *meth;
        gen->is_running = 1;
        meth = __Pyx_PyObject_GetAttrStr(yf, __pyx_n_s_close);
        if (unlikely(!meth)) {
            if (!PyErr_ExceptionMatches(PyExc_AttributeError)) {
                PyErr_WriteUnraisable(yf);
            }
            PyErr_Clear();
        } else {
            retval = PyObject_CallFunction(meth, NULL);
            Py_DECREF(meth);
            if (!retval)
                err = -1;
        }
        gen->is_running = 0;
    }
    Py_XDECREF(retval);
    return err;
}
static PyObject *__Pyx_Generator_Next(PyObject *self) {
    __pyx_CoroutineObject *gen = (__pyx_CoroutineObject*) self;
    PyObject *yf = gen->yieldfrom;
    if (unlikely(gen->is_running))
        return __Pyx_Coroutine_AlreadyRunningError(gen);
    if (yf) {
        PyObject *ret;
        gen->is_running = 1;
        #ifdef __Pyx_Generator_USED
        if (__Pyx_Generator_CheckExact(yf)) {
            ret = __Pyx_Generator_Next(yf);
        } else
        #endif
        #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x03030000 && (defined(__linux__) || PY_VERSION_HEX >= 0x030600B3)
        if (PyGen_CheckExact(yf)) {
            ret = _PyGen_Send((PyGenObject*)yf, NULL);
        } else
        #endif
        #ifdef __Pyx_Coroutine_USED
        if (__Pyx_Coroutine_Check(yf)) {
            ret = __Pyx_Coroutine_Send(yf, Py_None);
        } else
        #endif
            ret = Py_TYPE(yf)->tp_iternext(yf);
        gen->is_running = 0;
        if (likely(ret)) {
            return ret;
        }
        return __Pyx_Coroutine_FinishDelegation(gen);
    }
    return __Pyx_Coroutine_SendEx(gen, Py_None, 0);
}
static PyObject *__Pyx_Coroutine_Close_Method(PyObject *self, CYTHON_UNUSED PyObject *arg) {
    return __Pyx_Coroutine_Close(self);
}
static PyObject *__Pyx_Coroutine_Close(PyObject *self) {
    __pyx_CoroutineObject *gen = (__pyx_CoroutineObject *) self;
    PyObject *retval, *raised_exception;
    PyObject *yf = gen->yieldfrom;
    int err = 0;
    if (unlikely(gen->is_running))
        return __Pyx_Coroutine_AlreadyRunningError(gen);
    if (yf) {
        Py_INCREF(yf);
        err = __Pyx_Coroutine_CloseIter(gen, yf);
        __Pyx_Coroutine_Undelegate(gen);
        Py_DECREF(yf);
    }
    if (err == 0)
        PyErr_SetNone(PyExc_GeneratorExit);
    retval = __Pyx_Coroutine_SendEx(gen, NULL, 1);
    if (unlikely(retval)) {
        const char *msg;
        Py_DECREF(retval);
        if ((0)) {
        #ifdef __Pyx_Coroutine_USED
        } else if (__Pyx_Coroutine_Check(self)) {
            msg = "coroutine ignored GeneratorExit";
        #endif
        #ifdef __Pyx_AsyncGen_USED
        } else if (__Pyx_AsyncGen_CheckExact(self)) {
#if PY_VERSION_HEX < 0x03060000
            msg = "async generator ignored GeneratorExit - might require Python 3.6+ finalisation (PEP 525)";
#else
            msg = "async generator ignored GeneratorExit";
#endif
        #endif
        } else {
            msg = "generator ignored GeneratorExit";
        }
        PyErr_SetString(PyExc_RuntimeError, msg);
        return NULL;
    }
    raised_exception = PyErr_Occurred();
    if (likely(!raised_exception || __Pyx_PyErr_GivenExceptionMatches2(raised_exception, PyExc_GeneratorExit, PyExc_StopIteration))) {
        if (raised_exception) PyErr_Clear();
        Py_INCREF(Py_None);
        return Py_None;
    }
    return NULL;
}
static PyObject *__Pyx__Coroutine_Throw(PyObject *self, PyObject *typ, PyObject *val, PyObject *tb,
                                        PyObject *args, int close_on_genexit) {
    __pyx_CoroutineObject *gen = (__pyx_CoroutineObject *) self;
    PyObject *yf = gen->yieldfrom;
    if (unlikely(gen->is_running))
        return __Pyx_Coroutine_AlreadyRunningError(gen);
    if (yf) {
        PyObject *ret;
        Py_INCREF(yf);
        if (__Pyx_PyErr_GivenExceptionMatches(typ, PyExc_GeneratorExit) && close_on_genexit) {
            int err = __Pyx_Coroutine_CloseIter(gen, yf);
            Py_DECREF(yf);
            __Pyx_Coroutine_Undelegate(gen);
            if (err < 0)
                return __Pyx_Coroutine_MethodReturn(self, __Pyx_Coroutine_SendEx(gen, NULL, 0));
            goto throw_here;
        }
        gen->is_running = 1;
        if (0
        #ifdef __Pyx_Generator_USED
            || __Pyx_Generator_CheckExact(yf)
        #endif
        #ifdef __Pyx_Coroutine_USED
            || __Pyx_Coroutine_Check(yf)
        #endif
            ) {
            ret = __Pyx__Coroutine_Throw(yf, typ, val, tb, args, close_on_genexit);
        #ifdef __Pyx_Coroutine_USED
        } else if (__Pyx_CoroutineAwait_CheckExact(yf)) {
            ret = __Pyx__Coroutine_Throw(((__pyx_CoroutineAwaitObject*)yf)->coroutine, typ, val, tb, args, close_on_genexit);
        #endif
        } else {
            PyObject *meth = __Pyx_PyObject_GetAttrStr(yf, __pyx_n_s_throw);
            if (unlikely(!meth)) {
                Py_DECREF(yf);
                if (!PyErr_ExceptionMatches(PyExc_AttributeError)) {
                    gen->is_running = 0;
                    return NULL;
                }
                PyErr_Clear();
                __Pyx_Coroutine_Undelegate(gen);
                gen->is_running = 0;
                goto throw_here;
            }
            if (likely(args)) {
                ret = PyObject_CallObject(meth, args);
            } else {
                ret = PyObject_CallFunctionObjArgs(meth, typ, val, tb, NULL);
            }
            Py_DECREF(meth);
        }
        gen->is_running = 0;
        Py_DECREF(yf);
        if (!ret) {
            ret = __Pyx_Coroutine_FinishDelegation(gen);
        }
        return __Pyx_Coroutine_MethodReturn(self, ret);
    }
throw_here:
    __Pyx_Raise(typ, val, tb, NULL);
    return __Pyx_Coroutine_MethodReturn(self, __Pyx_Coroutine_SendEx(gen, NULL, 0));
}
static PyObject *__Pyx_Coroutine_Throw(PyObject *self, PyObject *args) {
    PyObject *typ;
    PyObject *val = NULL;
    PyObject *tb = NULL;
    if (!PyArg_UnpackTuple(args, (char *)"throw", 1, 3, &typ, &val, &tb))
        return NULL;
    return __Pyx__Coroutine_Throw(self, typ, val, tb, args, 1);
}
static CYTHON_INLINE int __Pyx_Coroutine_traverse_excstate(__Pyx_ExcInfoStruct *exc_state, visitproc visit, void *arg) {
    Py_VISIT(exc_state->exc_type);
    Py_VISIT(exc_state->exc_value);
    Py_VISIT(exc_state->exc_traceback);
    return 0;
}
static int __Pyx_Coroutine_traverse(__pyx_CoroutineObject *gen, visitproc visit, void *arg) {
    Py_VISIT(gen->closure);
    Py_VISIT(gen->classobj);
    Py_VISIT(gen->yieldfrom);
    return __Pyx_Coroutine_traverse_excstate(&gen->gi_exc_state, visit, arg);
}
static int __Pyx_Coroutine_clear(PyObject *self) {
    __pyx_CoroutineObject *gen = (__pyx_CoroutineObject *) self;
    Py_CLEAR(gen->closure);
    Py_CLEAR(gen->classobj);
    Py_CLEAR(gen->yieldfrom);
    __Pyx_Coroutine_ExceptionClear(&gen->gi_exc_state);
#ifdef __Pyx_AsyncGen_USED
    if (__Pyx_AsyncGen_CheckExact(self)) {
        Py_CLEAR(((__pyx_PyAsyncGenObject*)gen)->ag_finalizer);
    }
#endif
    Py_CLEAR(gen->gi_code);
    Py_CLEAR(gen->gi_name);
    Py_CLEAR(gen->gi_qualname);
    Py_CLEAR(gen->gi_modulename);
    return 0;
}
static void __Pyx_Coroutine_dealloc(PyObject *self) {
    __pyx_CoroutineObject *gen = (__pyx_CoroutineObject *) self;
    PyObject_GC_UnTrack(gen);
    if (gen->gi_weakreflist != NULL)
        PyObject_ClearWeakRefs(self);
    if (gen->resume_label >= 0) {
        PyObject_GC_Track(self);
#if PY_VERSION_HEX >= 0x030400a1 && CYTHON_USE_TP_FINALIZE
        if (PyObject_CallFinalizerFromDealloc(self))
#else
        Py_TYPE(gen)->tp_del(self);
        if (self->ob_refcnt > 0)
#endif
        {
            return;
        }
        PyObject_GC_UnTrack(self);
    }
#ifdef __Pyx_AsyncGen_USED
    if (__Pyx_AsyncGen_CheckExact(self)) {
        /* We have to handle this case for asynchronous generators
           right here, because this code has to be between UNTRACK
           and GC_Del. */
        Py_CLEAR(((__pyx_PyAsyncGenObject*)self)->ag_finalizer);
    }
#endif
    __Pyx_Coroutine_clear(self);
    PyObject_GC_Del(gen);
}
static void __Pyx_Coroutine_del(PyObject *self) {
    PyObject *error_type, *error_value, *error_traceback;
    __pyx_CoroutineObject *gen = (__pyx_CoroutineObject *) self;
    __Pyx_PyThreadState_declare
    if (gen->resume_label < 0) {
        return;
    }
#if !CYTHON_USE_TP_FINALIZE
    assert(self->ob_refcnt == 0);
    self->ob_refcnt = 1;
#endif
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&error_type, &error_value, &error_traceback);
#ifdef __Pyx_AsyncGen_USED
    if (__Pyx_AsyncGen_CheckExact(self)) {
        __pyx_PyAsyncGenObject *agen = (__pyx_PyAsyncGenObject*)self;
        PyObject *finalizer = agen->ag_finalizer;
        if (finalizer && !agen->ag_closed) {
            PyObject *res = __Pyx_PyObject_CallOneArg(finalizer, self);
            if (unlikely(!res)) {
                PyErr_WriteUnraisable(self);
            } else {
                Py_DECREF(res);
            }
            __Pyx_ErrRestore(error_type, error_value, error_traceback);
            return;
        }
    }
#endif
    if (unlikely(gen->resume_label == 0 && !error_value)) {
#ifdef __Pyx_Coroutine_USED
#ifdef __Pyx_Generator_USED
    if (!__Pyx_Generator_CheckExact(self))
#endif
        {
        PyObject_GC_UnTrack(self);
#if PY_MAJOR_VERSION >= 3  || defined(PyErr_WarnFormat)
        if (unlikely(PyErr_WarnFormat(PyExc_RuntimeWarning, 1, "coroutine '%.50S' was never awaited", gen->gi_qualname) < 0))
            PyErr_WriteUnraisable(self);
#else
        {PyObject *msg;
        char *cmsg;
        #if CYTHON_COMPILING_IN_PYPY
        msg = NULL;
        cmsg = (char*) "coroutine was never awaited";
        #else
        char *cname;
        PyObject *qualname;
        qualname = gen->gi_qualname;
        cname = PyString_AS_STRING(qualname);
        msg = PyString_FromFormat("coroutine '%.50s' was never awaited", cname);
        if (unlikely(!msg)) {
            PyErr_Clear();
            cmsg = (char*) "coroutine was never awaited";
        } else {
            cmsg = PyString_AS_STRING(msg);
        }
        #endif
        if (unlikely(PyErr_WarnEx(PyExc_RuntimeWarning, cmsg, 1) < 0))
            PyErr_WriteUnraisable(self);
        Py_XDECREF(msg);}
#endif
        PyObject_GC_Track(self);
        }
#endif
    } else {
        PyObject *res = __Pyx_Coroutine_Close(self);
        if (unlikely(!res)) {
            if (PyErr_Occurred())
                PyErr_WriteUnraisable(self);
        } else {
            Py_DECREF(res);
        }
    }
    __Pyx_ErrRestore(error_type, error_value, error_traceback);
#if !CYTHON_USE_TP_FINALIZE
    assert(self->ob_refcnt > 0);
    if (--self->ob_refcnt == 0) {
        return;
    }
    {
        Py_ssize_t refcnt = self->ob_refcnt;
        _Py_NewReference(self);
        self->ob_refcnt = refcnt;
    }
#if CYTHON_COMPILING_IN_CPYTHON
    assert(PyType_IS_GC(self->ob_type) &&
           _Py_AS_GC(self)->gc.gc_refs != _PyGC_REFS_UNTRACKED);
    _Py_DEC_REFTOTAL;
#endif
#ifdef COUNT_ALLOCS
    --Py_TYPE(self)->tp_frees;
    --Py_TYPE(self)->tp_allocs;
#endif
#endif
}
static PyObject *
__Pyx_Coroutine_get_name(__pyx_CoroutineObject *self, CYTHON_UNUSED void *context)
{
    PyObject *name = self->gi_name;
    if (unlikely(!name)) name = Py_None;
    Py_INCREF(name);
    return name;
}
static int
__Pyx_Coroutine_set_name(__pyx_CoroutineObject *self, PyObject *value, CYTHON_UNUSED void *context)
{
    PyObject *tmp;
#if PY_MAJOR_VERSION >= 3
    if (unlikely(value == NULL || !PyUnicode_Check(value)))
#else
    if (unlikely(value == NULL || !PyString_Check(value)))
#endif
    {
        PyErr_SetString(PyExc_TypeError,
                        "__name__ must be set to a string object");
        return -1;
    }
    tmp = self->gi_name;
    Py_INCREF(value);
    self->gi_name = value;
    Py_XDECREF(tmp);
    return 0;
}
static PyObject *
__Pyx_Coroutine_get_qualname(__pyx_CoroutineObject *self, CYTHON_UNUSED void *context)
{
    PyObject *name = self->gi_qualname;
    if (unlikely(!name)) name = Py_None;
    Py_INCREF(name);
    return name;
}
static int
__Pyx_Coroutine_set_qualname(__pyx_CoroutineObject *self, PyObject *value, CYTHON_UNUSED void *context)
{
    PyObject *tmp;
#if PY_MAJOR_VERSION >= 3
    if (unlikely(value == NULL || !PyUnicode_Check(value)))
#else
    if (unlikely(value == NULL || !PyString_Check(value)))
#endif
    {
        PyErr_SetString(PyExc_TypeError,
                        "__qualname__ must be set to a string object");
        return -1;
    }
    tmp = self->gi_qualname;
    Py_INCREF(value);
    self->gi_qualname = value;
    Py_XDECREF(tmp);
    return 0;
}
static __pyx_CoroutineObject *__Pyx__Coroutine_New(
            PyTypeObject* type, __pyx_coroutine_body_t body, PyObject *code, PyObject *closure,
            PyObject *name, PyObject *qualname, PyObject *module_name) {
    __pyx_CoroutineObject *gen = PyObject_GC_New(__pyx_CoroutineObject, type);
    if (unlikely(!gen))
        return NULL;
    return __Pyx__Coroutine_NewInit(gen, body, code, closure, name, qualname, module_name);
}
static __pyx_CoroutineObject *__Pyx__Coroutine_NewInit(
            __pyx_CoroutineObject *gen, __pyx_coroutine_body_t body, PyObject *code, PyObject *closure,
            PyObject *name, PyObject *qualname, PyObject *module_name) {
    gen->body = body;
    gen->closure = closure;
    Py_XINCREF(closure);
    gen->is_running = 0;
    gen->resume_label = 0;
    gen->classobj = NULL;
    gen->yieldfrom = NULL;
    gen->gi_exc_state.exc_type = NULL;
    gen->gi_exc_state.exc_value = NULL;
    gen->gi_exc_state.exc_traceback = NULL;
#if CYTHON_USE_EXC_INFO_STACK
    gen->gi_exc_state.previous_item = NULL;
#endif
    gen->gi_weakreflist = NULL;
    Py_XINCREF(qualname);
    gen->gi_qualname = qualname;
    Py_XINCREF(name);
    gen->gi_name = name;
    Py_XINCREF(module_name);
    gen->gi_modulename = module_name;
    Py_XINCREF(code);
    gen->gi_code = code;
    PyObject_GC_Track(gen);
    return gen;
}

/* PatchModuleWithCoroutine */
static PyObject* __Pyx_Coroutine_patch_module(PyObject* module, const char* py_code) {
#if defined(__Pyx_Generator_USED) || defined(__Pyx_Coroutine_USED)
    int result;
    PyObject *globals, *result_obj;
    globals = PyDict_New();  if (unlikely(!globals)) goto ignore;
    result = PyDict_SetItemString(globals, "_cython_coroutine_type",
    #ifdef __Pyx_Coroutine_USED
        (PyObject*)__pyx_CoroutineType);
    #else
        Py_None);
    #endif
    if (unlikely(result < 0)) goto ignore;
    result = PyDict_SetItemString(globals, "_cython_generator_type",
    #ifdef __Pyx_Generator_USED
        (PyObject*)__pyx_GeneratorType);
    #else
        Py_None);
    #endif
    if (unlikely(result < 0)) goto ignore;
    if (unlikely(PyDict_SetItemString(globals, "_module", module) < 0)) goto ignore;
    if (unlikely(PyDict_SetItemString(globals, "__builtins__", __pyx_b) < 0)) goto ignore;
    result_obj = PyRun_String(py_code, Py_file_input, globals, globals);
    if (unlikely(!result_obj)) goto ignore;
    Py_DECREF(result_obj);
    Py_DECREF(globals);
    return module;
ignore:
    Py_XDECREF(globals);
    PyErr_WriteUnraisable(module);
    if (unlikely(PyErr_WarnEx(PyExc_RuntimeWarning, "Cython module failed to patch module with custom type", 1) < 0)) {
        Py_DECREF(module);
        module = NULL;
    }
#else
    py_code++;
#endif
    return module;
}

/* PatchGeneratorABC */
#ifndef CYTHON_REGISTER_ABCS
#define CYTHON_REGISTER_ABCS 1
#endif
#if defined(__Pyx_Generator_USED) || defined(__Pyx_Coroutine_USED)
static PyObject* __Pyx_patch_abc_module(PyObject *module);
static PyObject* __Pyx_patch_abc_module(PyObject *module) {
    module = __Pyx_Coroutine_patch_module(
        module, ""
"if _cython_generator_type is not None:\n"
"    try: Generator = _module.Generator\n"
"    except AttributeError: pass\n"
"    else: Generator.register(_cython_generator_type)\n"
"if _cython_coroutine_type is not None:\n"
"    try: Coroutine = _module.Coroutine\n"
"    except AttributeError: pass\n"
"    else: Coroutine.register(_cython_coroutine_type)\n"
    );
    return module;
}
#endif
static int __Pyx_patch_abc(void) {
#if defined(__Pyx_Generator_USED) || defined(__Pyx_Coroutine_USED)
    static int abc_patched = 0;
    if (CYTHON_REGISTER_ABCS && !abc_patched) {
        PyObject *module;
        module = PyImport_ImportModule((PY_MAJOR_VERSION >= 3) ? "collections.abc" : "collections");
        if (!module) {
            PyErr_WriteUnraisable(NULL);
            if (unlikely(PyErr_WarnEx(PyExc_RuntimeWarning,
                    ((PY_MAJOR_VERSION >= 3) ?
                        "Cython module failed to register with collections.abc module" :
                        "Cython module failed to register with collections module"), 1) < 0)) {
                return -1;
            }
        } else {
            module = __Pyx_patch_abc_module(module);
            abc_patched = 1;
            if (unlikely(!module))
                return -1;
            Py_DECREF(module);
        }
        module = PyImport_ImportModule("backports_abc");
        if (module) {
            module = __Pyx_patch_abc_module(module);
            Py_XDECREF(module);
        }
        if (!module) {
            PyErr_Clear();
        }
    }
#else
    if ((0)) __Pyx_Coroutine_patch_module(NULL, NULL);
#endif
    return 0;
}

/* Generator */
static PyMethodDef __pyx_Generator_methods[] = {
    {"send", (PyCFunction) __Pyx_Coroutine_Send, METH_O,
     (char*) PyDoc_STR("send(arg) -> send 'arg' into generator,\nreturn next yielded value or raise StopIteration.")},
    {"throw", (PyCFunction) __Pyx_Coroutine_Throw, METH_VARARGS,
     (char*) PyDoc_STR("throw(typ[,val[,tb]]) -> raise exception in generator,\nreturn next yielded value or raise StopIteration.")},
    {"close", (PyCFunction) __Pyx_Coroutine_Close_Method, METH_NOARGS,
     (char*) PyDoc_STR("close() -> raise GeneratorExit inside generator.")},
    {0, 0, 0, 0}
};
static PyMemberDef __pyx_Generator_memberlist[] = {
    {(char *) "gi_running", T_BOOL, offsetof(__pyx_CoroutineObject, is_running), READONLY, NULL},
    {(char*) "gi_yieldfrom", T_OBJECT, offsetof(__pyx_CoroutineObject, yieldfrom), READONLY,
     (char*) PyDoc_STR("object being iterated by 'yield from', or None")},
    {(char*) "gi_code", T_OBJECT, offsetof(__pyx_CoroutineObject, gi_code), READONLY, NULL},
    {0, 0, 0, 0, 0}
};
static PyGetSetDef __pyx_Generator_getsets[] = {
    {(char *) "__name__", (getter)__Pyx_Coroutine_get_name, (setter)__Pyx_Coroutine_set_name,
     (char*) PyDoc_STR("name of the generator"), 0},
    {(char *) "__qualname__", (getter)__Pyx_Coroutine_get_qualname, (setter)__Pyx_Coroutine_set_qualname,
     (char*) PyDoc_STR("qualified name of the generator"), 0},
    {0, 0, 0, 0, 0}
};
static PyTypeObject __pyx_GeneratorType_type = {
    PyVarObject_HEAD_INIT(0, 0)
    "generator",
    sizeof(__pyx_CoroutineObject),
    0,
    (destructor) __Pyx_Coroutine_dealloc,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC | Py_TPFLAGS_HAVE_FINALIZE,
    0,
    (traverseproc) __Pyx_Coroutine_traverse,
    0,
    0,
    offsetof(__pyx_CoroutineObject, gi_weakreflist),
    0,
    (iternextfunc) __Pyx_Generator_Next,
    __pyx_Generator_methods,
    __pyx_Generator_memberlist,
    __pyx_Generator_getsets,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
    0,
#if CYTHON_USE_TP_FINALIZE
    0,
#else
    __Pyx_Coroutine_del,
#endif
    0,
#if CYTHON_USE_TP_FINALIZE
    __Pyx_Coroutine_del,
#elif PY_VERSION_HEX >= 0x030400a1
    0,
#endif
};
static int __pyx_Generator_init(void) {
    __pyx_GeneratorType_type.tp_getattro = __Pyx_PyObject_GenericGetAttrNoDict;
    __pyx_GeneratorType_type.tp_iter = PyObject_SelfIter;
    __pyx_GeneratorType = __Pyx_FetchCommonType(&__pyx_GeneratorType_type);
    if (unlikely(!__pyx_GeneratorType)) {
        return -1;
    }
    return 0;
}

/* CStringEquals */
static CYTHON_INLINE int __Pyx_StrEq(const char *s1, const char *s2) {
    while (*s1 != '\0' && *s1 == *s2) { s1++; s2++; }
    return *s1 == *s2;
}

/* CheckBinaryVersion */
static int __Pyx_check_binary_version(void) {
    char ctversion[4], rtversion[4];
    PyOS_snprintf(ctversion, 4, "%d.%d", PY_MAJOR_VERSION, PY_MINOR_VERSION);
    PyOS_snprintf(rtversion, 4, "%s", Py_GetVersion());
    if (ctversion[0] != rtversion[0] || ctversion[2] != rtversion[2]) {
        char message[200];
        PyOS_snprintf(message, sizeof(message),
                      "compiletime version %s of module '%.100s' "
                      "does not match runtime version %s",
                      ctversion, __Pyx_MODULE_NAME, rtversion);
        return PyErr_WarnEx(NULL, message, 1);
    }
    return 0;
}

/* InitStrings */
static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) {
    while (t->p) {
        #if PY_MAJOR_VERSION < 3
        if (t->is_unicode) {
            *t->p = PyUnicode_DecodeUTF8(t->s, t->n - 1, NULL);
        } else if (t->intern) {
            *t->p = PyString_InternFromString(t->s);
        } else {
            *t->p = PyString_FromStringAndSize(t->s, t->n - 1);
        }
        #else
        if (t->is_unicode | t->is_str) {
            if (t->intern) {
                *t->p = PyUnicode_InternFromString(t->s);
            } else if (t->encoding) {
                *t->p = PyUnicode_Decode(t->s, t->n - 1, t->encoding, NULL);
            } else {
                *t->p = PyUnicode_FromStringAndSize(t->s, t->n - 1);
            }
        } else {
            *t->p = PyBytes_FromStringAndSize(t->s, t->n - 1);
        }
        #endif
        if (!*t->p)
            return -1;
        if (PyObject_Hash(*t->p) == -1)
            return -1;
        ++t;
    }
    return 0;
}

static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char* c_str) {
    return __Pyx_PyUnicode_FromStringAndSize(c_str, (Py_ssize_t)strlen(c_str));
}
static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject* o) {
    Py_ssize_t ignore;
    return __Pyx_PyObject_AsStringAndSize(o, &ignore);
}
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
#if !CYTHON_PEP393_ENABLED
static const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
    char* defenc_c;
    PyObject* defenc = _PyUnicode_AsDefaultEncodedString(o, NULL);
    if (!defenc) return NULL;
    defenc_c = PyBytes_AS_STRING(defenc);
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
    {
        char* end = defenc_c + PyBytes_GET_SIZE(defenc);
        char* c;
        for (c = defenc_c; c < end; c++) {
            if ((unsigned char) (*c) >= 128) {
                PyUnicode_AsASCIIString(o);
                return NULL;
            }
        }
    }
#endif
    *length = PyBytes_GET_SIZE(defenc);
    return defenc_c;
}
#else
static CYTHON_INLINE const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
    if (unlikely(__Pyx_PyUnicode_READY(o) == -1)) return NULL;
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
    if (likely(PyUnicode_IS_ASCII(o))) {
        *length = PyUnicode_GET_LENGTH(o);
        return PyUnicode_AsUTF8(o);
    } else {
        PyUnicode_AsASCIIString(o);
        return NULL;
    }
#else
    return PyUnicode_AsUTF8AndSize(o, length);
#endif
}
#endif
#endif
static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
    if (
#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
            __Pyx_sys_getdefaultencoding_not_ascii &&
#endif
            PyUnicode_Check(o)) {
        return __Pyx_PyUnicode_AsStringAndSize(o, length);
    } else
#endif
#if (!CYTHON_COMPILING_IN_PYPY) || (defined(PyByteArray_AS_STRING) && defined(PyByteArray_GET_SIZE))
    if (PyByteArray_Check(o)) {
        *length = PyByteArray_GET_SIZE(o);
        return PyByteArray_AS_STRING(o);
    } else
#endif
    {
        char* result;
        int r = PyBytes_AsStringAndSize(o, &result, length);
        if (unlikely(r < 0)) {
            return NULL;
        } else {
            return result;
        }
    }
}
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) {
   int is_true = x == Py_True;
   if (is_true | (x == Py_False) | (x == Py_None)) return is_true;
   else return PyObject_IsTrue(x);
}
static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject* x) {
    int retval;
    if (unlikely(!x)) return -1;
    retval = __Pyx_PyObject_IsTrue(x);
    Py_DECREF(x);
    return retval;
}
static PyObject* __Pyx_PyNumber_IntOrLongWrongResultType(PyObject* result, const char* type_name) {
#if PY_MAJOR_VERSION >= 3
    if (PyLong_Check(result)) {
        if (PyErr_WarnFormat(PyExc_DeprecationWarning, 1,
                "__int__ returned non-int (type %.200s).  "
                "The ability to return an instance of a strict subclass of int "
                "is deprecated, and may be removed in a future version of Python.",
                Py_TYPE(result)->tp_name)) {
            Py_DECREF(result);
            return NULL;
        }
        return result;
    }
#endif
    PyErr_Format(PyExc_TypeError,
                 "__%.4s__ returned non-%.4s (type %.200s)",
                 type_name, type_name, Py_TYPE(result)->tp_name);
    Py_DECREF(result);
    return NULL;
}
static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) {
#if CYTHON_USE_TYPE_SLOTS
  PyNumberMethods *m;
#endif
  const char *name = NULL;
  PyObject *res = NULL;
#if PY_MAJOR_VERSION < 3
  if (likely(PyInt_Check(x) || PyLong_Check(x)))
#else
  if (likely(PyLong_Check(x)))
#endif
    return __Pyx_NewRef(x);
#if CYTHON_USE_TYPE_SLOTS
  m = Py_TYPE(x)->tp_as_number;
  #if PY_MAJOR_VERSION < 3
  if (m && m->nb_int) {
    name = "int";
    res = m->nb_int(x);
  }
  else if (m && m->nb_long) {
    name = "long";
    res = m->nb_long(x);
  }
  #else
  if (likely(m && m->nb_int)) {
    name = "int";
    res = m->nb_int(x);
  }
  #endif
#else
  if (!PyBytes_CheckExact(x) && !PyUnicode_CheckExact(x)) {
    res = PyNumber_Int(x);
  }
#endif
  if (likely(res)) {
#if PY_MAJOR_VERSION < 3
    if (unlikely(!PyInt_Check(res) && !PyLong_Check(res))) {
#else
    if (unlikely(!PyLong_CheckExact(res))) {
#endif
        return __Pyx_PyNumber_IntOrLongWrongResultType(res, name);
    }
  }
  else if (!PyErr_Occurred()) {
    PyErr_SetString(PyExc_TypeError,
                    "an integer is required");
  }
  return res;
}
static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) {
  Py_ssize_t ival;
  PyObject *x;
#if PY_MAJOR_VERSION < 3
  if (likely(PyInt_CheckExact(b))) {
    if (sizeof(Py_ssize_t) >= sizeof(long))
        return PyInt_AS_LONG(b);
    else
        return PyInt_AsSsize_t(b);
  }
#endif
  if (likely(PyLong_CheckExact(b))) {
    #if CYTHON_USE_PYLONG_INTERNALS
    const digit* digits = ((PyLongObject*)b)->ob_digit;
    const Py_ssize_t size = Py_SIZE(b);
    if (likely(__Pyx_sst_abs(size) <= 1)) {
        ival = likely(size) ? digits[0] : 0;
        if (size == -1) ival = -ival;
        return ival;
    } else {
      switch (size) {
         case 2:
           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
             return (Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case -2:
           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
             return -(Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case 3:
           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
             return (Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case -3:
           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
             return -(Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case 4:
           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
             return (Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case -4:
           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
             return -(Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
      }
    }
    #endif
    return PyLong_AsSsize_t(b);
  }
  x = PyNumber_Index(b);
  if (!x) return -1;
  ival = PyInt_AsSsize_t(x);
  Py_DECREF(x);
  return ival;
}
static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) {
  return b ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False);
}
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) {
    return PyInt_FromSize_t(ival);
}


#endif /* Py_PYTHON_H */