diff --git a/CRISPResso2/CRISPResso2Align.c b/CRISPResso2/CRISPResso2Align.c
index 32bb20a2..fcce51c4 100644
--- a/CRISPResso2/CRISPResso2Align.c
+++ b/CRISPResso2/CRISPResso2Align.c
@@ -4,18 +4,18 @@
 {
     "distutils": {
         "depends": [
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/arrayobject.h",
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/arrayscalars.h",
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ndarrayobject.h",
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ndarraytypes.h",
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ufuncobject.h"
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/arrayobject.h",
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/arrayscalars.h",
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ndarrayobject.h",
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ndarraytypes.h",
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ufuncobject.h"
         ],
         "extra_compile_args": [
             "-w",
             "-Ofast"
         ],
         "include_dirs": [
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include"
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include"
         ],
         "name": "CRISPResso2.CRISPResso2Align",
         "sources": [
@@ -1677,7 +1677,7 @@ typedef struct {
 
 /* #### Code section: numeric_typedefs ### */
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":769
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":769
  * # in Cython to enable them only on the right systems.
  * 
  * ctypedef npy_int8       int8_t             # <<<<<<<<<<<<<<
@@ -1686,7 +1686,7 @@ typedef struct {
  */
 typedef npy_int8 __pyx_t_5numpy_int8_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":770
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":770
  * 
  * ctypedef npy_int8       int8_t
  * ctypedef npy_int16      int16_t             # <<<<<<<<<<<<<<
@@ -1695,7 +1695,7 @@ typedef npy_int8 __pyx_t_5numpy_int8_t;
  */
 typedef npy_int16 __pyx_t_5numpy_int16_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":771
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":771
  * ctypedef npy_int8       int8_t
  * ctypedef npy_int16      int16_t
  * ctypedef npy_int32      int32_t             # <<<<<<<<<<<<<<
@@ -1704,7 +1704,7 @@ typedef npy_int16 __pyx_t_5numpy_int16_t;
  */
 typedef npy_int32 __pyx_t_5numpy_int32_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":772
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":772
  * ctypedef npy_int16      int16_t
  * ctypedef npy_int32      int32_t
  * ctypedef npy_int64      int64_t             # <<<<<<<<<<<<<<
@@ -1713,7 +1713,7 @@ typedef npy_int32 __pyx_t_5numpy_int32_t;
  */
 typedef npy_int64 __pyx_t_5numpy_int64_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":776
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":776
  * #ctypedef npy_int128     int128_t
  * 
  * ctypedef npy_uint8      uint8_t             # <<<<<<<<<<<<<<
@@ -1722,7 +1722,7 @@ typedef npy_int64 __pyx_t_5numpy_int64_t;
  */
 typedef npy_uint8 __pyx_t_5numpy_uint8_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":777
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":777
  * 
  * ctypedef npy_uint8      uint8_t
  * ctypedef npy_uint16     uint16_t             # <<<<<<<<<<<<<<
@@ -1731,7 +1731,7 @@ typedef npy_uint8 __pyx_t_5numpy_uint8_t;
  */
 typedef npy_uint16 __pyx_t_5numpy_uint16_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":778
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":778
  * ctypedef npy_uint8      uint8_t
  * ctypedef npy_uint16     uint16_t
  * ctypedef npy_uint32     uint32_t             # <<<<<<<<<<<<<<
@@ -1740,7 +1740,7 @@ typedef npy_uint16 __pyx_t_5numpy_uint16_t;
  */
 typedef npy_uint32 __pyx_t_5numpy_uint32_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":779
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":779
  * ctypedef npy_uint16     uint16_t
  * ctypedef npy_uint32     uint32_t
  * ctypedef npy_uint64     uint64_t             # <<<<<<<<<<<<<<
@@ -1749,7 +1749,7 @@ typedef npy_uint32 __pyx_t_5numpy_uint32_t;
  */
 typedef npy_uint64 __pyx_t_5numpy_uint64_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":783
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":783
  * #ctypedef npy_uint128    uint128_t
  * 
  * ctypedef npy_float32    float32_t             # <<<<<<<<<<<<<<
@@ -1758,7 +1758,7 @@ typedef npy_uint64 __pyx_t_5numpy_uint64_t;
  */
 typedef npy_float32 __pyx_t_5numpy_float32_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":784
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":784
  * 
  * ctypedef npy_float32    float32_t
  * ctypedef npy_float64    float64_t             # <<<<<<<<<<<<<<
@@ -1767,7 +1767,7 @@ typedef npy_float32 __pyx_t_5numpy_float32_t;
  */
 typedef npy_float64 __pyx_t_5numpy_float64_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":791
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":791
  * ctypedef double complex complex128_t
  * 
  * ctypedef npy_longlong   longlong_t             # <<<<<<<<<<<<<<
@@ -1776,7 +1776,7 @@ typedef npy_float64 __pyx_t_5numpy_float64_t;
  */
 typedef npy_longlong __pyx_t_5numpy_longlong_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":792
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":792
  * 
  * ctypedef npy_longlong   longlong_t
  * ctypedef npy_ulonglong  ulonglong_t             # <<<<<<<<<<<<<<
@@ -1785,7 +1785,7 @@ typedef npy_longlong __pyx_t_5numpy_longlong_t;
  */
 typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":794
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":794
  * ctypedef npy_ulonglong  ulonglong_t
  * 
  * ctypedef npy_intp       intp_t             # <<<<<<<<<<<<<<
@@ -1794,7 +1794,7 @@ typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
  */
 typedef npy_intp __pyx_t_5numpy_intp_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":795
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":795
  * 
  * ctypedef npy_intp       intp_t
  * ctypedef npy_uintp      uintp_t             # <<<<<<<<<<<<<<
@@ -1803,7 +1803,7 @@ typedef npy_intp __pyx_t_5numpy_intp_t;
  */
 typedef npy_uintp __pyx_t_5numpy_uintp_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":797
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":797
  * ctypedef npy_uintp      uintp_t
  * 
  * ctypedef npy_double     float_t             # <<<<<<<<<<<<<<
@@ -1812,7 +1812,7 @@ typedef npy_uintp __pyx_t_5numpy_uintp_t;
  */
 typedef npy_double __pyx_t_5numpy_float_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":798
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":798
  * 
  * ctypedef npy_double     float_t
  * ctypedef npy_double     double_t             # <<<<<<<<<<<<<<
@@ -1821,7 +1821,7 @@ typedef npy_double __pyx_t_5numpy_float_t;
  */
 typedef npy_double __pyx_t_5numpy_double_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":799
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":799
  * ctypedef npy_double     float_t
  * ctypedef npy_double     double_t
  * ctypedef npy_longdouble longdouble_t             # <<<<<<<<<<<<<<
@@ -1883,7 +1883,7 @@ struct __pyx_MemviewEnum_obj;
 struct __pyx_memoryview_obj;
 struct __pyx_memoryviewslice_obj;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1095
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1095
  * 
  * # Iterator API added in v1.6
  * ctypedef int (*NpyIter_IterNextFunc)(NpyIter* it) noexcept nogil             # <<<<<<<<<<<<<<
@@ -1892,7 +1892,7 @@ struct __pyx_memoryviewslice_obj;
  */
 typedef int (*__pyx_t_5numpy_NpyIter_IterNextFunc)(NpyIter *);
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1096
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1096
  * # Iterator API added in v1.6
  * ctypedef int (*NpyIter_IterNextFunc)(NpyIter* it) noexcept nogil
  * ctypedef void (*NpyIter_GetMultiIndexFunc)(NpyIter* it, npy_intp* outcoords) noexcept nogil             # <<<<<<<<<<<<<<
@@ -18596,7 +18596,7 @@ static PyObject *__pyx_unpickle_Enum__set_state(struct __pyx_MemviewEnum_obj *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":286
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":286
  * 
  *         @property
  *         cdef inline npy_intp itemsize(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18607,7 +18607,7 @@ static PyObject *__pyx_unpickle_Enum__set_state(struct __pyx_MemviewEnum_obj *__
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_Descr *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":287
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":287
  *         @property
  *         cdef inline npy_intp itemsize(self) noexcept nogil:
  *             return PyDataType_ELSIZE(self)             # <<<<<<<<<<<<<<
@@ -18617,7 +18617,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_D
   __pyx_r = PyDataType_ELSIZE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":286
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":286
  * 
  *         @property
  *         cdef inline npy_intp itemsize(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18630,7 +18630,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_D
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":290
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":290
  * 
  *         @property
  *         cdef inline npy_intp alignment(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18641,7 +18641,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_D
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_9alignment_alignment(PyArray_Descr *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":291
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":291
  *         @property
  *         cdef inline npy_intp alignment(self) noexcept nogil:
  *             return PyDataType_ALIGNMENT(self)             # <<<<<<<<<<<<<<
@@ -18651,7 +18651,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_9alignment_alignment(PyArray
   __pyx_r = PyDataType_ALIGNMENT(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":290
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":290
  * 
  *         @property
  *         cdef inline npy_intp alignment(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18664,7 +18664,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_9alignment_alignment(PyArray
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":296
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":296
  *         # for this using PyDataType_HASFIELDS.
  *         @property
  *         cdef inline object fields(self):             # <<<<<<<<<<<<<<
@@ -18678,7 +18678,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Desc
   PyObject *__pyx_t_1;
   __Pyx_RefNannySetupContext("fields", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":297
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":297
  *         @property
  *         cdef inline object fields(self):
  *             return <object>PyDataType_FIELDS(self)             # <<<<<<<<<<<<<<
@@ -18691,7 +18691,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Desc
   __pyx_r = ((PyObject *)__pyx_t_1);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":296
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":296
  *         # for this using PyDataType_HASFIELDS.
  *         @property
  *         cdef inline object fields(self):             # <<<<<<<<<<<<<<
@@ -18706,7 +18706,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Desc
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":300
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":300
  * 
  *         @property
  *         cdef inline tuple names(self):             # <<<<<<<<<<<<<<
@@ -18720,7 +18720,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
   PyObject *__pyx_t_1;
   __Pyx_RefNannySetupContext("names", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":301
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":301
  *         @property
  *         cdef inline tuple names(self):
  *             return <tuple>PyDataType_NAMES(self)             # <<<<<<<<<<<<<<
@@ -18733,7 +18733,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
   __pyx_r = ((PyObject*)__pyx_t_1);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":300
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":300
  * 
  *         @property
  *         cdef inline tuple names(self):             # <<<<<<<<<<<<<<
@@ -18748,7 +18748,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":307
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":307
  *         # this field via the inline helper method PyDataType_SHAPE.
  *         @property
  *         cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18759,7 +18759,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
 static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarray(PyArray_Descr *__pyx_v_self) {
   PyArray_ArrayDescr *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":308
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":308
  *         @property
  *         cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil:
  *             return PyDataType_SUBARRAY(self)             # <<<<<<<<<<<<<<
@@ -18769,7 +18769,7 @@ static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarra
   __pyx_r = PyDataType_SUBARRAY(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":307
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":307
  *         # this field via the inline helper method PyDataType_SHAPE.
  *         @property
  *         cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18782,7 +18782,7 @@ static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarra
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":311
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":311
  * 
  *         @property
  *         cdef inline npy_uint64 flags(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18793,7 +18793,7 @@ static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarra
 static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr *__pyx_v_self) {
   npy_uint64 __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":313
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":313
  *         cdef inline npy_uint64 flags(self) noexcept nogil:
  *             """The data types flags."""
  *             return PyDataType_FLAGS(self)             # <<<<<<<<<<<<<<
@@ -18803,7 +18803,7 @@ static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr
   __pyx_r = PyDataType_FLAGS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":311
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":311
  * 
  *         @property
  *         cdef inline npy_uint64 flags(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18816,7 +18816,7 @@ static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":323
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":323
  * 
  *         @property
  *         cdef inline int numiter(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18827,7 +18827,7 @@ static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr
 static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMultiIterObject *__pyx_v_self) {
   int __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":325
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":325
  *         cdef inline int numiter(self) noexcept nogil:
  *             """The number of arrays that need to be broadcast to the same shape."""
  *             return PyArray_MultiIter_NUMITER(self)             # <<<<<<<<<<<<<<
@@ -18837,7 +18837,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMulti
   __pyx_r = PyArray_MultiIter_NUMITER(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":323
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":323
  * 
  *         @property
  *         cdef inline int numiter(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18850,7 +18850,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMulti
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":328
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":328
  * 
  *         @property
  *         cdef inline npy_intp size(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18861,7 +18861,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMulti
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiIterObject *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":330
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":330
  *         cdef inline npy_intp size(self) noexcept nogil:
  *             """The total broadcasted size."""
  *             return PyArray_MultiIter_SIZE(self)             # <<<<<<<<<<<<<<
@@ -18871,7 +18871,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiI
   __pyx_r = PyArray_MultiIter_SIZE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":328
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":328
  * 
  *         @property
  *         cdef inline npy_intp size(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18884,7 +18884,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiI
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":333
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":333
  * 
  *         @property
  *         cdef inline npy_intp index(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18895,7 +18895,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiI
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMultiIterObject *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":335
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":335
  *         cdef inline npy_intp index(self) noexcept nogil:
  *             """The current (1-d) index into the broadcasted result."""
  *             return PyArray_MultiIter_INDEX(self)             # <<<<<<<<<<<<<<
@@ -18905,7 +18905,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMult
   __pyx_r = PyArray_MultiIter_INDEX(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":333
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":333
  * 
  *         @property
  *         cdef inline npy_intp index(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18918,7 +18918,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMult
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":338
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":338
  * 
  *         @property
  *         cdef inline int nd(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18929,7 +18929,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMult
 static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject *__pyx_v_self) {
   int __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":340
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":340
  *         cdef inline int nd(self) noexcept nogil:
  *             """The number of dimensions in the broadcasted result."""
  *             return PyArray_MultiIter_NDIM(self)             # <<<<<<<<<<<<<<
@@ -18939,7 +18939,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject
   __pyx_r = PyArray_MultiIter_NDIM(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":338
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":338
  * 
  *         @property
  *         cdef inline int nd(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18952,7 +18952,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":343
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":343
  * 
  *         @property
  *         cdef inline npy_intp* dimensions(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18963,7 +18963,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject
 static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions(PyArrayMultiIterObject *__pyx_v_self) {
   npy_intp *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":345
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":345
  *         cdef inline npy_intp* dimensions(self) noexcept nogil:
  *             """The shape of the broadcasted result."""
  *             return PyArray_MultiIter_DIMS(self)             # <<<<<<<<<<<<<<
@@ -18973,7 +18973,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions
   __pyx_r = PyArray_MultiIter_DIMS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":343
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":343
  * 
  *         @property
  *         cdef inline npy_intp* dimensions(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18986,7 +18986,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":348
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":348
  * 
  *         @property
  *         cdef inline void** iters(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -18997,7 +18997,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions
 static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiIterObject *__pyx_v_self) {
   void **__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":351
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":351
  *             """An array of iterator objects that holds the iterators for the arrays to be broadcast together.
  *             On return, the iterators are adjusted for broadcasting."""
  *             return PyArray_MultiIter_ITERS(self)             # <<<<<<<<<<<<<<
@@ -19007,7 +19007,7 @@ static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiI
   __pyx_r = PyArray_MultiIter_ITERS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":348
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":348
  * 
  *         @property
  *         cdef inline void** iters(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19020,7 +19020,7 @@ static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiI
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":366
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":366
  * 
  *         @property
  *         cdef inline PyObject* base(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19031,7 +19031,7 @@ static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiI
 static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject *__pyx_v_self) {
   PyObject *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":369
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":369
  *             """Returns a borrowed reference to the object owning the data/memory.
  *             """
  *             return PyArray_BASE(self)             # <<<<<<<<<<<<<<
@@ -19041,7 +19041,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject
   __pyx_r = PyArray_BASE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":366
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":366
  * 
  *         @property
  *         cdef inline PyObject* base(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19054,7 +19054,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":372
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":372
  * 
  *         @property
  *         cdef inline dtype descr(self):             # <<<<<<<<<<<<<<
@@ -19068,7 +19068,7 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   PyArray_Descr *__pyx_t_1;
   __Pyx_RefNannySetupContext("descr", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":375
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":375
  *             """Returns an owned reference to the dtype of the array.
  *             """
  *             return <dtype>PyArray_DESCR(self)             # <<<<<<<<<<<<<<
@@ -19081,7 +19081,7 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   __pyx_r = ((PyArray_Descr *)__pyx_t_1);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":372
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":372
  * 
  *         @property
  *         cdef inline dtype descr(self):             # <<<<<<<<<<<<<<
@@ -19096,7 +19096,7 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":378
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":378
  * 
  *         @property
  *         cdef inline int ndim(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19107,7 +19107,7 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
 static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx_v_self) {
   int __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":381
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":381
  *             """Returns the number of dimensions in the array.
  *             """
  *             return PyArray_NDIM(self)             # <<<<<<<<<<<<<<
@@ -19117,7 +19117,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx
   __pyx_r = PyArray_NDIM(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":378
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":378
  * 
  *         @property
  *         cdef inline int ndim(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19130,7 +19130,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":384
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":384
  * 
  *         @property
  *         cdef inline npy_intp *shape(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19141,7 +19141,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx
 static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObject *__pyx_v_self) {
   npy_intp *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":389
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":389
  *             Can return NULL for 0-dimensional arrays.
  *             """
  *             return PyArray_DIMS(self)             # <<<<<<<<<<<<<<
@@ -19151,7 +19151,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObjec
   __pyx_r = PyArray_DIMS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":384
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":384
  * 
  *         @property
  *         cdef inline npy_intp *shape(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19164,7 +19164,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObjec
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":392
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":392
  * 
  *         @property
  *         cdef inline npy_intp *strides(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19175,7 +19175,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObjec
 static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayObject *__pyx_v_self) {
   npy_intp *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":396
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":396
  *             The number of elements matches the number of dimensions of the array (ndim).
  *             """
  *             return PyArray_STRIDES(self)             # <<<<<<<<<<<<<<
@@ -19185,7 +19185,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayO
   __pyx_r = PyArray_STRIDES(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":392
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":392
  * 
  *         @property
  *         cdef inline npy_intp *strides(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19198,7 +19198,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayO
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":399
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":399
  * 
  *         @property
  *         cdef inline npy_intp size(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19209,7 +19209,7 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayO
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":402
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":402
  *             """Returns the total size (in number of elements) of the array.
  *             """
  *             return PyArray_SIZE(self)             # <<<<<<<<<<<<<<
@@ -19219,7 +19219,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *
   __pyx_r = PyArray_SIZE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":399
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":399
  * 
  *         @property
  *         cdef inline npy_intp size(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19232,7 +19232,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":405
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":405
  * 
  *         @property
  *         cdef inline char* data(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19243,7 +19243,7 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *
 static CYTHON_INLINE char *__pyx_f_5numpy_7ndarray_4data_data(PyArrayObject *__pyx_v_self) {
   char *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":411
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":411
  *             of `PyArray_DATA()` instead, which returns a 'void*'.
  *             """
  *             return PyArray_BYTES(self)             # <<<<<<<<<<<<<<
@@ -19253,7 +19253,7 @@ static CYTHON_INLINE char *__pyx_f_5numpy_7ndarray_4data_data(PyArrayObject *__p
   __pyx_r = PyArray_BYTES(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":405
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":405
  * 
  *         @property
  *         cdef inline char* data(self) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -19266,7 +19266,7 @@ static CYTHON_INLINE char *__pyx_f_5numpy_7ndarray_4data_data(PyArrayObject *__p
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":806
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":806
  * ctypedef long double complex clongdouble_t
  * 
  * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
@@ -19283,7 +19283,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew1", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":807
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":807
  * 
  * cdef inline object PyArray_MultiIterNew1(a):
  *     return PyArray_MultiIterNew(1, <void*>a)             # <<<<<<<<<<<<<<
@@ -19297,7 +19297,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":806
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":806
  * ctypedef long double complex clongdouble_t
  * 
  * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
@@ -19316,7 +19316,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":809
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":809
  *     return PyArray_MultiIterNew(1, <void*>a)
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
@@ -19333,7 +19333,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew2", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":810
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":810
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)             # <<<<<<<<<<<<<<
@@ -19347,7 +19347,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":809
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":809
  *     return PyArray_MultiIterNew(1, <void*>a)
  * 
  * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
@@ -19366,7 +19366,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":812
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":812
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
@@ -19383,7 +19383,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew3", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":813
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":813
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)             # <<<<<<<<<<<<<<
@@ -19397,7 +19397,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":812
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":812
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
  * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
@@ -19416,7 +19416,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":815
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":815
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
  * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
@@ -19433,7 +19433,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew4", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":816
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":816
  * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)             # <<<<<<<<<<<<<<
@@ -19447,7 +19447,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":815
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":815
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
  * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
@@ -19466,7 +19466,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":818
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":818
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
  * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
@@ -19483,7 +19483,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew5", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":819
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":819
  * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)             # <<<<<<<<<<<<<<
@@ -19497,7 +19497,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":818
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":818
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
  * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
@@ -19516,7 +19516,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":821
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":821
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
  * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):             # <<<<<<<<<<<<<<
@@ -19531,7 +19531,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
   PyObject *__pyx_t_2;
   __Pyx_RefNannySetupContext("PyDataType_SHAPE", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":822
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":822
  * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):
  *     if PyDataType_HASSUBARRAY(d):             # <<<<<<<<<<<<<<
@@ -19541,7 +19541,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
   __pyx_t_1 = PyDataType_HASSUBARRAY(__pyx_v_d);
   if (__pyx_t_1) {
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":823
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":823
  * cdef inline tuple PyDataType_SHAPE(dtype d):
  *     if PyDataType_HASSUBARRAY(d):
  *         return <tuple>d.subarray.shape             # <<<<<<<<<<<<<<
@@ -19554,7 +19554,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
     __pyx_r = ((PyObject*)__pyx_t_2);
     goto __pyx_L0;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":822
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":822
  * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):
  *     if PyDataType_HASSUBARRAY(d):             # <<<<<<<<<<<<<<
@@ -19563,7 +19563,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
  */
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":825
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":825
  *         return <tuple>d.subarray.shape
  *     else:
  *         return ()             # <<<<<<<<<<<<<<
@@ -19577,7 +19577,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
     goto __pyx_L0;
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":821
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":821
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
  * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):             # <<<<<<<<<<<<<<
@@ -19592,7 +19592,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1009
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1009
  *     int _import_umath() except -1
  * 
  * cdef inline void set_array_base(ndarray arr, object base) except *:             # <<<<<<<<<<<<<<
@@ -19606,7 +19606,7 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
   const char *__pyx_filename = NULL;
   int __pyx_clineno = 0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1010
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1010
  * 
  * cdef inline void set_array_base(ndarray arr, object base) except *:
  *     Py_INCREF(base) # important to do this before stealing the reference below!             # <<<<<<<<<<<<<<
@@ -19615,7 +19615,7 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
  */
   Py_INCREF(__pyx_v_base);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1011
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1011
  * cdef inline void set_array_base(ndarray arr, object base) except *:
  *     Py_INCREF(base) # important to do this before stealing the reference below!
  *     PyArray_SetBaseObject(arr, base)             # <<<<<<<<<<<<<<
@@ -19624,7 +19624,7 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
  */
   __pyx_t_1 = PyArray_SetBaseObject(__pyx_v_arr, __pyx_v_base); if (unlikely(__pyx_t_1 == ((int)-1))) __PYX_ERR(2, 1011, __pyx_L1_error)
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1009
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1009
  *     int _import_umath() except -1
  * 
  * cdef inline void set_array_base(ndarray arr, object base) except *:             # <<<<<<<<<<<<<<
@@ -19639,7 +19639,7 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
   __pyx_L0:;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1013
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1013
  *     PyArray_SetBaseObject(arr, base)
  * 
  * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
@@ -19654,7 +19654,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
   int __pyx_t_1;
   __Pyx_RefNannySetupContext("get_array_base", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1014
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1014
  * 
  * cdef inline object get_array_base(ndarray arr):
  *     base = PyArray_BASE(arr)             # <<<<<<<<<<<<<<
@@ -19663,7 +19663,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
  */
   __pyx_v_base = PyArray_BASE(__pyx_v_arr);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1015
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1015
  * cdef inline object get_array_base(ndarray arr):
  *     base = PyArray_BASE(arr)
  *     if base is NULL:             # <<<<<<<<<<<<<<
@@ -19673,7 +19673,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
   __pyx_t_1 = (__pyx_v_base == NULL);
   if (__pyx_t_1) {
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1016
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1016
  *     base = PyArray_BASE(arr)
  *     if base is NULL:
  *         return None             # <<<<<<<<<<<<<<
@@ -19684,7 +19684,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
     __pyx_r = Py_None; __Pyx_INCREF(Py_None);
     goto __pyx_L0;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1015
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1015
  * cdef inline object get_array_base(ndarray arr):
  *     base = PyArray_BASE(arr)
  *     if base is NULL:             # <<<<<<<<<<<<<<
@@ -19693,7 +19693,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
  */
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1017
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1017
  *     if base is NULL:
  *         return None
  *     return <object>base             # <<<<<<<<<<<<<<
@@ -19705,7 +19705,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
   __pyx_r = ((PyObject *)__pyx_v_base);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1013
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1013
  *     PyArray_SetBaseObject(arr, base)
  * 
  * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
@@ -19720,7 +19720,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1021
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1021
  * # Versions of the import_* functions which are more suitable for
  * # Cython code.
  * cdef inline int import_array() except -1:             # <<<<<<<<<<<<<<
@@ -19744,7 +19744,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("import_array", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
  * # Cython code.
  * cdef inline int import_array() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -19760,7 +19760,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
     __Pyx_XGOTREF(__pyx_t_3);
     /*try:*/ {
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1023
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1023
  * cdef inline int import_array() except -1:
  *     try:
  *         __pyx_import_array()             # <<<<<<<<<<<<<<
@@ -19769,7 +19769,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
  */
       __pyx_t_4 = _import_array(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(2, 1023, __pyx_L3_error)
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
  * # Cython code.
  * cdef inline int import_array() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -19783,7 +19783,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
     goto __pyx_L8_try_end;
     __pyx_L3_error:;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1024
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1024
  *     try:
  *         __pyx_import_array()
  *     except Exception:             # <<<<<<<<<<<<<<
@@ -19798,7 +19798,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
       __Pyx_XGOTREF(__pyx_t_6);
       __Pyx_XGOTREF(__pyx_t_7);
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1025
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1025
  *         __pyx_import_array()
  *     except Exception:
  *         raise ImportError("numpy._core.multiarray failed to import")             # <<<<<<<<<<<<<<
@@ -19813,7 +19813,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
     }
     goto __pyx_L5_except_error;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
  * # Cython code.
  * cdef inline int import_array() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -19829,7 +19829,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
     __pyx_L8_try_end:;
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1021
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1021
  * # Versions of the import_* functions which are more suitable for
  * # Cython code.
  * cdef inline int import_array() except -1:             # <<<<<<<<<<<<<<
@@ -19852,7 +19852,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1027
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1027
  *         raise ImportError("numpy._core.multiarray failed to import")
  * 
  * cdef inline int import_umath() except -1:             # <<<<<<<<<<<<<<
@@ -19876,7 +19876,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("import_umath", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
  * 
  * cdef inline int import_umath() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -19892,7 +19892,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     __Pyx_XGOTREF(__pyx_t_3);
     /*try:*/ {
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1029
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1029
  * cdef inline int import_umath() except -1:
  *     try:
  *         _import_umath()             # <<<<<<<<<<<<<<
@@ -19901,7 +19901,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
  */
       __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(2, 1029, __pyx_L3_error)
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
  * 
  * cdef inline int import_umath() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -19915,7 +19915,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     goto __pyx_L8_try_end;
     __pyx_L3_error:;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1030
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1030
  *     try:
  *         _import_umath()
  *     except Exception:             # <<<<<<<<<<<<<<
@@ -19930,7 +19930,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
       __Pyx_XGOTREF(__pyx_t_6);
       __Pyx_XGOTREF(__pyx_t_7);
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1031
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1031
  *         _import_umath()
  *     except Exception:
  *         raise ImportError("numpy._core.umath failed to import")             # <<<<<<<<<<<<<<
@@ -19945,7 +19945,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     }
     goto __pyx_L5_except_error;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
  * 
  * cdef inline int import_umath() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -19961,7 +19961,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     __pyx_L8_try_end:;
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1027
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1027
  *         raise ImportError("numpy._core.multiarray failed to import")
  * 
  * cdef inline int import_umath() except -1:             # <<<<<<<<<<<<<<
@@ -19984,7 +19984,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1033
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1033
  *         raise ImportError("numpy._core.umath failed to import")
  * 
  * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
@@ -20008,7 +20008,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("import_ufunc", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
  * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -20024,7 +20024,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     __Pyx_XGOTREF(__pyx_t_3);
     /*try:*/ {
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1035
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1035
  * cdef inline int import_ufunc() except -1:
  *     try:
  *         _import_umath()             # <<<<<<<<<<<<<<
@@ -20033,7 +20033,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
  */
       __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(2, 1035, __pyx_L3_error)
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
  * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -20047,7 +20047,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     goto __pyx_L8_try_end;
     __pyx_L3_error:;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1036
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1036
  *     try:
  *         _import_umath()
  *     except Exception:             # <<<<<<<<<<<<<<
@@ -20062,7 +20062,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
       __Pyx_XGOTREF(__pyx_t_6);
       __Pyx_XGOTREF(__pyx_t_7);
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1037
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1037
  *         _import_umath()
  *     except Exception:
  *         raise ImportError("numpy._core.umath failed to import")             # <<<<<<<<<<<<<<
@@ -20077,7 +20077,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     }
     goto __pyx_L5_except_error;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
  * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -20093,7 +20093,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     __pyx_L8_try_end:;
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1033
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1033
  *         raise ImportError("numpy._core.umath failed to import")
  * 
  * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
@@ -20116,7 +20116,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1040
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1040
  * 
  * 
  * cdef inline bint is_timedelta64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
@@ -20127,7 +20127,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
 static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_obj) {
   int __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1052
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1052
  *     bool
  *     """
  *     return PyObject_TypeCheck(obj, &PyTimedeltaArrType_Type)             # <<<<<<<<<<<<<<
@@ -20137,7 +20137,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
   __pyx_r = PyObject_TypeCheck(__pyx_v_obj, (&PyTimedeltaArrType_Type));
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1040
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1040
  * 
  * 
  * cdef inline bint is_timedelta64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
@@ -20150,7 +20150,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1055
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1055
  * 
  * 
  * cdef inline bint is_datetime64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
@@ -20161,7 +20161,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
 static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_obj) {
   int __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1067
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1067
  *     bool
  *     """
  *     return PyObject_TypeCheck(obj, &PyDatetimeArrType_Type)             # <<<<<<<<<<<<<<
@@ -20171,7 +20171,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
   __pyx_r = PyObject_TypeCheck(__pyx_v_obj, (&PyDatetimeArrType_Type));
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1055
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1055
  * 
  * 
  * cdef inline bint is_datetime64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
@@ -20184,7 +20184,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1070
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1070
  * 
  * 
  * cdef inline npy_datetime get_datetime64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -20195,7 +20195,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
 static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *__pyx_v_obj) {
   npy_datetime __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1077
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1077
  *     also needed.  That can be found using `get_datetime64_unit`.
  *     """
  *     return (<PyDatetimeScalarObject*>obj).obval             # <<<<<<<<<<<<<<
@@ -20205,7 +20205,7 @@ static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *
   __pyx_r = ((PyDatetimeScalarObject *)__pyx_v_obj)->obval;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1070
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1070
  * 
  * 
  * cdef inline npy_datetime get_datetime64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -20218,7 +20218,7 @@ static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1080
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1080
  * 
  * 
  * cdef inline npy_timedelta get_timedelta64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -20229,7 +20229,7 @@ static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *
 static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject *__pyx_v_obj) {
   npy_timedelta __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1084
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1084
  *     returns the int64 value underlying scalar numpy timedelta64 object
  *     """
  *     return (<PyTimedeltaScalarObject*>obj).obval             # <<<<<<<<<<<<<<
@@ -20239,7 +20239,7 @@ static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject
   __pyx_r = ((PyTimedeltaScalarObject *)__pyx_v_obj)->obval;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1080
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1080
  * 
  * 
  * cdef inline npy_timedelta get_timedelta64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -20252,7 +20252,7 @@ static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1087
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1087
  * 
  * 
  * cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -20263,7 +20263,7 @@ static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject
 static CYTHON_INLINE NPY_DATETIMEUNIT __pyx_f_5numpy_get_datetime64_unit(PyObject *__pyx_v_obj) {
   NPY_DATETIMEUNIT __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1091
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1091
  *     returns the unit part of the dtype for a numpy datetime64 object.
  *     """
  *     return <NPY_DATETIMEUNIT>(<PyDatetimeScalarObject*>obj).obmeta.base             # <<<<<<<<<<<<<<
@@ -20273,7 +20273,7 @@ static CYTHON_INLINE NPY_DATETIMEUNIT __pyx_f_5numpy_get_datetime64_unit(PyObjec
   __pyx_r = ((NPY_DATETIMEUNIT)((PyDatetimeScalarObject *)__pyx_v_obj)->obmeta.base);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1087
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1087
  * 
  * 
  * cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
@@ -26909,7 +26909,7 @@ static CYTHON_SMALL_CODE int __Pyx_InitCachedConstants(void) {
   __Pyx_GOTREF(__pyx_tuple__8);
   __Pyx_GIVEREF(__pyx_tuple__8);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1025
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1025
  *         __pyx_import_array()
  *     except Exception:
  *         raise ImportError("numpy._core.multiarray failed to import")             # <<<<<<<<<<<<<<
@@ -26920,7 +26920,7 @@ static CYTHON_SMALL_CODE int __Pyx_InitCachedConstants(void) {
   __Pyx_GOTREF(__pyx_tuple__9);
   __Pyx_GIVEREF(__pyx_tuple__9);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1031
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1031
  *         _import_umath()
  *     except Exception:
  *         raise ImportError("numpy._core.umath failed to import")             # <<<<<<<<<<<<<<
diff --git a/CRISPResso2/CRISPRessoCORE.py b/CRISPResso2/CRISPRessoCORE.py
index 6c21ee52..88ea14bb 100644
--- a/CRISPResso2/CRISPRessoCORE.py
+++ b/CRISPResso2/CRISPRessoCORE.py
@@ -486,10 +486,12 @@ def variant_file_generator_process(seq_list, get_new_variant_object, args, refs,
     Nothing
 
     """
-    def numpy_encoder(obj):
-        """ Custom encoding for numpy arrays and other non-serializable types """
+    def custom_encoder(obj):
+        """ Custom encoding for non-serializable types """
         if isinstance(obj, np.ndarray):
-            return obj.tolist()  # Convert numpy arrays to lists
+            return obj.tolist()
+        if isinstance(obj, CRISPRessoCOREResources.ResultsSlotsDict):
+            return {key: obj[key] for key in obj.__slots__}
         raise TypeError(f"Object of type {obj.__class__.__name__} is not JSON serializable")
 
     variant_file_path = os.path.join(variants_dir, f"variants_{process_id}.tsv")
@@ -500,7 +502,7 @@ def numpy_encoder(obj):
         for index, fastq_seq in enumerate(seq_list):
             new_variant = get_new_variant_object(args, fastq_seq, refs, ref_names, aln_matrix, pe_scaffold_dna_info)
             # Convert the complex object to a JSON string
-            json_string = json.dumps(new_variant, default=numpy_encoder)
+            json_string = json.dumps(new_variant, default=custom_encoder)
             variant_lines += f"{fastq_seq}\t{json_string}\n"
             if index % 10000 == 0 and index != 0:
                 info(f"Process {process_id + 1} has processed {index} unique reads", {'percent_complete': 10})
diff --git a/CRISPResso2/CRISPRessoCOREResources.c b/CRISPResso2/CRISPRessoCOREResources.c
index b227f38b..1a35f659 100644
--- a/CRISPResso2/CRISPRessoCOREResources.c
+++ b/CRISPResso2/CRISPRessoCOREResources.c
@@ -4,18 +4,18 @@
 {
     "distutils": {
         "depends": [
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/arrayobject.h",
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/arrayscalars.h",
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ndarrayobject.h",
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ndarraytypes.h",
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ufuncobject.h"
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/arrayobject.h",
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/arrayscalars.h",
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ndarrayobject.h",
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ndarraytypes.h",
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include/numpy/ufuncobject.h"
         ],
         "extra_compile_args": [
             "-w",
             "-Ofast"
         ],
         "include_dirs": [
-            "/private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/_core/include"
+            "/private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/_core/include"
         ],
         "name": "CRISPResso2.CRISPRessoCOREResources",
         "sources": [
@@ -1249,7 +1249,7 @@ static CYTHON_INLINE float __PYX_NAN() {
 #include <stdio.h>
 
     /* Using NumPy API declarations from "numpy/__init__.cython-30.pxd" */
-
+    
 #include "numpy/arrayobject.h"
 #include "numpy/ndarrayobject.h"
 #include "numpy/ndarraytypes.h"
@@ -1538,17 +1538,17 @@ static const char *__pyx_f[] = {
 
 /* #### Code section: numeric_typedefs ### */
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":769
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":769
  * # in Cython to enable them only on the right systems.
- *
+ * 
  * ctypedef npy_int8       int8_t             # <<<<<<<<<<<<<<
  * ctypedef npy_int16      int16_t
  * ctypedef npy_int32      int32_t
  */
 typedef npy_int8 __pyx_t_5numpy_int8_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":770
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":770
+ * 
  * ctypedef npy_int8       int8_t
  * ctypedef npy_int16      int16_t             # <<<<<<<<<<<<<<
  * ctypedef npy_int32      int32_t
@@ -1556,7 +1556,7 @@ typedef npy_int8 __pyx_t_5numpy_int8_t;
  */
 typedef npy_int16 __pyx_t_5numpy_int16_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":771
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":771
  * ctypedef npy_int8       int8_t
  * ctypedef npy_int16      int16_t
  * ctypedef npy_int32      int32_t             # <<<<<<<<<<<<<<
@@ -1565,7 +1565,7 @@ typedef npy_int16 __pyx_t_5numpy_int16_t;
  */
 typedef npy_int32 __pyx_t_5numpy_int32_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":772
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":772
  * ctypedef npy_int16      int16_t
  * ctypedef npy_int32      int32_t
  * ctypedef npy_int64      int64_t             # <<<<<<<<<<<<<<
@@ -1574,17 +1574,17 @@ typedef npy_int32 __pyx_t_5numpy_int32_t;
  */
 typedef npy_int64 __pyx_t_5numpy_int64_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":776
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":776
  * #ctypedef npy_int128     int128_t
- *
+ * 
  * ctypedef npy_uint8      uint8_t             # <<<<<<<<<<<<<<
  * ctypedef npy_uint16     uint16_t
  * ctypedef npy_uint32     uint32_t
  */
 typedef npy_uint8 __pyx_t_5numpy_uint8_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":777
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":777
+ * 
  * ctypedef npy_uint8      uint8_t
  * ctypedef npy_uint16     uint16_t             # <<<<<<<<<<<<<<
  * ctypedef npy_uint32     uint32_t
@@ -1592,7 +1592,7 @@ typedef npy_uint8 __pyx_t_5numpy_uint8_t;
  */
 typedef npy_uint16 __pyx_t_5numpy_uint16_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":778
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":778
  * ctypedef npy_uint8      uint8_t
  * ctypedef npy_uint16     uint16_t
  * ctypedef npy_uint32     uint32_t             # <<<<<<<<<<<<<<
@@ -1601,7 +1601,7 @@ typedef npy_uint16 __pyx_t_5numpy_uint16_t;
  */
 typedef npy_uint32 __pyx_t_5numpy_uint32_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":779
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":779
  * ctypedef npy_uint16     uint16_t
  * ctypedef npy_uint32     uint32_t
  * ctypedef npy_uint64     uint64_t             # <<<<<<<<<<<<<<
@@ -1610,17 +1610,17 @@ typedef npy_uint32 __pyx_t_5numpy_uint32_t;
  */
 typedef npy_uint64 __pyx_t_5numpy_uint64_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":783
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":783
  * #ctypedef npy_uint128    uint128_t
- *
+ * 
  * ctypedef npy_float32    float32_t             # <<<<<<<<<<<<<<
  * ctypedef npy_float64    float64_t
  * #ctypedef npy_float80    float80_t
  */
 typedef npy_float32 __pyx_t_5numpy_float32_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":784
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":784
+ * 
  * ctypedef npy_float32    float32_t
  * ctypedef npy_float64    float64_t             # <<<<<<<<<<<<<<
  * #ctypedef npy_float80    float80_t
@@ -1628,65 +1628,65 @@ typedef npy_float32 __pyx_t_5numpy_float32_t;
  */
 typedef npy_float64 __pyx_t_5numpy_float64_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":791
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":791
  * ctypedef double complex complex128_t
- *
+ * 
  * ctypedef npy_longlong   longlong_t             # <<<<<<<<<<<<<<
  * ctypedef npy_ulonglong  ulonglong_t
- *
+ * 
  */
 typedef npy_longlong __pyx_t_5numpy_longlong_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":792
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":792
+ * 
  * ctypedef npy_longlong   longlong_t
  * ctypedef npy_ulonglong  ulonglong_t             # <<<<<<<<<<<<<<
- *
+ * 
  * ctypedef npy_intp       intp_t
  */
 typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":794
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":794
  * ctypedef npy_ulonglong  ulonglong_t
- *
+ * 
  * ctypedef npy_intp       intp_t             # <<<<<<<<<<<<<<
  * ctypedef npy_uintp      uintp_t
- *
+ * 
  */
 typedef npy_intp __pyx_t_5numpy_intp_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":795
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":795
+ * 
  * ctypedef npy_intp       intp_t
  * ctypedef npy_uintp      uintp_t             # <<<<<<<<<<<<<<
- *
+ * 
  * ctypedef npy_double     float_t
  */
 typedef npy_uintp __pyx_t_5numpy_uintp_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":797
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":797
  * ctypedef npy_uintp      uintp_t
- *
+ * 
  * ctypedef npy_double     float_t             # <<<<<<<<<<<<<<
  * ctypedef npy_double     double_t
  * ctypedef npy_longdouble longdouble_t
  */
 typedef npy_double __pyx_t_5numpy_float_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":798
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":798
+ * 
  * ctypedef npy_double     float_t
  * ctypedef npy_double     double_t             # <<<<<<<<<<<<<<
  * ctypedef npy_longdouble longdouble_t
- *
+ * 
  */
 typedef npy_double __pyx_t_5numpy_double_t;
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":799
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":799
  * ctypedef npy_double     float_t
  * ctypedef npy_double     double_t
  * ctypedef npy_longdouble longdouble_t             # <<<<<<<<<<<<<<
- *
+ * 
  * ctypedef float complex       cfloat_t
  */
 typedef npy_longdouble __pyx_t_5numpy_longdouble_t;
@@ -1731,20 +1731,20 @@ static CYTHON_INLINE __pyx_t_long_double_complex __pyx_t_long_double_complex_fro
 
 /*--- Type declarations ---*/
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1095
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1095
+ * 
  * # Iterator API added in v1.6
  * ctypedef int (*NpyIter_IterNextFunc)(NpyIter* it) noexcept nogil             # <<<<<<<<<<<<<<
  * ctypedef void (*NpyIter_GetMultiIndexFunc)(NpyIter* it, npy_intp* outcoords) noexcept nogil
- *
+ * 
  */
 typedef int (*__pyx_t_5numpy_NpyIter_IterNextFunc)(NpyIter *);
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1096
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1096
  * # Iterator API added in v1.6
  * ctypedef int (*NpyIter_IterNextFunc)(NpyIter* it) noexcept nogil
  * ctypedef void (*NpyIter_GetMultiIndexFunc)(NpyIter* it, npy_intp* outcoords) noexcept nogil             # <<<<<<<<<<<<<<
- *
+ * 
  * cdef extern from "numpy/arrayobject.h":
  */
 typedef void (*__pyx_t_5numpy_NpyIter_GetMultiIndexFunc)(NpyIter *, npy_intp *);
@@ -1992,10 +1992,6 @@ static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int
 #define __Pyx_ArgsSlice_FASTCALL(args, start, stop) PyTuple_GetSlice(args, start, stop)
 #endif
 
-/* 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);
 
@@ -2005,6 +2001,105 @@ static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject *const *kwvalues
     PyObject *kwds2, PyObject *values[], Py_ssize_t num_pos_args,
     const char* function_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);
+
+/* IterFinish.proto */
+static CYTHON_INLINE int __Pyx_IterFinish(void);
+
+/* PyFunctionFastCall.proto */
+#if CYTHON_FAST_PYCALL
+#if !CYTHON_VECTORCALL
+#define __Pyx_PyFunction_FastCall(func, args, nargs)\
+    __Pyx_PyFunction_FastCallDict((func), (args), (nargs), NULL)
+static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, Py_ssize_t nargs, PyObject *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
+#if !CYTHON_VECTORCALL
+#if PY_VERSION_HEX >= 0x03080000
+  #include "frameobject.h"
+#if PY_VERSION_HEX >= 0x030b00a6 && !CYTHON_COMPILING_IN_LIMITED_API
+  #ifndef Py_BUILD_CORE
+    #define Py_BUILD_CORE 1
+  #endif
+  #include "internal/pycore_frame.h"
+#endif
+  #define __Pxy_PyFrame_Initialize_Offsets()
+  #define __Pyx_PyFrame_GetLocalsplus(frame)  ((frame)->f_localsplus)
+#else
+  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
+#endif
+#endif
+
+/* PyObjectCallMethO.proto */
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg);
+#endif
+
+/* PyObjectFastCall.proto */
+#define __Pyx_PyObject_FastCall(func, args, nargs)  __Pyx_PyObject_FastCallDict(func, args, (size_t)(nargs), NULL)
+static CYTHON_INLINE PyObject* __Pyx_PyObject_FastCallDict(PyObject *func, PyObject **args, size_t nargs, PyObject *kwargs);
+
+/* PyObjectCallNoArg.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func);
+
+/* PyObjectCallOneArg.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg);
+
+/* PyObjectGetMethod.proto */
+static int __Pyx_PyObject_GetMethod(PyObject *obj, PyObject *name, PyObject **method);
+
+/* PyObjectCallMethod0.proto */
+static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name);
+
+/* RaiseNeedMoreValuesToUnpack.proto */
+static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);
+
+/* RaiseTooManyValuesToUnpack.proto */
+static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);
+
+/* UnpackItemEndCheck.proto */
+static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected);
+
+/* RaiseNoneIterError.proto */
+static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);
+
+/* UnpackTupleError.proto */
+static void __Pyx_UnpackTupleError(PyObject *, Py_ssize_t index);
+
+/* UnpackTuple2.proto */
+#define __Pyx_unpack_tuple2(tuple, value1, value2, is_tuple, has_known_size, decref_tuple)\
+    (likely(is_tuple || PyTuple_Check(tuple)) ?\
+        (likely(has_known_size || PyTuple_GET_SIZE(tuple) == 2) ?\
+            __Pyx_unpack_tuple2_exact(tuple, value1, value2, decref_tuple) :\
+            (__Pyx_UnpackTupleError(tuple, 2), -1)) :\
+        __Pyx_unpack_tuple2_generic(tuple, value1, value2, has_known_size, decref_tuple))
+static CYTHON_INLINE int __Pyx_unpack_tuple2_exact(
+    PyObject* tuple, PyObject** value1, PyObject** value2, int decref_tuple);
+static int __Pyx_unpack_tuple2_generic(
+    PyObject* tuple, PyObject** value1, PyObject** value2, int has_known_size, int decref_tuple);
+
+/* dict_iter.proto */
+static CYTHON_INLINE PyObject* __Pyx_dict_iterator(PyObject* dict, int is_dict, PyObject* method_name,
+                                                   Py_ssize_t* p_orig_length, int* p_is_dict);
+static CYTHON_INLINE int __Pyx_dict_iter_next(PyObject* dict_or_iter, Py_ssize_t orig_length, Py_ssize_t* ppos,
+                                              PyObject** pkey, PyObject** pvalue, PyObject** pitem, int is_dict);
+
+/* GetAttr.proto */
+static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *, PyObject *);
+
 /* ListAppend.proto */
 #if CYTHON_USE_PYLIST_INTERNALS && CYTHON_ASSUME_SAFE_MACROS
 static CYTHON_INLINE int __Pyx_PyList_Append(PyObject* list, PyObject* x) {
@@ -2090,53 +2185,6 @@ static CYTHON_INLINE PyObject* __Pyx_CallUnboundCMethod1(__Pyx_CachedCFunction*
 #define __Pyx_CallUnboundCMethod1(cfunc, self, arg)  __Pyx__CallUnboundCMethod1(cfunc, self, arg)
 #endif
 
-/* PyFunctionFastCall.proto */
-#if CYTHON_FAST_PYCALL
-#if !CYTHON_VECTORCALL
-#define __Pyx_PyFunction_FastCall(func, args, nargs)\
-    __Pyx_PyFunction_FastCallDict((func), (args), (nargs), NULL)
-static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, Py_ssize_t nargs, PyObject *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
-#if !CYTHON_VECTORCALL
-#if PY_VERSION_HEX >= 0x03080000
-  #include "frameobject.h"
-#if PY_VERSION_HEX >= 0x030b00a6 && !CYTHON_COMPILING_IN_LIMITED_API
-  #ifndef Py_BUILD_CORE
-    #define Py_BUILD_CORE 1
-  #endif
-  #include "internal/pycore_frame.h"
-#endif
-  #define __Pxy_PyFrame_Initialize_Offsets()
-  #define __Pyx_PyFrame_GetLocalsplus(frame)  ((frame)->f_localsplus)
-#else
-  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
-#endif
-#endif
-
-/* PyObjectCallMethO.proto */
-#if CYTHON_COMPILING_IN_CPYTHON
-static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg);
-#endif
-
-/* PyObjectFastCall.proto */
-#define __Pyx_PyObject_FastCall(func, args, nargs)  __Pyx_PyObject_FastCallDict(func, args, (size_t)(nargs), NULL)
-static CYTHON_INLINE PyObject* __Pyx_PyObject_FastCallDict(PyObject *func, PyObject **args, size_t nargs, PyObject *kwargs);
-
-/* PyObjectCallOneArg.proto */
-static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg);
-
 /* PyDictVersioning.proto */
 #if CYTHON_USE_DICT_VERSIONS && CYTHON_USE_TYPE_SLOTS
 #define __PYX_DICT_VERSION_INIT  ((PY_UINT64_T) -1)
@@ -2184,18 +2232,6 @@ static PyObject *__Pyx__GetModuleGlobalName(PyObject *name, PY_UINT64_T *dict_ve
 static CYTHON_INLINE PyObject *__Pyx__GetModuleGlobalName(PyObject *name);
 #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);
-
 /* TypeImport.proto */
 #ifndef __PYX_HAVE_RT_ImportType_proto_3_0_11
 #define __PYX_HAVE_RT_ImportType_proto_3_0_11
@@ -2224,6 +2260,17 @@ static PyObject *__Pyx_ImportDottedModule(PyObject *name, PyObject *parts_tuple)
 static PyObject *__Pyx_ImportDottedModule_WalkParts(PyObject *module, PyObject *name, PyObject *parts_tuple);
 #endif
 
+/* SetNameInClass.proto */
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1 && PY_VERSION_HEX < 0x030d0000
+#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
+
 /* IncludeStructmemberH.proto */
 #include <structmember.h>
 
@@ -2372,6 +2419,28 @@ static PyObject *__Pyx_CyFunction_New(PyMethodDef *ml,
                                       PyObject *module, PyObject *globals,
                                       PyObject* code);
 
+/* CalculateMetaclass.proto */
+static PyObject *__Pyx_CalculateMetaclass(PyTypeObject *metaclass, PyObject *bases);
+
+/* PyObjectCall2Args.proto */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_Call2Args(PyObject* function, PyObject* arg1, PyObject* arg2);
+
+/* PyObjectLookupSpecial.proto */
+#if CYTHON_USE_PYTYPE_LOOKUP && CYTHON_USE_TYPE_SLOTS
+#define __Pyx_PyObject_LookupSpecialNoError(obj, attr_name)  __Pyx__PyObject_LookupSpecial(obj, attr_name, 0)
+#define __Pyx_PyObject_LookupSpecial(obj, attr_name)  __Pyx__PyObject_LookupSpecial(obj, attr_name, 1)
+static CYTHON_INLINE PyObject* __Pyx__PyObject_LookupSpecial(PyObject* obj, PyObject* attr_name, int with_error);
+#else
+#define __Pyx_PyObject_LookupSpecialNoError(o,n) __Pyx_PyObject_GetAttrStrNoError(o,n)
+#define __Pyx_PyObject_LookupSpecial(o,n) __Pyx_PyObject_GetAttrStr(o,n)
+#endif
+
+/* 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);
+
 /* CLineInTraceback.proto */
 #ifdef CYTHON_CLINE_IN_TRACEBACK
 #define __Pyx_CLineForTraceback(tstate, c_line)  (((CYTHON_CLINE_IN_TRACEBACK)) ? c_line : 0)
@@ -2668,31 +2737,54 @@ static const char __pyx_k_en[] = "en";
 static const char __pyx_k_np[] = "np";
 static const char __pyx_k_re[] = "re";
 static const char __pyx_k_st[] = "st";
-static const char __pyx_k__13[] = "?";
+static const char __pyx_k__20[] = "?";
+static const char __pyx_k_doc[] = "__doc__";
 static const char __pyx_k_idx[] = "idx";
+static const char __pyx_k_key[] = "key";
 static const char __pyx_k_sum[] = "sum";
+static const char __pyx_k_dict[] = "__dict__";
+static const char __pyx_k_init[] = "__init__";
 static const char __pyx_k_main[] = "__main__";
 static const char __pyx_k_name[] = "__name__";
+static const char __pyx_k_self[] = "self";
 static const char __pyx_k_span[] = "span";
 static const char __pyx_k_spec[] = "__spec__";
 static const char __pyx_k_test[] = "__test__";
 static const char __pyx_k_array[] = "array";
 static const char __pyx_k_idx_c[] = "idx_c";
+static const char __pyx_k_items[] = "items";
 static const char __pyx_k_numpy[] = "numpy";
 static const char __pyx_k_range[] = "range";
 static const char __pyx_k_score[] = "score";
+static const char __pyx_k_slots[] = "__slots__";
+static const char __pyx_k_super[] = "super";
+static const char __pyx_k_value[] = "value";
 static const char __pyx_k_import[] = "__import__";
+static const char __pyx_k_kwargs[] = "kwargs";
+static const char __pyx_k_module[] = "__module__";
 static const char __pyx_k_nucSet[] = "nucSet";
 static const char __pyx_k_ref_en[] = "ref_en";
 static const char __pyx_k_ref_st[] = "ref_st";
+static const char __pyx_k_aln_ref[] = "aln_ref";
+static const char __pyx_k_aln_seq[] = "aln_seq";
 static const char __pyx_k_compile[] = "compile";
+static const char __pyx_k_getitem[] = "__getitem__";
+static const char __pyx_k_prepare[] = "__prepare__";
 static const char __pyx_k_retDict[] = "retDict";
 static const char __pyx_k_seq_len[] = "seq_len";
+static const char __pyx_k_setitem[] = "__setitem__";
 static const char __pyx_k_sub_seq[] = "sub_seq";
 static const char __pyx_k_finditer[] = "finditer";
+static const char __pyx_k_qualname[] = "__qualname__";
+static const char __pyx_k_ref_name[] = "ref_name";
+static const char __pyx_k_set_name[] = "__set_name__";
 static const char __pyx_k_enumerate[] = "enumerate";
+static const char __pyx_k_metaclass[] = "__metaclass__";
+static const char __pyx_k_aln_scores[] = "aln_scores";
+static const char __pyx_k_aln_strand[] = "aln_strand";
 static const char __pyx_k_deletion_n[] = "deletion_n";
 static const char __pyx_k_ref_seq_al[] = "ref_seq_al";
+static const char __pyx_k_total_mods[] = "total_mods";
 static const char __pyx_k_ImportError[] = "ImportError";
 static const char __pyx_k_inc_del_pos[] = "inc_del_pos";
 static const char __pyx_k_insertion_n[] = "insertion_n";
@@ -2702,37 +2794,52 @@ static const char __pyx_k_include_indx[] = "_include_indx";
 static const char __pyx_k_initializing[] = "_initializing";
 static const char __pyx_k_intersection[] = "intersection";
 static const char __pyx_k_is_coroutine[] = "_is_coroutine";
+static const char __pyx_k_init_subclass[] = "__init_subclass__";
 static const char __pyx_k_ref_positions[] = "ref_positions";
+static const char __pyx_k_classification[] = "classification";
 static const char __pyx_k_deletion_sizes[] = "deletion_sizes";
+static const char __pyx_k_irregular_ends[] = "irregular_ends";
+static const char __pyx_k_mods_in_window[] = "mods_in_window";
 static const char __pyx_k_re_find_indels[] = "re_find_indels";
 static const char __pyx_k_start_deletion[] = "start_deletion";
 static const char __pyx_k_substitution_n[] = "substitution_n";
 static const char __pyx_k_insertion_sizes[] = "insertion_sizes";
 static const char __pyx_k_start_insertion[] = "start_insertion";
+static const char __pyx_k_ResultsSlotsDict[] = "ResultsSlotsDict";
 static const char __pyx_k_include_indx_set[] = "include_indx_set";
 static const char __pyx_k_asyncio_coroutines[] = "asyncio.coroutines";
 static const char __pyx_k_calculate_homology[] = "calculate_homology";
 static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
 static const char __pyx_k_deletion_positions[] = "deletion_positions";
 static const char __pyx_k_insertion_positions[] = "insertion_positions";
+static const char __pyx_k_mods_outside_window[] = "mods_outside_window";
 static const char __pyx_k_substitution_values[] = "substitution_values";
 static const char __pyx_k_deletion_coordinates[] = "deletion_coordinates";
 static const char __pyx_k_insertion_coordinates[] = "insertion_coordinates";
 static const char __pyx_k_all_deletion_positions[] = "all_deletion_positions";
 static const char __pyx_k_current_insertion_size[] = "current_insertion_size";
 static const char __pyx_k_substitution_positions[] = "substitution_positions";
+static const char __pyx_k_ResultsSlotsDict___init[] = "ResultsSlotsDict.__init__";
 static const char __pyx_k_all_insertion_positions[] = "all_insertion_positions";
 static const char __pyx_k_all_substitution_values[] = "all_substitution_values";
 static const char __pyx_k_all_deletion_coordinates[] = "all_deletion_coordinates";
+static const char __pyx_k_deletions_outside_window[] = "deletions_outside_window";
 static const char __pyx_k_find_indels_substitutions[] = "find_indels_substitutions";
+static const char __pyx_k_insertions_outside_window[] = "insertions_outside_window";
+static const char __pyx_k_ResultsSlotsDict___getitem[] = "ResultsSlotsDict.__getitem__";
+static const char __pyx_k_ResultsSlotsDict___setitem[] = "ResultsSlotsDict.__setitem__";
 static const char __pyx_k_all_substitution_positions[] = "all_substitution_positions";
 static const char __pyx_k_all_insertion_left_positions[] = "all_insertion_left_positions";
-static const char __pyx_k_CRISPResso2_CRISPRessoCOREResour[] = "CRISPResso2/CRISPRessoCOREResources.pyx";
+static const char __pyx_k_substitutions_outside_window[] = "substitutions_outside_window";
+static const char __pyx_k_CRISPResso2_CRISPRessoCOREResour[] = "CRISPResso2.CRISPRessoCOREResources";
 static const char __pyx_k_find_indels_substitutions_legacy[] = "find_indels_substitutions_legacy";
 static const char __pyx_k_numpy__core_multiarray_failed_to[] = "numpy._core.multiarray failed to import";
 static const char __pyx_k_numpy__core_umath_failed_to_impo[] = "numpy._core.umath failed to import";
-static const char __pyx_k_CRISPResso2_CRISPRessoCOREResour_2[] = "CRISPResso2.CRISPRessoCOREResources";
+static const char __pyx_k_CRISPResso2_CRISPRessoCOREResour_2[] = "CRISPResso2/CRISPRessoCOREResources.pyx";
 /* #### Code section: decls ### */
+static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_16ResultsSlotsDict___init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_kwargs); /* proto */
+static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_16ResultsSlotsDict_2__getitem__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_key); /* proto */
+static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_16ResultsSlotsDict_4__setitem__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_key, PyObject *__pyx_v_value); /* proto */
 static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_substitutions(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_read_seq_al, PyObject *__pyx_v_ref_seq_al, PyObject *__pyx_v__include_indx); /* proto */
 static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_2find_indels_substitutions_legacy(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_read_seq_al, PyObject *__pyx_v_ref_seq_al, PyObject *__pyx_v__include_indx); /* proto */
 static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_4calculate_homology(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_a, PyObject *__pyx_v_b); /* proto */
@@ -2804,13 +2911,17 @@ typedef struct {
   #endif
   PyObject *__pyx_n_u_A;
   PyObject *__pyx_n_u_C;
-  PyObject *__pyx_kp_s_CRISPResso2_CRISPRessoCOREResour;
-  PyObject *__pyx_n_s_CRISPResso2_CRISPRessoCOREResour_2;
+  PyObject *__pyx_n_s_CRISPResso2_CRISPRessoCOREResour;
+  PyObject *__pyx_kp_s_CRISPResso2_CRISPRessoCOREResour_2;
   PyObject *__pyx_n_u_G;
   PyObject *__pyx_n_s_ImportError;
   PyObject *__pyx_n_u_N;
+  PyObject *__pyx_n_s_ResultsSlotsDict;
+  PyObject *__pyx_n_s_ResultsSlotsDict___getitem;
+  PyObject *__pyx_n_s_ResultsSlotsDict___init;
+  PyObject *__pyx_n_s_ResultsSlotsDict___setitem;
   PyObject *__pyx_n_u_T;
-  PyObject *__pyx_n_s__13;
+  PyObject *__pyx_n_s__20;
   PyObject *__pyx_kp_u__3;
   PyObject *__pyx_n_s__4;
   PyObject *__pyx_kp_u__5;
@@ -2828,12 +2939,17 @@ typedef struct {
   PyObject *__pyx_n_u_all_substitution_positions;
   PyObject *__pyx_n_s_all_substitution_values;
   PyObject *__pyx_n_u_all_substitution_values;
+  PyObject *__pyx_n_u_aln_ref;
+  PyObject *__pyx_n_u_aln_scores;
+  PyObject *__pyx_n_u_aln_seq;
+  PyObject *__pyx_n_u_aln_strand;
   PyObject *__pyx_n_s_array;
   PyObject *__pyx_n_s_asyncio_coroutines;
   PyObject *__pyx_n_s_b;
   PyObject *__pyx_n_s_bl;
   PyObject *__pyx_n_s_c;
   PyObject *__pyx_n_s_calculate_homology;
+  PyObject *__pyx_n_u_classification;
   PyObject *__pyx_n_s_cline_in_traceback;
   PyObject *__pyx_n_s_compile;
   PyObject *__pyx_n_s_current_insertion_size;
@@ -2845,12 +2961,16 @@ typedef struct {
   PyObject *__pyx_n_u_deletion_positions;
   PyObject *__pyx_n_s_deletion_sizes;
   PyObject *__pyx_n_u_deletion_sizes;
+  PyObject *__pyx_n_u_deletions_outside_window;
+  PyObject *__pyx_n_s_dict;
+  PyObject *__pyx_n_s_doc;
   PyObject *__pyx_n_s_en;
   PyObject *__pyx_n_s_end_deletion;
   PyObject *__pyx_n_s_enumerate;
   PyObject *__pyx_n_s_find_indels_substitutions;
   PyObject *__pyx_n_s_find_indels_substitutions_legacy;
   PyObject *__pyx_n_s_finditer;
+  PyObject *__pyx_n_s_getitem;
   PyObject *__pyx_n_s_i;
   PyObject *__pyx_n_s_idx;
   PyObject *__pyx_n_s_idx_c;
@@ -2858,6 +2978,8 @@ typedef struct {
   PyObject *__pyx_n_s_inc_del_pos;
   PyObject *__pyx_n_s_include_indx;
   PyObject *__pyx_n_s_include_indx_set;
+  PyObject *__pyx_n_s_init;
+  PyObject *__pyx_n_s_init_subclass;
   PyObject *__pyx_n_s_initializing;
   PyObject *__pyx_n_s_insertion_coordinates;
   PyObject *__pyx_n_u_insertion_coordinates;
@@ -2867,10 +2989,19 @@ typedef struct {
   PyObject *__pyx_n_u_insertion_positions;
   PyObject *__pyx_n_s_insertion_sizes;
   PyObject *__pyx_n_u_insertion_sizes;
+  PyObject *__pyx_n_u_insertions_outside_window;
   PyObject *__pyx_n_s_intersection;
+  PyObject *__pyx_n_u_irregular_ends;
   PyObject *__pyx_n_s_is_coroutine;
+  PyObject *__pyx_n_s_items;
+  PyObject *__pyx_n_s_key;
+  PyObject *__pyx_n_s_kwargs;
   PyObject *__pyx_n_s_l;
   PyObject *__pyx_n_s_main;
+  PyObject *__pyx_n_s_metaclass;
+  PyObject *__pyx_n_u_mods_in_window;
+  PyObject *__pyx_n_u_mods_outside_window;
+  PyObject *__pyx_n_s_module;
   PyObject *__pyx_n_s_name;
   PyObject *__pyx_n_s_np;
   PyObject *__pyx_n_s_nucSet;
@@ -2878,18 +3009,25 @@ typedef struct {
   PyObject *__pyx_kp_u_numpy__core_multiarray_failed_to;
   PyObject *__pyx_kp_u_numpy__core_umath_failed_to_impo;
   PyObject *__pyx_n_s_p;
+  PyObject *__pyx_n_s_prepare;
+  PyObject *__pyx_n_s_qualname;
   PyObject *__pyx_n_s_range;
   PyObject *__pyx_n_s_re;
   PyObject *__pyx_n_s_re_find_indels;
   PyObject *__pyx_n_s_read_seq_al;
   PyObject *__pyx_n_s_ref_en;
+  PyObject *__pyx_n_u_ref_name;
   PyObject *__pyx_n_s_ref_positions;
   PyObject *__pyx_n_u_ref_positions;
   PyObject *__pyx_n_s_ref_seq_al;
   PyObject *__pyx_n_s_ref_st;
   PyObject *__pyx_n_s_retDict;
   PyObject *__pyx_n_s_score;
+  PyObject *__pyx_n_s_self;
   PyObject *__pyx_n_s_seq_len;
+  PyObject *__pyx_n_s_set_name;
+  PyObject *__pyx_n_s_setitem;
+  PyObject *__pyx_n_s_slots;
   PyObject *__pyx_n_s_span;
   PyObject *__pyx_n_s_spec;
   PyObject *__pyx_n_s_st;
@@ -2902,19 +3040,30 @@ typedef struct {
   PyObject *__pyx_n_u_substitution_positions;
   PyObject *__pyx_n_s_substitution_values;
   PyObject *__pyx_n_u_substitution_values;
+  PyObject *__pyx_n_u_substitutions_outside_window;
   PyObject *__pyx_n_s_sum;
+  PyObject *__pyx_n_s_super;
   PyObject *__pyx_n_s_test;
+  PyObject *__pyx_n_u_total_mods;
+  PyObject *__pyx_n_s_value;
   PyObject *__pyx_int_0;
   PyObject *__pyx_int_neg_1;
   PyObject *__pyx_tuple_;
   PyObject *__pyx_tuple__2;
   PyObject *__pyx_tuple__6;
   PyObject *__pyx_tuple__7;
-  PyObject *__pyx_tuple__9;
-  PyObject *__pyx_tuple__11;
-  PyObject *__pyx_codeobj__8;
-  PyObject *__pyx_codeobj__10;
-  PyObject *__pyx_codeobj__12;
+  PyObject *__pyx_tuple__8;
+  PyObject *__pyx_tuple__10;
+  PyObject *__pyx_tuple__12;
+  PyObject *__pyx_tuple__14;
+  PyObject *__pyx_tuple__16;
+  PyObject *__pyx_tuple__18;
+  PyObject *__pyx_codeobj__9;
+  PyObject *__pyx_codeobj__11;
+  PyObject *__pyx_codeobj__13;
+  PyObject *__pyx_codeobj__15;
+  PyObject *__pyx_codeobj__17;
+  PyObject *__pyx_codeobj__19;
 } __pyx_mstate;
 
 #if CYTHON_USE_MODULE_STATE
@@ -2975,13 +3124,17 @@ static int __pyx_m_clear(PyObject *m) {
   Py_CLEAR(clear_module_state->__pyx_ptype_5numpy_ufunc);
   Py_CLEAR(clear_module_state->__pyx_n_u_A);
   Py_CLEAR(clear_module_state->__pyx_n_u_C);
-  Py_CLEAR(clear_module_state->__pyx_kp_s_CRISPResso2_CRISPRessoCOREResour);
-  Py_CLEAR(clear_module_state->__pyx_n_s_CRISPResso2_CRISPRessoCOREResour_2);
+  Py_CLEAR(clear_module_state->__pyx_n_s_CRISPResso2_CRISPRessoCOREResour);
+  Py_CLEAR(clear_module_state->__pyx_kp_s_CRISPResso2_CRISPRessoCOREResour_2);
   Py_CLEAR(clear_module_state->__pyx_n_u_G);
   Py_CLEAR(clear_module_state->__pyx_n_s_ImportError);
   Py_CLEAR(clear_module_state->__pyx_n_u_N);
+  Py_CLEAR(clear_module_state->__pyx_n_s_ResultsSlotsDict);
+  Py_CLEAR(clear_module_state->__pyx_n_s_ResultsSlotsDict___getitem);
+  Py_CLEAR(clear_module_state->__pyx_n_s_ResultsSlotsDict___init);
+  Py_CLEAR(clear_module_state->__pyx_n_s_ResultsSlotsDict___setitem);
   Py_CLEAR(clear_module_state->__pyx_n_u_T);
-  Py_CLEAR(clear_module_state->__pyx_n_s__13);
+  Py_CLEAR(clear_module_state->__pyx_n_s__20);
   Py_CLEAR(clear_module_state->__pyx_kp_u__3);
   Py_CLEAR(clear_module_state->__pyx_n_s__4);
   Py_CLEAR(clear_module_state->__pyx_kp_u__5);
@@ -2999,12 +3152,17 @@ static int __pyx_m_clear(PyObject *m) {
   Py_CLEAR(clear_module_state->__pyx_n_u_all_substitution_positions);
   Py_CLEAR(clear_module_state->__pyx_n_s_all_substitution_values);
   Py_CLEAR(clear_module_state->__pyx_n_u_all_substitution_values);
+  Py_CLEAR(clear_module_state->__pyx_n_u_aln_ref);
+  Py_CLEAR(clear_module_state->__pyx_n_u_aln_scores);
+  Py_CLEAR(clear_module_state->__pyx_n_u_aln_seq);
+  Py_CLEAR(clear_module_state->__pyx_n_u_aln_strand);
   Py_CLEAR(clear_module_state->__pyx_n_s_array);
   Py_CLEAR(clear_module_state->__pyx_n_s_asyncio_coroutines);
   Py_CLEAR(clear_module_state->__pyx_n_s_b);
   Py_CLEAR(clear_module_state->__pyx_n_s_bl);
   Py_CLEAR(clear_module_state->__pyx_n_s_c);
   Py_CLEAR(clear_module_state->__pyx_n_s_calculate_homology);
+  Py_CLEAR(clear_module_state->__pyx_n_u_classification);
   Py_CLEAR(clear_module_state->__pyx_n_s_cline_in_traceback);
   Py_CLEAR(clear_module_state->__pyx_n_s_compile);
   Py_CLEAR(clear_module_state->__pyx_n_s_current_insertion_size);
@@ -3016,12 +3174,16 @@ static int __pyx_m_clear(PyObject *m) {
   Py_CLEAR(clear_module_state->__pyx_n_u_deletion_positions);
   Py_CLEAR(clear_module_state->__pyx_n_s_deletion_sizes);
   Py_CLEAR(clear_module_state->__pyx_n_u_deletion_sizes);
+  Py_CLEAR(clear_module_state->__pyx_n_u_deletions_outside_window);
+  Py_CLEAR(clear_module_state->__pyx_n_s_dict);
+  Py_CLEAR(clear_module_state->__pyx_n_s_doc);
   Py_CLEAR(clear_module_state->__pyx_n_s_en);
   Py_CLEAR(clear_module_state->__pyx_n_s_end_deletion);
   Py_CLEAR(clear_module_state->__pyx_n_s_enumerate);
   Py_CLEAR(clear_module_state->__pyx_n_s_find_indels_substitutions);
   Py_CLEAR(clear_module_state->__pyx_n_s_find_indels_substitutions_legacy);
   Py_CLEAR(clear_module_state->__pyx_n_s_finditer);
+  Py_CLEAR(clear_module_state->__pyx_n_s_getitem);
   Py_CLEAR(clear_module_state->__pyx_n_s_i);
   Py_CLEAR(clear_module_state->__pyx_n_s_idx);
   Py_CLEAR(clear_module_state->__pyx_n_s_idx_c);
@@ -3029,6 +3191,8 @@ static int __pyx_m_clear(PyObject *m) {
   Py_CLEAR(clear_module_state->__pyx_n_s_inc_del_pos);
   Py_CLEAR(clear_module_state->__pyx_n_s_include_indx);
   Py_CLEAR(clear_module_state->__pyx_n_s_include_indx_set);
+  Py_CLEAR(clear_module_state->__pyx_n_s_init);
+  Py_CLEAR(clear_module_state->__pyx_n_s_init_subclass);
   Py_CLEAR(clear_module_state->__pyx_n_s_initializing);
   Py_CLEAR(clear_module_state->__pyx_n_s_insertion_coordinates);
   Py_CLEAR(clear_module_state->__pyx_n_u_insertion_coordinates);
@@ -3038,10 +3202,19 @@ static int __pyx_m_clear(PyObject *m) {
   Py_CLEAR(clear_module_state->__pyx_n_u_insertion_positions);
   Py_CLEAR(clear_module_state->__pyx_n_s_insertion_sizes);
   Py_CLEAR(clear_module_state->__pyx_n_u_insertion_sizes);
+  Py_CLEAR(clear_module_state->__pyx_n_u_insertions_outside_window);
   Py_CLEAR(clear_module_state->__pyx_n_s_intersection);
+  Py_CLEAR(clear_module_state->__pyx_n_u_irregular_ends);
   Py_CLEAR(clear_module_state->__pyx_n_s_is_coroutine);
+  Py_CLEAR(clear_module_state->__pyx_n_s_items);
+  Py_CLEAR(clear_module_state->__pyx_n_s_key);
+  Py_CLEAR(clear_module_state->__pyx_n_s_kwargs);
   Py_CLEAR(clear_module_state->__pyx_n_s_l);
   Py_CLEAR(clear_module_state->__pyx_n_s_main);
+  Py_CLEAR(clear_module_state->__pyx_n_s_metaclass);
+  Py_CLEAR(clear_module_state->__pyx_n_u_mods_in_window);
+  Py_CLEAR(clear_module_state->__pyx_n_u_mods_outside_window);
+  Py_CLEAR(clear_module_state->__pyx_n_s_module);
   Py_CLEAR(clear_module_state->__pyx_n_s_name);
   Py_CLEAR(clear_module_state->__pyx_n_s_np);
   Py_CLEAR(clear_module_state->__pyx_n_s_nucSet);
@@ -3049,18 +3222,25 @@ static int __pyx_m_clear(PyObject *m) {
   Py_CLEAR(clear_module_state->__pyx_kp_u_numpy__core_multiarray_failed_to);
   Py_CLEAR(clear_module_state->__pyx_kp_u_numpy__core_umath_failed_to_impo);
   Py_CLEAR(clear_module_state->__pyx_n_s_p);
+  Py_CLEAR(clear_module_state->__pyx_n_s_prepare);
+  Py_CLEAR(clear_module_state->__pyx_n_s_qualname);
   Py_CLEAR(clear_module_state->__pyx_n_s_range);
   Py_CLEAR(clear_module_state->__pyx_n_s_re);
   Py_CLEAR(clear_module_state->__pyx_n_s_re_find_indels);
   Py_CLEAR(clear_module_state->__pyx_n_s_read_seq_al);
   Py_CLEAR(clear_module_state->__pyx_n_s_ref_en);
+  Py_CLEAR(clear_module_state->__pyx_n_u_ref_name);
   Py_CLEAR(clear_module_state->__pyx_n_s_ref_positions);
   Py_CLEAR(clear_module_state->__pyx_n_u_ref_positions);
   Py_CLEAR(clear_module_state->__pyx_n_s_ref_seq_al);
   Py_CLEAR(clear_module_state->__pyx_n_s_ref_st);
   Py_CLEAR(clear_module_state->__pyx_n_s_retDict);
   Py_CLEAR(clear_module_state->__pyx_n_s_score);
+  Py_CLEAR(clear_module_state->__pyx_n_s_self);
   Py_CLEAR(clear_module_state->__pyx_n_s_seq_len);
+  Py_CLEAR(clear_module_state->__pyx_n_s_set_name);
+  Py_CLEAR(clear_module_state->__pyx_n_s_setitem);
+  Py_CLEAR(clear_module_state->__pyx_n_s_slots);
   Py_CLEAR(clear_module_state->__pyx_n_s_span);
   Py_CLEAR(clear_module_state->__pyx_n_s_spec);
   Py_CLEAR(clear_module_state->__pyx_n_s_st);
@@ -3073,19 +3253,30 @@ static int __pyx_m_clear(PyObject *m) {
   Py_CLEAR(clear_module_state->__pyx_n_u_substitution_positions);
   Py_CLEAR(clear_module_state->__pyx_n_s_substitution_values);
   Py_CLEAR(clear_module_state->__pyx_n_u_substitution_values);
+  Py_CLEAR(clear_module_state->__pyx_n_u_substitutions_outside_window);
   Py_CLEAR(clear_module_state->__pyx_n_s_sum);
+  Py_CLEAR(clear_module_state->__pyx_n_s_super);
   Py_CLEAR(clear_module_state->__pyx_n_s_test);
+  Py_CLEAR(clear_module_state->__pyx_n_u_total_mods);
+  Py_CLEAR(clear_module_state->__pyx_n_s_value);
   Py_CLEAR(clear_module_state->__pyx_int_0);
   Py_CLEAR(clear_module_state->__pyx_int_neg_1);
   Py_CLEAR(clear_module_state->__pyx_tuple_);
   Py_CLEAR(clear_module_state->__pyx_tuple__2);
   Py_CLEAR(clear_module_state->__pyx_tuple__6);
   Py_CLEAR(clear_module_state->__pyx_tuple__7);
-  Py_CLEAR(clear_module_state->__pyx_tuple__9);
-  Py_CLEAR(clear_module_state->__pyx_tuple__11);
-  Py_CLEAR(clear_module_state->__pyx_codeobj__8);
-  Py_CLEAR(clear_module_state->__pyx_codeobj__10);
-  Py_CLEAR(clear_module_state->__pyx_codeobj__12);
+  Py_CLEAR(clear_module_state->__pyx_tuple__8);
+  Py_CLEAR(clear_module_state->__pyx_tuple__10);
+  Py_CLEAR(clear_module_state->__pyx_tuple__12);
+  Py_CLEAR(clear_module_state->__pyx_tuple__14);
+  Py_CLEAR(clear_module_state->__pyx_tuple__16);
+  Py_CLEAR(clear_module_state->__pyx_tuple__18);
+  Py_CLEAR(clear_module_state->__pyx_codeobj__9);
+  Py_CLEAR(clear_module_state->__pyx_codeobj__11);
+  Py_CLEAR(clear_module_state->__pyx_codeobj__13);
+  Py_CLEAR(clear_module_state->__pyx_codeobj__15);
+  Py_CLEAR(clear_module_state->__pyx_codeobj__17);
+  Py_CLEAR(clear_module_state->__pyx_codeobj__19);
   return 0;
 }
 #endif
@@ -3124,13 +3315,17 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
   Py_VISIT(traverse_module_state->__pyx_ptype_5numpy_ufunc);
   Py_VISIT(traverse_module_state->__pyx_n_u_A);
   Py_VISIT(traverse_module_state->__pyx_n_u_C);
-  Py_VISIT(traverse_module_state->__pyx_kp_s_CRISPResso2_CRISPRessoCOREResour);
-  Py_VISIT(traverse_module_state->__pyx_n_s_CRISPResso2_CRISPRessoCOREResour_2);
+  Py_VISIT(traverse_module_state->__pyx_n_s_CRISPResso2_CRISPRessoCOREResour);
+  Py_VISIT(traverse_module_state->__pyx_kp_s_CRISPResso2_CRISPRessoCOREResour_2);
   Py_VISIT(traverse_module_state->__pyx_n_u_G);
   Py_VISIT(traverse_module_state->__pyx_n_s_ImportError);
   Py_VISIT(traverse_module_state->__pyx_n_u_N);
+  Py_VISIT(traverse_module_state->__pyx_n_s_ResultsSlotsDict);
+  Py_VISIT(traverse_module_state->__pyx_n_s_ResultsSlotsDict___getitem);
+  Py_VISIT(traverse_module_state->__pyx_n_s_ResultsSlotsDict___init);
+  Py_VISIT(traverse_module_state->__pyx_n_s_ResultsSlotsDict___setitem);
   Py_VISIT(traverse_module_state->__pyx_n_u_T);
-  Py_VISIT(traverse_module_state->__pyx_n_s__13);
+  Py_VISIT(traverse_module_state->__pyx_n_s__20);
   Py_VISIT(traverse_module_state->__pyx_kp_u__3);
   Py_VISIT(traverse_module_state->__pyx_n_s__4);
   Py_VISIT(traverse_module_state->__pyx_kp_u__5);
@@ -3148,12 +3343,17 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
   Py_VISIT(traverse_module_state->__pyx_n_u_all_substitution_positions);
   Py_VISIT(traverse_module_state->__pyx_n_s_all_substitution_values);
   Py_VISIT(traverse_module_state->__pyx_n_u_all_substitution_values);
+  Py_VISIT(traverse_module_state->__pyx_n_u_aln_ref);
+  Py_VISIT(traverse_module_state->__pyx_n_u_aln_scores);
+  Py_VISIT(traverse_module_state->__pyx_n_u_aln_seq);
+  Py_VISIT(traverse_module_state->__pyx_n_u_aln_strand);
   Py_VISIT(traverse_module_state->__pyx_n_s_array);
   Py_VISIT(traverse_module_state->__pyx_n_s_asyncio_coroutines);
   Py_VISIT(traverse_module_state->__pyx_n_s_b);
   Py_VISIT(traverse_module_state->__pyx_n_s_bl);
   Py_VISIT(traverse_module_state->__pyx_n_s_c);
   Py_VISIT(traverse_module_state->__pyx_n_s_calculate_homology);
+  Py_VISIT(traverse_module_state->__pyx_n_u_classification);
   Py_VISIT(traverse_module_state->__pyx_n_s_cline_in_traceback);
   Py_VISIT(traverse_module_state->__pyx_n_s_compile);
   Py_VISIT(traverse_module_state->__pyx_n_s_current_insertion_size);
@@ -3165,12 +3365,16 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
   Py_VISIT(traverse_module_state->__pyx_n_u_deletion_positions);
   Py_VISIT(traverse_module_state->__pyx_n_s_deletion_sizes);
   Py_VISIT(traverse_module_state->__pyx_n_u_deletion_sizes);
+  Py_VISIT(traverse_module_state->__pyx_n_u_deletions_outside_window);
+  Py_VISIT(traverse_module_state->__pyx_n_s_dict);
+  Py_VISIT(traverse_module_state->__pyx_n_s_doc);
   Py_VISIT(traverse_module_state->__pyx_n_s_en);
   Py_VISIT(traverse_module_state->__pyx_n_s_end_deletion);
   Py_VISIT(traverse_module_state->__pyx_n_s_enumerate);
   Py_VISIT(traverse_module_state->__pyx_n_s_find_indels_substitutions);
   Py_VISIT(traverse_module_state->__pyx_n_s_find_indels_substitutions_legacy);
   Py_VISIT(traverse_module_state->__pyx_n_s_finditer);
+  Py_VISIT(traverse_module_state->__pyx_n_s_getitem);
   Py_VISIT(traverse_module_state->__pyx_n_s_i);
   Py_VISIT(traverse_module_state->__pyx_n_s_idx);
   Py_VISIT(traverse_module_state->__pyx_n_s_idx_c);
@@ -3178,6 +3382,8 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
   Py_VISIT(traverse_module_state->__pyx_n_s_inc_del_pos);
   Py_VISIT(traverse_module_state->__pyx_n_s_include_indx);
   Py_VISIT(traverse_module_state->__pyx_n_s_include_indx_set);
+  Py_VISIT(traverse_module_state->__pyx_n_s_init);
+  Py_VISIT(traverse_module_state->__pyx_n_s_init_subclass);
   Py_VISIT(traverse_module_state->__pyx_n_s_initializing);
   Py_VISIT(traverse_module_state->__pyx_n_s_insertion_coordinates);
   Py_VISIT(traverse_module_state->__pyx_n_u_insertion_coordinates);
@@ -3187,10 +3393,19 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
   Py_VISIT(traverse_module_state->__pyx_n_u_insertion_positions);
   Py_VISIT(traverse_module_state->__pyx_n_s_insertion_sizes);
   Py_VISIT(traverse_module_state->__pyx_n_u_insertion_sizes);
+  Py_VISIT(traverse_module_state->__pyx_n_u_insertions_outside_window);
   Py_VISIT(traverse_module_state->__pyx_n_s_intersection);
+  Py_VISIT(traverse_module_state->__pyx_n_u_irregular_ends);
   Py_VISIT(traverse_module_state->__pyx_n_s_is_coroutine);
+  Py_VISIT(traverse_module_state->__pyx_n_s_items);
+  Py_VISIT(traverse_module_state->__pyx_n_s_key);
+  Py_VISIT(traverse_module_state->__pyx_n_s_kwargs);
   Py_VISIT(traverse_module_state->__pyx_n_s_l);
   Py_VISIT(traverse_module_state->__pyx_n_s_main);
+  Py_VISIT(traverse_module_state->__pyx_n_s_metaclass);
+  Py_VISIT(traverse_module_state->__pyx_n_u_mods_in_window);
+  Py_VISIT(traverse_module_state->__pyx_n_u_mods_outside_window);
+  Py_VISIT(traverse_module_state->__pyx_n_s_module);
   Py_VISIT(traverse_module_state->__pyx_n_s_name);
   Py_VISIT(traverse_module_state->__pyx_n_s_np);
   Py_VISIT(traverse_module_state->__pyx_n_s_nucSet);
@@ -3198,18 +3413,25 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
   Py_VISIT(traverse_module_state->__pyx_kp_u_numpy__core_multiarray_failed_to);
   Py_VISIT(traverse_module_state->__pyx_kp_u_numpy__core_umath_failed_to_impo);
   Py_VISIT(traverse_module_state->__pyx_n_s_p);
+  Py_VISIT(traverse_module_state->__pyx_n_s_prepare);
+  Py_VISIT(traverse_module_state->__pyx_n_s_qualname);
   Py_VISIT(traverse_module_state->__pyx_n_s_range);
   Py_VISIT(traverse_module_state->__pyx_n_s_re);
   Py_VISIT(traverse_module_state->__pyx_n_s_re_find_indels);
   Py_VISIT(traverse_module_state->__pyx_n_s_read_seq_al);
   Py_VISIT(traverse_module_state->__pyx_n_s_ref_en);
+  Py_VISIT(traverse_module_state->__pyx_n_u_ref_name);
   Py_VISIT(traverse_module_state->__pyx_n_s_ref_positions);
   Py_VISIT(traverse_module_state->__pyx_n_u_ref_positions);
   Py_VISIT(traverse_module_state->__pyx_n_s_ref_seq_al);
   Py_VISIT(traverse_module_state->__pyx_n_s_ref_st);
   Py_VISIT(traverse_module_state->__pyx_n_s_retDict);
   Py_VISIT(traverse_module_state->__pyx_n_s_score);
+  Py_VISIT(traverse_module_state->__pyx_n_s_self);
   Py_VISIT(traverse_module_state->__pyx_n_s_seq_len);
+  Py_VISIT(traverse_module_state->__pyx_n_s_set_name);
+  Py_VISIT(traverse_module_state->__pyx_n_s_setitem);
+  Py_VISIT(traverse_module_state->__pyx_n_s_slots);
   Py_VISIT(traverse_module_state->__pyx_n_s_span);
   Py_VISIT(traverse_module_state->__pyx_n_s_spec);
   Py_VISIT(traverse_module_state->__pyx_n_s_st);
@@ -3222,19 +3444,30 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
   Py_VISIT(traverse_module_state->__pyx_n_u_substitution_positions);
   Py_VISIT(traverse_module_state->__pyx_n_s_substitution_values);
   Py_VISIT(traverse_module_state->__pyx_n_u_substitution_values);
+  Py_VISIT(traverse_module_state->__pyx_n_u_substitutions_outside_window);
   Py_VISIT(traverse_module_state->__pyx_n_s_sum);
+  Py_VISIT(traverse_module_state->__pyx_n_s_super);
   Py_VISIT(traverse_module_state->__pyx_n_s_test);
+  Py_VISIT(traverse_module_state->__pyx_n_u_total_mods);
+  Py_VISIT(traverse_module_state->__pyx_n_s_value);
   Py_VISIT(traverse_module_state->__pyx_int_0);
   Py_VISIT(traverse_module_state->__pyx_int_neg_1);
   Py_VISIT(traverse_module_state->__pyx_tuple_);
   Py_VISIT(traverse_module_state->__pyx_tuple__2);
   Py_VISIT(traverse_module_state->__pyx_tuple__6);
   Py_VISIT(traverse_module_state->__pyx_tuple__7);
-  Py_VISIT(traverse_module_state->__pyx_tuple__9);
-  Py_VISIT(traverse_module_state->__pyx_tuple__11);
-  Py_VISIT(traverse_module_state->__pyx_codeobj__8);
-  Py_VISIT(traverse_module_state->__pyx_codeobj__10);
-  Py_VISIT(traverse_module_state->__pyx_codeobj__12);
+  Py_VISIT(traverse_module_state->__pyx_tuple__8);
+  Py_VISIT(traverse_module_state->__pyx_tuple__10);
+  Py_VISIT(traverse_module_state->__pyx_tuple__12);
+  Py_VISIT(traverse_module_state->__pyx_tuple__14);
+  Py_VISIT(traverse_module_state->__pyx_tuple__16);
+  Py_VISIT(traverse_module_state->__pyx_tuple__18);
+  Py_VISIT(traverse_module_state->__pyx_codeobj__9);
+  Py_VISIT(traverse_module_state->__pyx_codeobj__11);
+  Py_VISIT(traverse_module_state->__pyx_codeobj__13);
+  Py_VISIT(traverse_module_state->__pyx_codeobj__15);
+  Py_VISIT(traverse_module_state->__pyx_codeobj__17);
+  Py_VISIT(traverse_module_state->__pyx_codeobj__19);
   return 0;
 }
 #endif
@@ -3303,13 +3536,17 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
 #endif
 #define __pyx_n_u_A __pyx_mstate_global->__pyx_n_u_A
 #define __pyx_n_u_C __pyx_mstate_global->__pyx_n_u_C
-#define __pyx_kp_s_CRISPResso2_CRISPRessoCOREResour __pyx_mstate_global->__pyx_kp_s_CRISPResso2_CRISPRessoCOREResour
-#define __pyx_n_s_CRISPResso2_CRISPRessoCOREResour_2 __pyx_mstate_global->__pyx_n_s_CRISPResso2_CRISPRessoCOREResour_2
+#define __pyx_n_s_CRISPResso2_CRISPRessoCOREResour __pyx_mstate_global->__pyx_n_s_CRISPResso2_CRISPRessoCOREResour
+#define __pyx_kp_s_CRISPResso2_CRISPRessoCOREResour_2 __pyx_mstate_global->__pyx_kp_s_CRISPResso2_CRISPRessoCOREResour_2
 #define __pyx_n_u_G __pyx_mstate_global->__pyx_n_u_G
 #define __pyx_n_s_ImportError __pyx_mstate_global->__pyx_n_s_ImportError
 #define __pyx_n_u_N __pyx_mstate_global->__pyx_n_u_N
+#define __pyx_n_s_ResultsSlotsDict __pyx_mstate_global->__pyx_n_s_ResultsSlotsDict
+#define __pyx_n_s_ResultsSlotsDict___getitem __pyx_mstate_global->__pyx_n_s_ResultsSlotsDict___getitem
+#define __pyx_n_s_ResultsSlotsDict___init __pyx_mstate_global->__pyx_n_s_ResultsSlotsDict___init
+#define __pyx_n_s_ResultsSlotsDict___setitem __pyx_mstate_global->__pyx_n_s_ResultsSlotsDict___setitem
 #define __pyx_n_u_T __pyx_mstate_global->__pyx_n_u_T
-#define __pyx_n_s__13 __pyx_mstate_global->__pyx_n_s__13
+#define __pyx_n_s__20 __pyx_mstate_global->__pyx_n_s__20
 #define __pyx_kp_u__3 __pyx_mstate_global->__pyx_kp_u__3
 #define __pyx_n_s__4 __pyx_mstate_global->__pyx_n_s__4
 #define __pyx_kp_u__5 __pyx_mstate_global->__pyx_kp_u__5
@@ -3327,12 +3564,17 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
 #define __pyx_n_u_all_substitution_positions __pyx_mstate_global->__pyx_n_u_all_substitution_positions
 #define __pyx_n_s_all_substitution_values __pyx_mstate_global->__pyx_n_s_all_substitution_values
 #define __pyx_n_u_all_substitution_values __pyx_mstate_global->__pyx_n_u_all_substitution_values
+#define __pyx_n_u_aln_ref __pyx_mstate_global->__pyx_n_u_aln_ref
+#define __pyx_n_u_aln_scores __pyx_mstate_global->__pyx_n_u_aln_scores
+#define __pyx_n_u_aln_seq __pyx_mstate_global->__pyx_n_u_aln_seq
+#define __pyx_n_u_aln_strand __pyx_mstate_global->__pyx_n_u_aln_strand
 #define __pyx_n_s_array __pyx_mstate_global->__pyx_n_s_array
 #define __pyx_n_s_asyncio_coroutines __pyx_mstate_global->__pyx_n_s_asyncio_coroutines
 #define __pyx_n_s_b __pyx_mstate_global->__pyx_n_s_b
 #define __pyx_n_s_bl __pyx_mstate_global->__pyx_n_s_bl
 #define __pyx_n_s_c __pyx_mstate_global->__pyx_n_s_c
 #define __pyx_n_s_calculate_homology __pyx_mstate_global->__pyx_n_s_calculate_homology
+#define __pyx_n_u_classification __pyx_mstate_global->__pyx_n_u_classification
 #define __pyx_n_s_cline_in_traceback __pyx_mstate_global->__pyx_n_s_cline_in_traceback
 #define __pyx_n_s_compile __pyx_mstate_global->__pyx_n_s_compile
 #define __pyx_n_s_current_insertion_size __pyx_mstate_global->__pyx_n_s_current_insertion_size
@@ -3344,12 +3586,16 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
 #define __pyx_n_u_deletion_positions __pyx_mstate_global->__pyx_n_u_deletion_positions
 #define __pyx_n_s_deletion_sizes __pyx_mstate_global->__pyx_n_s_deletion_sizes
 #define __pyx_n_u_deletion_sizes __pyx_mstate_global->__pyx_n_u_deletion_sizes
+#define __pyx_n_u_deletions_outside_window __pyx_mstate_global->__pyx_n_u_deletions_outside_window
+#define __pyx_n_s_dict __pyx_mstate_global->__pyx_n_s_dict
+#define __pyx_n_s_doc __pyx_mstate_global->__pyx_n_s_doc
 #define __pyx_n_s_en __pyx_mstate_global->__pyx_n_s_en
 #define __pyx_n_s_end_deletion __pyx_mstate_global->__pyx_n_s_end_deletion
 #define __pyx_n_s_enumerate __pyx_mstate_global->__pyx_n_s_enumerate
 #define __pyx_n_s_find_indels_substitutions __pyx_mstate_global->__pyx_n_s_find_indels_substitutions
 #define __pyx_n_s_find_indels_substitutions_legacy __pyx_mstate_global->__pyx_n_s_find_indels_substitutions_legacy
 #define __pyx_n_s_finditer __pyx_mstate_global->__pyx_n_s_finditer
+#define __pyx_n_s_getitem __pyx_mstate_global->__pyx_n_s_getitem
 #define __pyx_n_s_i __pyx_mstate_global->__pyx_n_s_i
 #define __pyx_n_s_idx __pyx_mstate_global->__pyx_n_s_idx
 #define __pyx_n_s_idx_c __pyx_mstate_global->__pyx_n_s_idx_c
@@ -3357,6 +3603,8 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
 #define __pyx_n_s_inc_del_pos __pyx_mstate_global->__pyx_n_s_inc_del_pos
 #define __pyx_n_s_include_indx __pyx_mstate_global->__pyx_n_s_include_indx
 #define __pyx_n_s_include_indx_set __pyx_mstate_global->__pyx_n_s_include_indx_set
+#define __pyx_n_s_init __pyx_mstate_global->__pyx_n_s_init
+#define __pyx_n_s_init_subclass __pyx_mstate_global->__pyx_n_s_init_subclass
 #define __pyx_n_s_initializing __pyx_mstate_global->__pyx_n_s_initializing
 #define __pyx_n_s_insertion_coordinates __pyx_mstate_global->__pyx_n_s_insertion_coordinates
 #define __pyx_n_u_insertion_coordinates __pyx_mstate_global->__pyx_n_u_insertion_coordinates
@@ -3366,10 +3614,19 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
 #define __pyx_n_u_insertion_positions __pyx_mstate_global->__pyx_n_u_insertion_positions
 #define __pyx_n_s_insertion_sizes __pyx_mstate_global->__pyx_n_s_insertion_sizes
 #define __pyx_n_u_insertion_sizes __pyx_mstate_global->__pyx_n_u_insertion_sizes
+#define __pyx_n_u_insertions_outside_window __pyx_mstate_global->__pyx_n_u_insertions_outside_window
 #define __pyx_n_s_intersection __pyx_mstate_global->__pyx_n_s_intersection
+#define __pyx_n_u_irregular_ends __pyx_mstate_global->__pyx_n_u_irregular_ends
 #define __pyx_n_s_is_coroutine __pyx_mstate_global->__pyx_n_s_is_coroutine
+#define __pyx_n_s_items __pyx_mstate_global->__pyx_n_s_items
+#define __pyx_n_s_key __pyx_mstate_global->__pyx_n_s_key
+#define __pyx_n_s_kwargs __pyx_mstate_global->__pyx_n_s_kwargs
 #define __pyx_n_s_l __pyx_mstate_global->__pyx_n_s_l
 #define __pyx_n_s_main __pyx_mstate_global->__pyx_n_s_main
+#define __pyx_n_s_metaclass __pyx_mstate_global->__pyx_n_s_metaclass
+#define __pyx_n_u_mods_in_window __pyx_mstate_global->__pyx_n_u_mods_in_window
+#define __pyx_n_u_mods_outside_window __pyx_mstate_global->__pyx_n_u_mods_outside_window
+#define __pyx_n_s_module __pyx_mstate_global->__pyx_n_s_module
 #define __pyx_n_s_name __pyx_mstate_global->__pyx_n_s_name
 #define __pyx_n_s_np __pyx_mstate_global->__pyx_n_s_np
 #define __pyx_n_s_nucSet __pyx_mstate_global->__pyx_n_s_nucSet
@@ -3377,18 +3634,25 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
 #define __pyx_kp_u_numpy__core_multiarray_failed_to __pyx_mstate_global->__pyx_kp_u_numpy__core_multiarray_failed_to
 #define __pyx_kp_u_numpy__core_umath_failed_to_impo __pyx_mstate_global->__pyx_kp_u_numpy__core_umath_failed_to_impo
 #define __pyx_n_s_p __pyx_mstate_global->__pyx_n_s_p
+#define __pyx_n_s_prepare __pyx_mstate_global->__pyx_n_s_prepare
+#define __pyx_n_s_qualname __pyx_mstate_global->__pyx_n_s_qualname
 #define __pyx_n_s_range __pyx_mstate_global->__pyx_n_s_range
 #define __pyx_n_s_re __pyx_mstate_global->__pyx_n_s_re
 #define __pyx_n_s_re_find_indels __pyx_mstate_global->__pyx_n_s_re_find_indels
 #define __pyx_n_s_read_seq_al __pyx_mstate_global->__pyx_n_s_read_seq_al
 #define __pyx_n_s_ref_en __pyx_mstate_global->__pyx_n_s_ref_en
+#define __pyx_n_u_ref_name __pyx_mstate_global->__pyx_n_u_ref_name
 #define __pyx_n_s_ref_positions __pyx_mstate_global->__pyx_n_s_ref_positions
 #define __pyx_n_u_ref_positions __pyx_mstate_global->__pyx_n_u_ref_positions
 #define __pyx_n_s_ref_seq_al __pyx_mstate_global->__pyx_n_s_ref_seq_al
 #define __pyx_n_s_ref_st __pyx_mstate_global->__pyx_n_s_ref_st
 #define __pyx_n_s_retDict __pyx_mstate_global->__pyx_n_s_retDict
 #define __pyx_n_s_score __pyx_mstate_global->__pyx_n_s_score
+#define __pyx_n_s_self __pyx_mstate_global->__pyx_n_s_self
 #define __pyx_n_s_seq_len __pyx_mstate_global->__pyx_n_s_seq_len
+#define __pyx_n_s_set_name __pyx_mstate_global->__pyx_n_s_set_name
+#define __pyx_n_s_setitem __pyx_mstate_global->__pyx_n_s_setitem
+#define __pyx_n_s_slots __pyx_mstate_global->__pyx_n_s_slots
 #define __pyx_n_s_span __pyx_mstate_global->__pyx_n_s_span
 #define __pyx_n_s_spec __pyx_mstate_global->__pyx_n_s_spec
 #define __pyx_n_s_st __pyx_mstate_global->__pyx_n_s_st
@@ -3401,48 +3665,59 @@ static int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
 #define __pyx_n_u_substitution_positions __pyx_mstate_global->__pyx_n_u_substitution_positions
 #define __pyx_n_s_substitution_values __pyx_mstate_global->__pyx_n_s_substitution_values
 #define __pyx_n_u_substitution_values __pyx_mstate_global->__pyx_n_u_substitution_values
+#define __pyx_n_u_substitutions_outside_window __pyx_mstate_global->__pyx_n_u_substitutions_outside_window
 #define __pyx_n_s_sum __pyx_mstate_global->__pyx_n_s_sum
+#define __pyx_n_s_super __pyx_mstate_global->__pyx_n_s_super
 #define __pyx_n_s_test __pyx_mstate_global->__pyx_n_s_test
+#define __pyx_n_u_total_mods __pyx_mstate_global->__pyx_n_u_total_mods
+#define __pyx_n_s_value __pyx_mstate_global->__pyx_n_s_value
 #define __pyx_int_0 __pyx_mstate_global->__pyx_int_0
 #define __pyx_int_neg_1 __pyx_mstate_global->__pyx_int_neg_1
 #define __pyx_tuple_ __pyx_mstate_global->__pyx_tuple_
 #define __pyx_tuple__2 __pyx_mstate_global->__pyx_tuple__2
 #define __pyx_tuple__6 __pyx_mstate_global->__pyx_tuple__6
 #define __pyx_tuple__7 __pyx_mstate_global->__pyx_tuple__7
-#define __pyx_tuple__9 __pyx_mstate_global->__pyx_tuple__9
-#define __pyx_tuple__11 __pyx_mstate_global->__pyx_tuple__11
-#define __pyx_codeobj__8 __pyx_mstate_global->__pyx_codeobj__8
-#define __pyx_codeobj__10 __pyx_mstate_global->__pyx_codeobj__10
-#define __pyx_codeobj__12 __pyx_mstate_global->__pyx_codeobj__12
+#define __pyx_tuple__8 __pyx_mstate_global->__pyx_tuple__8
+#define __pyx_tuple__10 __pyx_mstate_global->__pyx_tuple__10
+#define __pyx_tuple__12 __pyx_mstate_global->__pyx_tuple__12
+#define __pyx_tuple__14 __pyx_mstate_global->__pyx_tuple__14
+#define __pyx_tuple__16 __pyx_mstate_global->__pyx_tuple__16
+#define __pyx_tuple__18 __pyx_mstate_global->__pyx_tuple__18
+#define __pyx_codeobj__9 __pyx_mstate_global->__pyx_codeobj__9
+#define __pyx_codeobj__11 __pyx_mstate_global->__pyx_codeobj__11
+#define __pyx_codeobj__13 __pyx_mstate_global->__pyx_codeobj__13
+#define __pyx_codeobj__15 __pyx_mstate_global->__pyx_codeobj__15
+#define __pyx_codeobj__17 __pyx_mstate_global->__pyx_codeobj__17
+#define __pyx_codeobj__19 __pyx_mstate_global->__pyx_codeobj__19
 /* #### Code section: module_code ### */
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":286
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":286
+ * 
  *         @property
  *         cdef inline npy_intp itemsize(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             return PyDataType_ELSIZE(self)
- *
+ * 
  */
 
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_Descr *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":287
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":287
  *         @property
  *         cdef inline npy_intp itemsize(self) noexcept nogil:
  *             return PyDataType_ELSIZE(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyDataType_ELSIZE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":286
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":286
+ * 
  *         @property
  *         cdef inline npy_intp itemsize(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             return PyDataType_ELSIZE(self)
- *
+ * 
  */
 
   /* function exit code */
@@ -3450,33 +3725,33 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_D
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":290
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":290
+ * 
  *         @property
  *         cdef inline npy_intp alignment(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             return PyDataType_ALIGNMENT(self)
- *
+ * 
  */
 
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_9alignment_alignment(PyArray_Descr *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":291
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":291
  *         @property
  *         cdef inline npy_intp alignment(self) noexcept nogil:
  *             return PyDataType_ALIGNMENT(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         # Use fields/names with care as they may be NULL.  You must check
  */
   __pyx_r = PyDataType_ALIGNMENT(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":290
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":290
+ * 
  *         @property
  *         cdef inline npy_intp alignment(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             return PyDataType_ALIGNMENT(self)
- *
+ * 
  */
 
   /* function exit code */
@@ -3484,12 +3759,12 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_5dtype_9alignment_alignment(PyArray
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":296
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":296
  *         # for this using PyDataType_HASFIELDS.
  *         @property
  *         cdef inline object fields(self):             # <<<<<<<<<<<<<<
  *             return <object>PyDataType_FIELDS(self)
- *
+ * 
  */
 
 static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Descr *__pyx_v_self) {
@@ -3498,11 +3773,11 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Desc
   PyObject *__pyx_t_1;
   __Pyx_RefNannySetupContext("fields", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":297
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":297
  *         @property
  *         cdef inline object fields(self):
  *             return <object>PyDataType_FIELDS(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __Pyx_XDECREF(__pyx_r);
@@ -3511,12 +3786,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Desc
   __pyx_r = ((PyObject *)__pyx_t_1);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":296
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":296
  *         # for this using PyDataType_HASFIELDS.
  *         @property
  *         cdef inline object fields(self):             # <<<<<<<<<<<<<<
  *             return <object>PyDataType_FIELDS(self)
- *
+ * 
  */
 
   /* function exit code */
@@ -3526,12 +3801,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_6fields_fields(PyArray_Desc
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":300
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":300
+ * 
  *         @property
  *         cdef inline tuple names(self):             # <<<<<<<<<<<<<<
  *             return <tuple>PyDataType_NAMES(self)
- *
+ * 
  */
 
 static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr *__pyx_v_self) {
@@ -3540,11 +3815,11 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
   PyObject *__pyx_t_1;
   __Pyx_RefNannySetupContext("names", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":301
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":301
  *         @property
  *         cdef inline tuple names(self):
  *             return <tuple>PyDataType_NAMES(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         # Use PyDataType_HASSUBARRAY to test whether this field is
  */
   __Pyx_XDECREF(__pyx_r);
@@ -3553,12 +3828,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
   __pyx_r = ((PyObject*)__pyx_t_1);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":300
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":300
+ * 
  *         @property
  *         cdef inline tuple names(self):             # <<<<<<<<<<<<<<
  *             return <tuple>PyDataType_NAMES(self)
- *
+ * 
  */
 
   /* function exit code */
@@ -3568,33 +3843,33 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_5dtype_5names_names(PyArray_Descr
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":307
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":307
  *         # this field via the inline helper method PyDataType_SHAPE.
  *         @property
  *         cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             return PyDataType_SUBARRAY(self)
- *
+ * 
  */
 
 static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarray(PyArray_Descr *__pyx_v_self) {
   PyArray_ArrayDescr *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":308
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":308
  *         @property
  *         cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil:
  *             return PyDataType_SUBARRAY(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyDataType_SUBARRAY(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":307
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":307
  *         # this field via the inline helper method PyDataType_SHAPE.
  *         @property
  *         cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             return PyDataType_SUBARRAY(self)
- *
+ * 
  */
 
   /* function exit code */
@@ -3602,8 +3877,8 @@ static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarra
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":311
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":311
+ * 
  *         @property
  *         cdef inline npy_uint64 flags(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The data types flags."""
@@ -3613,18 +3888,18 @@ static CYTHON_INLINE PyArray_ArrayDescr *__pyx_f_5numpy_5dtype_8subarray_subarra
 static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr *__pyx_v_self) {
   npy_uint64 __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":313
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":313
  *         cdef inline npy_uint64 flags(self) noexcept nogil:
  *             """The data types flags."""
  *             return PyDataType_FLAGS(self)             # <<<<<<<<<<<<<<
- *
- *
+ * 
+ * 
  */
   __pyx_r = PyDataType_FLAGS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":311
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":311
+ * 
  *         @property
  *         cdef inline npy_uint64 flags(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The data types flags."""
@@ -3636,8 +3911,8 @@ static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":323
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":323
+ * 
  *         @property
  *         cdef inline int numiter(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The number of arrays that need to be broadcast to the same shape."""
@@ -3647,18 +3922,18 @@ static CYTHON_INLINE npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr
 static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMultiIterObject *__pyx_v_self) {
   int __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":325
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":325
  *         cdef inline int numiter(self) noexcept nogil:
  *             """The number of arrays that need to be broadcast to the same shape."""
  *             return PyArray_MultiIter_NUMITER(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyArray_MultiIter_NUMITER(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":323
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":323
+ * 
  *         @property
  *         cdef inline int numiter(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The number of arrays that need to be broadcast to the same shape."""
@@ -3670,8 +3945,8 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMulti
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":328
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":328
+ * 
  *         @property
  *         cdef inline npy_intp size(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The total broadcasted size."""
@@ -3681,18 +3956,18 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMulti
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiIterObject *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":330
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":330
  *         cdef inline npy_intp size(self) noexcept nogil:
  *             """The total broadcasted size."""
  *             return PyArray_MultiIter_SIZE(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyArray_MultiIter_SIZE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":328
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":328
+ * 
  *         @property
  *         cdef inline npy_intp size(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The total broadcasted size."""
@@ -3704,8 +3979,8 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiI
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":333
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":333
+ * 
  *         @property
  *         cdef inline npy_intp index(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The current (1-d) index into the broadcasted result."""
@@ -3715,18 +3990,18 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiI
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMultiIterObject *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":335
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":335
  *         cdef inline npy_intp index(self) noexcept nogil:
  *             """The current (1-d) index into the broadcasted result."""
  *             return PyArray_MultiIter_INDEX(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyArray_MultiIter_INDEX(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":333
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":333
+ * 
  *         @property
  *         cdef inline npy_intp index(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The current (1-d) index into the broadcasted result."""
@@ -3738,8 +4013,8 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMult
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":338
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":338
+ * 
  *         @property
  *         cdef inline int nd(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The number of dimensions in the broadcasted result."""
@@ -3749,18 +4024,18 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMult
 static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject *__pyx_v_self) {
   int __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":340
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":340
  *         cdef inline int nd(self) noexcept nogil:
  *             """The number of dimensions in the broadcasted result."""
  *             return PyArray_MultiIter_NDIM(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyArray_MultiIter_NDIM(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":338
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":338
+ * 
  *         @property
  *         cdef inline int nd(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The number of dimensions in the broadcasted result."""
@@ -3772,8 +4047,8 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":343
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":343
+ * 
  *         @property
  *         cdef inline npy_intp* dimensions(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The shape of the broadcasted result."""
@@ -3783,18 +4058,18 @@ static CYTHON_INLINE int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject
 static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions(PyArrayMultiIterObject *__pyx_v_self) {
   npy_intp *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":345
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":345
  *         cdef inline npy_intp* dimensions(self) noexcept nogil:
  *             """The shape of the broadcasted result."""
  *             return PyArray_MultiIter_DIMS(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyArray_MultiIter_DIMS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":343
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":343
+ * 
  *         @property
  *         cdef inline npy_intp* dimensions(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The shape of the broadcasted result."""
@@ -3806,8 +4081,8 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":348
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":348
+ * 
  *         @property
  *         cdef inline void** iters(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """An array of iterator objects that holds the iterators for the arrays to be broadcast together.
@@ -3817,18 +4092,18 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions
 static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiIterObject *__pyx_v_self) {
   void **__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":351
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":351
  *             """An array of iterator objects that holds the iterators for the arrays to be broadcast together.
  *             On return, the iterators are adjusted for broadcasting."""
  *             return PyArray_MultiIter_ITERS(self)             # <<<<<<<<<<<<<<
- *
- *
+ * 
+ * 
  */
   __pyx_r = PyArray_MultiIter_ITERS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":348
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":348
+ * 
  *         @property
  *         cdef inline void** iters(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """An array of iterator objects that holds the iterators for the arrays to be broadcast together.
@@ -3840,8 +4115,8 @@ static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiI
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":366
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":366
+ * 
  *         @property
  *         cdef inline PyObject* base(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """Returns a borrowed reference to the object owning the data/memory.
@@ -3851,18 +4126,18 @@ static CYTHON_INLINE void **__pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiI
 static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject *__pyx_v_self) {
   PyObject *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":369
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":369
  *             """Returns a borrowed reference to the object owning the data/memory.
  *             """
  *             return PyArray_BASE(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyArray_BASE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":366
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":366
+ * 
  *         @property
  *         cdef inline PyObject* base(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """Returns a borrowed reference to the object owning the data/memory.
@@ -3874,8 +4149,8 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_7ndarray_4base_base(PyArrayObject
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":372
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":372
+ * 
  *         @property
  *         cdef inline dtype descr(self):             # <<<<<<<<<<<<<<
  *             """Returns an owned reference to the dtype of the array.
@@ -3888,11 +4163,11 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   PyArray_Descr *__pyx_t_1;
   __Pyx_RefNannySetupContext("descr", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":375
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":375
  *             """Returns an owned reference to the dtype of the array.
  *             """
  *             return <dtype>PyArray_DESCR(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __Pyx_XDECREF((PyObject *)__pyx_r);
@@ -3901,8 +4176,8 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   __pyx_r = ((PyArray_Descr *)__pyx_t_1);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":372
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":372
+ * 
  *         @property
  *         cdef inline dtype descr(self):             # <<<<<<<<<<<<<<
  *             """Returns an owned reference to the dtype of the array.
@@ -3916,8 +4191,8 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":378
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":378
+ * 
  *         @property
  *         cdef inline int ndim(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """Returns the number of dimensions in the array.
@@ -3927,18 +4202,18 @@ static CYTHON_INLINE PyArray_Descr *__pyx_f_5numpy_7ndarray_5descr_descr(PyArray
 static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx_v_self) {
   int __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":381
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":381
  *             """Returns the number of dimensions in the array.
  *             """
  *             return PyArray_NDIM(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyArray_NDIM(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":378
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":378
+ * 
  *         @property
  *         cdef inline int ndim(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """Returns the number of dimensions in the array.
@@ -3950,8 +4225,8 @@ static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":384
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":384
+ * 
  *         @property
  *         cdef inline npy_intp *shape(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """Returns a pointer to the dimensions/shape of the array.
@@ -3961,18 +4236,18 @@ static CYTHON_INLINE int __pyx_f_5numpy_7ndarray_4ndim_ndim(PyArrayObject *__pyx
 static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObject *__pyx_v_self) {
   npy_intp *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":389
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":389
  *             Can return NULL for 0-dimensional arrays.
  *             """
  *             return PyArray_DIMS(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyArray_DIMS(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":384
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":384
+ * 
  *         @property
  *         cdef inline npy_intp *shape(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """Returns a pointer to the dimensions/shape of the array.
@@ -3984,8 +4259,8 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObjec
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":392
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":392
+ * 
  *         @property
  *         cdef inline npy_intp *strides(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """Returns a pointer to the strides of the array.
@@ -3995,18 +4270,18 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObjec
 static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayObject *__pyx_v_self) {
   npy_intp *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":396
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":396
  *             The number of elements matches the number of dimensions of the array (ndim).
  *             """
  *             return PyArray_STRIDES(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyArray_STRIDES(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":392
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":392
+ * 
  *         @property
  *         cdef inline npy_intp *strides(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """Returns a pointer to the strides of the array.
@@ -4018,8 +4293,8 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayO
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":399
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":399
+ * 
  *         @property
  *         cdef inline npy_intp size(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """Returns the total size (in number of elements) of the array.
@@ -4029,18 +4304,18 @@ static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_7strides_strides(PyArrayO
 static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *__pyx_v_self) {
   npy_intp __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":402
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":402
  *             """Returns the total size (in number of elements) of the array.
  *             """
  *             return PyArray_SIZE(self)             # <<<<<<<<<<<<<<
- *
+ * 
  *         @property
  */
   __pyx_r = PyArray_SIZE(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":399
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":399
+ * 
  *         @property
  *         cdef inline npy_intp size(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """Returns the total size (in number of elements) of the array.
@@ -4052,8 +4327,8 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":405
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":405
+ * 
  *         @property
  *         cdef inline char* data(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The pointer to the data buffer as a char*.
@@ -4063,18 +4338,18 @@ static CYTHON_INLINE npy_intp __pyx_f_5numpy_7ndarray_4size_size(PyArrayObject *
 static CYTHON_INLINE char *__pyx_f_5numpy_7ndarray_4data_data(PyArrayObject *__pyx_v_self) {
   char *__pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":411
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":411
  *             of `PyArray_DATA()` instead, which returns a 'void*'.
  *             """
  *             return PyArray_BYTES(self)             # <<<<<<<<<<<<<<
- *
- *
+ * 
+ * 
  */
   __pyx_r = PyArray_BYTES(__pyx_v_self);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":405
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":405
+ * 
  *         @property
  *         cdef inline char* data(self) noexcept nogil:             # <<<<<<<<<<<<<<
  *             """The pointer to the data buffer as a char*.
@@ -4086,12 +4361,12 @@ static CYTHON_INLINE char *__pyx_f_5numpy_7ndarray_4data_data(PyArrayObject *__p
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":806
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":806
  * ctypedef long double complex clongdouble_t
- *
+ * 
  * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
  *     return PyArray_MultiIterNew(1, <void*>a)
- *
+ * 
  */
 
 static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__pyx_v_a) {
@@ -4103,11 +4378,11 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew1", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":807
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":807
+ * 
  * cdef inline object PyArray_MultiIterNew1(a):
  *     return PyArray_MultiIterNew(1, <void*>a)             # <<<<<<<<<<<<<<
- *
+ * 
  * cdef inline object PyArray_MultiIterNew2(a, b):
  */
   __Pyx_XDECREF(__pyx_r);
@@ -4117,12 +4392,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":806
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":806
  * ctypedef long double complex clongdouble_t
- *
+ * 
  * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
  *     return PyArray_MultiIterNew(1, <void*>a)
- *
+ * 
  */
 
   /* function exit code */
@@ -4136,12 +4411,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":809
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":809
  *     return PyArray_MultiIterNew(1, <void*>a)
- *
+ * 
  * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
- *
+ * 
  */
 
 static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__pyx_v_a, PyObject *__pyx_v_b) {
@@ -4153,11 +4428,11 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew2", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":810
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":810
+ * 
  * cdef inline object PyArray_MultiIterNew2(a, b):
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)             # <<<<<<<<<<<<<<
- *
+ * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):
  */
   __Pyx_XDECREF(__pyx_r);
@@ -4167,12 +4442,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":809
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":809
  *     return PyArray_MultiIterNew(1, <void*>a)
- *
+ * 
  * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
- *
+ * 
  */
 
   /* function exit code */
@@ -4186,12 +4461,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":812
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":812
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
- *
+ * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
- *
+ * 
  */
 
 static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c) {
@@ -4203,11 +4478,11 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew3", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":813
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":813
+ * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)             # <<<<<<<<<<<<<<
- *
+ * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
  */
   __Pyx_XDECREF(__pyx_r);
@@ -4217,12 +4492,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":812
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":812
  *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
- *
+ * 
  * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
- *
+ * 
  */
 
   /* function exit code */
@@ -4236,12 +4511,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":815
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":815
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
- *
+ * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
- *
+ * 
  */
 
 static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c, PyObject *__pyx_v_d) {
@@ -4253,11 +4528,11 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew4", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":816
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":816
+ * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)             # <<<<<<<<<<<<<<
- *
+ * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
  */
   __Pyx_XDECREF(__pyx_r);
@@ -4267,12 +4542,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":815
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":815
  *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
- *
+ * 
  * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
- *
+ * 
  */
 
   /* function exit code */
@@ -4286,12 +4561,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":818
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":818
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
- *
+ * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
- *
+ * 
  */
 
 static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c, PyObject *__pyx_v_d, PyObject *__pyx_v_e) {
@@ -4303,11 +4578,11 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("PyArray_MultiIterNew5", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":819
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":819
+ * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)             # <<<<<<<<<<<<<<
- *
+ * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):
  */
   __Pyx_XDECREF(__pyx_r);
@@ -4317,12 +4592,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__
   __pyx_t_1 = 0;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":818
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":818
  *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
- *
+ * 
  * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
- *
+ * 
  */
 
   /* function exit code */
@@ -4336,9 +4611,9 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":821
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":821
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
- *
+ * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):             # <<<<<<<<<<<<<<
  *     if PyDataType_HASSUBARRAY(d):
  *         return <tuple>d.subarray.shape
@@ -4351,8 +4626,8 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
   PyObject *__pyx_t_2;
   __Pyx_RefNannySetupContext("PyDataType_SHAPE", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":822
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":822
+ * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):
  *     if PyDataType_HASSUBARRAY(d):             # <<<<<<<<<<<<<<
  *         return <tuple>d.subarray.shape
@@ -4361,7 +4636,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
   __pyx_t_1 = PyDataType_HASSUBARRAY(__pyx_v_d);
   if (__pyx_t_1) {
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":823
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":823
  * cdef inline tuple PyDataType_SHAPE(dtype d):
  *     if PyDataType_HASSUBARRAY(d):
  *         return <tuple>d.subarray.shape             # <<<<<<<<<<<<<<
@@ -4374,8 +4649,8 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
     __pyx_r = ((PyObject*)__pyx_t_2);
     goto __pyx_L0;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":822
- *
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":822
+ * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):
  *     if PyDataType_HASSUBARRAY(d):             # <<<<<<<<<<<<<<
  *         return <tuple>d.subarray.shape
@@ -4383,12 +4658,12 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
  */
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":825
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":825
  *         return <tuple>d.subarray.shape
  *     else:
  *         return ()             # <<<<<<<<<<<<<<
- *
- *
+ * 
+ * 
  */
   /*else*/ {
     __Pyx_XDECREF(__pyx_r);
@@ -4397,9 +4672,9 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
     goto __pyx_L0;
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":821
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":821
  *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
- *
+ * 
  * cdef inline tuple PyDataType_SHAPE(dtype d):             # <<<<<<<<<<<<<<
  *     if PyDataType_HASSUBARRAY(d):
  *         return <tuple>d.subarray.shape
@@ -4412,9 +4687,9 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyDataType_SHAPE(PyArray_Descr *__
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1009
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1009
  *     int _import_umath() except -1
- *
+ * 
  * cdef inline void set_array_base(ndarray arr, object base) except *:             # <<<<<<<<<<<<<<
  *     Py_INCREF(base) # important to do this before stealing the reference below!
  *     PyArray_SetBaseObject(arr, base)
@@ -4426,27 +4701,27 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
   const char *__pyx_filename = NULL;
   int __pyx_clineno = 0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1010
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1010
+ * 
  * cdef inline void set_array_base(ndarray arr, object base) except *:
  *     Py_INCREF(base) # important to do this before stealing the reference below!             # <<<<<<<<<<<<<<
  *     PyArray_SetBaseObject(arr, base)
- *
+ * 
  */
   Py_INCREF(__pyx_v_base);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1011
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1011
  * cdef inline void set_array_base(ndarray arr, object base) except *:
  *     Py_INCREF(base) # important to do this before stealing the reference below!
  *     PyArray_SetBaseObject(arr, base)             # <<<<<<<<<<<<<<
- *
+ * 
  * cdef inline object get_array_base(ndarray arr):
  */
   __pyx_t_1 = PyArray_SetBaseObject(__pyx_v_arr, __pyx_v_base); if (unlikely(__pyx_t_1 == ((int)-1))) __PYX_ERR(1, 1011, __pyx_L1_error)
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1009
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1009
  *     int _import_umath() except -1
- *
+ * 
  * cdef inline void set_array_base(ndarray arr, object base) except *:             # <<<<<<<<<<<<<<
  *     Py_INCREF(base) # important to do this before stealing the reference below!
  *     PyArray_SetBaseObject(arr, base)
@@ -4459,9 +4734,9 @@ static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_a
   __pyx_L0:;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1013
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1013
  *     PyArray_SetBaseObject(arr, base)
- *
+ * 
  * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
  *     base = PyArray_BASE(arr)
  *     if base is NULL:
@@ -4474,8 +4749,8 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
   int __pyx_t_1;
   __Pyx_RefNannySetupContext("get_array_base", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1014
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1014
+ * 
  * cdef inline object get_array_base(ndarray arr):
  *     base = PyArray_BASE(arr)             # <<<<<<<<<<<<<<
  *     if base is NULL:
@@ -4483,7 +4758,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
  */
   __pyx_v_base = PyArray_BASE(__pyx_v_arr);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1015
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1015
  * cdef inline object get_array_base(ndarray arr):
  *     base = PyArray_BASE(arr)
  *     if base is NULL:             # <<<<<<<<<<<<<<
@@ -4493,18 +4768,18 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
   __pyx_t_1 = (__pyx_v_base == NULL);
   if (__pyx_t_1) {
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1016
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1016
  *     base = PyArray_BASE(arr)
  *     if base is NULL:
  *         return None             # <<<<<<<<<<<<<<
  *     return <object>base
- *
+ * 
  */
     __Pyx_XDECREF(__pyx_r);
     __pyx_r = Py_None; __Pyx_INCREF(Py_None);
     goto __pyx_L0;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1015
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1015
  * cdef inline object get_array_base(ndarray arr):
  *     base = PyArray_BASE(arr)
  *     if base is NULL:             # <<<<<<<<<<<<<<
@@ -4513,11 +4788,11 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
  */
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1017
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1017
  *     if base is NULL:
  *         return None
  *     return <object>base             # <<<<<<<<<<<<<<
- *
+ * 
  * # Versions of the import_* functions which are more suitable for
  */
   __Pyx_XDECREF(__pyx_r);
@@ -4525,9 +4800,9 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
   __pyx_r = ((PyObject *)__pyx_v_base);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1013
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1013
  *     PyArray_SetBaseObject(arr, base)
- *
+ * 
  * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
  *     base = PyArray_BASE(arr)
  *     if base is NULL:
@@ -4540,7 +4815,7 @@ static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__py
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1021
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1021
  * # Versions of the import_* functions which are more suitable for
  * # Cython code.
  * cdef inline int import_array() except -1:             # <<<<<<<<<<<<<<
@@ -4564,7 +4839,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("import_array", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
  * # Cython code.
  * cdef inline int import_array() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -4580,7 +4855,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
     __Pyx_XGOTREF(__pyx_t_3);
     /*try:*/ {
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1023
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1023
  * cdef inline int import_array() except -1:
  *     try:
  *         __pyx_import_array()             # <<<<<<<<<<<<<<
@@ -4589,7 +4864,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
  */
       __pyx_t_4 = _import_array(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(1, 1023, __pyx_L3_error)
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
  * # Cython code.
  * cdef inline int import_array() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -4603,12 +4878,12 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
     goto __pyx_L8_try_end;
     __pyx_L3_error:;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1024
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1024
  *     try:
  *         __pyx_import_array()
  *     except Exception:             # <<<<<<<<<<<<<<
  *         raise ImportError("numpy._core.multiarray failed to import")
- *
+ * 
  */
     __pyx_t_4 = __Pyx_PyErr_ExceptionMatches(((PyObject *)(&((PyTypeObject*)PyExc_Exception)[0])));
     if (__pyx_t_4) {
@@ -4618,11 +4893,11 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
       __Pyx_XGOTREF(__pyx_t_6);
       __Pyx_XGOTREF(__pyx_t_7);
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1025
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1025
  *         __pyx_import_array()
  *     except Exception:
  *         raise ImportError("numpy._core.multiarray failed to import")             # <<<<<<<<<<<<<<
- *
+ * 
  * cdef inline int import_umath() except -1:
  */
       __pyx_t_8 = __Pyx_PyObject_Call(__pyx_builtin_ImportError, __pyx_tuple_, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(1, 1025, __pyx_L5_except_error)
@@ -4633,7 +4908,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
     }
     goto __pyx_L5_except_error;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1022
  * # Cython code.
  * cdef inline int import_array() except -1:
  *     try:             # <<<<<<<<<<<<<<
@@ -4649,7 +4924,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
     __pyx_L8_try_end:;
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1021
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1021
  * # Versions of the import_* functions which are more suitable for
  * # Cython code.
  * cdef inline int import_array() except -1:             # <<<<<<<<<<<<<<
@@ -4672,9 +4947,9 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_array(void) {
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1027
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1027
  *         raise ImportError("numpy._core.multiarray failed to import")
- *
+ * 
  * cdef inline int import_umath() except -1:             # <<<<<<<<<<<<<<
  *     try:
  *         _import_umath()
@@ -4696,8 +4971,8 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("import_umath", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
+ * 
  * cdef inline int import_umath() except -1:
  *     try:             # <<<<<<<<<<<<<<
  *         _import_umath()
@@ -4712,7 +4987,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     __Pyx_XGOTREF(__pyx_t_3);
     /*try:*/ {
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1029
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1029
  * cdef inline int import_umath() except -1:
  *     try:
  *         _import_umath()             # <<<<<<<<<<<<<<
@@ -4721,8 +4996,8 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
  */
       __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(1, 1029, __pyx_L3_error)
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
- *
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
+ * 
  * cdef inline int import_umath() except -1:
  *     try:             # <<<<<<<<<<<<<<
  *         _import_umath()
@@ -4735,12 +5010,12 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     goto __pyx_L8_try_end;
     __pyx_L3_error:;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1030
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1030
  *     try:
  *         _import_umath()
  *     except Exception:             # <<<<<<<<<<<<<<
  *         raise ImportError("numpy._core.umath failed to import")
- *
+ * 
  */
     __pyx_t_4 = __Pyx_PyErr_ExceptionMatches(((PyObject *)(&((PyTypeObject*)PyExc_Exception)[0])));
     if (__pyx_t_4) {
@@ -4750,11 +5025,11 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
       __Pyx_XGOTREF(__pyx_t_6);
       __Pyx_XGOTREF(__pyx_t_7);
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1031
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1031
  *         _import_umath()
  *     except Exception:
  *         raise ImportError("numpy._core.umath failed to import")             # <<<<<<<<<<<<<<
- *
+ * 
  * cdef inline int import_ufunc() except -1:
  */
       __pyx_t_8 = __Pyx_PyObject_Call(__pyx_builtin_ImportError, __pyx_tuple__2, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(1, 1031, __pyx_L5_except_error)
@@ -4765,8 +5040,8 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     }
     goto __pyx_L5_except_error;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
- *
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1028
+ * 
  * cdef inline int import_umath() except -1:
  *     try:             # <<<<<<<<<<<<<<
  *         _import_umath()
@@ -4781,9 +5056,9 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
     __pyx_L8_try_end:;
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1027
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1027
  *         raise ImportError("numpy._core.multiarray failed to import")
- *
+ * 
  * cdef inline int import_umath() except -1:             # <<<<<<<<<<<<<<
  *     try:
  *         _import_umath()
@@ -4804,9 +5079,9 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_umath(void) {
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1033
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1033
  *         raise ImportError("numpy._core.umath failed to import")
- *
+ * 
  * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
  *     try:
  *         _import_umath()
@@ -4828,8 +5103,8 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("import_ufunc", 1);
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
+ * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
  *         _import_umath()
@@ -4844,7 +5119,7 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     __Pyx_XGOTREF(__pyx_t_3);
     /*try:*/ {
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1035
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1035
  * cdef inline int import_ufunc() except -1:
  *     try:
  *         _import_umath()             # <<<<<<<<<<<<<<
@@ -4853,8 +5128,8 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
  */
       __pyx_t_4 = _import_umath(); if (unlikely(__pyx_t_4 == ((int)-1))) __PYX_ERR(1, 1035, __pyx_L3_error)
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
- *
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
+ * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
  *         _import_umath()
@@ -4867,12 +5142,12 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     goto __pyx_L8_try_end;
     __pyx_L3_error:;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1036
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1036
  *     try:
  *         _import_umath()
  *     except Exception:             # <<<<<<<<<<<<<<
  *         raise ImportError("numpy._core.umath failed to import")
- *
+ * 
  */
     __pyx_t_4 = __Pyx_PyErr_ExceptionMatches(((PyObject *)(&((PyTypeObject*)PyExc_Exception)[0])));
     if (__pyx_t_4) {
@@ -4882,12 +5157,12 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
       __Pyx_XGOTREF(__pyx_t_6);
       __Pyx_XGOTREF(__pyx_t_7);
 
-      /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1037
+      /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1037
  *         _import_umath()
  *     except Exception:
  *         raise ImportError("numpy._core.umath failed to import")             # <<<<<<<<<<<<<<
- *
- *
+ * 
+ * 
  */
       __pyx_t_8 = __Pyx_PyObject_Call(__pyx_builtin_ImportError, __pyx_tuple__2, NULL); if (unlikely(!__pyx_t_8)) __PYX_ERR(1, 1037, __pyx_L5_except_error)
       __Pyx_GOTREF(__pyx_t_8);
@@ -4897,8 +5172,8 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     }
     goto __pyx_L5_except_error;
 
-    /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
- *
+    /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1034
+ * 
  * cdef inline int import_ufunc() except -1:
  *     try:             # <<<<<<<<<<<<<<
  *         _import_umath()
@@ -4913,9 +5188,9 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
     __pyx_L8_try_end:;
   }
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1033
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1033
  *         raise ImportError("numpy._core.umath failed to import")
- *
+ * 
  * cdef inline int import_ufunc() except -1:             # <<<<<<<<<<<<<<
  *     try:
  *         _import_umath()
@@ -4936,9 +5211,9 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1040
- *
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1040
+ * 
+ * 
  * cdef inline bint is_timedelta64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
  *     """
  *     Cython equivalent of `isinstance(obj, np.timedelta64)`
@@ -4947,19 +5222,19 @@ static CYTHON_INLINE int __pyx_f_5numpy_import_ufunc(void) {
 static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_obj) {
   int __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1052
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1052
  *     bool
  *     """
  *     return PyObject_TypeCheck(obj, &PyTimedeltaArrType_Type)             # <<<<<<<<<<<<<<
- *
- *
+ * 
+ * 
  */
   __pyx_r = PyObject_TypeCheck(__pyx_v_obj, (&PyTimedeltaArrType_Type));
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1040
- *
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1040
+ * 
+ * 
  * cdef inline bint is_timedelta64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
  *     """
  *     Cython equivalent of `isinstance(obj, np.timedelta64)`
@@ -4970,9 +5245,9 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1055
- *
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1055
+ * 
+ * 
  * cdef inline bint is_datetime64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
  *     """
  *     Cython equivalent of `isinstance(obj, np.datetime64)`
@@ -4981,19 +5256,19 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_timedelta64_object(PyObject *__pyx_v_
 static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_obj) {
   int __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1067
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1067
  *     bool
  *     """
  *     return PyObject_TypeCheck(obj, &PyDatetimeArrType_Type)             # <<<<<<<<<<<<<<
- *
- *
+ * 
+ * 
  */
   __pyx_r = PyObject_TypeCheck(__pyx_v_obj, (&PyDatetimeArrType_Type));
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1055
- *
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1055
+ * 
+ * 
  * cdef inline bint is_datetime64_object(object obj) noexcept:             # <<<<<<<<<<<<<<
  *     """
  *     Cython equivalent of `isinstance(obj, np.datetime64)`
@@ -5004,9 +5279,9 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1070
- *
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1070
+ * 
+ * 
  * cdef inline npy_datetime get_datetime64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
  *     """
  *     returns the int64 value underlying scalar numpy datetime64 object
@@ -5015,19 +5290,19 @@ static CYTHON_INLINE int __pyx_f_5numpy_is_datetime64_object(PyObject *__pyx_v_o
 static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *__pyx_v_obj) {
   npy_datetime __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1077
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1077
  *     also needed.  That can be found using `get_datetime64_unit`.
  *     """
  *     return (<PyDatetimeScalarObject*>obj).obval             # <<<<<<<<<<<<<<
- *
- *
+ * 
+ * 
  */
   __pyx_r = ((PyDatetimeScalarObject *)__pyx_v_obj)->obval;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1070
- *
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1070
+ * 
+ * 
  * cdef inline npy_datetime get_datetime64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
  *     """
  *     returns the int64 value underlying scalar numpy datetime64 object
@@ -5038,9 +5313,9 @@ static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1080
- *
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1080
+ * 
+ * 
  * cdef inline npy_timedelta get_timedelta64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
  *     """
  *     returns the int64 value underlying scalar numpy timedelta64 object
@@ -5049,19 +5324,19 @@ static CYTHON_INLINE npy_datetime __pyx_f_5numpy_get_datetime64_value(PyObject *
 static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject *__pyx_v_obj) {
   npy_timedelta __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1084
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1084
  *     returns the int64 value underlying scalar numpy timedelta64 object
  *     """
  *     return (<PyTimedeltaScalarObject*>obj).obval             # <<<<<<<<<<<<<<
- *
- *
+ * 
+ * 
  */
   __pyx_r = ((PyTimedeltaScalarObject *)__pyx_v_obj)->obval;
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1080
- *
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1080
+ * 
+ * 
  * cdef inline npy_timedelta get_timedelta64_value(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
  *     """
  *     returns the int64 value underlying scalar numpy timedelta64 object
@@ -5072,9 +5347,9 @@ static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject
   return __pyx_r;
 }
 
-/* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1087
- *
- *
+/* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1087
+ * 
+ * 
  * cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
  *     """
  *     returns the unit part of the dtype for a numpy datetime64 object.
@@ -5083,19 +5358,19 @@ static CYTHON_INLINE npy_timedelta __pyx_f_5numpy_get_timedelta64_value(PyObject
 static CYTHON_INLINE NPY_DATETIMEUNIT __pyx_f_5numpy_get_datetime64_unit(PyObject *__pyx_v_obj) {
   NPY_DATETIMEUNIT __pyx_r;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1091
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1091
  *     returns the unit part of the dtype for a numpy datetime64 object.
  *     """
  *     return <NPY_DATETIMEUNIT>(<PyDatetimeScalarObject*>obj).obmeta.base             # <<<<<<<<<<<<<<
- *
- *
+ * 
+ * 
  */
   __pyx_r = ((NPY_DATETIMEUNIT)((PyDatetimeScalarObject *)__pyx_v_obj)->obmeta.base);
   goto __pyx_L0;
 
-  /* "../../../../../private/var/folders/cq/cgtzxhc95lsfrydd_8w72_d80000gn/T/pip-build-env-qejot30v/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1087
- *
- *
+  /* "../../../../private/var/folders/2h/hd7rhf_x5sj4cld2mxs9wczm0000gn/T/pip-build-env-_z1ridrf/overlay/lib/python3.10/site-packages/numpy/__init__.cython-30.pxd":1087
+ * 
+ * 
  * cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) noexcept nogil:             # <<<<<<<<<<<<<<
  *     """
  *     returns the unit part of the dtype for a numpy datetime64 object.
@@ -5106,44 +5381,43 @@ static CYTHON_INLINE NPY_DATETIMEUNIT __pyx_f_5numpy_get_datetime64_unit(PyObjec
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-          /* "CRISPResso2/CRISPRessoCOREResources.pyx":73
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-          /* "CRISPResso2/CRISPRessoCOREResources.pyx":74
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-          /* "CRISPResso2/CRISPRessoCOREResources.pyx":75
+          /* "CRISPResso2/CRISPRessoCOREResources.pyx":121
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-          __pyx_t_5 = __Pyx_PyInt_From_int(__pyx_v_current_insertion_size); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 75, __pyx_L1_error)
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+          __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_insertion_sizes, __pyx_t_5); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 121, __pyx_L1_error)
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-          /* "CRISPResso2/CRISPRessoCOREResources.pyx":71
+          /* "CRISPResso2/CRISPRessoCOREResources.pyx":117
  *                 all_insertion_positions.append(start_insertion)
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@@ -5885,7 +6681,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
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-        /* "CRISPResso2/CRISPRessoCOREResources.pyx":76
+        /* "CRISPResso2/CRISPRessoCOREResources.pyx":122
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@@ -5894,7 +6690,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
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-        /* "CRISPResso2/CRISPRessoCOREResources.pyx":67
+        /* "CRISPResso2/CRISPRessoCOREResources.pyx":113
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@@ -5903,7 +6699,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
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-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":77
+      /* "CRISPResso2/CRISPRessoCOREResources.pyx":123
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@@ -5912,7 +6708,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
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       __pyx_v_current_insertion_size = 0;
 
-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":78
+      /* "CRISPResso2/CRISPRessoCOREResources.pyx":124
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@@ -5921,7 +6717,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
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-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":59
+      /* "CRISPResso2/CRISPRessoCOREResources.pyx":105
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@@ -5931,7 +6727,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
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-    /* "CRISPResso2/CRISPRessoCOREResources.pyx":80
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@@ -5942,16 +6738,16 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
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-        /* "CRISPResso2/CRISPRessoCOREResources.pyx":81
+        /* "CRISPResso2/CRISPRessoCOREResources.pyx":127
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-        /* "CRISPResso2/CRISPRessoCOREResources.pyx":80
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-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":83
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@@ -5969,14 +6765,14 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
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+        __pyx_t_5 = __Pyx_PyInt_From_int((-__pyx_v_idx)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 129, __pyx_L1_error)
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+        __pyx_t_7 = __Pyx_PyList_Append(__pyx_v_ref_positions, __pyx_t_5); if (unlikely(__pyx_t_7 == ((int)-1))) __PYX_ERR(0, 129, __pyx_L1_error)
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-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":84
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-        /* "CRISPResso2/CRISPRessoCOREResources.pyx":85
+        /* "CRISPResso2/CRISPRessoCOREResources.pyx":131
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-        /* "CRISPResso2/CRISPRessoCOREResources.pyx":84
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-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":86
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-    /* "CRISPResso2/CRISPRessoCOREResources.pyx":88
+    /* "CRISPResso2/CRISPRessoCOREResources.pyx":134
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+    __pyx_t_5 = __Pyx_GetItemInt(__pyx_v_read_seq_al, __pyx_v_idx_c, int, 1, __Pyx_PyInt_From_int, 0, 0, 0); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 134, __pyx_L1_error)
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-    __pyx_t_10 = (__Pyx_PyUnicode_Equals(__pyx_t_5, __pyx_kp_u__3, Py_EQ)); if (unlikely((__pyx_t_10 < 0))) __PYX_ERR(0, 88, __pyx_L1_error)
+    __pyx_t_10 = (__Pyx_PyUnicode_Equals(__pyx_t_5, __pyx_kp_u__3, Py_EQ)); if (unlikely((__pyx_t_10 < 0))) __PYX_ERR(0, 134, __pyx_L1_error)
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@@ -6044,8 +6840,8 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
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     if (__pyx_t_6) {
 
-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":89
- *
+      /* "CRISPResso2/CRISPRessoCOREResources.pyx":135
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@@ -6054,18 +6850,18 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
       __pyx_t_6 = ((__pyx_v_idx_c - 1) > 0);
       if (__pyx_t_6) {
 
-        /* "CRISPResso2/CRISPRessoCOREResources.pyx":90
+        /* "CRISPResso2/CRISPRessoCOREResources.pyx":136
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-        __pyx_t_11 = __Pyx_PyInt_As_int(PyList_GET_ITEM(__pyx_v_ref_positions, __pyx_v_idx_c)); if (unlikely((__pyx_t_11 == (int)-1) && PyErr_Occurred())) __PYX_ERR(0, 90, __pyx_L1_error)
+        __pyx_t_11 = __Pyx_PyInt_As_int(PyList_GET_ITEM(__pyx_v_ref_positions, __pyx_v_idx_c)); if (unlikely((__pyx_t_11 == (int)-1) && PyErr_Occurred())) __PYX_ERR(0, 136, __pyx_L1_error)
         __pyx_v_start_deletion = __pyx_t_11;
 
-        /* "CRISPResso2/CRISPRessoCOREResources.pyx":89
- *
+        /* "CRISPResso2/CRISPRessoCOREResources.pyx":135
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  *         if read_seq_al[idx_c] == '-' and start_deletion == -1:  # this is the first part of a deletion
  *             if idx_c - 1 > 0:             # <<<<<<<<<<<<<<
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@@ -6074,7 +6870,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
         goto __pyx_L22;
       }
 
-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":92
+      /* "CRISPResso2/CRISPRessoCOREResources.pyx":138
  *                 start_deletion = ref_positions[idx_c]
  *             else:
  *                 start_deletion = 0             # <<<<<<<<<<<<<<
@@ -6086,9 +6882,9 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
       }
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-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":88
+      /* "CRISPResso2/CRISPRessoCOREResources.pyx":134
  *             current_insertion_size += 1
- *
+ * 
  *         if read_seq_al[idx_c] == '-' and start_deletion == -1:  # this is the first part of a deletion             # <<<<<<<<<<<<<<
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@@ -6096,16 +6892,16 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
       goto __pyx_L19;
     }
 
-    /* "CRISPResso2/CRISPRessoCOREResources.pyx":93
+    /* "CRISPResso2/CRISPRessoCOREResources.pyx":139
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-    __pyx_t_5 = __Pyx_GetItemInt(__pyx_v_read_seq_al, __pyx_v_idx_c, int, 1, __Pyx_PyInt_From_int, 0, 0, 0); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 93, __pyx_L1_error)
+    __pyx_t_5 = __Pyx_GetItemInt(__pyx_v_read_seq_al, __pyx_v_idx_c, int, 1, __Pyx_PyInt_From_int, 0, 0, 0); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 139, __pyx_L1_error)
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-    __pyx_t_10 = (__Pyx_PyUnicode_Equals(__pyx_t_5, __pyx_kp_u__3, Py_NE)); if (unlikely((__pyx_t_10 < 0))) __PYX_ERR(0, 93, __pyx_L1_error)
+    __pyx_t_10 = (__Pyx_PyUnicode_Equals(__pyx_t_5, __pyx_kp_u__3, Py_NE)); if (unlikely((__pyx_t_10 < 0))) __PYX_ERR(0, 139, __pyx_L1_error)
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@@ -6117,7 +6913,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
     __pyx_L23_bool_binop_done:;
     if (__pyx_t_6) {
 
-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":94
+      /* "CRISPResso2/CRISPRessoCOREResources.pyx":140
  *                 start_deletion = 0
  *         elif read_seq_al[idx_c] != '-' and start_deletion != -1:  # this is the end of a deletion
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@@ -6129,135 +6925,135 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
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       __pyx_t_5 = 0;
 
-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":95
+      /* "CRISPResso2/CRISPRessoCOREResources.pyx":141
  *         elif read_seq_al[idx_c] != '-' and start_deletion != -1:  # this is the end of a deletion
  *             end_deletion = ref_positions[idx_c]
  *             all_deletion_positions.extend(range(start_deletion, end_deletion))             # <<<<<<<<<<<<<<
  *             all_deletion_coordinates.append((start_deletion, end_deletion))
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- * @cython.boundscheck(False)
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":183
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+ * 
+ *         ref_positions=ref_positions,             # <<<<<<<<<<<<<<
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-  __pyx_t_1 = 0;
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+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":162
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+ * 
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+  __Pyx_GOTREF(__pyx_t_8);
+  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
+  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
+  __pyx_r = __pyx_t_8;
+  __pyx_t_8 = 0;
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-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":18
- * re_find_indels = re.compile("(-*-)")
- *
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":64
+ * 
+ * 
  * @cython.boundscheck(False)             # <<<<<<<<<<<<<<
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@@ -6755,6 +7565,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
   __Pyx_XDECREF(__pyx_t_5);
   __Pyx_XDECREF(__pyx_t_8);
   __Pyx_XDECREF(__pyx_t_9);
+  __Pyx_XDECREF(__pyx_t_13);
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@@ -6782,16 +7593,16 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_find_indels_su
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 }
 
-/* "CRISPResso2/CRISPRessoCOREResources.pyx":138
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- *     }
+/* "CRISPResso2/CRISPRessoCOREResources.pyx":187
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+ * 
  * @cython.boundscheck(False)             # <<<<<<<<<<<<<<
  * @cython.nonecheck(False)
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 /* Python wrapper */
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+static PyObject *__pyx_pw_11CRISPResso2_23CRISPRessoCOREResources_3find_indels_substitutions_legacy(PyObject *__pyx_self, 
 #if CYTHON_METH_FASTCALL
 PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
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@@ -6799,7 +7610,7 @@ PyObject *__pyx_args, PyObject *__pyx_kwds
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 static PyMethodDef __pyx_mdef_11CRISPResso2_23CRISPRessoCOREResources_3find_indels_substitutions_legacy = {"find_indels_substitutions_legacy", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_11CRISPResso2_23CRISPRessoCOREResources_3find_indels_substitutions_legacy, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0};
-static PyObject *__pyx_pw_11CRISPResso2_23CRISPRessoCOREResources_3find_indels_substitutions_legacy(PyObject *__pyx_self,
+static PyObject *__pyx_pw_11CRISPResso2_23CRISPRessoCOREResources_3find_indels_substitutions_legacy(PyObject *__pyx_self, 
 #if CYTHON_METH_FASTCALL
 PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
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@@ -6849,7 +7660,7 @@ PyObject *__pyx_args, PyObject *__pyx_kwds
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-        else if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 138, __pyx_L3_error)
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@@ -6867,14 +7678,14 @@ PyObject *__pyx_args, PyObject *__pyx_kwds
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-  __Pyx_RaiseArgtupleInvalid("find_indels_substitutions_legacy", 1, 3, 3, __pyx_nargs); __PYX_ERR(0, 138, __pyx_L3_error)
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-  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 162, __pyx_L1_error)
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-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":164
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-  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 164, __pyx_L1_error)
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-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":165
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":212
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-  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 165, __pyx_L1_error)
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   __pyx_t_1 = 0;
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":166
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":213
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  *     all_substitution_values=[]
  *     substitution_values=[]             # <<<<<<<<<<<<<<
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-  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 166, __pyx_L1_error)
+  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 213, __pyx_L1_error)
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   __pyx_v_substitution_values = ((PyObject*)__pyx_t_1);
   __pyx_t_1 = 0;
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":167
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":214
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  *     substitution_values=[]
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-  __pyx_t_1 = PySet_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 167, __pyx_L1_error)
+  __pyx_t_1 = PySet_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 214, __pyx_L1_error)
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-  if (PySet_Add(__pyx_t_1, __pyx_n_u_N) < 0) __PYX_ERR(0, 167, __pyx_L1_error)
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+  if (PySet_Add(__pyx_t_1, __pyx_n_u_G) < 0) __PYX_ERR(0, 214, __pyx_L1_error)
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-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":168
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":215
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-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":169
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":216
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@@ -7089,28 +7900,28 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_2find_indels_s
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@@ -7120,7 +7931,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_2find_indels_s
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     if (__pyx_t_6) {
 
-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":171
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+  if (PyDict_SetItem(__pyx_t_1, __pyx_n_u_substitution_n, __pyx_t_9) < 0) __PYX_ERR(0, 290, __pyx_L1_error)
   __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":263
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":310
  *         'substitution_n':substitution_n,
- *
+ * 
  *         'ref_positions':ref_positions,             # <<<<<<<<<<<<<<
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  *     return retDict
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-  if (PyDict_SetItem(__pyx_t_1, __pyx_n_u_ref_positions, __pyx_v_ref_positions) < 0) __PYX_ERR(0, 243, __pyx_L1_error)
+  if (PyDict_SetItem(__pyx_t_1, __pyx_n_u_ref_positions, __pyx_v_ref_positions) < 0) __PYX_ERR(0, 290, __pyx_L1_error)
   __pyx_v_retDict = ((PyObject*)__pyx_t_1);
   __pyx_t_1 = 0;
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":265
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":312
  *         'ref_positions':ref_positions,
  *     }
  *     return retDict             # <<<<<<<<<<<<<<
- *
- *
+ * 
+ * 
  */
   __Pyx_XDECREF(__pyx_r);
   __Pyx_INCREF(__pyx_v_retDict);
   __pyx_r = __pyx_v_retDict;
   goto __pyx_L0;
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":138
- *         'ref_positions': ref_positions,
- *     }
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":187
+ * 
+ * 
  * @cython.boundscheck(False)             # <<<<<<<<<<<<<<
  * @cython.nonecheck(False)
  * @cython.wraparound(False)
@@ -8619,16 +9430,16 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_2find_indels_s
   return __pyx_r;
 }
 
-/* "CRISPResso2/CRISPRessoCOREResources.pyx":268
- *
- *
+/* "CRISPResso2/CRISPRessoCOREResources.pyx":315
+ * 
+ * 
  * def calculate_homology(a, b):             # <<<<<<<<<<<<<<
  *     cdef char *al = a
  *     cdef char *bl = b
  */
 
 /* Python wrapper */
-static PyObject *__pyx_pw_11CRISPResso2_23CRISPRessoCOREResources_5calculate_homology(PyObject *__pyx_self,
+static PyObject *__pyx_pw_11CRISPResso2_23CRISPRessoCOREResources_5calculate_homology(PyObject *__pyx_self, 
 #if CYTHON_METH_FASTCALL
 PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
 #else
@@ -8636,7 +9447,7 @@ PyObject *__pyx_args, PyObject *__pyx_kwds
 #endif
 ); /*proto*/
 static PyMethodDef __pyx_mdef_11CRISPResso2_23CRISPRessoCOREResources_5calculate_homology = {"calculate_homology", (PyCFunction)(void*)(__Pyx_PyCFunction_FastCallWithKeywords)__pyx_pw_11CRISPResso2_23CRISPRessoCOREResources_5calculate_homology, __Pyx_METH_FASTCALL|METH_KEYWORDS, 0};
-static PyObject *__pyx_pw_11CRISPResso2_23CRISPRessoCOREResources_5calculate_homology(PyObject *__pyx_self,
+static PyObject *__pyx_pw_11CRISPResso2_23CRISPRessoCOREResources_5calculate_homology(PyObject *__pyx_self, 
 #if CYTHON_METH_FASTCALL
 PyObject *const *__pyx_args, Py_ssize_t __pyx_nargs, PyObject *__pyx_kwds
 #else
@@ -8683,7 +9494,7 @@ PyObject *__pyx_args, PyObject *__pyx_kwds
           (void)__Pyx_Arg_NewRef_FASTCALL(values[0]);
           kw_args--;
         }
-        else if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 268, __pyx_L3_error)
+        else if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 315, __pyx_L3_error)
         else goto __pyx_L5_argtuple_error;
         CYTHON_FALLTHROUGH;
         case  1:
@@ -8691,14 +9502,14 @@ PyObject *__pyx_args, PyObject *__pyx_kwds
           (void)__Pyx_Arg_NewRef_FASTCALL(values[1]);
           kw_args--;
         }
-        else if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 268, __pyx_L3_error)
+        else if (unlikely(PyErr_Occurred())) __PYX_ERR(0, 315, __pyx_L3_error)
         else {
-          __Pyx_RaiseArgtupleInvalid("calculate_homology", 1, 2, 2, 1); __PYX_ERR(0, 268, __pyx_L3_error)
+          __Pyx_RaiseArgtupleInvalid("calculate_homology", 1, 2, 2, 1); __PYX_ERR(0, 315, __pyx_L3_error)
         }
       }
       if (unlikely(kw_args > 0)) {
         const Py_ssize_t kwd_pos_args = __pyx_nargs;
-        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_kwvalues, __pyx_pyargnames, 0, values + 0, kwd_pos_args, "calculate_homology") < 0)) __PYX_ERR(0, 268, __pyx_L3_error)
+        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_kwvalues, __pyx_pyargnames, 0, values + 0, kwd_pos_args, "calculate_homology") < 0)) __PYX_ERR(0, 315, __pyx_L3_error)
       }
     } else if (unlikely(__pyx_nargs != 2)) {
       goto __pyx_L5_argtuple_error;
@@ -8711,7 +9522,7 @@ PyObject *__pyx_args, PyObject *__pyx_kwds
   }
   goto __pyx_L6_skip;
   __pyx_L5_argtuple_error:;
-  __Pyx_RaiseArgtupleInvalid("calculate_homology", 1, 2, 2, __pyx_nargs); __PYX_ERR(0, 268, __pyx_L3_error)
+  __Pyx_RaiseArgtupleInvalid("calculate_homology", 1, 2, 2, __pyx_nargs); __PYX_ERR(0, 315, __pyx_L3_error)
   __pyx_L6_skip:;
   goto __pyx_L4_argument_unpacking_done;
   __pyx_L3_error:;
@@ -8757,47 +9568,47 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_4calculate_hom
   int __pyx_clineno = 0;
   __Pyx_RefNannySetupContext("calculate_homology", 1);
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":269
- *
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":316
+ * 
  * def calculate_homology(a, b):
  *     cdef char *al = a             # <<<<<<<<<<<<<<
  *     cdef char *bl = b
  *     cdef size_t l = strlen(al)
  */
-  __pyx_t_1 = __Pyx_PyObject_AsWritableString(__pyx_v_a); if (unlikely((!__pyx_t_1) && PyErr_Occurred())) __PYX_ERR(0, 269, __pyx_L1_error)
+  __pyx_t_1 = __Pyx_PyObject_AsWritableString(__pyx_v_a); if (unlikely((!__pyx_t_1) && PyErr_Occurred())) __PYX_ERR(0, 316, __pyx_L1_error)
   __pyx_v_al = __pyx_t_1;
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":270
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":317
  * def calculate_homology(a, b):
  *     cdef char *al = a
  *     cdef char *bl = b             # <<<<<<<<<<<<<<
  *     cdef size_t l = strlen(al)
  *     cdef float score = 0.0
  */
-  __pyx_t_1 = __Pyx_PyObject_AsWritableString(__pyx_v_b); if (unlikely((!__pyx_t_1) && PyErr_Occurred())) __PYX_ERR(0, 270, __pyx_L1_error)
+  __pyx_t_1 = __Pyx_PyObject_AsWritableString(__pyx_v_b); if (unlikely((!__pyx_t_1) && PyErr_Occurred())) __PYX_ERR(0, 317, __pyx_L1_error)
   __pyx_v_bl = __pyx_t_1;
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":271
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":318
  *     cdef char *al = a
  *     cdef char *bl = b
  *     cdef size_t l = strlen(al)             # <<<<<<<<<<<<<<
  *     cdef float score = 0.0
- *
+ * 
  */
   __pyx_v_l = strlen(__pyx_v_al);
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":272
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":319
  *     cdef char *bl = b
  *     cdef size_t l = strlen(al)
  *     cdef float score = 0.0             # <<<<<<<<<<<<<<
- *
+ * 
  *     for i in range(l):
  */
   __pyx_v_score = 0.0;
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":274
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":321
  *     cdef float score = 0.0
- *
+ * 
  *     for i in range(l):             # <<<<<<<<<<<<<<
  *         if al[i] == bl[i]:
  *             score+=1
@@ -8807,8 +9618,8 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_4calculate_hom
   for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
     __pyx_v_i = __pyx_t_4;
 
-    /* "CRISPResso2/CRISPRessoCOREResources.pyx":275
- *
+    /* "CRISPResso2/CRISPRessoCOREResources.pyx":322
+ * 
  *     for i in range(l):
  *         if al[i] == bl[i]:             # <<<<<<<<<<<<<<
  *             score+=1
@@ -8817,7 +9628,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_4calculate_hom
     __pyx_t_5 = ((__pyx_v_al[__pyx_v_i]) == (__pyx_v_bl[__pyx_v_i]));
     if (__pyx_t_5) {
 
-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":276
+      /* "CRISPResso2/CRISPRessoCOREResources.pyx":323
  *     for i in range(l):
  *         if al[i] == bl[i]:
  *             score+=1             # <<<<<<<<<<<<<<
@@ -8825,8 +9636,8 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_4calculate_hom
  */
       __pyx_v_score = (__pyx_v_score + 1.0);
 
-      /* "CRISPResso2/CRISPRessoCOREResources.pyx":275
- *
+      /* "CRISPResso2/CRISPRessoCOREResources.pyx":322
+ * 
  *     for i in range(l):
  *         if al[i] == bl[i]:             # <<<<<<<<<<<<<<
  *             score+=1
@@ -8835,7 +9646,7 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_4calculate_hom
     }
   }
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":277
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":324
  *         if al[i] == bl[i]:
  *             score+=1
  *     return score/l             # <<<<<<<<<<<<<<
@@ -8843,17 +9654,17 @@ static PyObject *__pyx_pf_11CRISPResso2_23CRISPRessoCOREResources_4calculate_hom
   __Pyx_XDECREF(__pyx_r);
   if (unlikely(__pyx_v_l == 0)) {
     PyErr_SetString(PyExc_ZeroDivisionError, "float division");
-    __PYX_ERR(0, 277, __pyx_L1_error)
+    __PYX_ERR(0, 324, __pyx_L1_error)
   }
-  __pyx_t_6 = PyFloat_FromDouble((__pyx_v_score / ((float)__pyx_v_l))); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 277, __pyx_L1_error)
+  __pyx_t_6 = PyFloat_FromDouble((__pyx_v_score / ((float)__pyx_v_l))); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 324, __pyx_L1_error)
   __Pyx_GOTREF(__pyx_t_6);
   __pyx_r = __pyx_t_6;
   __pyx_t_6 = 0;
   goto __pyx_L0;
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":268
- *
- *
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":315
+ * 
+ * 
  * def calculate_homology(a, b):             # <<<<<<<<<<<<<<
  *     cdef char *al = a
  *     cdef char *bl = b
@@ -8888,13 +9699,17 @@ static int __Pyx_CreateStringTabAndInitStrings(void) {
   __Pyx_StringTabEntry __pyx_string_tab[] = {
     {&__pyx_n_u_A, __pyx_k_A, sizeof(__pyx_k_A), 0, 1, 0, 1},
     {&__pyx_n_u_C, __pyx_k_C, sizeof(__pyx_k_C), 0, 1, 0, 1},
-    {&__pyx_kp_s_CRISPResso2_CRISPRessoCOREResour, __pyx_k_CRISPResso2_CRISPRessoCOREResour, sizeof(__pyx_k_CRISPResso2_CRISPRessoCOREResour), 0, 0, 1, 0},
-    {&__pyx_n_s_CRISPResso2_CRISPRessoCOREResour_2, __pyx_k_CRISPResso2_CRISPRessoCOREResour_2, sizeof(__pyx_k_CRISPResso2_CRISPRessoCOREResour_2), 0, 0, 1, 1},
+    {&__pyx_n_s_CRISPResso2_CRISPRessoCOREResour, __pyx_k_CRISPResso2_CRISPRessoCOREResour, sizeof(__pyx_k_CRISPResso2_CRISPRessoCOREResour), 0, 0, 1, 1},
+    {&__pyx_kp_s_CRISPResso2_CRISPRessoCOREResour_2, __pyx_k_CRISPResso2_CRISPRessoCOREResour_2, sizeof(__pyx_k_CRISPResso2_CRISPRessoCOREResour_2), 0, 0, 1, 0},
     {&__pyx_n_u_G, __pyx_k_G, sizeof(__pyx_k_G), 0, 1, 0, 1},
     {&__pyx_n_s_ImportError, __pyx_k_ImportError, sizeof(__pyx_k_ImportError), 0, 0, 1, 1},
     {&__pyx_n_u_N, __pyx_k_N, sizeof(__pyx_k_N), 0, 1, 0, 1},
+    {&__pyx_n_s_ResultsSlotsDict, __pyx_k_ResultsSlotsDict, sizeof(__pyx_k_ResultsSlotsDict), 0, 0, 1, 1},
+    {&__pyx_n_s_ResultsSlotsDict___getitem, __pyx_k_ResultsSlotsDict___getitem, sizeof(__pyx_k_ResultsSlotsDict___getitem), 0, 0, 1, 1},
+    {&__pyx_n_s_ResultsSlotsDict___init, __pyx_k_ResultsSlotsDict___init, sizeof(__pyx_k_ResultsSlotsDict___init), 0, 0, 1, 1},
+    {&__pyx_n_s_ResultsSlotsDict___setitem, __pyx_k_ResultsSlotsDict___setitem, sizeof(__pyx_k_ResultsSlotsDict___setitem), 0, 0, 1, 1},
     {&__pyx_n_u_T, __pyx_k_T, sizeof(__pyx_k_T), 0, 1, 0, 1},
-    {&__pyx_n_s__13, __pyx_k__13, sizeof(__pyx_k__13), 0, 0, 1, 1},
+    {&__pyx_n_s__20, __pyx_k__20, sizeof(__pyx_k__20), 0, 0, 1, 1},
     {&__pyx_kp_u__3, __pyx_k__3, sizeof(__pyx_k__3), 0, 1, 0, 0},
     {&__pyx_n_s__4, __pyx_k__4, sizeof(__pyx_k__4), 0, 0, 1, 1},
     {&__pyx_kp_u__5, __pyx_k__5, sizeof(__pyx_k__5), 0, 1, 0, 0},
@@ -8912,12 +9727,17 @@ static int __Pyx_CreateStringTabAndInitStrings(void) {
     {&__pyx_n_u_all_substitution_positions, __pyx_k_all_substitution_positions, sizeof(__pyx_k_all_substitution_positions), 0, 1, 0, 1},
     {&__pyx_n_s_all_substitution_values, __pyx_k_all_substitution_values, sizeof(__pyx_k_all_substitution_values), 0, 0, 1, 1},
     {&__pyx_n_u_all_substitution_values, __pyx_k_all_substitution_values, sizeof(__pyx_k_all_substitution_values), 0, 1, 0, 1},
+    {&__pyx_n_u_aln_ref, __pyx_k_aln_ref, sizeof(__pyx_k_aln_ref), 0, 1, 0, 1},
+    {&__pyx_n_u_aln_scores, __pyx_k_aln_scores, sizeof(__pyx_k_aln_scores), 0, 1, 0, 1},
+    {&__pyx_n_u_aln_seq, __pyx_k_aln_seq, sizeof(__pyx_k_aln_seq), 0, 1, 0, 1},
+    {&__pyx_n_u_aln_strand, __pyx_k_aln_strand, sizeof(__pyx_k_aln_strand), 0, 1, 0, 1},
     {&__pyx_n_s_array, __pyx_k_array, sizeof(__pyx_k_array), 0, 0, 1, 1},
     {&__pyx_n_s_asyncio_coroutines, __pyx_k_asyncio_coroutines, sizeof(__pyx_k_asyncio_coroutines), 0, 0, 1, 1},
     {&__pyx_n_s_b, __pyx_k_b, sizeof(__pyx_k_b), 0, 0, 1, 1},
     {&__pyx_n_s_bl, __pyx_k_bl, sizeof(__pyx_k_bl), 0, 0, 1, 1},
     {&__pyx_n_s_c, __pyx_k_c, sizeof(__pyx_k_c), 0, 0, 1, 1},
     {&__pyx_n_s_calculate_homology, __pyx_k_calculate_homology, sizeof(__pyx_k_calculate_homology), 0, 0, 1, 1},
+    {&__pyx_n_u_classification, __pyx_k_classification, sizeof(__pyx_k_classification), 0, 1, 0, 1},
     {&__pyx_n_s_cline_in_traceback, __pyx_k_cline_in_traceback, sizeof(__pyx_k_cline_in_traceback), 0, 0, 1, 1},
     {&__pyx_n_s_compile, __pyx_k_compile, sizeof(__pyx_k_compile), 0, 0, 1, 1},
     {&__pyx_n_s_current_insertion_size, __pyx_k_current_insertion_size, sizeof(__pyx_k_current_insertion_size), 0, 0, 1, 1},
@@ -8929,12 +9749,16 @@ static int __Pyx_CreateStringTabAndInitStrings(void) {
     {&__pyx_n_u_deletion_positions, __pyx_k_deletion_positions, sizeof(__pyx_k_deletion_positions), 0, 1, 0, 1},
     {&__pyx_n_s_deletion_sizes, __pyx_k_deletion_sizes, sizeof(__pyx_k_deletion_sizes), 0, 0, 1, 1},
     {&__pyx_n_u_deletion_sizes, __pyx_k_deletion_sizes, sizeof(__pyx_k_deletion_sizes), 0, 1, 0, 1},
+    {&__pyx_n_u_deletions_outside_window, __pyx_k_deletions_outside_window, sizeof(__pyx_k_deletions_outside_window), 0, 1, 0, 1},
+    {&__pyx_n_s_dict, __pyx_k_dict, sizeof(__pyx_k_dict), 0, 0, 1, 1},
+    {&__pyx_n_s_doc, __pyx_k_doc, sizeof(__pyx_k_doc), 0, 0, 1, 1},
     {&__pyx_n_s_en, __pyx_k_en, sizeof(__pyx_k_en), 0, 0, 1, 1},
     {&__pyx_n_s_end_deletion, __pyx_k_end_deletion, sizeof(__pyx_k_end_deletion), 0, 0, 1, 1},
     {&__pyx_n_s_enumerate, __pyx_k_enumerate, sizeof(__pyx_k_enumerate), 0, 0, 1, 1},
     {&__pyx_n_s_find_indels_substitutions, __pyx_k_find_indels_substitutions, sizeof(__pyx_k_find_indels_substitutions), 0, 0, 1, 1},
     {&__pyx_n_s_find_indels_substitutions_legacy, __pyx_k_find_indels_substitutions_legacy, sizeof(__pyx_k_find_indels_substitutions_legacy), 0, 0, 1, 1},
     {&__pyx_n_s_finditer, __pyx_k_finditer, sizeof(__pyx_k_finditer), 0, 0, 1, 1},
+    {&__pyx_n_s_getitem, __pyx_k_getitem, sizeof(__pyx_k_getitem), 0, 0, 1, 1},
     {&__pyx_n_s_i, __pyx_k_i, sizeof(__pyx_k_i), 0, 0, 1, 1},
     {&__pyx_n_s_idx, __pyx_k_idx, sizeof(__pyx_k_idx), 0, 0, 1, 1},
     {&__pyx_n_s_idx_c, __pyx_k_idx_c, sizeof(__pyx_k_idx_c), 0, 0, 1, 1},
@@ -8942,6 +9766,8 @@ static int __Pyx_CreateStringTabAndInitStrings(void) {
     {&__pyx_n_s_inc_del_pos, __pyx_k_inc_del_pos, sizeof(__pyx_k_inc_del_pos), 0, 0, 1, 1},
     {&__pyx_n_s_include_indx, __pyx_k_include_indx, sizeof(__pyx_k_include_indx), 0, 0, 1, 1},
     {&__pyx_n_s_include_indx_set, __pyx_k_include_indx_set, sizeof(__pyx_k_include_indx_set), 0, 0, 1, 1},
+    {&__pyx_n_s_init, __pyx_k_init, sizeof(__pyx_k_init), 0, 0, 1, 1},
+    {&__pyx_n_s_init_subclass, __pyx_k_init_subclass, sizeof(__pyx_k_init_subclass), 0, 0, 1, 1},
     {&__pyx_n_s_initializing, __pyx_k_initializing, sizeof(__pyx_k_initializing), 0, 0, 1, 1},
     {&__pyx_n_s_insertion_coordinates, __pyx_k_insertion_coordinates, sizeof(__pyx_k_insertion_coordinates), 0, 0, 1, 1},
     {&__pyx_n_u_insertion_coordinates, __pyx_k_insertion_coordinates, sizeof(__pyx_k_insertion_coordinates), 0, 1, 0, 1},
@@ -8951,10 +9777,19 @@ static int __Pyx_CreateStringTabAndInitStrings(void) {
     {&__pyx_n_u_insertion_positions, __pyx_k_insertion_positions, sizeof(__pyx_k_insertion_positions), 0, 1, 0, 1},
     {&__pyx_n_s_insertion_sizes, __pyx_k_insertion_sizes, sizeof(__pyx_k_insertion_sizes), 0, 0, 1, 1},
     {&__pyx_n_u_insertion_sizes, __pyx_k_insertion_sizes, sizeof(__pyx_k_insertion_sizes), 0, 1, 0, 1},
+    {&__pyx_n_u_insertions_outside_window, __pyx_k_insertions_outside_window, sizeof(__pyx_k_insertions_outside_window), 0, 1, 0, 1},
     {&__pyx_n_s_intersection, __pyx_k_intersection, sizeof(__pyx_k_intersection), 0, 0, 1, 1},
+    {&__pyx_n_u_irregular_ends, __pyx_k_irregular_ends, sizeof(__pyx_k_irregular_ends), 0, 1, 0, 1},
     {&__pyx_n_s_is_coroutine, __pyx_k_is_coroutine, sizeof(__pyx_k_is_coroutine), 0, 0, 1, 1},
+    {&__pyx_n_s_items, __pyx_k_items, sizeof(__pyx_k_items), 0, 0, 1, 1},
+    {&__pyx_n_s_key, __pyx_k_key, sizeof(__pyx_k_key), 0, 0, 1, 1},
+    {&__pyx_n_s_kwargs, __pyx_k_kwargs, sizeof(__pyx_k_kwargs), 0, 0, 1, 1},
     {&__pyx_n_s_l, __pyx_k_l, sizeof(__pyx_k_l), 0, 0, 1, 1},
     {&__pyx_n_s_main, __pyx_k_main, sizeof(__pyx_k_main), 0, 0, 1, 1},
+    {&__pyx_n_s_metaclass, __pyx_k_metaclass, sizeof(__pyx_k_metaclass), 0, 0, 1, 1},
+    {&__pyx_n_u_mods_in_window, __pyx_k_mods_in_window, sizeof(__pyx_k_mods_in_window), 0, 1, 0, 1},
+    {&__pyx_n_u_mods_outside_window, __pyx_k_mods_outside_window, sizeof(__pyx_k_mods_outside_window), 0, 1, 0, 1},
+    {&__pyx_n_s_module, __pyx_k_module, sizeof(__pyx_k_module), 0, 0, 1, 1},
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     {&__pyx_n_s_p, __pyx_k_p, sizeof(__pyx_k_p), 0, 0, 1, 1},
+    {&__pyx_n_s_prepare, __pyx_k_prepare, sizeof(__pyx_k_prepare), 0, 0, 1, 1},
+    {&__pyx_n_s_qualname, __pyx_k_qualname, sizeof(__pyx_k_qualname), 0, 0, 1, 1},
     {&__pyx_n_s_range, __pyx_k_range, sizeof(__pyx_k_range), 0, 0, 1, 1},
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     {&__pyx_n_s_ref_en, __pyx_k_ref_en, sizeof(__pyx_k_ref_en), 0, 0, 1, 1},
+    {&__pyx_n_u_ref_name, __pyx_k_ref_name, sizeof(__pyx_k_ref_name), 0, 1, 0, 1},
     {&__pyx_n_s_ref_positions, __pyx_k_ref_positions, sizeof(__pyx_k_ref_positions), 0, 0, 1, 1},
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     {&__pyx_n_s_score, __pyx_k_score, sizeof(__pyx_k_score), 0, 0, 1, 1},
+    {&__pyx_n_s_self, __pyx_k_self, sizeof(__pyx_k_self), 0, 0, 1, 1},
     {&__pyx_n_s_seq_len, __pyx_k_seq_len, sizeof(__pyx_k_seq_len), 0, 0, 1, 1},
+    {&__pyx_n_s_set_name, __pyx_k_set_name, sizeof(__pyx_k_set_name), 0, 0, 1, 1},
+    {&__pyx_n_s_setitem, __pyx_k_setitem, sizeof(__pyx_k_setitem), 0, 0, 1, 1},
+    {&__pyx_n_s_slots, __pyx_k_slots, sizeof(__pyx_k_slots), 0, 0, 1, 1},
     {&__pyx_n_s_span, __pyx_k_span, sizeof(__pyx_k_span), 0, 0, 1, 1},
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     {&__pyx_n_u_substitution_values, __pyx_k_substitution_values, sizeof(__pyx_k_substitution_values), 0, 1, 0, 1},
+    {&__pyx_n_u_substitutions_outside_window, __pyx_k_substitutions_outside_window, sizeof(__pyx_k_substitutions_outside_window), 0, 1, 0, 1},
     {&__pyx_n_s_sum, __pyx_k_sum, sizeof(__pyx_k_sum), 0, 0, 1, 1},
+    {&__pyx_n_s_super, __pyx_k_super, sizeof(__pyx_k_super), 0, 0, 1, 1},
     {&__pyx_n_s_test, __pyx_k_test, sizeof(__pyx_k_test), 0, 0, 1, 1},
+    {&__pyx_n_u_total_mods, __pyx_k_total_mods, sizeof(__pyx_k_total_mods), 0, 1, 0, 1},
+    {&__pyx_n_s_value, __pyx_k_value, sizeof(__pyx_k_value), 0, 0, 1, 1},
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-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":138
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-  __pyx_ptype_7cpython_4type_type = __Pyx_ImportType_3_0_11(__pyx_t_1, __Pyx_BUILTIN_MODULE_NAME, "type",
+  __pyx_ptype_7cpython_4type_type = __Pyx_ImportType_3_0_11(__pyx_t_1, __Pyx_BUILTIN_MODULE_NAME, "type", 
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+ * 
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+ *     __slots__ = (
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+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":20
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+ *     __slots__ = (
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  * @cython.nonecheck(False)
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  * @cython.boundscheck(False)             # <<<<<<<<<<<<<<
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   __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
 
-  /* "CRISPResso2/CRISPRessoCOREResources.pyx":268
- *
- *
+  /* "CRISPResso2/CRISPRessoCOREResources.pyx":315
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  * def calculate_homology(a, b):             # <<<<<<<<<<<<<<
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-  __pyx_t_2 = __Pyx_CyFunction_New(&__pyx_mdef_11CRISPResso2_23CRISPRessoCOREResources_5calculate_homology, 0, __pyx_n_s_calculate_homology, NULL, __pyx_n_s_CRISPResso2_CRISPRessoCOREResour_2, __pyx_d, ((PyObject *)__pyx_codeobj__12)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 268, __pyx_L1_error)
+  __pyx_t_2 = __Pyx_CyFunction_New(&__pyx_mdef_11CRISPResso2_23CRISPRessoCOREResources_5calculate_homology, 0, __pyx_n_s_calculate_homology, NULL, __pyx_n_s_CRISPResso2_CRISPRessoCOREResour, __pyx_d, ((PyObject *)__pyx_codeobj__19)); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 315, __pyx_L1_error)
   __Pyx_GOTREF(__pyx_t_2);
-  if (PyDict_SetItem(__pyx_d, __pyx_n_s_calculate_homology, __pyx_t_2) < 0) __PYX_ERR(0, 268, __pyx_L1_error)
+  if (PyDict_SetItem(__pyx_d, __pyx_n_s_calculate_homology, __pyx_t_2) < 0) __PYX_ERR(0, 315, __pyx_L1_error)
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 #endif
 #endif
 
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-    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 {
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-        more_or_less = "at most";
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-    PyErr_Format(PyExc_TypeError,
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-                 func_name, more_or_less, num_expected,
-                 (num_expected == 1) ? "" : "s", num_found);
-}
-
 /* RaiseDoubleKeywords */
 static void __Pyx_RaiseDoubleKeywordsError(
     const char* func_name,
@@ -10576,525 +11511,909 @@ static int __Pyx_ParseOptionalKeywords(
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     }
-    Py_XDECREF(key);
-    Py_XDECREF(value);
-    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:
+    Py_XDECREF(key);
+    Py_XDECREF(value);
+    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:
+    #if PY_MAJOR_VERSION < 3
+    PyErr_Format(PyExc_TypeError,
+        "%.200s() got an unexpected keyword argument '%.200s'",
+        function_name, PyString_AsString(key));
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+        function_name, key);
+    #endif
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+    Py_XDECREF(key);
+    Py_XDECREF(value);
+    return -1;
+}
+
+/* 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;
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+    } else {
+        num_expected = num_max;
+        more_or_less = "at most";
+    }
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+                 func_name, more_or_less, num_expected,
+                 (num_expected == 1) ? "" : "s", num_found);
+}
+
+/* IterFinish */
+static CYTHON_INLINE int __Pyx_IterFinish(void) {
+    PyObject* exc_type;
+    __Pyx_PyThreadState_declare
+    __Pyx_PyThreadState_assign
+    exc_type = __Pyx_PyErr_CurrentExceptionType();
+    if (unlikely(exc_type)) {
+        if (unlikely(!__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration)))
+            return -1;
+        __Pyx_PyErr_Clear();
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+}
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+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;
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+    assert(globals != NULL);
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+    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;
+}
+static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, Py_ssize_t nargs, PyObject *kwargs) {
+    PyCodeObject *co = (PyCodeObject *)PyFunction_GET_CODE(func);
+    PyObject *globals = PyFunction_GET_GLOBALS(func);
+    PyObject *argdefs = PyFunction_GET_DEFAULTS(func);
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+    PyObject *kwdefs;
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+    PyObject **d;
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+    PyObject *result;
+    assert(kwargs == NULL || PyDict_Check(kwargs));
+    nk = kwargs ? PyDict_Size(kwargs) : 0;
+    #if PY_MAJOR_VERSION < 3
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+        return NULL;
+    }
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+            result = __Pyx_PyFunction_FastCallNoKw(co, args, nargs, globals);
+            goto done;
+        }
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+            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, (int)nargs,
+                               k, (int)nk,
+                               d, (int)nd, kwdefs, closure);
+#else
+    result = PyEval_EvalCodeEx(co, globals, (PyObject *)NULL,
+                               args, (int)nargs,
+                               k, (int)nk,
+                               d, (int)nd, closure);
+#endif
+    Py_XDECREF(kwtuple);
+done:
+    Py_LeaveRecursiveCall();
+    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 = __Pyx_CyOrPyCFunction_GET_FUNCTION(func);
+    self = __Pyx_CyOrPyCFunction_GET_SELF(func);
     #if PY_MAJOR_VERSION < 3
-    PyErr_Format(PyExc_TypeError,
-        "%.200s() got an unexpected keyword argument '%.200s'",
-        function_name, PyString_AsString(key));
+    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
+        return NULL;
     #else
-    PyErr_Format(PyExc_TypeError,
-        "%s() got an unexpected keyword argument '%U'",
-        function_name, key);
+    if (unlikely(Py_EnterRecursiveCall(" while calling a Python object")))
+        return NULL;
     #endif
-bad:
-    Py_XDECREF(key);
-    Py_XDECREF(value);
-    return -1;
+    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
 
-/* GetItemInt */
-static PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j) {
-    PyObject *r;
-    if (unlikely(!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;
+/* PyObjectFastCall */
+#if PY_VERSION_HEX < 0x03090000 || CYTHON_COMPILING_IN_LIMITED_API
+static PyObject* __Pyx_PyObject_FastCall_fallback(PyObject *func, PyObject **args, size_t nargs, PyObject *kwargs) {
+    PyObject *argstuple;
+    PyObject *result = 0;
+    size_t i;
+    argstuple = PyTuple_New((Py_ssize_t)nargs);
+    if (unlikely(!argstuple)) return NULL;
+    for (i = 0; i < nargs; i++) {
+        Py_INCREF(args[i]);
+        if (__Pyx_PyTuple_SET_ITEM(argstuple, (Py_ssize_t)i, args[i]) < 0) goto bad;
     }
-    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
-#else
-    return PySequence_GetItem(o, i);
-#endif
+    result = __Pyx_PyObject_Call(func, argstuple, kwargs);
+  bad:
+    Py_DECREF(argstuple);
+    return result;
 }
-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);
+#endif
+static CYTHON_INLINE PyObject* __Pyx_PyObject_FastCallDict(PyObject *func, PyObject **args, size_t _nargs, PyObject *kwargs) {
+    Py_ssize_t nargs = __Pyx_PyVectorcall_NARGS(_nargs);
+#if CYTHON_COMPILING_IN_CPYTHON
+    if (nargs == 0 && kwargs == NULL) {
+        if (__Pyx_CyOrPyCFunction_Check(func) && likely( __Pyx_CyOrPyCFunction_GET_FLAGS(func) & METH_NOARGS))
+            return __Pyx_PyObject_CallMethO(func, NULL);
     }
-    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;
+    else if (nargs == 1 && kwargs == NULL) {
+        if (__Pyx_CyOrPyCFunction_Check(func) && likely( __Pyx_CyOrPyCFunction_GET_FLAGS(func) & METH_O))
+            return __Pyx_PyObject_CallMethO(func, args[0]);
     }
-    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;
+    #if PY_VERSION_HEX < 0x030800B1
+    #if CYTHON_FAST_PYCCALL
+    if (PyCFunction_Check(func)) {
+        if (kwargs) {
+            return _PyCFunction_FastCallDict(func, args, nargs, kwargs);
+        } else {
+            return _PyCFunction_FastCallKeywords(func, args, nargs, NULL);
         }
     }
-    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 {
-        PyMappingMethods *mm = Py_TYPE(o)->tp_as_mapping;
-        PySequenceMethods *sm = Py_TYPE(o)->tp_as_sequence;
-        if (mm && mm->mp_subscript) {
-            PyObject *r, *key = PyInt_FromSsize_t(i);
-            if (unlikely(!key)) return NULL;
-            r = mm->mp_subscript(o, key);
-            Py_DECREF(key);
-            return r;
+    #if PY_VERSION_HEX >= 0x030700A1
+    if (!kwargs && __Pyx_IS_TYPE(func, &PyMethodDescr_Type)) {
+        return _PyMethodDescr_FastCallKeywords(func, args, nargs, NULL);
+    }
+    #endif
+    #endif
+    #if CYTHON_FAST_PYCALL
+    if (PyFunction_Check(func)) {
+        return __Pyx_PyFunction_FastCallDict(func, args, nargs, kwargs);
+    }
+    #endif
+    #endif
+    if (kwargs == NULL) {
+        #if CYTHON_VECTORCALL
+        #if PY_VERSION_HEX < 0x03090000
+        vectorcallfunc f = _PyVectorcall_Function(func);
+        #else
+        vectorcallfunc f = PyVectorcall_Function(func);
+        #endif
+        if (f) {
+            return f(func, args, (size_t)nargs, NULL);
         }
-        if (likely(sm && sm->sq_item)) {
-            if (wraparound && unlikely(i < 0) && likely(sm->sq_length)) {
-                Py_ssize_t l = sm->sq_length(o);
-                if (likely(l >= 0)) {
-                    i += l;
-                } else {
-                    if (!PyErr_ExceptionMatches(PyExc_OverflowError))
-                        return NULL;
-                    PyErr_Clear();
-                }
-            }
-            return sm->sq_item(o, i);
+        #elif defined(__Pyx_CyFunction_USED) && CYTHON_BACKPORT_VECTORCALL
+        if (__Pyx_CyFunction_CheckExact(func)) {
+            __pyx_vectorcallfunc f = __Pyx_CyFunction_func_vectorcall(func);
+            if (f) return f(func, args, (size_t)nargs, NULL);
         }
+        #endif
     }
-#else
-    if (is_list || !PyMapping_Check(o)) {
-        return PySequence_GetItem(o, i);
+    if (nargs == 0) {
+        return __Pyx_PyObject_Call(func, __pyx_empty_tuple, kwargs);
     }
-#endif
-    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+    #if PY_VERSION_HEX >= 0x03090000 && !CYTHON_COMPILING_IN_LIMITED_API
+    return PyObject_VectorcallDict(func, args, (size_t)nargs, kwargs);
+    #else
+    return __Pyx_PyObject_FastCall_fallback(func, args, (size_t)nargs, kwargs);
+    #endif
 }
 
-/* pyfrozenset_new */
-static CYTHON_INLINE PyObject* __Pyx_PyFrozenSet_New(PyObject* it) {
-    if (it) {
-        PyObject* result;
-#if CYTHON_COMPILING_IN_PYPY
-        PyObject* args;
-        args = PyTuple_Pack(1, it);
-        if (unlikely(!args))
-            return NULL;
-        result = PyObject_Call((PyObject*)&PyFrozenSet_Type, args, NULL);
-        Py_DECREF(args);
-        return result;
+/* PyObjectCallNoArg */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func) {
+    PyObject *arg[2] = {NULL, NULL};
+    return __Pyx_PyObject_FastCall(func, arg + 1, 0 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET);
+}
+
+/* PyObjectCallOneArg */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
+    PyObject *args[2] = {NULL, arg};
+    return __Pyx_PyObject_FastCall(func, args+1, 1 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET);
+}
+
+/* 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
+    __Pyx_TypeName type_name;
+    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 defined(Py_TPFLAGS_METHOD_DESCRIPTOR) && Py_TPFLAGS_METHOD_DESCRIPTOR
+        if (__Pyx_PyType_HasFeature(Py_TYPE(descr), Py_TPFLAGS_METHOD_DESCRIPTOR))
+#elif PY_MAJOR_VERSION >= 3
+        #ifdef __Pyx_CyFunction_USED
+        if (likely(PyFunction_Check(descr) || __Pyx_IS_TYPE(descr, &PyMethodDescr_Type) || __Pyx_CyFunction_Check(descr)))
+        #else
+        if (likely(PyFunction_Check(descr) || __Pyx_IS_TYPE(descr, &PyMethodDescr_Type)))
+        #endif
 #else
-        if (PyFrozenSet_CheckExact(it)) {
-            Py_INCREF(it);
-            return it;
-        }
-        result = PyFrozenSet_New(it);
-        if (unlikely(!result))
-            return NULL;
-        if ((PY_VERSION_HEX >= 0x031000A1) || likely(PySet_GET_SIZE(result)))
-            return result;
-        Py_DECREF(result);
+        #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 (likely(descr != NULL)) {
+        *method = descr;
+        return 0;
     }
-#if CYTHON_USE_TYPE_SLOTS
-    return PyFrozenSet_Type.tp_new(&PyFrozenSet_Type, __pyx_empty_tuple, NULL);
+    type_name = __Pyx_PyType_GetName(tp);
+    PyErr_Format(PyExc_AttributeError,
+#if PY_MAJOR_VERSION >= 3
+                 "'" __Pyx_FMT_TYPENAME "' object has no attribute '%U'",
+                 type_name, name);
 #else
-    return PyObject_Call((PyObject*)&PyFrozenSet_Type, __pyx_empty_tuple, NULL);
+                 "'" __Pyx_FMT_TYPENAME "' object has no attribute '%.400s'",
+                 type_name, PyString_AS_STRING(name));
+#endif
+    __Pyx_DECREF_TypeName(type_name);
+    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;
 }
 
-/* PySetContains */
-static int __Pyx_PySet_ContainsUnhashable(PyObject *set, PyObject *key) {
-    int result = -1;
-    if (PySet_Check(key) && PyErr_ExceptionMatches(PyExc_TypeError)) {
-        PyObject *tmpkey;
-        PyErr_Clear();
-        tmpkey = __Pyx_PyFrozenSet_New(key);
-        if (tmpkey != NULL) {
-            result = PySet_Contains(set, tmpkey);
-            Py_DECREF(tmpkey);
-        }
+/* PyObjectCallMethod0 */
+static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name) {
+    PyObject *method = NULL, *result = NULL;
+    int is_method = __Pyx_PyObject_GetMethod(obj, method_name, &method);
+    if (likely(is_method)) {
+        result = __Pyx_PyObject_CallOneArg(method, obj);
+        Py_DECREF(method);
+        return result;
     }
+    if (unlikely(!method)) goto bad;
+    result = __Pyx_PyObject_CallNoArg(method);
+    Py_DECREF(method);
+bad:
     return result;
 }
-static CYTHON_INLINE int __Pyx_PySet_ContainsTF(PyObject* key, PyObject* set, int eq) {
-    int result = PySet_Contains(set, key);
-    if (unlikely(result < 0)) {
-        result = __Pyx_PySet_ContainsUnhashable(set, key);
-    }
-    return unlikely(result < 0) ? result : (result == (eq == Py_EQ));
+
+/* 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");
 }
 
-/* UnpackUnboundCMethod */
-static PyObject *__Pyx_SelflessCall(PyObject *method, PyObject *args, PyObject *kwargs) {
-    PyObject *result;
-    PyObject *selfless_args = PyTuple_GetSlice(args, 1, PyTuple_Size(args));
-    if (unlikely(!selfless_args)) return NULL;
-    result = PyObject_Call(method, selfless_args, kwargs);
-    Py_DECREF(selfless_args);
-    return result;
+/* 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);
 }
-static PyMethodDef __Pyx_UnboundCMethod_Def = {
-     "CythonUnboundCMethod",
-     __PYX_REINTERPRET_FUNCION(PyCFunction, __Pyx_SelflessCall),
-     METH_VARARGS | METH_KEYWORDS,
-     NULL
-};
-static int __Pyx_TryUnpackUnboundCMethod(__Pyx_CachedCFunction* target) {
-    PyObject *method;
-    method = __Pyx_PyObject_GetAttrStr(target->type, *target->method_name);
-    if (unlikely(!method))
+
+/* UnpackItemEndCheck */
+static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected) {
+    if (unlikely(retval)) {
+        Py_DECREF(retval);
+        __Pyx_RaiseTooManyValuesError(expected);
         return -1;
-    target->method = method;
-#if CYTHON_COMPILING_IN_CPYTHON
-    #if PY_MAJOR_VERSION >= 3
-    if (likely(__Pyx_TypeCheck(method, &PyMethodDescr_Type)))
-    #else
-    if (likely(!__Pyx_CyOrPyCFunction_Check(method)))
-    #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);
-    } else
-#endif
+    }
+    return __Pyx_IterFinish();
+}
+
+/* RaiseNoneIterError */
+static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void) {
+    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
+}
+
+/* UnpackTupleError */
+static void __Pyx_UnpackTupleError(PyObject *t, Py_ssize_t index) {
+    if (t == Py_None) {
+      __Pyx_RaiseNoneNotIterableError();
+    } else if (PyTuple_GET_SIZE(t) < index) {
+      __Pyx_RaiseNeedMoreValuesError(PyTuple_GET_SIZE(t));
+    } else {
+      __Pyx_RaiseTooManyValuesError(index);
+    }
+}
+
+/* UnpackTuple2 */
+static CYTHON_INLINE int __Pyx_unpack_tuple2_exact(
+        PyObject* tuple, PyObject** pvalue1, PyObject** pvalue2, int decref_tuple) {
+    PyObject *value1 = NULL, *value2 = NULL;
 #if CYTHON_COMPILING_IN_PYPY
+    value1 = PySequence_ITEM(tuple, 0);  if (unlikely(!value1)) goto bad;
+    value2 = PySequence_ITEM(tuple, 1);  if (unlikely(!value2)) goto bad;
 #else
-    if (PyCFunction_Check(method))
-#endif
-    {
-        PyObject *self;
-        int self_found;
-#if CYTHON_COMPILING_IN_LIMITED_API || CYTHON_COMPILING_IN_PYPY
-        self = PyObject_GetAttrString(method, "__self__");
-        if (!self) {
-            PyErr_Clear();
-        }
-#else
-        self = PyCFunction_GET_SELF(method);
-#endif
-        self_found = (self && self != Py_None);
-#if CYTHON_COMPILING_IN_LIMITED_API || CYTHON_COMPILING_IN_PYPY
-        Py_XDECREF(self);
+    value1 = PyTuple_GET_ITEM(tuple, 0);  Py_INCREF(value1);
+    value2 = PyTuple_GET_ITEM(tuple, 1);  Py_INCREF(value2);
 #endif
-        if (self_found) {
-            PyObject *unbound_method = PyCFunction_New(&__Pyx_UnboundCMethod_Def, method);
-            if (unlikely(!unbound_method)) return -1;
-            Py_DECREF(method);
-            target->method = unbound_method;
-        }
+    if (decref_tuple) {
+        Py_DECREF(tuple);
     }
+    *pvalue1 = value1;
+    *pvalue2 = value2;
+    return 0;
+#if CYTHON_COMPILING_IN_PYPY
+bad:
+    Py_XDECREF(value1);
+    Py_XDECREF(value2);
+    if (decref_tuple) { Py_XDECREF(tuple); }
+    return -1;
+#endif
+}
+static int __Pyx_unpack_tuple2_generic(PyObject* tuple, PyObject** pvalue1, PyObject** pvalue2,
+                                       int has_known_size, int decref_tuple) {
+    Py_ssize_t index;
+    PyObject *value1 = NULL, *value2 = NULL, *iter = NULL;
+    iternextfunc iternext;
+    iter = PyObject_GetIter(tuple);
+    if (unlikely(!iter)) goto bad;
+    if (decref_tuple) { Py_DECREF(tuple); tuple = NULL; }
+    iternext = __Pyx_PyObject_GetIterNextFunc(iter);
+    value1 = iternext(iter); if (unlikely(!value1)) { index = 0; goto unpacking_failed; }
+    value2 = iternext(iter); if (unlikely(!value2)) { index = 1; goto unpacking_failed; }
+    if (!has_known_size && unlikely(__Pyx_IternextUnpackEndCheck(iternext(iter), 2))) goto bad;
+    Py_DECREF(iter);
+    *pvalue1 = value1;
+    *pvalue2 = value2;
     return 0;
+unpacking_failed:
+    if (!has_known_size && __Pyx_IterFinish() == 0)
+        __Pyx_RaiseNeedMoreValuesError(index);
+bad:
+    Py_XDECREF(iter);
+    Py_XDECREF(value1);
+    Py_XDECREF(value2);
+    if (decref_tuple) { Py_XDECREF(tuple); }
+    return -1;
 }
 
-/* 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);
-            #endif
-        } else if ((PY_VERSION_HEX >= 0x030700A0) && flag == (METH_FASTCALL | METH_KEYWORDS)) {
-            return (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)cfunc->func)(self, &arg, 1, NULL);
+/* dict_iter */
+#if CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
+#include <string.h>
+#endif
+static CYTHON_INLINE PyObject* __Pyx_dict_iterator(PyObject* iterable, int is_dict, PyObject* method_name,
+                                                   Py_ssize_t* p_orig_length, int* p_source_is_dict) {
+    is_dict = is_dict || likely(PyDict_CheckExact(iterable));
+    *p_source_is_dict = is_dict;
+    if (is_dict) {
+#if !CYTHON_COMPILING_IN_PYPY
+        *p_orig_length = PyDict_Size(iterable);
+        Py_INCREF(iterable);
+        return iterable;
+#elif PY_MAJOR_VERSION >= 3
+        static PyObject *py_items = NULL, *py_keys = NULL, *py_values = NULL;
+        PyObject **pp = NULL;
+        if (method_name) {
+            const char *name = PyUnicode_AsUTF8(method_name);
+            if (strcmp(name, "iteritems") == 0) pp = &py_items;
+            else if (strcmp(name, "iterkeys") == 0) pp = &py_keys;
+            else if (strcmp(name, "itervalues") == 0) pp = &py_values;
+            if (pp) {
+                if (!*pp) {
+                    *pp = PyUnicode_FromString(name + 4);
+                    if (!*pp)
+                        return NULL;
+                }
+                method_name = *pp;
+            }
         }
+#endif
     }
-    return __Pyx__CallUnboundCMethod1(cfunc, self, arg);
+    *p_orig_length = 0;
+    if (method_name) {
+        PyObject* iter;
+        iterable = __Pyx_PyObject_CallMethod0(iterable, method_name);
+        if (!iterable)
+            return NULL;
+#if !CYTHON_COMPILING_IN_PYPY
+        if (PyTuple_CheckExact(iterable) || PyList_CheckExact(iterable))
+            return iterable;
+#endif
+        iter = PyObject_GetIter(iterable);
+        Py_DECREF(iterable);
+        return iter;
+    }
+    return PyObject_GetIter(iterable);
 }
+static CYTHON_INLINE int __Pyx_dict_iter_next(
+        PyObject* iter_obj, CYTHON_NCP_UNUSED Py_ssize_t orig_length, CYTHON_NCP_UNUSED Py_ssize_t* ppos,
+        PyObject** pkey, PyObject** pvalue, PyObject** pitem, int source_is_dict) {
+    PyObject* next_item;
+#if !CYTHON_COMPILING_IN_PYPY
+    if (source_is_dict) {
+        PyObject *key, *value;
+        if (unlikely(orig_length != PyDict_Size(iter_obj))) {
+            PyErr_SetString(PyExc_RuntimeError, "dictionary changed size during iteration");
+            return -1;
+        }
+        if (unlikely(!PyDict_Next(iter_obj, ppos, &key, &value))) {
+            return 0;
+        }
+        if (pitem) {
+            PyObject* tuple = PyTuple_New(2);
+            if (unlikely(!tuple)) {
+                return -1;
+            }
+            Py_INCREF(key);
+            Py_INCREF(value);
+            PyTuple_SET_ITEM(tuple, 0, key);
+            PyTuple_SET_ITEM(tuple, 1, value);
+            *pitem = tuple;
+        } else {
+            if (pkey) {
+                Py_INCREF(key);
+                *pkey = key;
+            }
+            if (pvalue) {
+                Py_INCREF(value);
+                *pvalue = value;
+            }
+        }
+        return 1;
+    } else if (PyTuple_CheckExact(iter_obj)) {
+        Py_ssize_t pos = *ppos;
+        if (unlikely(pos >= PyTuple_GET_SIZE(iter_obj))) return 0;
+        *ppos = pos + 1;
+        next_item = PyTuple_GET_ITEM(iter_obj, pos);
+        Py_INCREF(next_item);
+    } else if (PyList_CheckExact(iter_obj)) {
+        Py_ssize_t pos = *ppos;
+        if (unlikely(pos >= PyList_GET_SIZE(iter_obj))) return 0;
+        *ppos = pos + 1;
+        next_item = PyList_GET_ITEM(iter_obj, pos);
+        Py_INCREF(next_item);
+    } else
 #endif
-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);
+    {
+        next_item = PyIter_Next(iter_obj);
+        if (unlikely(!next_item)) {
+            return __Pyx_IterFinish();
+        }
+    }
+    if (pitem) {
+        *pitem = next_item;
+    } else if (pkey && pvalue) {
+        if (__Pyx_unpack_tuple2(next_item, pkey, pvalue, source_is_dict, source_is_dict, 1))
+            return -1;
+    } else if (pkey) {
+        *pkey = next_item;
     } else {
-        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);
+        *pvalue = next_item;
     }
+    return 1;
+}
+
+/* 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
-    args = PyTuple_Pack(2, self, arg);
-    if (unlikely(!args)) goto bad;
-    result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
+    if (likely(PyString_Check(n)))
 #endif
-bad:
-    Py_XDECREF(args);
-    return result;
+        return __Pyx_PyObject_GetAttrStr(o, n);
+#endif
+    return PyObject_GetAttr(o, n);
 }
 
-/* PyFunctionFastCall */
-#if CYTHON_FAST_PYCALL && !CYTHON_VECTORCALL
-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;
+/* GetItemInt */
+static PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j) {
+    PyObject *r;
+    if (unlikely(!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);
     }
-    fastlocals = __Pyx_PyFrame_GetLocalsplus(f);
-    for (i = 0; i < na; i++) {
-        Py_INCREF(*args);
-        fastlocals[i] = *args++;
+    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;
     }
-    result = PyEval_EvalFrameEx(f,0);
-    ++tstate->recursion_depth;
-    Py_DECREF(f);
-    --tstate->recursion_depth;
-    return result;
-}
-static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, Py_ssize_t 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_MAJOR_VERSION < 3
-    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object"))) {
-        return NULL;
+    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);
     }
-    #else
-    if (unlikely(Py_EnterRecursiveCall(" while calling a Python object"))) {
-        return NULL;
+    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;
     }
-    #endif
-    if (
-#if PY_MAJOR_VERSION >= 3
-            co->co_kwonlyargcount == 0 &&
+    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+#else
+    return PySequence_GetItem(o, i);
 #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;
+}
+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;
         }
     }
-    if (kwargs != NULL) {
-        Py_ssize_t pos, i;
-        kwtuple = PyTuple_New(2 * nk);
-        if (kwtuple == NULL) {
-            result = NULL;
-            goto done;
+    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;
         }
-        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;
+    } else {
+        PyMappingMethods *mm = Py_TYPE(o)->tp_as_mapping;
+        PySequenceMethods *sm = Py_TYPE(o)->tp_as_sequence;
+        if (mm && mm->mp_subscript) {
+            PyObject *r, *key = PyInt_FromSsize_t(i);
+            if (unlikely(!key)) return NULL;
+            r = mm->mp_subscript(o, key);
+            Py_DECREF(key);
+            return r;
+        }
+        if (likely(sm && sm->sq_item)) {
+            if (wraparound && unlikely(i < 0) && likely(sm->sq_length)) {
+                Py_ssize_t l = sm->sq_length(o);
+                if (likely(l >= 0)) {
+                    i += l;
+                } else {
+                    if (!PyErr_ExceptionMatches(PyExc_OverflowError))
+                        return NULL;
+                    PyErr_Clear();
+                }
+            }
+            return sm->sq_item(o, i);
         }
-        nk = i / 2;
     }
-    else {
-        kwtuple = NULL;
-        k = NULL;
+#else
+    if (is_list || !PyMapping_Check(o)) {
+        return PySequence_GetItem(o, i);
     }
-    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;
+    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+}
+
+/* pyfrozenset_new */
+static CYTHON_INLINE PyObject* __Pyx_PyFrozenSet_New(PyObject* it) {
+    if (it) {
+        PyObject* result;
+#if CYTHON_COMPILING_IN_PYPY
+        PyObject* args;
+        args = PyTuple_Pack(1, it);
+        if (unlikely(!args))
+            return NULL;
+        result = PyObject_Call((PyObject*)&PyFrozenSet_Type, args, NULL);
+        Py_DECREF(args);
+        return result;
+#else
+        if (PyFrozenSet_CheckExact(it)) {
+            Py_INCREF(it);
+            return it;
+        }
+        result = PyFrozenSet_New(it);
+        if (unlikely(!result))
+            return NULL;
+        if ((PY_VERSION_HEX >= 0x031000A1) || likely(PySet_GET_SIZE(result)))
+            return result;
+        Py_DECREF(result);
+#endif
     }
-#if PY_MAJOR_VERSION >= 3
-    result = PyEval_EvalCodeEx((PyObject*)co, globals, (PyObject *)NULL,
-                               args, (int)nargs,
-                               k, (int)nk,
-                               d, (int)nd, kwdefs, closure);
+#if CYTHON_USE_TYPE_SLOTS
+    return PyFrozenSet_Type.tp_new(&PyFrozenSet_Type, __pyx_empty_tuple, NULL);
 #else
-    result = PyEval_EvalCodeEx(co, globals, (PyObject *)NULL,
-                               args, (int)nargs,
-                               k, (int)nk,
-                               d, (int)nd, closure);
+    return PyObject_Call((PyObject*)&PyFrozenSet_Type, __pyx_empty_tuple, NULL);
 #endif
-    Py_XDECREF(kwtuple);
-done:
-    Py_LeaveRecursiveCall();
-    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 = __Pyx_CyOrPyCFunction_GET_FUNCTION(func);
-    self = __Pyx_CyOrPyCFunction_GET_SELF(func);
-    #if PY_MAJOR_VERSION < 3
-    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
-        return NULL;
-    #else
-    if (unlikely(Py_EnterRecursiveCall(" while calling a Python object")))
-        return NULL;
-    #endif
-    result = cfunc(self, arg);
-    Py_LeaveRecursiveCall();
-    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
-        PyErr_SetString(
-            PyExc_SystemError,
-            "NULL result without error in PyObject_Call");
+/* PySetContains */
+static int __Pyx_PySet_ContainsUnhashable(PyObject *set, PyObject *key) {
+    int result = -1;
+    if (PySet_Check(key) && PyErr_ExceptionMatches(PyExc_TypeError)) {
+        PyObject *tmpkey;
+        PyErr_Clear();
+        tmpkey = __Pyx_PyFrozenSet_New(key);
+        if (tmpkey != NULL) {
+            result = PySet_Contains(set, tmpkey);
+            Py_DECREF(tmpkey);
+        }
     }
     return result;
 }
-#endif
-
-/* PyObjectFastCall */
-#if PY_VERSION_HEX < 0x03090000 || CYTHON_COMPILING_IN_LIMITED_API
-static PyObject* __Pyx_PyObject_FastCall_fallback(PyObject *func, PyObject **args, size_t nargs, PyObject *kwargs) {
-    PyObject *argstuple;
-    PyObject *result = 0;
-    size_t i;
-    argstuple = PyTuple_New((Py_ssize_t)nargs);
-    if (unlikely(!argstuple)) return NULL;
-    for (i = 0; i < nargs; i++) {
-        Py_INCREF(args[i]);
-        if (__Pyx_PyTuple_SET_ITEM(argstuple, (Py_ssize_t)i, args[i]) < 0) goto bad;
+static CYTHON_INLINE int __Pyx_PySet_ContainsTF(PyObject* key, PyObject* set, int eq) {
+    int result = PySet_Contains(set, key);
+    if (unlikely(result < 0)) {
+        result = __Pyx_PySet_ContainsUnhashable(set, key);
     }
-    result = __Pyx_PyObject_Call(func, argstuple, kwargs);
-  bad:
-    Py_DECREF(argstuple);
+    return unlikely(result < 0) ? result : (result == (eq == Py_EQ));
+}
+
+/* UnpackUnboundCMethod */
+static PyObject *__Pyx_SelflessCall(PyObject *method, PyObject *args, PyObject *kwargs) {
+    PyObject *result;
+    PyObject *selfless_args = PyTuple_GetSlice(args, 1, PyTuple_Size(args));
+    if (unlikely(!selfless_args)) return NULL;
+    result = PyObject_Call(method, selfless_args, kwargs);
+    Py_DECREF(selfless_args);
     return result;
 }
-#endif
-static CYTHON_INLINE PyObject* __Pyx_PyObject_FastCallDict(PyObject *func, PyObject **args, size_t _nargs, PyObject *kwargs) {
-    Py_ssize_t nargs = __Pyx_PyVectorcall_NARGS(_nargs);
-#if CYTHON_COMPILING_IN_CPYTHON
-    if (nargs == 0 && kwargs == NULL) {
-        if (__Pyx_CyOrPyCFunction_Check(func) && likely( __Pyx_CyOrPyCFunction_GET_FLAGS(func) & METH_NOARGS))
-            return __Pyx_PyObject_CallMethO(func, NULL);
-    }
-    else if (nargs == 1 && kwargs == NULL) {
-        if (__Pyx_CyOrPyCFunction_Check(func) && likely( __Pyx_CyOrPyCFunction_GET_FLAGS(func) & METH_O))
-            return __Pyx_PyObject_CallMethO(func, args[0]);
-    }
-#endif
-    #if PY_VERSION_HEX < 0x030800B1
-    #if CYTHON_FAST_PYCCALL
-    if (PyCFunction_Check(func)) {
-        if (kwargs) {
-            return _PyCFunction_FastCallDict(func, args, nargs, kwargs);
-        } else {
-            return _PyCFunction_FastCallKeywords(func, args, nargs, NULL);
-        }
-    }
-    #if PY_VERSION_HEX >= 0x030700A1
-    if (!kwargs && __Pyx_IS_TYPE(func, &PyMethodDescr_Type)) {
-        return _PyMethodDescr_FastCallKeywords(func, args, nargs, NULL);
-    }
-    #endif
-    #endif
-    #if CYTHON_FAST_PYCALL
-    if (PyFunction_Check(func)) {
-        return __Pyx_PyFunction_FastCallDict(func, args, nargs, kwargs);
-    }
-    #endif
+static PyMethodDef __Pyx_UnboundCMethod_Def = {
+     "CythonUnboundCMethod",
+     __PYX_REINTERPRET_FUNCION(PyCFunction, __Pyx_SelflessCall),
+     METH_VARARGS | METH_KEYWORDS,
+     NULL
+};
+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)))
+    #else
+    if (likely(!__Pyx_CyOrPyCFunction_Check(method)))
     #endif
-    if (kwargs == NULL) {
-        #if CYTHON_VECTORCALL
-        #if PY_VERSION_HEX < 0x03090000
-        vectorcallfunc f = _PyVectorcall_Function(func);
-        #else
-        vectorcallfunc f = PyVectorcall_Function(func);
-        #endif
-        if (f) {
-            return f(func, args, (size_t)nargs, NULL);
+    {
+        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);
+    } else
+#endif
+#if CYTHON_COMPILING_IN_PYPY
+#else
+    if (PyCFunction_Check(method))
+#endif
+    {
+        PyObject *self;
+        int self_found;
+#if CYTHON_COMPILING_IN_LIMITED_API || CYTHON_COMPILING_IN_PYPY
+        self = PyObject_GetAttrString(method, "__self__");
+        if (!self) {
+            PyErr_Clear();
         }
-        #elif defined(__Pyx_CyFunction_USED) && CYTHON_BACKPORT_VECTORCALL
-        if (__Pyx_CyFunction_CheckExact(func)) {
-            __pyx_vectorcallfunc f = __Pyx_CyFunction_func_vectorcall(func);
-            if (f) return f(func, args, (size_t)nargs, NULL);
+#else
+        self = PyCFunction_GET_SELF(method);
+#endif
+        self_found = (self && self != Py_None);
+#if CYTHON_COMPILING_IN_LIMITED_API || CYTHON_COMPILING_IN_PYPY
+        Py_XDECREF(self);
+#endif
+        if (self_found) {
+            PyObject *unbound_method = PyCFunction_New(&__Pyx_UnboundCMethod_Def, method);
+            if (unlikely(!unbound_method)) return -1;
+            Py_DECREF(method);
+            target->method = unbound_method;
         }
-        #endif
-    }
-    if (nargs == 0) {
-        return __Pyx_PyObject_Call(func, __pyx_empty_tuple, kwargs);
     }
-    #if PY_VERSION_HEX >= 0x03090000 && !CYTHON_COMPILING_IN_LIMITED_API
-    return PyObject_VectorcallDict(func, args, (size_t)nargs, kwargs);
-    #else
-    return __Pyx_PyObject_FastCall_fallback(func, args, (size_t)nargs, kwargs);
-    #endif
+    return 0;
 }
 
-/* PyObjectCallOneArg */
-static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
-    PyObject *args[2] = {NULL, arg};
-    return __Pyx_PyObject_FastCall(func, args+1, 1 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET);
+/* 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);
+            #endif
+        } 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;
 }
 
 /* PyDictVersioning */
@@ -11166,44 +12485,6 @@ static CYTHON_INLINE PyObject *__Pyx__GetModuleGlobalName(PyObject *name)
     return __Pyx_GetBuiltinName(name);
 }
 
-/* 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) {
-    PyObject* exc_type;
-    __Pyx_PyThreadState_declare
-    __Pyx_PyThreadState_assign
-    exc_type = __Pyx_PyErr_CurrentExceptionType();
-    if (unlikely(exc_type)) {
-        if (unlikely(!__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration)))
-            return -1;
-        __Pyx_PyErr_Clear();
-        return 0;
-    }
-    return 0;
-}
-
-/* UnpackItemEndCheck */
-static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected) {
-    if (unlikely(retval)) {
-        Py_DECREF(retval);
-        __Pyx_RaiseTooManyValuesError(expected);
-        return -1;
-    }
-    return __Pyx_IterFinish();
-}
-
 /* TypeImport */
 #ifndef __PYX_HAVE_RT_ImportType_3_0_11
 #define __PYX_HAVE_RT_ImportType_3_0_11
@@ -12723,6 +14004,293 @@ static PyObject *__Pyx_CyFunction_New(PyMethodDef *ml, int flags, PyObject* qual
     return op;
 }
 
+/* CalculateMetaclass */
+static PyObject *__Pyx_CalculateMetaclass(PyTypeObject *metaclass, PyObject *bases) {
+    Py_ssize_t i, nbases;
+#if CYTHON_ASSUME_SAFE_MACROS
+    nbases = PyTuple_GET_SIZE(bases);
+#else
+    nbases = PyTuple_Size(bases);
+    if (nbases < 0) return NULL;
+#endif
+    for (i=0; i < nbases; i++) {
+        PyTypeObject *tmptype;
+#if CYTHON_ASSUME_SAFE_MACROS
+        PyObject *tmp = PyTuple_GET_ITEM(bases, i);
+#else
+        PyObject *tmp = PyTuple_GetItem(bases, i);
+        if (!tmp) return NULL;
+#endif
+        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;
+}
+
+/* PyObjectCall2Args */
+static CYTHON_INLINE PyObject* __Pyx_PyObject_Call2Args(PyObject* function, PyObject* arg1, PyObject* arg2) {
+    PyObject *args[3] = {NULL, arg1, arg2};
+    return __Pyx_PyObject_FastCall(function, args+1, 2 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET);
+}
+
+/* PyObjectLookupSpecial */
+#if CYTHON_USE_PYTYPE_LOOKUP && CYTHON_USE_TYPE_SLOTS
+static CYTHON_INLINE PyObject* __Pyx__PyObject_LookupSpecial(PyObject* obj, PyObject* attr_name, int with_error) {
+    PyObject *res;
+    PyTypeObject *tp = Py_TYPE(obj);
+#if PY_MAJOR_VERSION < 3
+    if (unlikely(PyInstance_Check(obj)))
+        return with_error ? __Pyx_PyObject_GetAttrStr(obj, attr_name) : __Pyx_PyObject_GetAttrStrNoError(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 if (with_error) {
+        PyErr_SetObject(PyExc_AttributeError, attr_name);
+    }
+    return res;
+}
+#endif
+
+/* 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_GetAttrStrNoError(metaclass, __pyx_n_s_prepare);
+        if (prep) {
+            PyObject *pargs[3] = {NULL, name, bases};
+            ns = __Pyx_PyObject_FastCallDict(prep, pargs+1, 2 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET, mkw);
+            Py_DECREF(prep);
+        } else {
+            if (unlikely(PyErr_Occurred()))
+                return NULL;
+            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 PY_VERSION_HEX >= 0x03030000
+    if (unlikely(PyObject_SetItem(ns, __pyx_n_s_qualname, qualname) < 0)) goto bad;
+#else
+    CYTHON_MAYBE_UNUSED_VAR(qualname);
+#endif
+    if (unlikely(doc && PyObject_SetItem(ns, __pyx_n_s_doc, doc) < 0)) goto bad;
+    return ns;
+bad:
+    Py_DECREF(ns);
+    return NULL;
+}
+#if PY_VERSION_HEX < 0x030600A4 && CYTHON_PEP487_INIT_SUBCLASS
+static int __Pyx_SetNamesPEP487(PyObject *type_obj) {
+    PyTypeObject *type = (PyTypeObject*) type_obj;
+    PyObject *names_to_set, *key, *value, *set_name, *tmp;
+    Py_ssize_t i = 0;
+#if CYTHON_USE_TYPE_SLOTS
+    names_to_set = PyDict_Copy(type->tp_dict);
+#else
+    {
+        PyObject *d = PyObject_GetAttr(type_obj, __pyx_n_s_dict);
+        names_to_set = NULL;
+        if (likely(d)) {
+            PyObject *names_to_set = PyDict_New();
+            int ret = likely(names_to_set) ? PyDict_Update(names_to_set, d) : -1;
+            Py_DECREF(d);
+            if (unlikely(ret < 0))
+                Py_CLEAR(names_to_set);
+        }
+    }
+#endif
+    if (unlikely(names_to_set == NULL))
+        goto bad;
+    while (PyDict_Next(names_to_set, &i, &key, &value)) {
+        set_name = __Pyx_PyObject_LookupSpecialNoError(value, __pyx_n_s_set_name);
+        if (unlikely(set_name != NULL)) {
+            tmp = __Pyx_PyObject_Call2Args(set_name, type_obj, key);
+            Py_DECREF(set_name);
+            if (unlikely(tmp == NULL)) {
+                __Pyx_TypeName value_type_name =
+                    __Pyx_PyType_GetName(Py_TYPE(value));
+                __Pyx_TypeName type_name = __Pyx_PyType_GetName(type);
+                PyErr_Format(PyExc_RuntimeError,
+#if PY_MAJOR_VERSION >= 3
+                    "Error calling __set_name__ on '" __Pyx_FMT_TYPENAME "' instance %R " "in '" __Pyx_FMT_TYPENAME "'",
+                    value_type_name, key, type_name);
+#else
+                    "Error calling __set_name__ on '" __Pyx_FMT_TYPENAME "' instance %.100s in '" __Pyx_FMT_TYPENAME "'",
+                    value_type_name,
+                    PyString_Check(key) ? PyString_AS_STRING(key) : "?",
+                    type_name);
+#endif
+                goto bad;
+            } else {
+                Py_DECREF(tmp);
+            }
+        }
+        else if (unlikely(PyErr_Occurred())) {
+            goto bad;
+        }
+    }
+    Py_DECREF(names_to_set);
+    return 0;
+bad:
+    Py_XDECREF(names_to_set);
+    return -1;
+}
+static PyObject *__Pyx_InitSubclassPEP487(PyObject *type_obj, PyObject *mkw) {
+#if CYTHON_USE_TYPE_SLOTS && CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
+    PyTypeObject *type = (PyTypeObject*) type_obj;
+    PyObject *mro = type->tp_mro;
+    Py_ssize_t i, nbases;
+    if (unlikely(!mro)) goto done;
+    (void) &__Pyx_GetBuiltinName;
+    Py_INCREF(mro);
+    nbases = PyTuple_GET_SIZE(mro);
+    assert(PyTuple_GET_ITEM(mro, 0) == type_obj);
+    for (i = 1; i < nbases-1; i++) {
+        PyObject *base, *dict, *meth;
+        base = PyTuple_GET_ITEM(mro, i);
+        dict = ((PyTypeObject *)base)->tp_dict;
+        meth = __Pyx_PyDict_GetItemStrWithError(dict, __pyx_n_s_init_subclass);
+        if (unlikely(meth)) {
+            descrgetfunc f = Py_TYPE(meth)->tp_descr_get;
+            PyObject *res;
+            Py_INCREF(meth);
+            if (likely(f)) {
+                res = f(meth, NULL, type_obj);
+                Py_DECREF(meth);
+                if (unlikely(!res)) goto bad;
+                meth = res;
+            }
+            res = __Pyx_PyObject_FastCallDict(meth, NULL, 0, mkw);
+            Py_DECREF(meth);
+            if (unlikely(!res)) goto bad;
+            Py_DECREF(res);
+            goto done;
+        } else if (unlikely(PyErr_Occurred())) {
+            goto bad;
+        }
+    }
+done:
+    Py_XDECREF(mro);
+    return type_obj;
+bad:
+    Py_XDECREF(mro);
+    Py_DECREF(type_obj);
+    return NULL;
+#else
+    PyObject *super_type, *super, *func, *res;
+#if CYTHON_COMPILING_IN_PYPY && !defined(PySuper_Type)
+    super_type = __Pyx_GetBuiltinName(__pyx_n_s_super);
+#else
+    super_type = (PyObject*) &PySuper_Type;
+    (void) &__Pyx_GetBuiltinName;
+#endif
+    super = likely(super_type) ? __Pyx_PyObject_Call2Args(super_type, type_obj, type_obj) : NULL;
+#if CYTHON_COMPILING_IN_PYPY && !defined(PySuper_Type)
+    Py_XDECREF(super_type);
+#endif
+    if (unlikely(!super)) {
+        Py_CLEAR(type_obj);
+        goto done;
+    }
+    func = __Pyx_PyObject_GetAttrStrNoError(super, __pyx_n_s_init_subclass);
+    Py_DECREF(super);
+    if (likely(!func)) {
+        if (unlikely(PyErr_Occurred()))
+            Py_CLEAR(type_obj);
+        goto done;
+    }
+    res = __Pyx_PyObject_FastCallDict(func, NULL, 0, mkw);
+    Py_DECREF(func);
+    if (unlikely(!res))
+        Py_CLEAR(type_obj);
+    Py_XDECREF(res);
+done:
+    return type_obj;
+#endif
+}
+#endif
+static PyObject *__Pyx_Py3ClassCreate(PyObject *metaclass, PyObject *name, PyObject *bases,
+                                      PyObject *dict, PyObject *mkw,
+                                      int calculate_metaclass, int allow_py2_metaclass) {
+    PyObject *result;
+    PyObject *owned_metaclass = NULL;
+    PyObject *margs[4] = {NULL, name, bases, dict};
+    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;
+    }
+    result = __Pyx_PyObject_FastCallDict(metaclass, margs+1, 3 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET,
+#if PY_VERSION_HEX < 0x030600A4
+        (metaclass == (PyObject*)&PyType_Type) ? NULL : mkw
+#else
+        mkw
+#endif
+    );
+    Py_XDECREF(owned_metaclass);
+#if PY_VERSION_HEX < 0x030600A4 && CYTHON_PEP487_INIT_SUBCLASS
+    if (likely(result) && likely(PyType_Check(result))) {
+        if (unlikely(__Pyx_SetNamesPEP487(result) < 0)) {
+            Py_CLEAR(result);
+        } else {
+            result = __Pyx_InitSubclassPEP487(result, mkw);
+        }
+    }
+#else
+    (void) &__Pyx_GetBuiltinName;
+#endif
+    return result;
+}
+
 /* CLineInTraceback */
 #ifndef CYTHON_CLINE_IN_TRACEBACK
 static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) {
@@ -14210,7 +15778,7 @@ __Pyx_PyType_GetName(PyTypeObject* tp)
     if (unlikely(name == NULL) || unlikely(!PyUnicode_Check(name))) {
         PyErr_Clear();
         Py_XDECREF(name);
-        name = __Pyx_NewRef(__pyx_n_s__13);
+        name = __Pyx_NewRef(__pyx_n_s__20);
     }
     return name;
 }
diff --git a/CRISPResso2/CRISPRessoCOREResources.pyx b/CRISPResso2/CRISPRessoCOREResources.pyx
index d64480fb..c7c8669f 100644
--- a/CRISPResso2/CRISPRessoCOREResources.pyx
+++ b/CRISPResso2/CRISPRessoCOREResources.pyx
@@ -15,6 +15,52 @@ cdef extern from "Python.h":
 
 re_find_indels = re.compile("(-*-)")
 
+class ResultsSlotsDict():
+    __slots__ = (
+        'all_insertion_positions',
+        'all_insertion_left_positions',
+        'insertion_positions',
+        'insertion_coordinates',
+        'insertion_sizes',
+        'insertion_n',
+        'all_deletion_positions',
+        'all_deletion_coordinates',
+        'deletion_positions',
+        'deletion_coordinates',
+        'deletion_sizes',
+        'deletion_n',
+        'all_substitution_positions',
+        'substitution_positions',
+        'all_substitution_values',
+        'substitution_values',
+        'substitution_n',
+        'ref_positions',
+        'ref_name',
+        'aln_scores',
+        'classification',
+        'aln_seq',
+        'aln_ref',
+        'aln_strand',
+        'irregular_ends',
+        'insertions_outside_window',
+        'deletions_outside_window',
+        'substitutions_outside_window',
+        'total_mods',
+        'mods_in_window',
+        'mods_outside_window',
+    )
+
+    def __init__(self, **kwargs):
+        for key, value in kwargs.items():
+            setattr(self, key, value)
+
+    def __getitem__(self, key):
+        return getattr(self, key)
+
+    def __setitem__(self, key, value):
+        setattr(self, key, value)
+
+
 @cython.boundscheck(False)
 @cython.nonecheck(False)
 @cython.wraparound(False)
@@ -113,33 +159,34 @@ def find_indels_substitutions(read_seq_al, ref_seq_al, _include_indx):
     cdef size_t deletion_n = sum(deletion_sizes)
     cdef size_t insertion_n = sum(insertion_sizes)
 
-    return {
-        'all_insertion_positions': all_insertion_positions,
-        'all_insertion_left_positions': all_insertion_left_positions,
-        'insertion_positions': insertion_positions,
-        'insertion_coordinates': insertion_coordinates,
-        'insertion_sizes': insertion_sizes,
-        'insertion_n': insertion_n,
-
-        'all_deletion_positions': all_deletion_positions,
-        'all_deletion_coordinates': all_deletion_coordinates,
-        'deletion_positions': deletion_positions,
-        'deletion_coordinates': deletion_coordinates,
-        'deletion_sizes': deletion_sizes,
-        'deletion_n': deletion_n,
-
-        'all_substitution_positions': all_substitution_positions,
-        'substitution_positions': substitution_positions,
-        'all_substitution_values': np.array(all_substitution_values),
-        'substitution_values': np.array(substitution_values),
-        'substitution_n': substitution_n,
-        'ref_positions': ref_positions,
-    }
+    return ResultsSlotsDict(
+        all_insertion_positions=all_insertion_positions,
+        all_insertion_left_positions=all_insertion_left_positions,
+        insertion_positions=insertion_positions,
+        insertion_coordinates=insertion_coordinates,
+        insertion_sizes=insertion_sizes,
+        insertion_n=insertion_n,
+
+        all_deletion_positions=all_deletion_positions,
+        all_deletion_coordinates=all_deletion_coordinates,
+        deletion_positions=deletion_positions,
+        deletion_coordinates=deletion_coordinates,
+        deletion_sizes=deletion_sizes,
+        deletion_n=deletion_n,
+
+        all_substitution_positions=all_substitution_positions,
+        substitution_positions=substitution_positions,
+        all_substitution_values=np.array(all_substitution_values),
+        substitution_values=np.array(substitution_values),
+        substitution_n=substitution_n,
+
+        ref_positions=ref_positions,
+    )
+
+
 @cython.boundscheck(False)
 @cython.nonecheck(False)
 @cython.wraparound(False)
-
-
 def find_indels_substitutions_legacy(read_seq_al, ref_seq_al, _include_indx):
 
     cdef char* sub_seq=''