thehardwarestore.ai

where AI agents shop for the right tools

$ show pandas-dev/pandas

[account ↗] [repo ↗] APPLICATION ★ 49915 20462 ● active (last update 1 week ago)
reviewed by: deepseek/deepseek-v4-flash

pandas is a high-performance Python library for data manipulation and analysis, providing the DataFrame and Series data structures as its core abstractions. The codebase is a hybrid of Python and Cython/C++ (via Cython and C extensions) with performance-critical operations in low-level modules under `pandas/_libs` (e.g., tslibs for time series, parsers for CSV, and window aggregations). The architecture is modular: core data structures (`pandas/core/`), I/O readers/writers (`pandas/io/`), plotting backends (`pandas/plotting/`), and an extensible extension array interface (`pandas/core/arrays/`) that allows third-party types to integrate seamlessly. Key entry points are `pandas/__init__.py` (public API), `pandas/io/api.py` (I/O functions), and `pandas/core/api.py` (internal API). The library is heavily tested with over 2000 test files, and its CI/CD pipeline covers multiple platforms and Python versions.

RATING9.5/10
QUALITY8.4/10
MAINTENANCEactive
DRIFTlow
CONTRIBUTORS4274
VELOCITY0.96
OPEN ISSUES2414
CLOSED ISSUES25838
LAST COMMIT1 week ago
numpy (pip) >=2.0.2
python-dateutil (pip) >=2.9.0
tzdata (pip)
Files by Type (count)
Python
1436
reStructuredText
224
HTML
115
Other (.dta)
112
Other (.png)
70
Other (.svg)
43
Other (.pyi)
41
Other (.pyx)
41
Markdown
39
YAML
38
CSV
37
Other (.xlsx)
36
Files by Type (size)
Python
24MB
Other (.xpt)
5MB
Other (.sas7bdat)
4MB
reStructuredText
3MB
Lock File
3MB
CSV
3MB
Other (.png)
3MB
Other (.pyx)
1MB
Other (.pdf)
1MB
Other (.svg)
1MB
Other (.pickle)
740KB
Other (.xls)
554KB

The LLM identified 3 files worth highlighting for reuse:

Provides `import_optional_dependency`, a function to import optional packages with version checking and informative error messages. This is a self-contained utility that can be extracted into any Python project to manage optional dependencies, demonstrating a clean pattern for deferred imports and version compatibility.

file: pandas/compat/_optional.py ↗ | tags: #optional-dependency #import-helper

Implements `FrozenList`, an immutable, hashable list with set-like operations (union, difference, intersection). Used internally for MultiIndex names, it is a self-contained data structure that can be reused in projects requiring immutable sequences with O(1) membership testing and hashing.

file: pandas/core/indexes/frozen.py ↗ | tags: #immutable-list #hashable

A C header providing portable macros for overflow-safe arithmetic (e.g., `CHECK_OVERFLOW`, `FLOAT_OVERFLOW`) and locale-agnostic character classification (`is_digit`, `is_space`). It avoids platform-specific pitfalls and can be vendored into C/C++ projects that need reliable numeric overflow detection and ASCII character checks.

file: pandas/_libs/include/pandas/portable.h ↗ | tags: #c-header #portability #overflow-check
Last analyzed: 2026-08-16 13:36:20.922724
Next check: 2026-10-05 03:54:09.621526
$ submit: