numpy/numpy

7.5

Adjusted Score

7.5

Raw Score

100%

Time Factor

2026-07-14

Last Push

32.4K

Stars

Python

Language

543.1K

Lines of Code

1.1K

Files

4.3K

Pattern Hits

2026-07-14

Scan Date

0.08

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 82MEDIUM 108LOW 4080

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 4270 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers2042 hits · 1695 pts

Severity	File	Line	Snippet	Context
LOW	tools/check_python_h_first.py	55	def check_python_h_included_first(name_to_check: str) -> int:	CODE
LOW⚡	numpy/linalg/_linalg.py	142	def _raise_linalgerror_singular(err, flag):	CODE
LOW⚡	numpy/linalg/_linalg.py	145	def _raise_linalgerror_nonposdef(err, flag):	CODE
LOW⚡	numpy/linalg/_linalg.py	148	def _raise_linalgerror_eigenvalues_nonconvergence(err, flag):	CODE
LOW⚡	numpy/linalg/_linalg.py	151	def _raise_linalgerror_svd_nonconvergence(err, flag):	CODE
LOW	numpy/linalg/_linalg.py	2979	def _multi_dot_matrix_chain_order(arrays, return_costs=False):	STRING
LOW	numpy/linalg/_linalg.py	3392	def _matrix_transpose_dispatcher(x):	CODE
LOW⚡	numpy/linalg/tests/test_linalg.py	447	def test_generalized_sq_cases(self):	CODE
LOW⚡	numpy/linalg/tests/test_linalg.py	452	def test_generalized_empty_sq_cases(self):	CODE
LOW⚡	numpy/linalg/tests/test_linalg.py	459	def test_generalized_nonsq_cases(self):	CODE
LOW⚡	numpy/linalg/tests/test_linalg.py	464	def test_generalized_empty_nonsq_cases(self):	CODE
LOW⚡	numpy/linalg/tests/test_linalg.py	471	def test_generalized_herm_cases(self):	CODE
LOW⚡	numpy/linalg/tests/test_linalg.py	476	def test_generalized_empty_herm_cases(self):	CODE
LOW⚡	numpy/linalg/tests/test_linalg.py	481	def identity_like_generalized(a):	CODE
LOW⚡	numpy/linalg/tests/test_linalg.py	1159	def test_exceptions_bad_power(self, dt):	CODE
LOW⚡	numpy/linalg/tests/test_linalg.py	1164	def test_exceptions_non_square(self, dt):	CODE
LOW⚡	numpy/linalg/tests/test_linalg.py	1170	def test_exceptions_not_invertible(self, dt):	CODE
LOW	numpy/linalg/tests/test_linalg.py	1815	def test_mode_all_but_economic(self):	CODE
LOW	numpy/linalg/tests/test_linalg.py	1999	def test_generalized_raise_multiloop():	CODE
LOW⚡	numpy/linalg/tests/test_linalg.py	2109	def test_basic_function_with_three_arguments(self):	STRING
LOW⚡	numpy/linalg/tests/test_linalg.py	2119	def test_basic_function_with_two_arguments(self):	STRING
LOW⚡	numpy/linalg/tests/test_linalg.py	2127	def test_basic_function_with_dynamic_programming_optimization(self):	STRING
LOW⚡	numpy/linalg/tests/test_linalg.py	2136	def test_vector_as_first_argument(self):	STRING
LOW⚡	numpy/linalg/tests/test_linalg.py	2146	def test_vector_as_last_argument(self):	STRING
LOW⚡	numpy/linalg/tests/test_linalg.py	2156	def test_vector_as_first_and_last_argument(self):	STRING
LOW⚡	numpy/linalg/tests/test_linalg.py	2166	def test_three_arguments_and_out(self):	STRING
LOW	numpy/linalg/tests/test_linalg.py	2179	def test_two_arguments_and_out(self):	STRING
LOW	numpy/linalg/tests/test_linalg.py	2189	def test_dynamic_programming_optimization_and_out(self):	STRING
LOW	numpy/linalg/tests/test_linalg.py	2201	def test_dynamic_programming_logic(self):	STRING
LOW	numpy/linalg/tests/test_linalg.py	2231	def test_too_few_input_arrays(self):	STRING
LOW	numpy/linalg/tests/test_linalg.py	2295	def test_unsupported_commontype():	STRING
LOW	numpy/linalg/tests/test_deprecations.py	9	def test_qr_mode_full_removed():	CODE
LOW	numpy/linalg/tests/test_regression.py	144	def test_lstsq_complex_larger_rhs(self):	CODE
LOW	numpy/linalg/tests/test_regression.py	157	def test_cholesky_empty_array(self, upper):	CODE
LOW	numpy/linalg/tests/test_regression.py	163	def test_matrix_rank_rtol_argument(self, rtol):	CODE
LOW	numpy/ctypeslib/_ctypeslib.py	398	def _ctype_from_dtype_subarray(dtype):	CODE
LOW	numpy/ctypeslib/_ctypeslib.py	403	def _ctype_from_dtype_structured(dtype):	CODE
LOW	numpy/ma/testutils.py	90	def _assert_equal_on_sequences(actual, desired, err_msg=''):	CODE
LOW	numpy/ma/testutils.py	247	def assert_array_approx_equal(x, y, decimal=6, err_msg='', verbose=True):	CODE
LOW	numpy/ma/testutils.py	261	def assert_array_almost_equal(x, y, decimal=6, err_msg='', verbose=True):	CODE
LOW	numpy/ma/core.py	435	def _recursive_set_fill_value(fillvalue, dt):	CODE
LOW	numpy/ma/core.py	834	def is_string_or_list_of_strings(val):	CODE
LOW	numpy/ma/core.py	1331	def _replace_dtype_fields_recursive(dtype, primitive_dtype):	CODE
LOW	numpy/ma/tests/test_old_ma.py	762	def test_assignment_by_condition(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	751	def test_pickling_maskedconstant(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	760	def test_pickling_wstructured(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	769	def test_pickling_keepalignment(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	777	def test_single_element_subscript(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	1225	def test_masked_singleton_arithmetic(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	1235	def test_masked_singleton_equality(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	1243	def test_arithmetic_with_masked_singleton(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	2291	def test_fill_value_datetime_structured(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	2299	def test_fill_value_datetime_structured_datetime(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	2307	def test_fill_value_datetime_structured_integer(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	4537	def test_masked_where_oddities(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	4544	def test_masked_where_shape_constraint(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	4551	def test_masked_where_structured(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	4751	def test_where_with_masked_choice(self):	CODE
LOW⚡	numpy/ma/tests/test_core.py	4773	def test_where_with_masked_condition(self):	CODE
LOW	numpy/ma/tests/test_core.py	245	def test_concatenate_alongaxis(self):	CODE
1982 more matches not shown…

Unused Imports881 hits · 588 pts

Severity	File	Line	Context
LOW	tools/ci/check_c_api_usage.py	2	CODE
LOW	numpy/conftest.py	25	CODE
LOW	numpy/__init__.py	90	CODE
LOW	numpy/__init__.py	92	CODE
LOW	numpy/__init__.py	92	CODE
LOW	numpy/__init__.py	93	CODE
LOW	numpy/__init__.py	106	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
LOW	numpy/__init__.py	120	CODE
821 more matches not shown…

Over-Commented Block611 hits · 584 pts

Severity	File	Line	Snippet	Context
LOW	tools/list_installed_dll_dependencies_cygwin.sh	1	#!/bin/dash	COMMENT
LOW	tools/swig/test/Matrix.h	1	#ifndef MATRIX_H	COMMENT
LOW	tools/swig/test/SuperTensor.h	1	#ifndef SUPERTENSOR_H	COMMENT
LOW	tools/swig/test/Flat.h	1	#ifndef FLAT_H	COMMENT
LOW	tools/swig/test/Vector.h	1	#ifndef VECTOR_H	COMMENT
LOW	tools/swig/test/Vector.h	21	// interfaces, respectively, for:	COMMENT
LOW	tools/swig/test/Tensor.h	1	#ifndef TENSOR_H	COMMENT
LOW	tools/ci/lsan_suppressions.txt	1	# This file contains suppressions for the LSAN tool	COMMENT
LOW	tools/ci/lsan_suppressions.txt	21	#13 0xffffb5cbc6f0 in import_find_and_load Python/import.c:3737	COMMENT
LOW	tools/ci/ubsan_suppressions_x86_64.txt	1	# This file contains suppressions for the default (with GIL) build to prevent runtime errors	COMMENT
LOW	tools/ci/ubsan_suppressions_arm64.txt	1	# This file contains suppressions for the default (with GIL) build to prevent runtime errors	COMMENT
LOW	tools/ci/ubsan_suppressions_arm64.txt	41	# function:_core/src/common/npy_argparse.c	COMMENT
LOW	meson_cpu/x86/test_x86_v2.c	1	#if defined(DETECT_FEATURES) && defined(__INTEL_COMPILER)	COMMENT
LOW	pixi-packages/freethreading/pixi.toml	21	# python = "*" prevents downstream from building cpython from sources.	COMMENT
LOW	pixi-packages/default/pixi.toml	21	# python = "*" prevents downstream from building cpython from sources.	COMMENT
LOW	numpy/linalg/umath_linalg.cpp	21	#include <cstddef>	COMMENT
LOW	numpy/linalg/umath_linalg.cpp	401		COMMENT
LOW	numpy/linalg/lapack_litemodule.c	21	#elif NPY_BITSOF_INT == 64	COMMENT
LOW	numpy/linalg/lapack_lite/f2c.h	201	typedef VOID Z_f; /* double complex function */	COMMENT
LOW	numpy/linalg/lapack_lite/f2c.c	721	}	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	1	/*	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	21	#define cgelq2_ BLAS_FUNC(cgelq2)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	41	#define chetrd_ BLAS_FUNC(chetrd)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	61	#define claqr2_ BLAS_FUNC(claqr2)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	81	#define cpotrf_ BLAS_FUNC(cpotrf)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	101	#define cunghr_ BLAS_FUNC(cunghr)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	121	#define dgebal_ BLAS_FUNC(dgebal)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	141	#define disnan_ BLAS_FUNC(disnan)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	161	#define dlahr2_ BLAS_FUNC(dlahr2)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	181	#define dlaqr1_ BLAS_FUNC(dlaqr1)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	201	#define dlasd7_ BLAS_FUNC(dlasd7)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	221	#define dlauum_ BLAS_FUNC(dlauum)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	241	#define dpotrs_ BLAS_FUNC(dpotrs)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	261	#define dtrtri_ BLAS_FUNC(dtrtri)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	281	#define sbdsdc_ BLAS_FUNC(sbdsdc)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	301	#define sgeqrf_ BLAS_FUNC(sgeqrf)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	321	#define slaed6_ BLAS_FUNC(slaed6)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	341	#define slamrg_ BLAS_FUNC(slamrg)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	361	#define slascl_ BLAS_FUNC(slascl)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	381	#define slasr_ BLAS_FUNC(slasr)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	401	#define sorml2_ BLAS_FUNC(sorml2)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	421	#define ssytd2_ BLAS_FUNC(ssytd2)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	441	#define zgeev_ BLAS_FUNC(zgeev)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	461	#define zher2k_ BLAS_FUNC(zher2k)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	481	#define zlanhe_ BLAS_FUNC(zlanhe)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	501	#define zlauu2_ BLAS_FUNC(zlauu2)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	521	#define zungbr_ BLAS_FUNC(zungbr)	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	541	#define c_exp numpy_lapack_lite_c_exp	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	561	#define d_prod numpy_lapack_lite_d_prod	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	581	#define e_wdue numpy_lapack_lite_e_wdue	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	601	#define getarg_ numpy_lapack_lite_getarg_	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	621	#define i_nint numpy_lapack_lite_i_nint	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	641	#define r_cnjg numpy_lapack_lite_r_cnjg	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	661	#define s_paus numpy_lapack_lite_s_paus	COMMENT
LOW	numpy/linalg/lapack_lite/lapack_lite_names.h	681	#define s_wsue numpy_lapack_lite_s_wsue	COMMENT
LOW	numpy/ma/core.py	3061	# created from (= obj) and us. Or there might not. This method can	COMMENT
LOW	numpy/ma/core.py	3081	# as the template object (b/c views like arr[...] should keep the same	COMMENT
LOW	numpy/ma/core.py	3361	dout._update_from(self)	COMMENT
LOW	numpy/_core/feature_detection_stdio.h	1	#define _GNU_SOURCE	COMMENT
LOW	numpy/_core/shape_base.py	921	>>> np.block([[b]]) # atleast_2d(b)	COMMENT
551 more matches not shown…

Cross-File Repetition47 hits · 235 pts

Severity	File	Snippet	Context
HIGH	numpy/ma/tests/test_core.py	tests for structural pattern matching support (pep 634).	STRING
HIGH	numpy/_core/tests/test_records.py	tests for structural pattern matching support (pep 634).	STRING
HIGH	numpy/_core/tests/test_multiarray.py	tests for structural pattern matching support (pep 634).	STRING
HIGH	numpy/_core/tests/test_memmap.py	tests for structural pattern matching support (pep 634).	STRING
HIGH	numpy/matrixlib/tests/test_defmatrix.py	tests for structural pattern matching support (pep 634).	STRING
HIGH	numpy/f2py/common_rules.py	auxiliary functions for f2py2e. copyright 1999 -- 2011 pearu peterson all rights reserved. copyright 2011 -- present num	STRING
HIGH	numpy/f2py/cb_rules.py	auxiliary functions for f2py2e. copyright 1999 -- 2011 pearu peterson all rights reserved. copyright 2011 -- present num	STRING
HIGH	numpy/f2py/__init__.py	auxiliary functions for f2py2e. copyright 1999 -- 2011 pearu peterson all rights reserved. copyright 2011 -- present num	STRING
HIGH	numpy/f2py/func2subr.py	auxiliary functions for f2py2e. copyright 1999 -- 2011 pearu peterson all rights reserved. copyright 2011 -- present num	STRING
HIGH	numpy/f2py/capi_maps.py	auxiliary functions for f2py2e. copyright 1999 -- 2011 pearu peterson all rights reserved. copyright 2011 -- present num	STRING
HIGH	numpy/f2py/f90mod_rules.py	auxiliary functions for f2py2e. copyright 1999 -- 2011 pearu peterson all rights reserved. copyright 2011 -- present num	STRING
HIGH	numpy/f2py/use_rules.py	auxiliary functions for f2py2e. copyright 1999 -- 2011 pearu peterson all rights reserved. copyright 2011 -- present num	STRING
HIGH	numpy/f2py/auxfuncs.py	auxiliary functions for f2py2e. copyright 1999 -- 2011 pearu peterson all rights reserved. copyright 2011 -- present num	STRING
HIGH	numpy/polynomial/laguerre.py	evaluate a 2-d legendre series at points (x, y). this function returns the values: .. math:: p(x,y) = \\sum_{i,j} c_{i,j	STRING
HIGH	numpy/polynomial/hermite_e.py	evaluate a 2-d legendre series at points (x, y). this function returns the values: .. math:: p(x,y) = \\sum_{i,j} c_{i,j	STRING
HIGH	numpy/polynomial/chebyshev.py	evaluate a 2-d legendre series at points (x, y). this function returns the values: .. math:: p(x,y) = \\sum_{i,j} c_{i,j	STRING
HIGH	numpy/polynomial/legendre.py	evaluate a 2-d legendre series at points (x, y). this function returns the values: .. math:: p(x,y) = \\sum_{i,j} c_{i,j	STRING
HIGH	numpy/polynomial/laguerre.py	evaluate an n-d hermite series at points. this function returns the values: .. math:: p(pts, c) = \sum_{i_1, i_2, \dots,	STRING
HIGH	numpy/polynomial/hermite_e.py	evaluate an n-d hermite series at points. this function returns the values: .. math:: p(pts, c) = \sum_{i_1, i_2, \dots,	STRING
HIGH	numpy/polynomial/chebyshev.py	evaluate an n-d hermite series at points. this function returns the values: .. math:: p(pts, c) = \sum_{i_1, i_2, \dots,	STRING
HIGH	numpy/polynomial/polynomial.py	evaluate an n-d hermite series at points. this function returns the values: .. math:: p(pts, c) = \sum_{i_1, i_2, \dots,	STRING
HIGH	numpy/polynomial/legendre.py	evaluate an n-d hermite series at points. this function returns the values: .. math:: p(pts, c) = \sum_{i_1, i_2, \dots,	STRING
HIGH	numpy/polynomial/hermite.py	evaluate an n-d hermite series at points. this function returns the values: .. math:: p(pts, c) = \sum_{i_1, i_2, \dots,	STRING
HIGH	numpy/polynomial/laguerre.py	least squares fit of hermite series to data. return the coefficients of a hermite series of degree `deg` that is the lea	STRING
HIGH	numpy/polynomial/hermite_e.py	least squares fit of hermite series to data. return the coefficients of a hermite series of degree `deg` that is the lea	STRING
HIGH	numpy/polynomial/hermite.py	least squares fit of hermite series to data. return the coefficients of a hermite series of degree `deg` that is the lea	STRING
HIGH	numpy/polynomial/laguerre.py	a hermite series class. the hermite class provides the standard python numerical methods '+', '-', '*', '//', '%', 'divm	STRING
HIGH	numpy/polynomial/hermite_e.py	a hermite series class. the hermite class provides the standard python numerical methods '+', '-', '*', '//', '%', 'divm	STRING
HIGH	numpy/polynomial/chebyshev.py	a hermite series class. the hermite class provides the standard python numerical methods '+', '-', '*', '//', '%', 'divm	STRING
HIGH	numpy/polynomial/polynomial.py	a hermite series class. the hermite class provides the standard python numerical methods '+', '-', '*', '//', '%', 'divm	STRING
HIGH	numpy/polynomial/legendre.py	a hermite series class. the hermite class provides the standard python numerical methods '+', '-', '*', '//', '%', 'divm	STRING
HIGH	numpy/polynomial/hermite.py	a hermite series class. the hermite class provides the standard python numerical methods '+', '-', '*', '//', '%', 'divm	STRING
HIGH	numpy/polynomial/hermite_e.py	evaluate a 3-d legendre series at points (x, y, z). this function returns the values: .. math:: p(x,y,z) = \\sum_{i,j,k}	STRING
HIGH	numpy/polynomial/chebyshev.py	evaluate a 3-d legendre series at points (x, y, z). this function returns the values: .. math:: p(x,y,z) = \\sum_{i,j,k}	STRING
HIGH	numpy/polynomial/legendre.py	evaluate a 3-d legendre series at points (x, y, z). this function returns the values: .. math:: p(x,y,z) = \\sum_{i,j,k}	STRING
HIGH	numpy/polynomial/hermite_e.py	evaluate a 3-d legendre series on the cartesian product of x, y, and z. this function returns the values: .. math:: p(a,	STRING
HIGH	numpy/polynomial/chebyshev.py	evaluate a 3-d legendre series on the cartesian product of x, y, and z. this function returns the values: .. math:: p(a,	STRING
HIGH	numpy/polynomial/legendre.py	evaluate a 3-d legendre series on the cartesian product of x, y, and z. this function returns the values: .. math:: p(a,	STRING
HIGH	numpy/polynomial/hermite_e.py	pseudo-vandermonde matrix of given degrees. returns the pseudo-vandermonde matrix of degrees `deg` and sample points ``(	STRING
HIGH	numpy/polynomial/chebyshev.py	pseudo-vandermonde matrix of given degrees. returns the pseudo-vandermonde matrix of degrees `deg` and sample points ``(	STRING
HIGH	numpy/polynomial/legendre.py	pseudo-vandermonde matrix of given degrees. returns the pseudo-vandermonde matrix of degrees `deg` and sample points ``(	STRING
HIGH	numpy/polynomial/hermite_e.py	pseudo-vandermonde matrix of given degrees. returns the pseudo-vandermonde matrix of degrees `deg` and sample points ``(	STRING
HIGH	numpy/polynomial/chebyshev.py	pseudo-vandermonde matrix of given degrees. returns the pseudo-vandermonde matrix of degrees `deg` and sample points ``(	STRING
HIGH	numpy/polynomial/legendre.py	pseudo-vandermonde matrix of given degrees. returns the pseudo-vandermonde matrix of degrees `deg` and sample points ``(	STRING
HIGH	numpy/polynomial/hermite_e.py	return the scaled companion matrix of c. the basis polynomials are scaled so that the companion matrix is symmetric when	STRING
HIGH	numpy/polynomial/chebyshev.py	return the scaled companion matrix of c. the basis polynomials are scaled so that the companion matrix is symmetric when	STRING
HIGH	numpy/polynomial/legendre.py	return the scaled companion matrix of c. the basis polynomials are scaled so that the companion matrix is symmetric when	STRING

Deep Nesting264 hits · 219 pts

Severity	File	Line	Context
LOW	tools/check_python_h_first.py	55	CODE
LOW	tools/refguide_check.py	258	CODE
LOW	tools/refguide_check.py	562	CODE
LOW	tools/ci/check_c_api_usage.py	87	CODE
LOW	tools/ci/check_c_api_usage.py	121	CODE
LOW	tools/c_coverage/c_coverage_report.py	116	CODE
LOW	numpy/__init__.py	700	CODE
LOW	numpy/_utils/_pep440.py	223	CODE
LOW	numpy/_utils/_pep440.py	391	CODE
LOW	numpy/linalg/_linalg.py	200	CODE
LOW	numpy/linalg/_linalg.py	2573	CODE
LOW	numpy/linalg/_linalg.py	2979	CODE
LOW	numpy/linalg/tests/test_linalg.py	1419	CODE
LOW	numpy/linalg/lapack_lite/make_lite.py	288	CODE
LOW	numpy/linalg/lapack_lite/make_lite.py	177	CODE
LOW	numpy/linalg/lapack_lite/fortran.py	17	CODE
LOW	numpy/linalg/lapack_lite/fortran.py	80	CODE
LOW	numpy/ctypeslib/_ctypeslib.py	239	CODE
LOW	numpy/ma/extras.py	1548	CODE
LOW	numpy/ma/core.py	218	CODE
LOW	numpy/ma/core.py	467	CODE
LOW	numpy/ma/core.py	2721	CODE
LOW	numpy/ma/core.py	2882	CODE
LOW	numpy/ma/core.py	3050	CODE
LOW	numpy/ma/core.py	3143	CODE
LOW	numpy/ma/core.py	3277	CODE
LOW	numpy/ma/core.py	3406	CODE
LOW	numpy/ma/core.py	3857	CODE
LOW	numpy/ma/core.py	4047	CODE
LOW	numpy/ma/core.py	4594	CODE
LOW	numpy/ma/core.py	5376	CODE
LOW	numpy/ma/core.py	5470	CODE
LOW	numpy/ma/mrecords.py	579	CODE
LOW	numpy/ma/mrecords.py	94	CODE
LOW	numpy/ma/tests/test_core.py	718	CODE
LOW	numpy/ma/tests/test_extras.py	974	CODE
LOW	numpy/_core/fromnumeric.py	2287	CODE
LOW	numpy/_core/_dtype.py	101	CODE
LOW	numpy/_core/_dtype.py	326	CODE
LOW	numpy/_core/_internal.py	91	CODE
LOW	numpy/_core/_internal.py	152	CODE
LOW	numpy/_core/_internal.py	227	CODE
LOW	numpy/_core/_internal.py	368	CODE
LOW	numpy/_core/_internal.py	466	CODE
LOW	numpy/_core/_internal.py	632	CODE
LOW	numpy/_core/records.py	943	CODE
LOW	numpy/_core/memmap.py	215	CODE
LOW	numpy/_core/getlimits.py	169	CODE
LOW	numpy/_core/_dtype_ctypes.py	103	CODE
LOW	numpy/_core/shape_base.py	138	CODE
LOW	numpy/_core/shape_base.py	555	CODE
LOW	numpy/_core/numeric.py	2000	CODE
LOW	numpy/_core/numeric.py	2322	CODE
LOW	numpy/_core/function_base.py	516	CODE
LOW	numpy/_core/einsumfunc.py	150	CODE
LOW	numpy/_core/einsumfunc.py	330	CODE
LOW	numpy/_core/einsumfunc.py	445	CODE
LOW	numpy/_core/einsumfunc.py	635	CODE
LOW	numpy/_core/einsumfunc.py	1126	CODE
LOW	numpy/_core/numerictypes.py	322	CODE
204 more matches not shown…

Cross-Language Confusion33 hits · 166 pts

Severity	File	Line	Snippet	Context
HIGH	tools/swig/test/testArray.py	41	for i in range(self.array1.length()):	CODE
HIGH	tools/swig/test/testArray.py	52	self.assertTrue(self.array1.length() == self.length)	CODE
HIGH⚡	tools/swig/test/testArray.py	100	for i in range(self.array1.length()):	CODE
HIGH⚡	tools/swig/test/testArray.py	106	for i in range(self.array1.length()):	CODE
HIGH⚡	tools/swig/test/testArray.py	112	for i in range(self.array1.length()):	CODE
HIGH	tools/swig/test/testArray.py	295	for i in range(self.array3.length()):	STRING
HIGH	tools/swig/test/testArray.py	306	self.assertTrue(self.array3.length() == self.length)	STRING
HIGH⚡	tools/swig/test/testArray.py	354	for i in range(self.array3.length()):	STRING
HIGH⚡	tools/swig/test/testArray.py	361	for i in range(self.array3.length()):	STRING
HIGH⚡	tools/swig/test/testArray.py	367	for i in range(self.array3.length()):	STRING
HIGH	numpy/ma/extras.py	725	the contents of the input array. Treat the input as undefined,	STRING
HIGH	numpy/_core/tests/test_mem_policy.py	56	if (args != NULL && PyCapsule_CheckExact(args)) {	CODE
HIGH	numpy/_core/tests/test_stringdtype.py	1583	# str_len always errors for any non-string null, even NA ones because	COMMENT
HIGH	numpy/_core/code_generators/generate_ufunc_api.py	42	if (numpy == NULL && PyErr_ExceptionMatches(PyExc_ModuleNotFoundError)) {	CODE
HIGH	numpy/_core/code_generators/generate_numpy_api.py	66	if (numpy == NULL && PyErr_ExceptionMatches(PyExc_ModuleNotFoundError)) {	CODE
HIGH	numpy/f2py/cfuncs.py	798	/* empty bytes has trailing null, so dereferencing is always safe */	COMMENT
HIGH	numpy/f2py/cfuncs.py	383	case NPY_BOOL: (npy_bool )(PyArray_DATA(arr))=(_re!=0 && _im!=0); break;\\	CODE
HIGH	numpy/f2py/cfuncs.py	496	for (_m -= 1; _m >= 0 && _to[_m] == NULLVALUE; _m--) { \\	CODE
HIGH	numpy/f2py/cfuncs.py	766	if (n < 0 \|\| *len < 0 \|\| buf == NULL) {	CODE
HIGH	numpy/f2py/cfuncs.py	912	return !(*v == -1 && PyErr_Occurred());	CODE
HIGH	numpy/f2py/cfuncs.py	919	return !(*v == -1 && PyErr_Occurred());	CODE
HIGH	numpy/f2py/cfuncs.py	961	return !(*v == -1 && PyErr_Occurred());	CODE
HIGH	numpy/f2py/cfuncs.py	968	return !(*v == -1 && PyErr_Occurred());	CODE
HIGH	numpy/f2py/cfuncs.py	1011	return !(*v == -1 && PyErr_Occurred());	CODE
HIGH	numpy/f2py/cfuncs.py	1018	return !(*v == -1 && PyErr_Occurred());	CODE
HIGH	numpy/f2py/cfuncs.py	1087	return !(*v == -1.0 && PyErr_Occurred());	CODE
HIGH	numpy/f2py/cfuncs.py	1094	return !(*v == -1.0 && PyErr_Occurred());	CODE
HIGH	numpy/f2py/cfuncs.py	1220	return !(npy_creal(v->_npy) == -1.0 && PyErr_Occurred());	CODE
HIGH	numpy/f2py/cfuncs.py	1224	return !(npy_creal(v->_npy) == -1.0 && PyErr_Occurred());	CODE
HIGH	numpy/f2py/tests/test_character.py	455	!f2py check(i>=0 && i<12) i	CODE
HIGH	numpy/lib/_arraypad_impl.py	841	# (padded area is undefined)	COMMENT
HIGH	numpy/lib/_function_base_impl.py	3939	the contents of the input array. Treat the input as undefined,	CODE
HIGH	numpy/lib/_nanfunctions_impl.py	1148	the contents of the input array. Treat the input as undefined,	STRING

Excessive Try-Catch Wrapping120 hits · 125 pts

Severity	File	Line	Snippet	Context
LOW	tools/refguide_check.py	325	except Exception:	CODE
LOW	tools/refguide_check.py	532	except Exception:	CODE
LOW	tools/ci/check_c_api_usage.py	215	except Exception as e:	CODE
LOW	numpy/linalg/_linalg.py	2754	except Exception as e:	STRING
LOW	numpy/linalg/tests/test_linalg.py	405	except Exception as e:	CODE
LOW	numpy/linalg/tests/test_linalg.py	2047	except Exception:	CODE
LOW	numpy/linalg/lapack_lite/make_lite.py	285	except Exception:	STRING
MEDIUM	numpy/linalg/lapack_lite/make_lite.py	282	def ensure_executable(name):	CODE
LOW	numpy/ctypeslib/_ctypeslib.py	309	except Exception as e:	CODE
MEDIUM	numpy/ma/core.py	319	def _scalar_fill_value(dtype):	CODE
LOW	numpy/ma/core.py	1097	except Exception:	CODE
LOW	numpy/ma/core.py	1237	except Exception:	CODE
LOW	numpy/ma/mrecords.py	243	except Exception:	CODE
LOW	numpy/ma/mrecords.py	260	except Exception:	CODE
MEDIUM	numpy/ma/mrecords.py	180	def __getattribute__(self, attr):	CODE
LOW	numpy/ma/tests/test_extras.py	985	except Exception:	CODE
LOW	numpy/_core/_internal.py	956	except Exception:	CODE
MEDIUM	numpy/_core/_internal.py	59	def _usefields(adict, align):	CODE
LOW	numpy/_core/records.py	463	except Exception:	CODE
LOW	numpy/_core/records.py	476	except Exception:	CODE
LOW	numpy/_core/numeric.py	1160	except Exception:	STRING
LOW	numpy/_core/numeric.py	2533	except Exception:	STRING
LOW	numpy/_core/numeric.py	2601	except Exception:	STRING
LOW	numpy/_core/numeric.py	2605	except Exception:	STRING
LOW	numpy/_core/function_base.py	503	except Exception:	CODE
LOW	numpy/_core/function_base.py	512	except Exception:	CODE
LOW	numpy/_core/numerictypes.py	171	except Exception:	CODE
LOW	numpy/_core/numerictypes.py	223	except Exception:	CODE
LOW	numpy/_core/tests/test_scalarmath.py	111	except Exception as e:	CODE
LOW	numpy/_core/tests/test_arrayprint.py	1342	except Exception:	CODE
LOW	numpy/_core/tests/test_indexing.py	1000	except Exception:	CODE
LOW	numpy/_core/tests/test_indexing.py	1099	except Exception:	CODE
LOW	numpy/_core/tests/test_indexing.py	1139	except Exception as e:	CODE
LOW	numpy/_core/tests/test_indexing.py	1163	except Exception as e:	CODE
LOW	numpy/_core/tests/test_extint128.py	58	except Exception:	CODE
LOW	numpy/_core/tests/test_ufunc.py	188	except Exception as exc:	CODE
LOW	numpy/_core/tests/test_strings.py	142	except Exception:	CODE
MEDIUM	numpy/_core/tests/test_multiarray.py	395	def make_array(size, offset, strides):	CODE
LOW⚡	numpy/_core/tests/test_multiarray.py	10042	except Exception:	CODE
LOW	numpy/_core/tests/test_multiarray.py	399	except Exception as e:	CODE
MEDIUM	numpy/_core/tests/test_nditer.py	3030	def _is_buffered(iterator):	CODE
LOW	numpy/_core/tests/test_nditer.py	1552	except Exception:	CODE
LOW⚡	numpy/_core/tests/test_nditer.py	3189	except Exception:	STRING
LOW	numpy/_core/tests/test_nditer.py	3370	except Exception:	STRING
LOW	numpy/_core/tests/test_cpu_features.py	26	except Exception as err:	CODE
LOW	numpy/_core/tests/test_cpu_features.py	33	except Exception as err:	CODE
LOW	numpy/_core/tests/test_cpu_features.py	461	except Exception:	CODE
MEDIUM	numpy/_core/tests/test_cpu_features.py	176	def _expect_error(	CODE
LOW	numpy/_core/tests/test_regression.py	1885	except Exception:	CODE
LOW	numpy/_core/code_generators/genapi.py	308	except Exception as e:	CODE
MEDIUM	numpy/_core/code_generators/genapi.py	133	def __str__(self):	CODE
LOW	numpy/f2py/crackfortran.py	1150	except Exception:	CODE
LOW	numpy/f2py/crackfortran.py	1164	except Exception:	CODE
LOW	numpy/f2py/crackfortran.py	1174	except Exception:	CODE
LOW	numpy/f2py/crackfortran.py	1302	except Exception:	CODE
LOW	numpy/f2py/crackfortran.py	1376	except Exception:	CODE
LOW	numpy/f2py/crackfortran.py	1962	except Exception:	CODE
LOW	numpy/f2py/crackfortran.py	2307	except Exception:	CODE
LOW	numpy/f2py/crackfortran.py	2345	except Exception:	CODE
LOW	numpy/f2py/crackfortran.py	2533	except Exception as msg:	CODE
60 more matches not shown…

Decorative Section Separators48 hits · 104 pts

Severity	File	Line	Snippet	Context
MEDIUM	numpy/ma/extras.py	245	#####--------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/ma/extras.py	247	#####--------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/ma/extras.py	337	#####--------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/ma/extras.py	339	#####--------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/ma/extras.py	1252	#####--------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/ma/extras.py	1254	#####--------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/ma/extras.py	1759	#####--------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/ma/extras.py	1761	#####--------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/ma/extras.py	1823	#####--------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/ma/extras.py	1825	#####--------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/lib/_type_check_impl.py	356	#-----------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/lib/_type_check_impl.py	489	#-----------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/lib/_type_check_impl.py	554	#-----------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/lib/_type_check_impl.py	642	#-----------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/lib/_npyio_impl.py	1728	#####--------------------------------------------------------------------------	STRING
MEDIUM	numpy/lib/_npyio_impl.py	1730	#####--------------------------------------------------------------------------	STRING
MEDIUM	numpy/lib/_utils_impl.py	137	#-----------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/lib/tests/test__iotools.py	84	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/lib/tests/test__iotools.py	138	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	numpy/lib/tests/test_io.py	1349	#####--------------------------------------------------------------------------	STRING
MEDIUM	.github/workflows/windows.yml	71	#=======================================================================================	COMMENT
MEDIUM	.github/workflows/windows.yml	126	#=======================================================================================	COMMENT
MEDIUM	doc/source/conf.py	88	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	doc/source/conf.py	90	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	doc/source/conf.py	238	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	doc/source/conf.py	240	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	doc/source/conf.py	310	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	doc/source/conf.py	312	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	doc/source/conf.py	404	# -----------------------------------------------------------------------------	STRING
MEDIUM⚡	doc/source/conf.py	406	# -----------------------------------------------------------------------------	STRING
MEDIUM⚡	doc/source/conf.py	416	# -----------------------------------------------------------------------------	STRING
MEDIUM⚡	doc/source/conf.py	418	# -----------------------------------------------------------------------------	STRING
MEDIUM⚡	doc/source/conf.py	435	# -----------------------------------------------------------------------------	STRING
MEDIUM⚡	doc/source/conf.py	437	# -----------------------------------------------------------------------------	STRING
MEDIUM⚡	doc/source/conf.py	445	# -----------------------------------------------------------------------------	STRING
MEDIUM⚡	doc/source/conf.py	447	# -----------------------------------------------------------------------------	STRING
MEDIUM⚡	doc/source/conf.py	451	# -----------------------------------------------------------------------------	STRING
MEDIUM⚡	doc/source/conf.py	453	# -----------------------------------------------------------------------------	STRING
MEDIUM	doc/source/conf.py	465	# -----------------------------------------------------------------------------	STRING
MEDIUM	doc/source/conf.py	467	# -----------------------------------------------------------------------------	STRING
MEDIUM	doc/source/conf.py	496	# -----------------------------------------------------------------------------	STRING
MEDIUM	doc/source/conf.py	498	# -----------------------------------------------------------------------------	STRING
MEDIUM	doc/source/conf.py	616	# -----------------------------------------------------------------------------	STRING
MEDIUM	doc/source/conf.py	618	# -----------------------------------------------------------------------------	STRING
MEDIUM	doc/source/conf.py	630	# -----------------------------------------------------------------------------	STRING
MEDIUM	doc/source/conf.py	632	# -----------------------------------------------------------------------------	STRING
MEDIUM	doc/neps/conf.py	174	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	doc/neps/conf.py	176	# -----------------------------------------------------------------------------	COMMENT

Self-Referential Comments35 hits · 96 pts

Severity	File	Line	Snippet	Context
MEDIUM	numpy/linalg/tests/test_linalg.py	1500	# Define the part for 2d arrays separately, so we can subclass this	COMMENT
MEDIUM	numpy/linalg/tests/test_linalg.py	1734	# Define the array class here, so run this on matrices elsewhere.	COMMENT
MEDIUM	numpy/ma/core.py	3847	# Create the attribute if it was undefined	COMMENT
MEDIUM	numpy/ma/mrecords.py	236	# Create a shortcut (so that we don't have to call getattr all the time)	COMMENT
MEDIUM	numpy/ma/mrecords.py	719	# Create a new empty recarray	COMMENT
MEDIUM	numpy/ma/mrecords.py	729	# Create a new empty recarray	COMMENT
MEDIUM	numpy/_core/numeric.py	1686	# Create the output array	STRING
MEDIUM	numpy/_core/tests/test_numerictypes.py	494	# This function is old enough that we're really just documenting the quirks	COMMENT
MEDIUM	numpy/_core/tests/test_array_coercion.py	815	# Create an equivalent descriptor with a new and distinct dtype	COMMENT
MEDIUM	numpy/_core/tests/test_multithreading.py	267	# Create a deeply nested dtype to make a failure more likely:	COMMENT
MEDIUM	numpy/_core/tests/test_multithreading.py	293	# Create a deeply nested dtype to make a failure more likely:	COMMENT
MEDIUM	numpy/_core/tests/test_half.py	283	# Create an array of all finite float16s	COMMENT
MEDIUM	numpy/_core/tests/test_dtype.py	1951	# Create an array and test that memory gets cleaned up (gh-25949)	COMMENT
MEDIUM	numpy/_core/tests/test_stringdtype.py	1940	# Create an empty array with expanded dimension, and fill it. Then,	COMMENT
MEDIUM	numpy/_core/tests/test_multiarray.py	4688	# Create an object with the given base, in the given module, with a	COMMENT
MEDIUM	numpy/_core/tests/test_multiarray.py	11672	# Create a base array (scalar) and copy its interface	COMMENT
MEDIUM	numpy/_core/code_generators/genapi.py	355	# Create the mangled name:	COMMENT
MEDIUM	numpy/typing/tests/data/pass/simple.py	28	# Define the arguments on the previous line to prevent bidirectional	COMMENT
MEDIUM	numpy/f2py/cfuncs.py	562	# Defining the correct value to indicate thread-local storage in C without	STRING
MEDIUM	numpy/lib/recfunctions.py	471	# Create an iterator for the data	COMMENT
MEDIUM	numpy/lib/_arraypad_impl.py	797	# Create a new zero padded array	COMMENT
MEDIUM	numpy/lib/_npyio_impl.py	1714	# Create the new array as a single data-type and then	STRING
MEDIUM	numpy/lib/_npyio_impl.py	2086	# Define the list of missing_values (one column: one list)	STRING
MEDIUM	numpy/lib/_npyio_impl.py	2140	# Define the default	STRING
MEDIUM	numpy/lib/_index_tricks_impl.py	786	# The following functions complement those in twodim_base, but are	COMMENT
MEDIUM	numpy/lib/_datasource.py	22	>>> # Create a DataSource, use os.curdir (default) for local storage.	STRING
MEDIUM	numpy/lib/tests/test_arrayterator.py	13	# Create a random array	COMMENT
MEDIUM	numpy/lib/tests/test__datasource.py	324	# Create a locally cached temp file with a URL based	COMMENT
MEDIUM⚡	numpy/lib/tests/test_nanfunctions.py	1278	# Create a multi-dimensional array to test	COMMENT
MEDIUM⚡	numpy/random/tests/test_random.py	530	# Create a dict works like a sequence but isn't one	COMMENT
MEDIUM	.github/workflows/linux_simd.yml	6	# This file is meant for testing different SIMD-related build options and	COMMENT
MEDIUM	.github/workflows/linux.yml	3	# This file is meant for testing across supported Python versions, build types	COMMENT
MEDIUM	.github/workflows/linux_blas.yml	3	# This file is meant for testing different BLAS/LAPACK flavors and build	COMMENT
MEDIUM	doc/source/conf.py	208	# Create the admonition node, to be populated by `nested_parse`	COMMENT
MEDIUM	doc/neps/conf.py	5	# This file is execfile()d with the current directory set to its	COMMENT

Modern Structural Boilerplate81 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW	numpy/_globals.py	22	__all__ = ['_NoValue', '_CopyMode']	CODE
LOW	numpy/dtypes.py	26	__all__ = ["register_dlpack_dtype"]	CODE
LOW	numpy/matlib.py	22	__all__ = ['rand', 'randn', 'repmat']	CODE
LOW	numpy/exceptions.py	35	__all__ = [	CODE
LOW	numpy/_pytesttester.py	34	__all__ = ['PytestTester']	CODE
LOW	numpy/_utils/_pep440.py	36	__all__ = [	CODE
LOW	numpy/_utils/_conversions.py	6	__all__ = ["asunicode", "asbytes"]	CODE
LOW	numpy/_utils/_inspect.py	10	__all__ = ['getargspec', 'formatargspec']	CODE
LOW	numpy/core/__init__.py	25	__all__ = ["arrayprint", "defchararray", "_dtype_ctypes", "_dtype", # noqa: F822	CODE
LOW	numpy/linalg/_linalg.py	12	__all__ = ['matrix_power', 'solve', 'tensorsolve', 'tensorinv', 'inv',	CODE
LOW	numpy/ctypeslib/_ctypeslib.py	52	__all__ = ['load_library', 'ndpointer', 'c_intp', 'as_ctypes', 'as_array',	CODE
LOW	numpy/ma/extras.py	10	__all__ = [	CODE
LOW	numpy/ma/__init__.py	46	__all__ = ['core', 'extras']	CODE
LOW	numpy/ma/core.py	51	__all__ = [	CODE
LOW	numpy/ma/mrecords.py	27	__all__ = [	CODE
LOW	numpy/_core/umath.py	44	__all__ = [	CODE
LOW	numpy/_core/fromnumeric.py	18	__all__ = [	CODE
LOW	numpy/_core/multiarray.py	30	__all__ = [	CODE
LOW	numpy/_core/_asarray.py	9	__all__ = ["require"]	CODE
LOW	numpy/_core/records.py	15	__all__ = [	CODE
LOW	numpy/_core/__init__.py	152	__all__ = [	STRING
LOW	numpy/_core/memmap.py	9	__all__ = ['memmap']	CODE
LOW	numpy/_core/getlimits.py	4	__all__ = ['finfo', 'iinfo']	CODE
LOW	numpy/_core/defchararray.py	40	__all__ = [	CODE
LOW	numpy/_core/shape_base.py	1	__all__ = ['atleast_1d', 'atleast_2d', 'atleast_3d', 'block', 'hstack',	CODE
LOW	numpy/_core/numeric.py	73	__all__ = [	CODE
LOW	numpy/_core/function_base.py	15	__all__ = ['logspace', 'linspace', 'geomspace']	CODE
LOW	numpy/_core/einsumfunc.py	14	__all__ = ['einsum', 'einsum_path']	CODE
LOW	numpy/_core/_ufunc_config.py	13	__all__ = [	CODE
LOW	numpy/_core/numerictypes.py	96	__all__ = [	CODE
LOW	numpy/_core/printoptions.py	12	__all__ = ["format_options"]	CODE
LOW	numpy/_core/strings.py	73	__all__ = [	CODE
LOW	numpy/_core/arrayprint.py	6	__all__ = ["array2string", "array_str", "array_repr",	CODE
LOW	numpy/_core/tests/_natype.py	5	__all__ = ["pd_NA"]	CODE
LOW	numpy/_typing/_nested_sequence.py	16	__all__ = ["_NestedSequence"]	CODE
LOW	numpy/typing/__init__.py	177	__all__ = ["ArrayLike", "DTypeLike", "NBitBase", "NDArray"]	CODE
LOW	numpy/f2py/__init__.py	10	__all__ = ['run_main', 'get_include']	CODE
LOW	numpy/f2py/symbolic.py	27	__all__ = ['Expr']	CODE
LOW	numpy/f2py/capi_maps.py	26	__all__ = [	CODE
LOW	numpy/f2py/auxfuncs.py	20	__all__ = [	CODE
LOW	numpy/testing/_private/extbuild.py	15	__all__ = ['build_and_import_extension', 'compile_extension_module']	CODE
LOW	numpy/testing/_private/utils.py	32	__all__ = [	CODE
LOW	numpy/lib/mixins.py	6	__all__ = ['NDArrayOperatorsMixin']	CODE
LOW	numpy/lib/_polynomial_impl.py	5	__all__ = ['poly', 'roots', 'polyint', 'polyder', 'polyadd',	CODE
LOW	numpy/lib/recfunctions.py	16	__all__ = [	CODE
LOW	numpy/lib/_array_utils_impl.py	8	__all__ = ["byte_bounds", "normalize_axis_tuple", "normalize_axis_index"]	CODE
LOW	numpy/lib/_arraysetops_impl.py	29	__all__ = [	CODE
LOW	numpy/lib/_stride_tricks_impl.py	12	__all__ = ["broadcast_to", "broadcast_arrays", "broadcast_shapes"]	CODE
LOW	numpy/lib/_version.py	10	__all__ = ['NumpyVersion']	CODE
LOW	numpy/lib/_type_check_impl.py	7	__all__ = ['iscomplexobj', 'isrealobj', 'imag', 'iscomplex',	CODE
LOW	numpy/lib/_scimath_impl.py	23	__all__ = [	CODE
LOW	numpy/lib/__init__.py	48	__all__ = [	CODE
LOW	numpy/lib/_arrayterator_impl.py	13	__all__ = ['Arrayterator']	CODE
LOW	numpy/lib/introspect.py	5	__all__ = ['opt_func_info']	CODE
LOW	numpy/lib/_shape_base_impl.py	21	__all__ = [	CODE
LOW	numpy/lib/_histograms_impl.py	12	__all__ = ['histogram', 'histogramdd', 'histogram_bin_edges']	CODE
LOW	numpy/lib/_arraypad_impl.py	12	__all__ = ['pad']	CODE
LOW	numpy/lib/_ufunclike_impl.py	6	__all__ = ['fix', 'isneginf', 'isposinf']	CODE
LOW	numpy/lib/_npyio_impl.py	40	__all__ = [	CODE
LOW	numpy/lib/_index_tricks_impl.py	20	__all__ = [	CODE
21 more matches not shown…

AI Slop Vocabulary30 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	tools/changelog.py	164	# just use the first 80 characters, with ellipses.	COMMENT
LOW	numpy/ma/core.py	4231	# For regular arrays, just use the data as they come.	COMMENT
LOW	numpy/ma/core.py	3179	# Unary domain: just use this one	STRING
LOW	numpy/_core/_internal.py	434	# if both are identical, we can (maybe!) just return the same dtype.	COMMENT
LOW	numpy/_core/__init__.py	47	# cache_tag is documented to be possibly None, so just use name if it is	COMMENT
LOW	numpy/_core/tests/test_scalarmath.py	584	# Scalars should just return False and not give a warnings.	COMMENT
LOW	numpy/_core/tests/test_array_coercion.py	902	# result. This should likely just return S0 and if not maybe the decision	COMMENT
LOW	numpy/_core/tests/test_custom_dtypes.py	397	# Also user dtype can just return self if conjugate should be no-op.	COMMENT
LOW	numpy/_core/tests/test_defchararray.py	508	# Test special cases that should just return the input array,	COMMENT
LOW	numpy/_core/tests/test_overrides.py	201	# we just call the function in that case.	COMMENT
MEDIUM	numpy/_core/tests/test_multiarray.py	6842	# in conjunction with subarray dimensions being absorbed into the	COMMENT
MEDIUM	numpy/_core/tests/test_multiarray.py	11497	# Test large arrays that leverage openMP implementations from x86-simd-sort:	COMMENT
MEDIUM	numpy/_core/tests/test_multiarray.py	11505	# Test large arrays that leverage openMP implementations from x86-simd-sort:	COMMENT
LOW	numpy/_core/tests/test_regression.py	1308	# `dot` should just return zero (m, n) matrix	COMMENT
MEDIUM	numpy/f2py/func2subr.py	136	# Essentially, this gets called again with modules where the name of the	COMMENT
LOW	numpy/f2py/capi_maps.py	474	# elsize, so we just return 1 and let elsize be determined at	COMMENT
MEDIUM	numpy/lib/_iotools.py	651	# something more robust.	COMMENT
LOW	numpy/lib/recfunctions.py	317	# Should we flatten the items, or just use a nested approach	COMMENT
LOW	numpy/lib/recfunctions.py	1034	# stride, we can just return a view	COMMENT
LOW	numpy/lib/recfunctions.py	1614	#... we haven't: just add the description to the current list	COMMENT
LOW	numpy/lib/_function_base_impl.py	4870	# therefore simply set 0 values in cdf to -1.	COMMENT
MEDIUM	numpy/lib/_datasource.py	400	# TODO: This should be more robust. Handles case where path includes	COMMENT
LOW	numpy/lib/_utils_impl.py	441	# numpy scalar, which is not writeable. If so, just return nan.	COMMENT
MEDIUM	numpy/lib/tests/test_shape_base.py	565	# array_split has more comprehensive test of splitting.	COMMENT
MEDIUM	numpy/lib/tests/test__datasource.py	39	# A valid website for more robust testing	COMMENT
LOW⚡	numpy/lib/tests/test_nanfunctions.py	1288	# We just use ones as weights, but replace it with 0 or 1e200 at the	COMMENT
LOW	numpy/random/tests/test_generator_mt19937.py	1634	# rounding but not in any important way, so we just use a looser	COMMENT
LOW	numpy/random/tests/test_randomstate.py	1112	# rounding but not in any important way, so we just use a looser	COMMENT
MEDIUM	…mpy/random/tests/test_generator_mt19937_regressions.py	218	# it doesn't hang. Certainly for a monotonically decreasing	COMMENT
LOW	numpy/random/tests/test_random.py	874	# rounding but not in any important way, so we just use a looser	COMMENT

AI Structural Patterns50 hits · 47 pts

Severity	File	Line	Context
LOW	numpy/_utils/_inspect.py	141	CODE
LOW	numpy/linalg/_linalg.py	2565	CODE
LOW	numpy/ma/core.py	6859	CODE
LOW	numpy/ma/core.py	2882	CODE
LOW	numpy/ma/mrecords.py	471	CODE
LOW	numpy/ma/mrecords.py	514	CODE
LOW	numpy/ma/mrecords.py	94	CODE
LOW	numpy/ma/tests/test_subclassing.py	108	CODE
LOW	numpy/_core/fromnumeric.py	3906	CODE
LOW	numpy/_core/fromnumeric.py	3912	CODE
LOW	numpy/_core/fromnumeric.py	4110	CODE
LOW	numpy/_core/fromnumeric.py	4116	CODE
LOW	numpy/_core/records.py	750	CODE
LOW	numpy/_core/records.py	754	CODE
LOW	numpy/_core/records.py	838	CODE
LOW	numpy/_core/records.py	943	CODE
LOW	numpy/_core/records.py	385	CODE
LOW	numpy/_core/numeric.py	1557	CODE
LOW	numpy/_core/arrayprint.py	57	CODE
LOW	numpy/_core/arrayprint.py	123	CODE
LOW	numpy/_core/arrayprint.py	315	CODE
LOW	numpy/_core/arrayprint.py	634	CODE
LOW	numpy/_core/arrayprint.py	644	CODE
LOW	numpy/_core/arrayprint.py	1221	CODE
LOW	numpy/_core/tests/test_multiarray.py	111	CODE
LOW	numpy/f2py/crackfortran.py	3305	CODE
LOW	numpy/f2py/crackfortran.py	3613	CODE
LOW	numpy/f2py/use_rules.py	100	CODE
LOW	numpy/testing/_private/utils.py	738	CODE
LOW	numpy/lib/_npyio_impl.py	861	CODE
LOW	numpy/lib/_npyio_impl.py	1120	CODE
LOW	numpy/lib/_npyio_impl.py	1735	CODE
LOW	numpy/lib/_function_base_impl.py	4685	CODE
LOW	numpy/lib/_function_base_impl.py	4880	CODE
LOW	numpy/lib/_nanfunctions_impl.py	564	CODE
LOW	numpy/lib/_nanfunctions_impl.py	626	CODE
LOW	numpy/lib/_nanfunctions_impl.py	1684	CODE
LOW	numpy/lib/_nanfunctions_impl.py	1691	CODE
LOW	numpy/lib/_nanfunctions_impl.py	1874	CODE
LOW	numpy/lib/_nanfunctions_impl.py	1881	CODE
LOW	numpy/lib/tests/test_twodim_base.py	39	CODE
LOW	numpy/lib/tests/test_function_base.py	71	CODE
LOW	numpy/fft/_pocketfft.py	216	CODE
LOW	numpy/fft/_pocketfft.py	321	CODE
LOW	numpy/fft/_pocketfft.py	418	CODE
LOW	numpy/fft/_pocketfft.py	526	CODE
LOW	numpy/fft/_pocketfft.py	629	CODE
LOW	numpy/matrixlib/defmatrix.py	170	CODE
LOW	numpy/polynomial/_polybase.py	592	CODE
LOW	numpy/polynomial/_polybase.py	650	CODE

Redundant / Tautological Comments20 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	.spin/cmds.py	667	# Check if `towncrier` is installed	COMMENT
LOW	numpy/__init__.py	856	# Check if BLAS adds spurious FPEs, seen on M4 arms with Accelerate.	COMMENT
LOW	numpy/ma/extras.py	906	# Set axis to tuple of ints	COMMENT
LOW	numpy/ma/extras.py	1571	# Check if we can guarantee that the integers in the (N - ddof)	COMMENT
LOW	numpy/ma/extras.py	1593	# Check if we can guarantee that the integers in the (N - ddof)	COMMENT
LOW	numpy/ma/core.py	6360	# Set temps to save time when dealing w/ marrays.	COMMENT
LOW⚡	numpy/ma/tests/test_core.py	4755	# Set False to masked	COMMENT
LOW⚡	numpy/ma/tests/test_core.py	4764	# Set True to masked	COMMENT
LOW	numpy/_core/_internal.py	766	# Check if this was a simple 1-item type, and unwrap it	COMMENT
LOW	numpy/_core/tests/test_indexing.py	1079	# Check if broadcasting works	COMMENT
LOW	numpy/_core/tests/test_indexing.py	1182	# Check if we got a view, unless its a 0-sized or 0-d array.	COMMENT
LOW	numpy/_core/tests/test_function_base.py	35	# Check if the current platform is ARMHF (32-bit ARM architecture)	COMMENT
LOW	numpy/_core/tests/test_casting_unittests.py	346	# Check if alignment makes a difference, but only if supported	STRING
LOW	numpy/_core/tests/test_api.py	629	# Check if new arrays are correct:	COMMENT
LOW	numpy/_core/tests/test_regression.py	1498	# Check if log1p is behaving on 32 bit intel systems.	COMMENT
LOW	numpy/f2py/tests/util.py	29	# Check if compilers are available at all...	COMMENT
LOW	numpy/lib/_arraysetops_impl.py	910	# Check if one of the arrays may contain arbitrary objects	COMMENT
LOW	numpy/lib/_npyio_impl.py	2159	# Add the value to the list	STRING
LOW	numpy/lib/_format_impl.py	960	# Check if we ought to create the file.	COMMENT
LOW	.github/workflows/linux_blas.yml	374	# Check if the patch works:	COMMENT

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	numpy/_core/tests/test_nditer.py	1013	# Check that arrays are cast as requested	COMMENT
HIGH	numpy/_core/tests/test_nditer.py	1119	# Check that scalars are cast as requested	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	numpy/f2py/symbolic.py	569	# TODO: implement a method for deciding when __call__ should	COMMENT
LOW	numpy/f2py/tests/test_docs.py	66	# TODO: implement test methods for other example Fortran codes	COMMENT

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	numpy/ma/core.py	4681	# make sure to return a 0-d array if axis is supplied	COMMENT
LOW	numpy/_core/numeric.py	2418	# This will cause casting of x later. Also, make sure to allow subclasses	STRING

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	numpy/lib/tests/test_io.py	327	# We need to check if the garbage collector can properly close	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	numpy/lib/tests/test_mixins.py	7	# NOTE: This class should be kept as an exact copy of the example from the	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings