From ce1e5a102ee8ec67f7332769e5c5449daf9242ef Mon Sep 17 00:00:00 2001
From: Claude <noreply@anthropic.com>
Date: Sun, 3 May 2026 02:17:02 +0000
Subject: [PATCH 1/4] Bump scipy to 1.13.1 to fix OpenBLAS source-build failure
 on Py3.12

scipy 1.11.1 has no cp312 wheels, so pip falls back to a source build
that requires OpenBLAS (not installed on the runner). 1.13.1 ships
cp312 wheels and supports numpy 1.x and 2.x, unblocking the numpy
2.x bump as well.

https://claude.ai/code/session_01YMNLtfNff9w5QBLsLoGkjV
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index c0aff33..6bc12fb 100755
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,7 +29,7 @@ dependencies = [
     "numpy==1.26.4",
     "pandas==2.1.4",  # For Colab
     "scikit-learn==1.3.0",
-    "scipy==1.11.1",
+    "scipy==1.13.1",
     "seaborn==0.12.2",
     "tqdm==4.66.1",
     "watermark==2.4.3",

From baf98accada2065d369bffdb0bafd96b6e2595e7 Mon Sep 17 00:00:00 2001
From: Claude <noreply@anthropic.com>
Date: Sun, 3 May 2026 02:23:42 +0000
Subject: [PATCH 2/4] Relax scikit-learn pin to >=1.5.0 for numpy 2.x
 compatibility

scikit-learn 1.3.0 doesn't support numpy 2.x; 1.5.0+ does and ships
cp312 wheels.

https://claude.ai/code/session_01YMNLtfNff9w5QBLsLoGkjV
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 6bc12fb..d1c573c 100755
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,7 +28,7 @@ dependencies = [
     "matplotlib==3.7.2",
     "numpy==1.26.4",
     "pandas==2.1.4",  # For Colab
-    "scikit-learn==1.3.0",
+    "scikit-learn>=1.5.0",
     "scipy==1.13.1",
     "seaborn==0.12.2",
     "tqdm==4.66.1",

From 77c3f50f36aaacc9c4fac50f375f6e5576e13c66 Mon Sep 17 00:00:00 2001
From: Claude <noreply@anthropic.com>
Date: Sun, 3 May 2026 02:26:49 +0000
Subject: [PATCH 3/4] Relax matplotlib pin to >=3.9.0 for numpy 2.x
 compatibility

matplotlib 3.7.2 doesn't support numpy 2.x; 3.9.0+ does.

https://claude.ai/code/session_01YMNLtfNff9w5QBLsLoGkjV
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index d1c573c..42020fd 100755
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,7 @@ readme = "README.md"
 license = {file = "LICENSE.md"}
 requires-python = ">=3.10"
 dependencies = [
-    "matplotlib==3.7.2",
+    "matplotlib>=3.9.0",
     "numpy==1.26.4",
     "pandas==2.1.4",  # For Colab
     "scikit-learn>=1.5.0",

From 3bfbe623788cfa86a53d0fe8245bdd45723cfdea Mon Sep 17 00:00:00 2001
From: Claude <noreply@anthropic.com>
Date: Sun, 3 May 2026 02:30:39 +0000
Subject: [PATCH 4/4] Relax remaining == pins to >= for easier maintenance

Convert exact pins to lower-bound constraints so dependabot bumps and
transitive resolution don't get blocked. seaborn floor lifted to 0.13.0
for numpy 2.x support. pandas left pinned per the existing Colab comment.

https://claude.ai/code/session_01YMNLtfNff9w5QBLsLoGkjV
---
 pyproject.toml | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 42020fd..9ef37b5 100755
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,20 +26,20 @@ license = {file = "LICENSE.md"}
 requires-python = ">=3.10"
 dependencies = [
     "matplotlib>=3.9.0",
-    "numpy==1.26.4",
+    "numpy>=1.26.4",
     "pandas==2.1.4",  # For Colab
     "scikit-learn>=1.5.0",
-    "scipy==1.13.1",
-    "seaborn==0.12.2",
-    "tqdm==4.66.1",
-    "watermark==2.4.3",
-    "missingno==0.5.2",
+    "scipy>=1.13.1",
+    "seaborn>=0.13.0",
+    "tqdm>=4.66.1",
+    "watermark>=2.4.3",
+    "missingno>=0.5.2",
     "wandb>=0.17.5",
     "IPython",
     "ipywidgets",
     "ipykernel",
-    "pre-commit==3.3.3",
-    "pytest==7.4.0",
+    "pre-commit>=3.3.3",
+    "pytest>=7.4.0",
     "mypy",
     "sphinx"
 ]