feat: rigorous physics revision for Paper 1 based on adversarial review

venv/lib/python3.12/site-packages/scipy/sparse/construct.py

@@ -0,0 +1,38 @@
+# This file is not meant for public use and will be removed in SciPy v2.0.0.
+# Use the `scipy.sparse` namespace for importing the functions
+# included below.
+
+from scipy._lib.deprecation import _sub_module_deprecation
+
+
+__all__ = [  # noqa: F822
+    'block_diag',
+    'bmat',
+    'bsr_matrix',
+    'coo_matrix',
+    'csc_matrix',
+    'csr_matrix',
+    'dia_matrix',
+    'diags',
+    'eye',
+    'get_index_dtype',
+    'hstack',
+    'identity',
+    'issparse',
+    'kron',
+    'kronsum',
+    'rand',
+    'random',
+    'spdiags',
+    'vstack',
+]
+
+
+def __dir__():
+    return __all__
+
+
+def __getattr__(name):
+    return _sub_module_deprecation(sub_package="sparse", module="construct",
+                                   private_modules=["_construct"], all=__all__,
+                                   attribute=name)