DOC: various spell checks and typo fixes (#21314)

* DOC: contigous -> contiguous

* DOC: enlongated -> elongated

* DOC: thuse -> thus

* DOC: quantityt -> quantity

* DOC: suppled -> supplied

* DOC: intgrally -> integrally

* DOC: assignnent -> assignment

* DOC: homoegeneous -> homogeneous

* DOC: interpereted -> interpreted

* DOC: optimised -> optimized

* DOC: Advantanges -> Advantages

* DOC: realised -> realized

* DOC: parametrizing -> parameterizing

* DOC: realised -> realized

* DOC: intrisics -> intrinsics

* DOC: ablility -> ability

* DOC: intrisic -> intrinsic

* DOC: unversal -> universal

* DOC: machnisms -> mechanisms

* DOC: specfiy -> specify

* DOC: exclution -> exclusion

* DOC: optimzations -> optimizations

* DOC: declrations -> declarations

* DOC: auto-gernreated -> auto-generated

* DOC: it highely recomaned -> it is highly recommended

* DOC: exectuing -> executing

* DOC: strectched -> stretched

* DOC: foriegn -> foreign

* DOC: indeded -> intended

* DOC: multimdimensional -> multidimensional

* DOC: supserseded -> superseded

* DOC: generalisation -> generalization

* FIX: whitespace before comma

2 files changed, 5 insertions, 5 deletions

diff --git a/doc/source/reference/random/new-or-different.rst b/doc/source/reference/random/new-or-different.rst
index 7a206a2ce..8f4a70540 100644
--- a/doc/source/reference/random/new-or-different.rst
+++ b/doc/source/reference/random/new-or-different.rst
@@ -40,7 +40,7 @@ Feature            Older Equivalent     Notes
                                         supported.
 ------------------ -------------------- -------------
 ``integers``       ``randint``,         Use the ``endpoint`` kwarg to adjust
-                   ``random_integers``  the inclusion or exclution of the
+                   ``random_integers``  the inclusion or exclusion of the
                                         ``high`` interval endpoint
 ================== ==================== =============
 
diff --git a/doc/source/reference/simd/how-it-works.rst b/doc/source/reference/simd/how-it-works.rst
index a2882f484..19b3dba45 100644
--- a/doc/source/reference/simd/how-it-works.rst
+++ b/doc/source/reference/simd/how-it-works.rst
@@ -59,7 +59,7 @@ The compiler supports ``--cpu-baseline="sse sse2 sse3"`` and
    // The header should be located at numpy/numpy/core/src/common/_cpu_dispatch.h
    /**NOTE
     ** C definitions prefixed with "NPY_HAVE_" represent
-    ** the required optimzations.
+    ** the required optimizations.
     **
     ** C definitions prefixed with 'NPY__CPU_TARGET_' are protected and
     ** shouldn't be used by any NumPy C sources.
@@ -326,7 +326,7 @@ through ``--cpu-dispatch``, but it can also represent other options such as:
         else { FN NPY_EXPAND(ARGS); }
 
       // NumPy has a macro called 'NPY_CPU_DISPATCH_DECLARE' can be used
-      // for forward declrations any kind of prototypes based on
+      // for forward declarations any kind of prototypes based on
       // 'NPY__CPU_DISPATCH_CALL' and 'NPY__CPU_DISPATCH_BASELINE_CALL'.
       // However in this example, we just handle it manually.
       void simd_whoami(const char *extra_info);
@@ -335,10 +335,10 @@ through ``--cpu-dispatch``, but it can also represent other options such as:
 
       void trigger_me(void)
       {
-          // bring the auto-gernreated config header
+          // bring the auto-generated config header
           // which contains config macros 'NPY__CPU_DISPATCH_CALL' and
           // 'NPY__CPU_DISPATCH_BASELINE_CALL'.
-          // it highely recomaned to include the config header before exectuing
+          // it is highly recommended to include the config header before executing
         // the dispatching macros in case if there's another header in the scope.
           #include "hello.dispatch.h"
           DISPATCH_CALL_ALL(simd_whoami, ("all"))