python-calamine-plus

PyPI - Version Python versions

This is a fork. It is based on python-calamine by Dmitriy (@dimastbk), the Python binding for calamine, the Rust spreadsheet reader by Johann Tuffe (@tafia). The fork is based on python-calamine 0.8.2 and ships a modified copy of calamine 0.36.1 in vendor/calamine. It is not affiliated with or endorsed by the upstream projects. All credit for the original work goes to their authors.

What the fork adds

python-calamine is fast, but it loads a whole sheet into memory before you can read a single row. python-calamine-plus adds true row-by-row streaming for .xlsx / .xlsm files. Rows are decoded straight from the compressed file as you iterate, so memory stays flat no matter how big the sheet is.

On top of that, an optional rich=True mode returns everything openpyxl can read (cell styles, formulas, comments, merged cells, hyperlinks, rich text, conditional formatting, data validation, tables, column/row dimensions, sheet views, page setup, workbook properties, ...). It does this while still streaming, and roughly 6–10× faster than openpyxl's read-only mode.

What you get
Streaming wb.stream_sheet_by_name(name) yields one row at a time (a list of values) in constant memory. You can read part of a sheet with min_row / max_row / min_col / max_col or ref="B2:D10", and reading stops early after max_row.
Rich streaming rich=True yields CalamineCell objects with value, style, formula, comment, hyperlink, merged range, rich text and data type. The stream also exposes the sheet's metadata.
Workbook metadata Defined names (with sheet scope), document and custom properties, theme, named styles, active sheet, protection, calculation settings, 1904 date system, template / macro flags.
Value fixes Excel errors come back as "#DIV/0!", "#N/A", ... (upstream returns ""), and whole numbers as int (upstream returns float), matching openpyxl.

Everything from python-calamine still works unchanged (get_sheet_by_name(), to_python(), iter_rows(), tables, .xls / .xlsb / .ods support, ...).

Installation

pip install python-calamine-plus

Pre-built wheels are published for Windows (x64, x86, ARM64), macOS (Intel and Apple Silicon), and Linux (x86_64, aarch64, i686, armv7, ppc64le, s390x; glibc and musl/Alpine), for CPython 3.10 – 3.14 (including free-threaded 3.14t) and PyPy. No Rust toolchain is needed.

The import name is python_calamine_plus, so the package can be installed next to the original python-calamine (which pandas[excel] installs) without conflicts:

from python_calamine_plus import CalamineWorkbook

Usage

Stream rows in constant memory

from python_calamine_plus import CalamineWorkbook

wb = CalamineWorkbook.from_path("big.xlsx")          # or .from_filelike(...) / .from_object(...)
for row in wb.stream_sheet_by_name("Ledger"):        # or stream_sheet_by_index(0)
    ...                                              # row is a list: [str | int | float | bool | date | datetime | time | timedelta]

Rows start at row 1 / column A (index 0). Missing cells come back as "", the same as upstream's iter_rows().

Read only part of a sheet

wb.stream_sheet_by_name("Ledger", min_row=1000, max_row=1999, min_col=0, max_col=4)  # 0-based, inclusive
wb.stream_sheet_by_name("Ledger", ref="B2:D10")      # A1 notation, like openpyxl's ws["B2:D10"]

Rich mode: styles, formulas, comments, ...

stream = wb.stream_sheet_by_name("Ledger", rich=True)
for row in stream:
    for cell in row:                                 # CalamineCell
        cell.value, cell.coordinate                  # 42, "C7"
        cell.formula                                 # "=SUM(C2:C6)" (shared formulas expanded per cell)
        cell.style["font"]["bold"]                   # also: fill, border, alignment, number_format, protection, named_style
        cell.comment                                 # {"author": ..., "text": ...} or None
        cell.hyperlink                               # {"target": ..., "location": ..., "tooltip": ...} or None
        cell.merged_range                            # ((first_row, first_col), (last_row, last_col)) or None
        cell.rich_text                               # [{"text": ..., "font": {...}}, ...] or None
        cell.data_type, cell.is_date                 # "n" / "s" / "b" / "e" / "d", like openpyxl
    stream.row_info                                  # height / hidden / outline level of the row just yielded

# Sheet-level metadata (available as soon as the stream starts):
stream.merged_cell_ranges, stream.hyperlinks, stream.comments
stream.conditional_formats, stream.data_validations, stream.tables
stream.column_dimensions, stream.row_dimensions, stream.row_breaks, stream.column_breaks
stream.sheet_settings     # freeze panes, auto filter (+ sort), protection, page setup, margins,
                          # print area / titles, header / footer, views, tab color, ...

Workbook metadata

wb.defined_names          # [{"name", "value", "sheet", "hidden", "comment"}, ...]
wb.properties             # {"creator": ..., "created": datetime(...), "title": ..., ...}
wb.custom_properties      # {"Project": "X", "Count": 3, ...}
wb.named_styles, wb.theme_colors, wb.theme_xml
wb.active_sheet_index, wb.workbook_protection, wb.calculation
wb.epoch_1904, wb.is_template, wb.has_macros

Type hints for the whole API are included (python_calamine_plus/_python_calamine.pyi).

Original (whole-sheet) API

wb = CalamineWorkbook.from_path("file.xlsx")
wb.sheet_names                                       # ["Sheet1", "Sheet2"]
wb.get_sheet_by_name("Sheet1").to_python()           # list of rows, whole sheet in memory
wb.get_sheet_by_name("Sheet1").to_python(skip_empty_area=False)

Benchmarks

Measured on Windows 10, Python 3.13 (peak memory = increase of the process's peak working set). Each library read every row of every sheet.

large_sample.xlsx: 94 MB file, 25 sheets, 470,300 rows, 11.2 M cells, 5.6 M formulas

Peak memory Time
python-calamine-plus (plain) 35 MB 9.9 s
python-calamine-plus (rich=True) 41 MB 21.1 s
python-calamine (whole sheet) 256 MB 12.1 s
fastexcel 256 MB 8.4 s
openpyxl read_only=True 101 MB 135.9 s

100mb.xlsx: 101 MB file, 1.1 M rows, text-heavy (153 MB of shared strings)

Peak memory Time
python-calamine-plus (plain) 187 MB 8.3 s
python-calamine-plus (rich=True) 188 MB 11.6 s
python-calamine (whole sheet) 1,263 MB 11.4 s
fastexcel 2,049 MB 10.9 s
openpyxl read_only=True 320 MB 110.6 s

Most of the remaining memory is the workbook's shared-strings table, which every reader (including openpyxl) has to load in full, because cells refer to strings by index.

Correctness: on large_sample.xlsx, all 11.2 M values, 5.6 M formulas and 9.9 M cell styles match openpyxl, and so does the sheet and workbook metadata. The test suite also checks openpyxl parity, and the same output was verified byte-for-byte on Windows and Linux.

Supported formats

Format Streaming (stream_sheet_*) Whole-sheet API (get_sheet_*)
.xlsx, .xlsm, .xltx, .xltm ✅ (plain and rich=True) ✅
.xls, .xlsb, .ods ❌ raises StreamingNotSupported ✅ (as upstream)

Differences from openpyxl

  • Dates without a time come back as datetime.date (openpyxl returns datetime at midnight).
  • Empty cells are "" (openpyxl: None).
  • Values and formulas are both available in one pass: cell.value is the result saved in the file and cell.formula is the formula text. Formulas are not recalculated, so files never saved by Excel have no saved results.
  • Attribute dicts (page setup, protection, views, ...) use snake_case keys with typed values, e.g. {"show_grid_lines": False}.
  • openpyxl's read-only mode has no comments, merged cells or hyperlinks; rich=True has them all.

Limitations

  • Reading only. No writing or editing. Charts, images and pivot tables are not read.
  • One active stream per workbook. Starting another stream, loading a sheet or closing the workbook invalidates the current stream (StreamInvalidated / WorkbookClosed on the next read). Open the workbook twice to read two sheets side by side.
  • Cells must be stored in row order, which Excel and all common writers do.
  • Theme colors are returned as stored ({"theme": 4, "tint": 0.4}), not resolved to RGB (openpyxl doesn't resolve them either). Extended (x14) conditional-format details are skipped; the base rule is returned.
  • rich=True reads the sheet's metadata (merged cells, hyperlinks, ...) with one extra pass over the sheet when the stream starts, because Excel stores it after the cell data.

Development

Building from source needs Rust (rustup.rs).

git clone https://github.com/AmirShokry/python-calamine-plus.git
cd python-calamine-plus
python -m venv .venv && . .venv/bin/activate     # Windows: .venv\Scripts\activate
pip install --group dev -e .                       # pip 25.1+
pre-commit run --all-files
pytest

License and credits

MIT, the same as the upstream projects. See LICENSE and vendor/calamine/LICENSE-MIT.md.

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (0.2.0)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for asheermokry from gravatar.com asheermokry

Credits

Author: Asheer Mokry

License expression

MIT
View SPDX License List

Requires

Python >=3.10

Tags

excel xlsx xlsm spreadsheet streaming calamine openpyxl

Classifiers

Report project as malware

Metadata

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (0.2.0)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for asheermokry from gravatar.com asheermokry

Credits

Author: Asheer Mokry

License expression

MIT
View SPDX License List

Requires

Python >=3.10

Tags

excel xlsx xlsm spreadsheet streaming calamine openpyxl

Classifiers

Report project as malware

Release files for python-calamine-plus 0.1.0

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Source distribution for python-calamine-plus 0.1.0
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Table of built distributions (wheels) for python-calamine-plus 0.1.0
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python_calamine_plus-0.1.0-pp311-pypy311_pp73-musllinux_1_1_armv7l.whl 1.5 MB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.1+ ARMv7l Details
python_calamine_plus-0.1.0-pp311-pypy311_pp73-musllinux_1_1_aarch64.whl 1.4 MB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.1+ ARM64 Details
python_calamine_plus-0.1.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.2 MB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-64 Details
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python_calamine_plus-0.1.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl 1.3 MB CPython 3.11 CPython 3.11 Linux glibc 2.5+ x86-32 Details
python_calamine_plus-0.1.0-cp311-cp311-macosx_11_0_arm64.whl 1.1 MB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
python_calamine_plus-0.1.0-cp311-cp311-macosx_10_12_x86_64.whl 1.1 MB CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
python_calamine_plus-0.1.0-cp310-cp310-win_amd64.whl 1.0 MB CPython 3.10 CPython 3.10 Windows x86-64 Details
python_calamine_plus-0.1.0-cp310-cp310-win32.whl 962.9 kB CPython 3.10 CPython 3.10 Windows x86-32 Details
python_calamine_plus-0.1.0-cp310-cp310-musllinux_1_1_x86_64.whl 1.4 MB CPython 3.10 CPython 3.10 Linux musl 1.1+ x86-64 Details
python_calamine_plus-0.1.0-cp310-cp310-musllinux_1_1_armv7l.whl 1.5 MB CPython 3.10 CPython 3.10 Linux musl 1.1+ ARMv7l Details
python_calamine_plus-0.1.0-cp310-cp310-musllinux_1_1_aarch64.whl 1.4 MB CPython 3.10 CPython 3.10 Linux musl 1.1+ ARM64 Details
python_calamine_plus-0.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.2 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
python_calamine_plus-0.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl 1.3 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
python_calamine_plus-0.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 1.4 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
python_calamine_plus-0.1.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 1.2 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
python_calamine_plus-0.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 1.2 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
python_calamine_plus-0.1.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl 1.3 MB CPython 3.10 CPython 3.10 Linux glibc 2.5+ x86-32 Details
python_calamine_plus-0.1.0-cp310-cp310-macosx_11_0_arm64.whl 1.1 MB CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
python_calamine_plus-0.1.0-cp310-cp310-macosx_10_12_x86_64.whl 1.1 MB CPython 3.10 CPython 3.10 macOS 10.12+ x86-64 Details

Total release size: 112.1 MB

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