diff --git a/graphics/py-mapclassify/Makefile b/graphics/py-mapclassify/Makefile
index 0c4a7fe62135..e2176525981a 100644
--- a/graphics/py-mapclassify/Makefile
+++ b/graphics/py-mapclassify/Makefile
@@ -1,30 +1,30 @@
 PORTNAME=	mapclassify
 PORTVERSION=	2.10.0
-PORTREVISION=	2
+PORTREVISION=	3
 CATEGORIES=	graphics python
 MASTER_SITES=	PYPI
 PKGNAMEPREFIX=	${PYTHON_PKGNAMEPREFIX}
 
 MAINTAINER=	sunpoet@FreeBSD.org
 COMMENT=	Classification schemes for choropleth maps
 WWW=		https://pysal.org/mapclassify/ \
 		https://github.com/pysal/mapclassify
 
 LICENSE=	BSD3CLAUSE
 LICENSE_FILE=	${WRKSRC}/LICENSE.txt
 
 BUILD_DEPENDS=	${PYTHON_PKGNAMEPREFIX}setuptools>=61.0:devel/py-setuptools@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}setuptools-scm>=6.2:devel/py-setuptools-scm@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}wheel>=0:devel/py-wheel@${PY_FLAVOR}
 RUN_DEPENDS=	${PYTHON_PKGNAMEPREFIX}networkx>=3.2,1:math/py-networkx@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}numpy1>=1.26:math/py-numpy1@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}pandas>=2.1,1:math/py-pandas@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}scikit-learn>=1.4:science/py-scikit-learn@${PY_FLAVOR} \
-		${PYTHON_PKGNAMEPREFIX}scipy>=1.11:science/py-scipy@${PY_FLAVOR}
+		${PYTHON_PKGNAMEPREFIX}scipy>=1.12,1:science/py-scipy@${PY_FLAVOR}
 
 USES=		python:3.11+
 USE_PYTHON=	autoplist concurrent pep517
 
 NO_ARCH=	yes
 
 .include <bsd.port.mk>
diff --git a/graphics/py-mapclassify/files/patch-pyproject.toml b/graphics/py-mapclassify/files/patch-pyproject.toml
deleted file mode 100644
index e3c13e3bf172..000000000000
--- a/graphics/py-mapclassify/files/patch-pyproject.toml
+++ /dev/null
@@ -1,11 +0,0 @@
---- pyproject.toml.orig	2025-05-28 05:34:17 UTC
-+++ pyproject.toml
-@@ -40,7 +40,7 @@ dependencies = [
-     "numpy>=1.26",
-     "pandas>=2.1",
-     "scikit-learn>=1.4",
--    "scipy>=1.12",
-+    "scipy>=1.11",
- ]
- 
- [project.urls]