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lincc-frameworks

16 indexed repositories · View on GitHub

python-project-template
Python project best practices for scientific software

Jinja · 85 stars
hyrax
Hyrax - A low-code framework for rapid experimentation with ML & unsupervised discovery in astronomy

Python · 41 stars
lightcurvelynx
A Fast and Nimble Package for Time Domain Astronomy

Python · 35 stars
nested-pandas
Efficient Pandas representation for nested associated datasets.

Python · 26 stars
lf-workflow-dash
Customizable dashboard for monitoring GitHub Actions workflows across repositories

Python · 9 stars
iops-profiler
Jupyter Magic to measure iops

Python · 6 stars
notebooks_lf
Notebooks for LINCC Frameworks team projects

Jupyter Notebook · 4 stars
koffi
Known Objects From Fits Indices

Python · 3 stars
citation-compass
A automatic tracker for creating a citation list by function used.

Python · 3 stars
rubin-dash
DRP Afterburner for Super HATS - importing rubin catalogs to HATS

Python · 2 stars
asv-formatter
Stores the scripts that process ASV outputs.

Python · 2 stars
hyrax_alerts

Python · 2 stars
jump-starter
The JuMP-Starter interactive Jupyter code generating questionnaire

Python · 1 star
skymap-convert
A dependency-light package for skymap operations—use the LSST skymap without the LSST stack.

Python · 1 star
ponder
a tool for automatically running sorcha against continuously updating pointing for known object detection matching

Python · 1 star
lsdb-benchmarking
Benchmarking Tool for Python Projects

Python · 0 stars

Beginner friendly Everything

Open All

Add padding utility to nested columns Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 48/100

lincc-frameworks/nested-pandas#558 · Opened Sep 18, 2026
Use pandas Extension dtype and array test suite classes for nested Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

lincc-frameworks/nested-pandas#556 · Opened Sep 17, 2026
`map_rows(..., columns=["nested"])` should pass subcolumns to the UDF, not a frame Open

bug

Difficulty 3/5 1-2 days Newbie friendliness 68/100

lincc-frameworks/nested-pandas#555 · Opened Sep 16, 2026
Support reading FixedShapeTensor pyarrow columns as TensorExtensionArray Open

enhancement interface LSDB modalities-support

lincc-frameworks/nested-pandas#552 · 1 assignee · Opened Sep 11, 2026
Docs: update StaticSEDModel notebook for passband evaluation Open

Difficulty 2/5 1-3 hours Newbie friendliness 75/100

lincc-frameworks/lightcurvelynx#969 · Opened Sep 11, 2026
Use parallel parquet read with `datafusion>=55` Open

enhancement LSDB

Difficulty 4/5 3-5 days Newbie friendliness 48/100

lincc-frameworks/nested-pandas#549 · Opened Sep 9, 2026
Tracker: Variable Shaped Tensors Open

enhancement investigation LSDB modalities-support

Difficulty 5/5 Over a week Newbie friendliness 30/100

lincc-frameworks/nested-pandas#548 · Opened Sep 4, 2026
Tracker: NestedTensors Open

enhancement investigation LSDB modalities-support

Difficulty 5/5 Over a week Newbie friendliness 25/100

lincc-frameworks/nested-pandas#547 · Opened Sep 4, 2026
Documentation for Image operations such as rotation on a Tensor Column Open

documentation LSDB modalities-support

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

lincc-frameworks/nested-pandas#546 · Opened Sep 4, 2026
Support tensor columns in map_rows Open

enhancement LSDB modalities-support

lincc-frameworks/nested-pandas#545 · 1 assignee · Opened Sep 4, 2026
TensorColumns inside a NestedColumn (e.g. TimeSeries of images) Open

enhancement LSDB modalities-support

Difficulty 4/5 3-5 days Newbie friendliness 52/100

lincc-frameworks/nested-pandas#544 · Opened Sep 4, 2026
NestedFrame repr/html_repr includes rendering of tensor columns Open

enhancement interface LSDB modalities-support

lincc-frameworks/nested-pandas#543 · 1 assignee · Opened Sep 4, 2026
Support NestedFrame setitem with TensorSeries or Numpy array for tensors Open

enhancement interface LSDB modalities-support

Difficulty 3/5 1-2 days Newbie friendliness 64/100

lincc-frameworks/nested-pandas#542 · Opened Sep 4, 2026
Support returning different Series subclasses from getitem based on column dtype. Open

enhancement interface LSDB modalities-support

lincc-frameworks/nested-pandas#541 · 1 assignee · Opened Sep 4, 2026
TensorSeries - Math Operations Open

enhancement LSDB modalities-support

Difficulty 3/5 1-2 days Newbie friendliness 65/100

lincc-frameworks/nested-pandas#540 · Opened Sep 4, 2026
TensorSeries - setitem with numpy array Open

enhancement interface LSDB modalities-support

Difficulty 3/5 1-2 days Newbie friendliness 55/100

lincc-frameworks/nested-pandas#539 · Opened Sep 4, 2026
TensorSeries - getitem to numpy array Open

enhancement interface LSDB modalities-support

Difficulty 2/5 1-3 hours Newbie friendliness 64/100

lincc-frameworks/nested-pandas#538 · Opened Sep 4, 2026
TensorSeries - repr/html_repr Open

enhancement interface LSDB modalities-support

Difficulty 5/5 Over a week Newbie friendliness 30/100

lincc-frameworks/nested-pandas#537 · Opened Sep 4, 2026
TensorSeries - conversion to other types Open

enhancement interface LSDB modalities-support

Difficulty 3/5 1-2 days Newbie friendliness 54/100

lincc-frameworks/nested-pandas#536 · Opened Sep 4, 2026
Custom pandas Series subclass for tensors Open

enhancement LSDB modalities-support

lincc-frameworks/nested-pandas#535 · 1 assignee · Opened Sep 4, 2026
Pandas Extension dtype and array for Tensors Open

enhancement LSDB modalities-support

lincc-frameworks/nested-pandas#534 · 1 assignee · Opened Sep 4, 2026
AppleCiderV2 / Astranet follow up tasks Open

lincc-frameworks/hyrax#1047 · 1 assignee · Opened Sep 3, 2026
"collection of notebooks" options gets benchmarks Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

lincc-frameworks/python-project-template#600 · 1 comment · Opened Sep 3, 2026
`NestedSeries` HTML optimization should truncate long nested values Open

bug modalities-support

Difficulty 3/5 1-2 days Newbie friendliness 45/100

lincc-frameworks/nested-pandas#533 · Opened Sep 2, 2026
Remove version pin for Hyrax Open

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

lincc-frameworks/hyrax_alerts#42 · Opened Sep 1, 2026
Investigate datafusion for parquet read performance Open

LSDB performance

lincc-frameworks/nested-pandas#529 · 1 assignee · Opened Sep 1, 2026
Potential performance regression in `count_nested` Open

bug LSDB

Difficulty 3/5 1-2 days Newbie friendliness 48/100

lincc-frameworks/nested-pandas#520 · Opened Aug 21, 2026
dropna on a pyarrow float subcolumn silently keeps NaN rows Open

LSDB

Difficulty 3/5 1-2 days Newbie friendliness 64/100

lincc-frameworks/nested-pandas#518 · 1 comment · Opened Aug 18, 2026
Incorrect metrics reported at the end of validation epoch Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

lincc-frameworks/hyrax#1034 · Opened Aug 14, 2026
Implement values in auxiliary ra/dec columns as being offsets from main ra/dec Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

lincc-frameworks/rubin-dash#29 · Opened Aug 12, 2026
Using richpool Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

lincc-frameworks/hyrax#1023 · Opened Aug 9, 2026
Investigate using BYTE_STREAM_SPLIT encoding for float columns Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 42/100

lincc-frameworks/rubin-dash#28 · 2 comments · Opened Aug 3, 2026
Ensure ZSTD compression is used for final catalogs Open

Difficulty 2/5 1-3 hours Newbie friendliness 64/100

lincc-frameworks/rubin-dash#27 · Opened Aug 3, 2026
NestedFrame Representation for Image Columns Open

enhancement LSDB modalities-support

Difficulty 5/5 Over a week Newbie friendliness 25/100

lincc-frameworks/nested-pandas#515 · Opened Jul 24, 2026
Use left join during the nesting stage Open

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

lincc-frameworks/rubin-dash#25 · 1 comment · Opened Jul 22, 2026
Use memory size partitioning for nesting stage Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

lincc-frameworks/rubin-dash#24 · Opened Jul 22, 2026
Add validation as a stage of the pipeline Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

lincc-frameworks/rubin-dash#23 · Opened Jul 22, 2026
Generate corrected mag error in uncertainty correction stage Open

Difficulty 3/5 1-2 days Newbie friendliness 62/100

lincc-frameworks/rubin-dash#22 · Opened Jul 22, 2026
Default columns and lower order skymaps don't carry through to the output of the error correction stage Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

lincc-frameworks/rubin-dash#21 · Opened Jul 22, 2026
Run collections automatically after error correction Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

lincc-frameworks/rubin-dash#20 · Opened Jul 22, 2026
rst class warnings Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

lincc-frameworks/hyrax#994 · Opened Jul 21, 2026
Support `UPath` and network filesystems in `NestedFrame.to_parquet` Open

enhancement LSDB

Difficulty 3/5 1-2 days Newbie friendliness 45/100

lincc-frameworks/nested-pandas#511 · Opened Jul 16, 2026
Implement isin Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 50/100

lincc-frameworks/nested-pandas#508 · 1 comment · Opened Jul 15, 2026
Add `pandas-stubs` to dev requirements Open

enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

lincc-frameworks/nested-pandas#506 · Opened Jul 15, 2026
Investigate using `jump-starter` for writing data requests Open

enhancement Investigation

Difficulty 5/5 Over a week Newbie friendliness 35/100

lincc-frameworks/hyrax#980 · Opened Jul 14, 2026
Create additional static files Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 55/100

lincc-frameworks/rubin-dash#19 · 1 comment · Opened Jul 10, 2026
Create `per_partition_statistics.parquet` file Open

enhancement

lincc-frameworks/rubin-dash#18 · 2 comments · 1 assignee · Opened Jul 9, 2026
Support for pd.col, newly added in Pandas 3 Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 48/100

lincc-frameworks/nested-pandas#504 · Opened Jul 8, 2026
Implement basic performance benchmark Open

lincc-frameworks/hyrax#965 · 1 comment · 1 assignee · Opened Jun 29, 2026
Set up self-hosted GitHub runner Open

lincc-frameworks/hyrax#964 · 1 comment · 1 assignee · Opened Jun 29, 2026

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