Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-16 13:01 UTC

pola-rs / polars

Extremely fast Query Engine for DataFrames, written in Rust

Rust · PythonMIT★ 39,743 stars⑂ 3,104 forkssince May 2020View on GitHub ↗

pola-rs/polars holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (100/100) and lowest on Sustainability & Governance (76/100). It was last updated today. 2 contributors account for most of its recent work.

98
overall / 100
Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

98
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 87 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

PolarsOrganization
1,252 followers26 public repossince May 2021

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIpolars1.44.2-4317 days agodataframearrowout-of-core

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

100Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 2,276 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year2,276
human_commit_share1
days_since_last_push0
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 7 days ago
27/27Release cadence — a release every ~7.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagpy-1.44.2
releases_from_tagsno
days_since_latest_release7
mean_days_between_releases7.9

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

95Exceptional · 17% of overall
How it's scored
60/60Stars — 39,743 stars
25/25Forks — 3,104 forks
13/15Watchers — 222 watchers
Inputs used
forks3,104
stars39,743
watchers222
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges4
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

76Good · 23% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12.4/22.5Commit distribution — top contributor authored 45% of commits
13.5/13.5Contributor breadth — 99 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor2
contributors_sampled99
top_contributor_share0.448
How it's scored
33.9/42Issue resolution — 81% of issues closed
26.7/30PR acceptance — 13,919/15,623 decided PRs merged
10.4/13Newcomer PR acceptance — 4/5 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs13,919
open_issues2,543
closed_issues10,706
prs_merged_7d39
prs_decided_7d47
prs_merged_30d47
prs_decided_30d58
issue_closed_ratio0.808
closed_unmerged_prs1,704
first_time_authors_30d4
first_time_prs_merged_30d4
first_time_prs_decided_30d5
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
22.3/25Owner reach — 1,252 followers of pola-rs
21.1/25Track record — 26 public repos, account ~5 yr old
Inputs used
followers1,252
owner_typeOrganization
is_verifiedno
owner_loginpola-rs
public_repos26
account_age_days1,958

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 7 days ago
20/20Version history — 431 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagespolars
ecosystemspypi
any_deprecatedno
min_days_since_publish7

Engineering Quality

Are baseline engineering and documentation practices in place?

84Excellent · 19% of overall
How it's scored
24/24CI workflows — 20 workflow(s)
24/24Tests present
16/16Linter config — Cargo.toml ([workspace.lints]), clippy.toml, py-polars/pyproject.toml ([tool.ruff]), rustfmt.toml
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.pola.rs
10/10Repository description
10/10Topics — 8 topics
0/10Wiki
Inputs used
topicsdataframe-library, dataframe, dataframes, rust, arrow, python, out-of-core, polars
has_wikino
homepagehttps://docs.pola.rs
docs_sitehttps://docs.pola.rs
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

84Excellent · 16% of overall

Security posture

80Excellent
How it's scored
30/30Security policy (SECURITY.md)
25/25Dependabot config
25/25Dependency lockfiles — Cargo.lock
0/20CodeQL workflow
Inputs used
sourcefile_signals
lockfilesCargo.lock
manifestsCargo.toml, py-polars/pyproject.toml, py-polars/requirements-ci.txt, py-polars/requirements-dev.txt, py-polars/requirements-lint.txt
has_codeql_workflowno
has_security_policyyes
has_dependabot_configyes

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages1
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:polars@1.44.2 runtime dependency closure — what installing the published package pulls in — 1 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

81Excellent · 4% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—
How it's scored
18/18One-command bootstrap — Makefile, crates/Makefile, py-polars/Makefile, py-polars/docs/Makefile, pyo3-polars/example/derive_expression/Makefile, pyo3-polars/example/extend_polars_python_dispatch/Makefile, pyo3-polars/example/io_plugin/Makefile
22/22Automated tests
11/11Lint / format config — Cargo.toml ([workspace.lints]), clippy.toml, py-polars/pyproject.toml ([tool.ruff]), rustfmt.toml
11/11Static type checking — py-polars/src/polars/py.typed
10/10Reproducible environment — Nix, lockfile
10/10Demonstrated agent practice — 23 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixyes
has_testsyes
lockfilesCargo.lock
has_dockerfileno
typed_languageyes
bootstrap_filesMakefile, crates/Makefile, py-polars/Makefile, py-polars/docs/Makefile, pyo3-polars/example/derive_expression/Makefile, pyo3-polars/example/extend_polars_python_dispatch/Makefile, pyo3-polars/example/io_plugin/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configspy-polars/src/polars/py.typed
agent_commit_share0.23
toolchain_manifestsCargo.toml, crates/polars-arrow/Cargo.toml, crates/polars-async/Cargo.toml, crates/polars-buffer/Cargo.toml, crates/polars-compute/Cargo.toml, crates/polars-config/Cargo.toml, crates/polars-core/Cargo.toml, crates/polars-defs/Cargo.toml, crates/polars-descriptions/Cargo.toml, crates/polars-dtype/Cargo.toml, crates/polars-dylib/Cargo.toml, crates/polars-error/Cargo.toml, crates/polars-expr/Cargo.toml, crates/polars-ffi/Cargo.toml, crates/polars-io/Cargo.toml, crates/polars-json/Cargo.toml, crates/polars-lazy/Cargo.toml, crates/polars-mem-engine/Cargo.toml, crates/polars-observer/Cargo.toml, crates/polars-ooc/Cargo.toml, crates/polars-ops/Cargo.toml, crates/polars-parquet/Cargo.toml, crates/polars-plan/Cargo.toml, crates/polars-python/Cargo.toml, crates/polars-row/Cargo.toml, crates/polars-schema/Cargo.toml, crates/polars-sql/Cargo.toml, crates/polars-stream/Cargo.toml, crates/polars-testing/Cargo.toml, crates/polars-time/Cargo.toml, crates/polars-utils/Cargo.toml, crates/polars/Cargo.toml, docs/source/src/rust/Cargo.toml, py-polars/runtime/polars-runtime-32/Cargo.toml, py-polars/runtime/polars-runtime-64/Cargo.toml, py-polars/runtime/polars-runtime-compat/Cargo.toml, pyo3-polars/example/derive_expression/expression_lib/Cargo.toml, pyo3-polars/example/extend_polars_python_dispatch/extend_polars/Cargo.toml, pyo3-polars/example/io_plugin/io_plugin/Cargo.toml, pyo3-polars/pyo3-polars-derive/Cargo.toml, pyo3-polars/pyo3-polars/Cargo.toml
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — Rust (statically typed)
54.1/55Manageable file sizes — 49/2,925 source files over 60KB
Inputs used
primary_languageRust
largest_source_bytes511,936
source_files_sampled2,925
oversized_source_files49
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — example, examples
Inputs used
example_dirsexample, examples
has_mcp_signalno
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

39,743GitHub stars
99contributors
2,276commits, last 12 months
0days since last push
100releases
2bus factor
2,543open issues
crates.io, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 20 authors (cap 12)
  • pypi download statistics for 'polars' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • OpenSSF Scorecard timed out after 240s; skipping Scorecard checks

More detail

Star and fork history 0 ★ / 3,104 ⇿
0Stars
3,104Forks
61Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

2,0002,2002,4002,6002,8003,0003,2003,104202025-042026-012026-09
Major 0Minor 0Patch 0

Each point covers 2 days.

Direct dependencies 1
RegistryPackageVersion constraintManifest
PyPIpolars-runtime-32== 2.0.0rc1py-polars/pyproject.toml
All dependencies 659

Full resolved dependency set from the GitHub dependency graph: 1 direct and 658 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIpolars-runtime-322.0.0rc1direct
crates.ioadler22.0.1indirect
crates.ioadler321.2.0indirect
crates.ioahash0.8.12indirect
crates.ioaho-corasick1.1.5indirect
crates.ioalloc-no-stdlib2.0.4indirect
crates.ioalloc-stdlib0.2.4indirect
crates.ioallocator-api20.2.21indirect
crates.ioandroid_system_properties0.1.6indirect
crates.ioanyhow1.0.104indirect
crates.ioapache-avro0.21.0indirect
crates.ioar_archive_writer0.5.3indirect
crates.ioarboard3.6.1indirect
crates.ioarc-swap1.9.2indirect
crates.ioargminmax0.6.3indirect
crates.ioarray-init-cursor0.2.1indirect
crates.ioarrayref0.3.9indirect
crates.ioarrayvec0.7.8indirect
crates.ioasync-channel2.5.0indirect
crates.ioasync-stream—indirect
crates.ioasync-stream0.3.6indirect
crates.ioasync-stream-impl0.3.6indirect
crates.ioasync-trait0.1.92indirect
crates.ioatoi_simd0.18.1indirect
crates.ioatomic-waker1.1.2indirect
crates.ioautocfg1.5.1indirect
crates.ioautotools0.2.7indirect
crates.ioavro-schema0.3.0indirect
crates.ioaws-config—indirect
crates.ioaws-config1.10.1indirect
crates.ioaws-credential-types1.3.0indirect
crates.ioaws-lc-rs1.18.0indirect
crates.ioaws-lc-sys0.44.0indirect
crates.ioaws-runtime1.9.1indirect
crates.ioaws-sdk-s3—indirect
crates.ioaws-sdk-s31.142.0indirect
crates.ioaws-sdk-sso1.106.0indirect
crates.ioaws-sdk-ssooidc1.108.0indirect
crates.ioaws-sdk-sts1.111.0indirect
crates.ioaws-sigv41.5.1indirect
crates.ioaws-smithy-async1.3.0indirect
crates.ioaws-smithy-checksums—indirect
crates.ioaws-smithy-checksums0.64.8indirect
crates.ioaws-smithy-checksums0.65.0indirect
crates.ioaws-smithy-eventstream0.61.2indirect
crates.ioaws-smithy-http0.63.6indirect
crates.ioaws-smithy-http0.64.0indirect
crates.ioaws-smithy-http-client1.3.0indirect
crates.ioaws-smithy-json0.63.0indirect
crates.ioaws-smithy-observability0.3.0indirect
crates.ioaws-smithy-query0.62.0indirect
crates.ioaws-smithy-runtime1.13.1indirect
crates.ioaws-smithy-runtime-api1.14.0indirect
crates.ioaws-smithy-runtime-api-macros1.1.0indirect
crates.ioaws-smithy-schema0.2.0indirect
crates.ioaws-smithy-types1.6.2indirect
crates.ioaws-smithy-xml0.62.0indirect
crates.ioaws-types1.5.0indirect
crates.iobase16ct0.2.0indirect
crates.iobase640.22.1indirect
crates.iobase640.23.1indirect
crates.iobase64-simd0.8.0indirect
crates.iobase64ct1.8.3indirect
crates.iobigdecimal0.4.10indirect
crates.iobincode2.0.1indirect
crates.iobincode_derive2.0.1indirect
crates.iobitflags2.13.1indirect
crates.ioblake31.8.6indirect
crates.ioblock-buffer0.10.4indirect
crates.ioblock-buffer0.12.1indirect
crates.iobon3.9.3indirect
crates.iobon-macros3.9.3indirect
crates.ioboxcar0.2.14indirect
crates.iobrotli—indirect
crates.iobrotli8.0.4indirect
crates.iobrotli-decompressor5.0.3indirect
crates.iobtparse0.2.0indirect
crates.iobumpalo3.20.3indirect
crates.iobytemuck1.25.2indirect
crates.iobytemuck_derive1.12.0indirect
crates.iobyteorder1.5.0indirect
crates.iobytes1.12.1indirect
crates.iobytes-utils0.1.4indirect
crates.iocastaway0.2.4indirect
crates.iocc1.4.3indirect
crates.iocfg-if1.0.4indirect
crates.iocfg_aliases0.2.2indirect
crates.iochacha200.10.2indirect
crates.iochrono0.4.45indirect
crates.iochrono-tz0.10.4indirect
crates.ioclipboard-win5.4.1indirect
crates.iocmake0.1.58indirect
crates.iocmov0.5.4indirect
crates.iocolor-backtrace0.7.4indirect
crates.iocombine4.6.7indirect
crates.iocomfy-table—indirect
crates.iocomfy-table7.2.2indirect
crates.iocompact_str0.9.1indirect
crates.ioconcurrent-queue2.5.0indirect
crates.ioconst-oid0.10.2indirect
crates.ioconst-oid0.9.6indirect
crates.ioconstant_time_eq0.4.2indirect
crates.iocore-foundation0.10.1indirect
crates.iocore-foundation0.9.4indirect
crates.iocore-foundation-sys0.8.7indirect
crates.iocpufeatures0.2.17indirect
crates.iocpufeatures0.3.0indirect
crates.iocrc2.1.0indirect
crates.iocrc-catalog1.1.1indirect
crates.iocrc-fast1.10.0indirect
crates.iocrc32fast1.5.0indirect
crates.iocrossbeam-channel0.5.16indirect
crates.iocrossbeam-deque0.8.7indirect
crates.iocrossbeam-epoch0.9.20indirect
crates.iocrossbeam-queue0.3.13indirect
crates.iocrossbeam-utils0.8.22indirect
crates.iocrossterm0.29.0indirect
crates.iocrossterm_winapi0.9.1indirect
crates.iocrunchy0.2.4indirect
crates.iocrypto-bigint0.5.5indirect
crates.iocrypto-common0.1.7indirect
crates.iocrypto-common0.2.2indirect
crates.ioctutils0.4.2indirect
crates.iodarling0.23.0indirect
crates.iodarling_core0.23.0indirect
crates.iodarling_macro0.23.0indirect
crates.iodebug_unsafe0.1.4indirect
crates.ioder0.7.10indirect
crates.ioderanged0.5.8indirect
crates.iodigest0.10.7indirect
crates.iodigest0.11.3indirect
crates.iodigest-io0.1.0indirect
crates.iodispatch20.3.1indirect
crates.iodisplaydoc0.2.7indirect
crates.iodissimilar1.0.11indirect
crates.iodocument-features0.2.12indirect
crates.iodunce1.0.5indirect
crates.iodyn-clone—indirect
crates.iodyn-clone1.0.20indirect
crates.ioecdsa0.16.9indirect
crates.ioeither1.17.0indirect
crates.ioelliptic-curve0.13.8indirect
crates.ioequivalent1.0.2indirect
crates.ioerrno0.3.14indirect
crates.ioerror-code3.4.0indirect
crates.ioethnum1.5.3indirect
crates.ioevent-listener5.4.2indirect
crates.ioevent-listener-strategy0.5.4indirect
crates.iofallible-streaming-iterator—indirect
crates.iofallible-streaming-iterator0.1.9indirect
crates.iofast-float20.2.4indirect
crates.iofastrand2.5.0indirect
crates.ioff0.13.1indirect
crates.iofiletime0.2.29indirect
crates.iofind-msvc-tools0.1.11indirect
crates.ioflate21.1.9indirect
crates.iofloat-cmp0.10.0indirect
crates.iofnv1.0.7indirect
crates.iofoldhash0.1.5indirect
crates.iofoldhash0.2.0indirect
crates.ioform_urlencoded1.2.2indirect
crates.iofs4—indirect
crates.iofs41.1.0indirect
crates.iofs_extra1.3.0indirect
crates.iofutures0.3.34indirect
crates.iofutures-channel0.3.34indirect
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crates.iofutures-executor0.3.34indirect
crates.iofutures-io0.3.34indirect
crates.iofutures-macro0.3.34indirect
crates.iofutures-sink0.3.34indirect
crates.iofutures-task0.3.34indirect
crates.iofutures-util0.3.34indirect
crates.iogeneric-array0.14.7indirect
crates.iogethostname1.1.0indirect
crates.iogetrandom—indirect
crates.iogetrandom0.2.17indirect
crates.iogetrandom0.3.4indirect
crates.iogetrandom0.4.3indirect
crates.ioglob—indirect
crates.ioglob0.3.4indirect
crates.iogroup0.13.0indirect
crates.ioh20.4.16indirect
crates.iohalf2.7.1indirect
crates.iohalfbrown0.4.0indirect
crates.iohashbrown0.15.5indirect
crates.iohashbrown0.16.1indirect
crates.iohashbrown0.17.1indirect
crates.ioheck0.5.0indirect
crates.iohex0.4.3indirect
crates.iohmac0.12.1indirect
crates.iohmac0.13.0indirect
crates.iohome—indirect
crates.iohome0.5.12indirect
crates.iohttp0.2.12indirect
crates.iohttp1.5.0indirect
crates.iohttp-body0.4.6indirect
crates.iohttp-body1.1.0indirect
crates.iohttp-body-util0.1.5indirect
crates.iohttparse1.10.1indirect
crates.iohumantime2.4.0indirect
crates.iohwlocality-sys0.7.1indirect
crates.iohybrid-array0.4.14indirect
crates.iohyper1.11.0indirect
crates.iohyper-rustls0.27.9indirect
crates.iohyper-util0.1.20indirect
crates.ioiana-time-zone0.1.65indirect
crates.ioiana-time-zone-haiku0.1.2indirect
crates.ioicu_collections2.3.0indirect
crates.ioicu_locale_core2.3.0indirect
crates.ioicu_normalizer2.3.0indirect
crates.ioicu_normalizer_data2.3.0indirect
crates.ioicu_properties2.3.0indirect
crates.ioicu_properties_data2.3.0indirect
crates.ioicu_provider2.3.0indirect
crates.ioident_case1.0.1indirect
crates.ioidna1.1.0indirect
crates.ioidna_adapter1.2.2indirect
crates.ioindexmap2.14.0indirect
crates.ioinventory0.3.24indirect
crates.ioipnet2.12.1indirect
crates.ioiter-read1.1.0indirect
crates.ioitertools0.10.5indirect
crates.ioitertools0.15.0indirect
crates.ioitoa1.0.18indirect
crates.iojni0.22.4indirect
crates.iojni-macros0.22.4indirect
crates.iojni-sys0.4.1indirect
crates.iojni-sys-macros0.4.1indirect
crates.iojobserver0.1.35indirect
crates.iojs-sys0.3.104indirect
crates.iojsonpath_lib_polars_vendor—indirect
crates.iojsonpath_lib_polars_vendor0.0.1indirect
crates.iokeccak0.2.1indirect
crates.iolibc—indirect
crates.iolibc0.2.189indirect
crates.iolibflate1.4.0indirect
crates.iolibflate_lz771.2.0indirect
crates.iolibloading0.9.0indirect
crates.iolibm0.2.16indirect
crates.iolibmimalloc-sys0.1.49indirect
crates.iolinux-raw-sys0.12.1indirect
crates.iolitemap0.8.3indirect
crates.iolitrs1.0.0indirect
crates.iolock_api0.4.14indirect
crates.iolog0.4.33indirect
crates.iolru0.16.4indirect
crates.iolru-slab0.1.2indirect
crates.iolz4—indirect
crates.iolz41.28.1indirect
crates.iolz4-sys1.11.1+lz4-1.10.0indirect
crates.iolz4_flex—indirect
crates.iolz4_flex0.13.1indirect
crates.iomatrixmultiply0.3.11indirect
crates.iomd-50.11.0indirect
crates.iomemchr2.8.3indirect
crates.iomemmap20.9.11indirect
crates.iomimalloc—indirect
crates.iomimalloc0.1.52indirect
crates.iominiz_oxide0.8.9indirect
crates.iomio1.2.2indirect
crates.iomurmur30.5.2indirect
crates.iondarray0.17.2indirect
crates.ionix0.31.3indirect
crates.ionow—indirect
crates.ionow0.1.3indirect
crates.iontapi0.4.3indirect
crates.ionum—indirect
crates.ionum0.4.3indirect
crates.ionum-bigint0.4.8indirect
crates.ionum-complex0.4.6indirect
crates.ionum-conv0.2.2indirect
crates.ionum-derive0.4.2indirect
crates.ionum-integer0.1.47indirect
crates.ionum-iter0.1.46indirect
crates.ionum-rational0.4.2indirect
crates.ionum-traits0.2.19indirect
crates.ionumpy0.29.0indirect
crates.ioobjc20.6.4indirect
crates.ioobjc2-app-kit0.3.2indirect
crates.ioobjc2-core-foundation0.3.2indirect
crates.ioobjc2-core-graphics0.3.2indirect
crates.ioobjc2-encode4.1.0indirect
crates.ioobjc2-foundation0.3.2indirect
crates.ioobjc2-io-kit0.3.2indirect
crates.ioobjc2-io-surface0.3.2indirect
crates.ioobject0.39.1indirect
crates.ioobject_store0.14.2indirect
crates.ioonce_cell—indirect
crates.ioonce_cell1.21.4indirect
crates.ioopenssl-probe0.2.1indirect
crates.iooutref0.5.2indirect
crates.iop2560.13.2indirect
crates.ioparking2.2.1indirect
crates.ioparking_lot0.12.5indirect
crates.ioparking_lot_core0.9.12indirect
crates.iopem-rfc74680.7.0indirect
crates.iopercent-encoding2.3.2indirect
crates.iophf0.12.1indirect
crates.iophf_shared0.12.1indirect
crates.iopin-project-lite0.2.17indirect
crates.iopin-utils0.1.0indirect
crates.iopkcs80.10.2indirect
crates.iopkg-config0.3.34indirect
crates.ioplanus1.1.1indirect
crates.iopolars-arrow-format0.2.1indirect
crates.iopolars-parquet-format—indirect
crates.iopolars-parquet-format0.1.0indirect
crates.ioportable-atomic1.15.0indirect
crates.ioportable-atomic-util0.2.7indirect
crates.iopotential_utf0.1.6indirect
crates.iopowerfmt0.2.0indirect
crates.ioppv-lite860.2.21indirect
crates.ioprettyplease0.2.37indirect
crates.ioprimeorder0.13.6indirect
crates.ioproc-macro2—indirect
crates.ioproc-macro21.0.107indirect
crates.ioproptest1.11.0indirect
crates.ioprost0.11.9indirect
crates.ioprost-derive0.11.9indirect
crates.iopsm0.1.32indirect
crates.iopyo30.29.2indirect
crates.iopyo3-build-config0.29.2indirect
crates.iopyo3-ffi0.29.2indirect
crates.iopyo3-macros0.29.2indirect
crates.iopyo3-macros-backend0.29.2indirect
crates.ioquad-rand0.2.3indirect
crates.ioquick-xml0.41.0indirect
crates.ioquinn0.11.11indirect
crates.ioquinn-proto0.11.17indirect
crates.ioquinn-udp0.5.15indirect
crates.ioquote—indirect
crates.ioquote1.0.47indirect
crates.ior-efi5.3.0indirect
crates.ior-efi6.0.0indirect
crates.iorand—indirect
crates.iorand0.10.2indirect
crates.iorand0.9.5indirect
crates.iorand_chacha0.9.0indirect
crates.iorand_core0.10.1indirect
crates.iorand_core0.6.4indirect
crates.iorand_core0.9.5indirect
crates.iorand_distr0.6.0indirect
crates.iorand_pcg0.10.2indirect
crates.iorand_xorshift0.4.0indirect
crates.ioraw-cpuid11.6.0indirect
crates.iorawpointer0.2.1indirect
crates.iorayon1.12.0indirect
crates.iorayon-core1.13.0indirect
crates.iorecursive0.1.1indirect
crates.iorecursive-proc-macro-impl0.1.1indirect
crates.ioredox_syscall0.5.18indirect
crates.ioref-cast1.0.26indirect
crates.ioref-cast-impl1.0.26indirect
crates.ioregex1.13.1indirect
crates.ioregex-automata0.4.18indirect
crates.ioregex-lite0.1.9indirect
crates.ioregex-syntax0.8.11indirect
crates.ioreqwest0.13.4indirect
crates.iorfc69790.4.0indirect
crates.ioring0.17.14indirect
crates.iorle-decode-fast1.0.3indirect
crates.iormp0.8.15indirect
crates.iormp-serde1.3.1indirect
crates.iorustc-hash2.1.3indirect
crates.iorustc_version0.4.1indirect
crates.iorustflags0.1.7indirect
crates.iorustix1.1.4indirect
crates.iorustls0.23.45indirect
crates.iorustls-native-certs0.8.4indirect
crates.iorustls-pki-types1.15.1indirect
crates.iorustls-platform-verifier0.7.0indirect
crates.iorustls-platform-verifier-android0.1.1indirect
crates.iorustls-webpki0.103.14indirect
crates.iorustversion1.0.23indirect
crates.ioryu1.0.23indirect
crates.iosame-file1.0.6indirect
crates.ioschannel0.1.29indirect
crates.ioschemars1.2.2indirect
crates.ioschemars_derive1.2.2indirect
crates.ioscopeguard1.2.0indirect
crates.iosec10.7.3indirect
crates.iosecurity-framework3.7.0indirect
crates.iosecurity-framework-sys2.17.0indirect
crates.iosemver1.0.28indirect
crates.ioserde—indirect
crates.ioserde1.0.229indirect
crates.ioserde-pickle—indirect
crates.ioserde-pickle1.2.0indirect
crates.ioserde_bytes0.11.19indirect
crates.ioserde_core1.0.229indirect
crates.ioserde_derive1.0.229indirect
crates.ioserde_derive_internals0.30.0indirect
crates.ioserde_json—indirect
crates.ioserde_json1.0.151indirect
crates.ioserde_spanned1.1.1indirect
crates.ioserde_stacker0.1.14indirect
crates.ioserde_urlencoded0.7.1indirect
crates.iosha10.10.7indirect
crates.iosha10.11.0indirect
crates.iosha20.10.9indirect
crates.iosha20.11.0indirect
crates.iosha30.12.0indirect
crates.ioshlex2.0.1indirect
crates.iosignal-hook—indirect
crates.iosignal-hook0.4.4indirect
crates.iosignal-hook-registry1.4.8indirect
crates.iosignature2.2.0indirect
crates.iosimd-adler320.3.10indirect
crates.iosimd-json0.17.3indirect
crates.iosimd_cesu81.2.0indirect
crates.iosimdutf80.1.5indirect
crates.iosiphasher1.0.3indirect
crates.ioslab0.4.12indirect
crates.ioslotmap1.1.1indirect
crates.iosmallvec1.15.2indirect
crates.iosnap—indirect
crates.iosnap1.1.2indirect
crates.iosocket20.6.5indirect
crates.iospin0.10.1indirect
crates.iospki0.7.3indirect
crates.iosponge-cursor0.1.0indirect
crates.iosqlparser0.62.0indirect
crates.iosqlparser_derive0.5.0indirect
crates.iostable_deref_trait1.2.1indirect
crates.iostacker0.1.25indirect
crates.iostatic_assertions1.1.0indirect
crates.iostreaming-decompression—indirect
crates.iostreaming-decompression0.1.2indirect
crates.iostreaming-iterator0.1.9indirect
crates.iostrength_reduce0.2.4indirect
crates.iostrsim0.11.1indirect
crates.iostrum0.27.2indirect
crates.iostrum0.28.0indirect
crates.iostrum_macros0.27.2indirect
crates.iostrum_macros0.28.0indirect
crates.iosubtle2.6.1indirect
crates.iosyn—indirect
crates.iosyn1.0.109indirect
crates.iosyn2.0.119indirect
crates.iosyn3.0.3indirect
crates.iosync_wrapper1.0.2indirect
crates.iosynstructure0.13.2indirect
crates.iosysinfo—indirect
crates.iosysinfo0.39.6indirect
crates.iosystem-configuration0.7.0indirect
crates.iosystem-configuration-sys0.6.0indirect
crates.iotar0.4.46indirect
crates.iotarget-lexicon0.13.5indirect
crates.iotarget-triple1.0.1indirect
crates.iotempfile—indirect
crates.iotempfile3.27.0indirect
crates.iotermcolor1.4.1indirect
crates.iothiserror—indirect
crates.iothiserror2.0.20indirect
crates.iothiserror-impl2.0.20indirect
crates.iothread_local1.1.10indirect
crates.iotikv-jemalloc-sys0.7.1+5.3.1-0-g81034ce1f1373e37dc865038e1bc8eeecf559ce8indirect
crates.iotikv-jemallocator—indirect
crates.iotikv-jemallocator0.7.0indirect
crates.iotime0.3.55indirect
crates.iotime-core0.1.9indirect
crates.iotime-macros0.2.32indirect
crates.iotinystr0.8.4indirect
crates.iotinyvec1.12.0indirect
crates.iotinyvec_macros0.1.1indirect
crates.iotokio1.53.1indirect
crates.iotokio-macros2.7.2indirect
crates.iotokio-rustls0.26.4indirect
crates.iotokio-util0.7.19indirect
crates.iotoml1.1.4+spec-1.1.0indirect
crates.iotoml_datetime1.1.1+spec-1.1.0indirect
crates.iotoml_parser1.1.3+spec-1.1.0indirect
crates.iotoml_writer1.1.2+spec-1.1.0indirect
crates.iotower0.5.3indirect
crates.iotower-http0.6.11indirect
crates.iotower-layer0.3.3indirect
crates.iotower-service0.3.3indirect
crates.iotracing0.1.44indirect
crates.iotracing-attributes0.1.31indirect
crates.iotracing-core0.1.36indirect
crates.iotry-lock0.2.5indirect
crates.iotrybuild—indirect
crates.iotrybuild1.0.120indirect
crates.iotwox-hash2.1.3indirect
crates.iotypenum1.20.1indirect
crates.iounarray0.1.4indirect
crates.iounicode-ident1.0.24indirect
crates.iounicode-normalization0.1.25indirect
crates.iounicode-reverse1.0.9indirect
crates.iounicode-segmentation1.13.3indirect
crates.iounicode-width0.2.2indirect
crates.iountrusted0.9.0indirect
crates.iounty0.0.4indirect
crates.ioureq3.4.0indirect
crates.ioureq-proto0.6.1indirect
crates.iourl2.5.8indirect
crates.iourlencoding2.1.3indirect
crates.ioutf8-zero0.8.1indirect
crates.ioutf8_iter1.0.4indirect
crates.iouuid1.24.1indirect
crates.iovalue-trait0.12.2indirect
crates.ioversion_check0.9.5indirect
crates.iovirtue0.0.18indirect
crates.iovsimd0.8.0indirect
crates.iowalkdir2.5.0indirect
crates.iowant0.3.1indirect
crates.iowasi0.11.1+wasi-snapshot-preview1indirect
crates.iowasip21.0.4+wasi-0.2.12indirect
crates.iowasm-bindgen0.2.127indirect
crates.iowasm-bindgen-futures0.4.77indirect
crates.iowasm-bindgen-macro0.2.127indirect
crates.iowasm-bindgen-macro-support0.2.127indirect
crates.iowasm-bindgen-shared0.2.127indirect
crates.iowasm-streams0.5.0indirect
crates.ioweb-sys0.3.104indirect
crates.ioweb-time1.1.0indirect
crates.iowebpki-root-certs1.0.9indirect
crates.iowebpki-roots1.0.9indirect
crates.iowinapi0.3.9indirect
crates.iowinapi-i686-pc-windows-gnu0.4.0indirect
crates.iowinapi-util0.1.11indirect
crates.iowinapi-x86_64-pc-windows-gnu0.4.0indirect
crates.iowindows0.62.2indirect
crates.iowindows-collections0.3.2indirect
crates.iowindows-core0.62.2indirect
crates.iowindows-future0.3.2indirect
crates.iowindows-implement0.60.2indirect
crates.iowindows-interface0.59.3indirect
crates.iowindows-link0.2.1indirect
crates.iowindows-numerics0.3.1indirect
crates.iowindows-registry0.6.1indirect
crates.iowindows-result0.4.1indirect
crates.iowindows-strings0.5.1indirect
crates.iowindows-sys0.52.0indirect
crates.iowindows-sys0.60.2indirect
crates.iowindows-sys0.61.2indirect
crates.iowindows-targets0.52.6indirect
crates.iowindows-targets0.53.5indirect
crates.iowindows-threading0.2.1indirect
crates.iowindows_aarch64_gnullvm0.52.6indirect
crates.iowindows_aarch64_gnullvm0.53.1indirect
crates.iowindows_aarch64_msvc0.52.6indirect
crates.iowindows_aarch64_msvc0.53.1indirect
crates.iowindows_i686_gnu0.52.6indirect
crates.iowindows_i686_gnu0.53.1indirect
crates.iowindows_i686_gnullvm0.52.6indirect
crates.iowindows_i686_gnullvm0.53.1indirect
crates.iowindows_i686_msvc0.52.6indirect
crates.iowindows_i686_msvc0.53.1indirect
crates.iowindows_x86_64_gnu0.52.6indirect
crates.iowindows_x86_64_gnu0.53.1indirect
crates.iowindows_x86_64_gnullvm0.52.6indirect
crates.iowindows_x86_64_gnullvm0.53.1indirect
crates.iowindows_x86_64_msvc0.52.6indirect
crates.iowindows_x86_64_msvc0.53.1indirect
crates.iowinnow1.0.4indirect
crates.iowit-bindgen0.57.1indirect
crates.iowriteable0.6.4indirect
crates.iox11rb0.13.2indirect
crates.iox11rb-protocol0.13.2indirect
crates.ioxattr1.6.1indirect
crates.ioxmlparser0.13.6indirect
crates.ioxxhash-rust—indirect
crates.ioxxhash-rust0.8.18indirect
crates.ioyoke0.8.3indirect
crates.ioyoke-derive0.8.2indirect
crates.iozerocopy0.8.56indirect
crates.iozerocopy-derive0.8.56indirect
crates.iozerofrom0.1.8indirect
crates.iozerofrom-derive0.1.7indirect
crates.iozeroize1.9.0indirect
crates.iozerotrie0.2.5indirect
crates.iozerovec0.11.7indirect
crates.iozerovec-derive0.11.5indirect
crates.iozlib-rs0.6.7indirect
crates.iozmij1.0.23indirect
crates.iozstd0.13.3indirect
crates.iozstd-safe7.2.4indirect
crates.iozstd-sys2.0.16+zstd.1.5.7indirect
PyPIadbc-driver-manager—indirect
PyPIadbc-driver-sqlite—indirect
PyPIaiosqlite—indirect
PyPIaltair—indirect
PyPIautodocsumm0.2.14indirect
PyPIazure-identity—indirect
PyPIboto3—indirect
PyPIboto3-stubs—indirect
PyPIcloudpickle—indirect
PyPIconnectorx—indirect
PyPIdeltalake—indirect
PyPIduckdb—indirect
PyPIfastexcel—indirect
PyPIflask—indirect
PyPIflask-cors—indirect
PyPIfsspec—indirect
PyPIgevent—indirect
PyPIgoogle-auth-stubs—indirect
PyPIgraphviz—indirect
PyPIgreat-tables—indirect
PyPIhvplot—indirect
PyPIhypothesis—indirect
PyPIjax—indirect
PyPIlivereload2.7.0indirect
PyPImarkdown-exec1.10.0indirect
PyPImaterial-plausible-plugin0.3.0indirect
PyPImatplotlib—indirect
PyPImaturin—indirect
PyPImkdocs-macros-plugin1.3.7indirect
PyPImkdocs-material9.6.20indirect
PyPImkdocs-redirects1.2.1indirect
PyPImoto5.0.9indirect
PyPImypy2.3.0indirect
PyPInumba—indirect
PyPInumpy—indirect
PyPInumpydoc1.8.0indirect
PyPIopenpyxl—indirect
PyPIorjson—indirect
PyPIpandas—indirect
PyPIpandas-stubs—indirect
PyPIpatchelf—indirect
PyPIpip—indirect
PyPIplotly—indirect
PyPIplotnine—indirect
PyPIpolars—indirect
PyPIpolars-cloud—indirect
PyPIpolars-ds0.10.0indirect
PyPIpolars-runtime-642.0.0rc1indirect
PyPIpolars-runtime-compat2.0.0rc1indirect
PyPIpyarrow—indirect
PyPIpydantic—indirect
PyPIpydata-sphinx-theme0.16.0indirect
PyPIpygithub2.6.1indirect
PyPIpyiceberg—indirect
PyPIpyiceberg-core—indirect
PyPIpyrefly1.1.1indirect
PyPIpytest9.0.3indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpytz—indirect
PyPIruff0.15.21indirect
PyPIs3fs—indirect
PyPIseaborn—indirect
PyPIsetuptools—indirect
PyPIsphinx8.1.3indirect
PyPIsphinx-autosummary-accessors2023.4.0indirect
PyPIsphinx-copybutton0.5.2indirect
PyPIsphinx-design0.6.1indirect
PyPIsphinx-favicon1.0.1indirect
PyPIsphinx-reredirects0.1.5indirect
PyPIsphinx-sitemap2.9.0indirect
PyPIsphinx-toolbox3.8.1indirect
PyPIsqlalchemy—indirect
PyPItorch—indirect
PyPItypos1.48.0indirect
PyPItzdata—indirect
PyPIxlsx2csv—indirect
PyPIxlsxwriter—indirect
PyPIzstandard—indirect
Dependency advisories 0

Installing pypi:polars@1.44.2 pulls in 1 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

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Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.