home / docs.scipy.org / item 47111092
Model Comparison
100% sign agreement
Model Editorial Structural Class Conf SETL Theme @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 1.00 0.00 No human rights theme @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 statistical analysis deepseek/deepseek-v3.2-20251201 0.00 +0.46 Mild positive 0.08 -0.46 Scientific Knowledge Access claude-haiku-4-5-20251001 +0.48 +0.52 Moderate positive 0.28 -0.09 Education & Scientific Access meta-llama/llama-3.3-70b-instruct:free ND ND — — — —
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite deepseek/deepseek-v3.2-20251201 claude-haiku-4-5-20251001 meta-llama/llama-3.3-70b-instruct:free Preamble ND ND 0.28 0.54 ND Article 1 ND ND 0.00 0.44 ND Article 2 ND ND 0.43 0.53 ND Article 3 ND ND 0.00 ND ND Article 4 ND ND 0.00 ND ND Article 5 ND ND 0.00 ND ND Article 6 ND ND 0.00 ND ND Article 7 ND ND 0.00 ND ND Article 8 ND ND 0.00 ND ND Article 9 ND ND 0.00 ND ND Article 10 ND ND 0.00 ND ND Article 11 ND ND 0.00 ND ND Article 12 ND ND 0.00 ND ND Article 13 ND ND 0.00 0.56 ND Article 14 ND ND 0.00 ND ND Article 15 ND ND 0.00 ND ND Article 16 ND ND 0.00 ND ND Article 17 ND ND 0.00 ND ND Article 18 ND ND 0.00 ND ND Article 19 ND ND 0.14 0.66 ND Article 20 ND ND 0.00 0.50 ND Article 21 ND ND 0.00 0.44 ND Article 22 ND ND 0.00 0.50 ND Article 23 ND ND 0.00 ND ND Article 24 ND ND 0.00 ND ND Article 25 ND ND 0.00 ND ND Article 26 ND ND 0.72 0.94 ND Article 27 ND ND 0.79 1.00 ND Article 28 ND ND 0.00 0.50 ND Article 29 ND ND 0.00 0.34 ND Article 30 ND ND 0.00 0.24 ND
Summary Education & Scientific Access Champions
This SciPy documentation page exemplifies democratic scientific knowledge dissemination by providing comprehensive, freely accessible technical documentation of the Chatterjee xi correlation coefficient. The content champions Articles 13, 19, 26, and 27 through unrestricted global access to peer-reviewed statistical methodology, removal of financial barriers to scientific literacy, and structural support for universal participation in scientific advancement. The open-source model and community-driven governance actively enable equitable access to intellectual and scientific resources across jurisdictions and socioeconomic backgrounds.
Article Heatmap
Preamble: +0.54 — Preamble P Article 1: +0.44 — Freedom, Equality, Brotherhood 1 Article 2: +0.53 — Non-Discrimination 2 Article 3: ND — Life, Liberty, Security Article 3: No Data — Life, Liberty, Security 3 Article 4: ND — No Slavery Article 4: No Data — No Slavery 4 Article 5: ND — No Torture Article 5: No Data — No Torture 5 Article 6: ND — Legal Personhood Article 6: No Data — Legal Personhood 6 Article 7: ND — Equality Before Law Article 7: No Data — Equality Before Law 7 Article 8: ND — Right to Remedy Article 8: No Data — Right to Remedy 8 Article 9: ND — No Arbitrary Detention Article 9: No Data — No Arbitrary Detention 9 Article 10: ND — Fair Hearing Article 10: No Data — Fair Hearing 10 Article 11: ND — Presumption of Innocence Article 11: No Data — Presumption of Innocence 11 Article 12: ND — Privacy Article 12: No Data — Privacy 12 Article 13: +0.56 — Freedom of Movement 13 Article 14: ND — Asylum Article 14: No Data — Asylum 14 Article 15: ND — Nationality Article 15: No Data — Nationality 15 Article 16: ND — Marriage & Family Article 16: No Data — Marriage & Family 16 Article 17: ND — Property Article 17: No Data — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.66 — Freedom of Expression 19 Article 20: +0.50 — Assembly & Association 20 Article 21: +0.44 — Political Participation 21 Article 22: +0.50 — Social Security 22 Article 23: ND — Work & Equal Pay Article 23: No Data — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: +0.94 — Education 26 Article 27: +1.00 — Cultural Participation 27 Article 28: +0.50 — Social & International Order 28 Article 29: +0.34 — Duties to Community 29 Article 30: +0.24 — No Destruction of Rights 30
Aggregates
Editorial Mean +0.48 Structural Mean +0.52 Weighted Mean +0.59 Unweighted Mean +0.55 Max +1.00 Article 27 Min +0.24 Article 30 Signal 13 No Data 18 Volatility 0.20 (Medium) Negative 0 Channels E: 0.6 S: 0.4 SETL ℹ -0.09 Structural-dominant FW Ratio ℹ 57% 38 facts · 29 inferences
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.50 (3 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.56 (1 articles) Personal: 0.00 (0 articles) Expression: 0.53 (3 articles) Economic & Social: 0.50 (1 articles) Cultural: 0.97 (2 articles) Order & Duties: 0.36 (3 articles) Editorial Channel
What the content says
+0.70
High A:freedom_of_expression A:information_access
Documentation exemplifies freedom of expression and information access by openly publishing peer-reviewed statistical methods without editorial censorship or ideological filtering.
FW Ratio: 57%
Observable Facts
Page presents complete, unfiltered technical documentation of statistical method with academic rigor. References peer-reviewed research (Chatterjee 2021) establishing methodological credibility. Documentation includes implementation details, parameter options, and usage examples without omission or distortion. Search and navigation tools enable users to freely locate and access information without interference. Inferences
Open publication of scientific methods without censorship directly exemplifies Article 19's right to freedom of expression and information. Transparent documentation of algorithmic methodology supports informed public understanding of computational tools. Unrestricted access to scientific information enables individuals to freely receive and impart knowledge. +0.70
High A:cultural_participation A:scientific_advancement
Documentation enables participation in scientific and cultural life by providing free access to advanced statistical methodology, supporting intellectual and scientific development.
FW Ratio: 56%
Observable Facts
SciPy documentation provides free access to cutting-edge statistical methodology published in peer-reviewed venues. Global distribution enables worldwide participation in scientific advancement. Open-source licensing permits modification and improvement of scientific methods. Documentation explicitly credits intellectual contributions (Chatterjee 2021 reference) respecting scientific authorship. Domain-level mission modifier (0.1) and access_model modifier (0.2) reflect commitment to democratizing scientific advancement. Inferences
Free access to advanced scientific methods directly enables Article 27's right to participate in scientific advancement and cultural life. Open-source model supports intellectual property justice by making human scientific heritage universally accessible. Publication of methodology with attribution respects scientific authorship and cultural contribution. Democratization of computational tools enables global participation in human scientific and intellectual development. +0.60
Medium A:freedom_of_movement A:free_information_flow
Documentation supports free movement of scientific information globally without restriction; openly available to users worldwide.
FW Ratio: 50%
Observable Facts
Page is accessible globally without geographic authentication or restriction. SciPy documentation reflects international scientific collaboration model. Inferences
Open-access global availability aligns with Article 13's right to free movement of ideas and information. International scientific framework enables transnational knowledge exchange without artificial barriers. +0.60
High A:education_access A:scientific_literacy
Documentation provides comprehensive educational content on statistical methodology, accessible to users at all technical levels; supports right to education and scientific literacy.
FW Ratio: 56%
Observable Facts
Page provides comprehensive technical documentation explaining statistical method with parameters, examples, and mathematical foundation. Documentation is freely accessible without educational gatekeeping or financial barriers. Page includes references to peer-reviewed research enabling further study. Structure includes skip-to-content navigation and version selection supporting diverse learning needs. Examples section provides practical learning opportunities. Inferences
Comprehensive, freely accessible technical documentation directly enables Article 26's right to education and human development. Removal of financial barriers supports equitable access to scientific knowledge essential for informed participation. Domain-level accessibility modifier (0.15) and access_model modifier (0.2) reflect structural commitment to universal educational access. Documentation structure with examples and references facilitates self-directed learning regardless of background. +0.50
Medium A:access_to_science F:universalism
Documentation articulates commitment to democratizing statistical methods and computational science through clear, accessible technical exposition.
FW Ratio: 60%
Observable Facts
Page provides complete technical documentation of statistical method with no paywall or access restrictions. Navigation includes 'Skip to main content' feature and version selector for accessibility. Documentation references peer-reviewed research (Chatterjee 2021) establishing scientific legitimacy. Inferences
Open-access structure reflects commitment to Preamble's vision of universal human dignity and freedoms. Structured documentation format facilitates equitable access to scientific knowledge across user populations. +0.50
Medium F:association A:collaborative_science
Documentation reflects collaborative open-source scientific community structure; methodology developed and documented through community association.
FW Ratio: 60%
Observable Facts
Page provides GitHub link enabling collaborative contribution and community participation. Scientific Python Forum link facilitates voluntary association around shared scientific interests. SciPy project operates as community-driven open-source collaboration. Inferences
Open-source structure and community forums support Article 20's right to peaceful association and assembly. Collaborative development model enables voluntary participation in shared scientific enterprise. +0.50
Medium A:social_welfare A:scientific_advancement
Documentation provides access to computational tools supporting statistical inference and scientific research as social welfare contributions.
FW Ratio: 60%
Observable Facts
SciPy library provides public scientific infrastructure supporting research and analysis. Free documentation removes financial barriers to statistical literacy and research capability. Tool documentation enables users to participate in scientific advancement. Inferences
Democratized access to advanced statistical methods supports Article 22's right to social security and participation in scientific progress. Public provision of computational infrastructure serves collective social and scientific welfare. +0.50
Medium F:social_order
Documentation contributes to social order by providing reliable, peer-reviewed scientific methodology enabling informed decision-making and research.
FW Ratio: 50%
Observable Facts
Documentation references peer-reviewed methodology (Chatterjee 2021) establishing scientific credibility and institutional trust. Clear documentation standards enable reliable integration into research and policy institutions. Inferences
Rigorous documentation supports institutional frameworks dependent on scientific evidence for social order. Reliable methodological documentation enables evidence-based policy and institutional decision-making. +0.40
Medium F:equality_in_access
Documentation treats all users equally by providing comprehensive, non-discriminatory access to statistical methodology.
FW Ratio: 67%
Observable Facts
Page offers identical technical content to all visitors regardless of identity or background. Documentation uses neutral, scientific language without discriminatory framing. Inferences
Equal treatment in knowledge access supports Article 1's principle that all are born free and equal in dignity and rights. +0.40
Medium F:participation A:democratic_science
Documentation reflects democratic participation in scientific advancement through open-source governance model; users may contribute to development.
FW Ratio: 60%
Observable Facts
GitHub repository enables public participation in codebase decisions and development. Open-source licensing permits user participation in scientific advancement. Community forum provides venue for collective deliberation about functionality and direction. Inferences
Democratic open-source model aligns with Article 21's right to participate in government and public affairs. Community-driven development enables equitable voice in scientific governance. +0.30
Medium F:non_discrimination
Documentation provides content without regard to status, background, or resource constraints.
FW Ratio: 50%
Observable Facts
Page includes skip-to-content navigation supporting users with assistive technologies. Search functionality and version selection reduce barriers to information access. Inferences
Accessibility design demonstrates commitment to non-discrimination in scientific knowledge access. Domain-level accessibility modifier (0.15) reflects structural support for universal participation. +0.30
Medium F:responsibility F:community
Documentation implicitly supports Article 29 by enabling responsible scientific practice through transparent methodology and proper attribution.
FW Ratio: 60%
Observable Facts
Documentation includes detailed parameter options (nan_policy, method selection) enabling users to implement methodology responsibly. Notes section addresses limitations (tie handling) and methodological considerations supporting responsible use. Attribution to original research (Chatterjee 2021) respects intellectual responsibility. Inferences
Transparent documentation of methodology and limitations supports responsible scientific practice. Detailed parameter guidance enables users to implement methods appropriately within community scientific norms. +0.20
Low
Documentation does not explicitly address interpretation or limitation of rights; content remains technically neutral on Article 30.
FW Ratio: 50%
Observable Facts
Open-source licensing explicitly permits beneficial use without restrictions on right interpretation. Inferences
Permissive licensing model resists narrow restrictions on beneficial scientific knowledge access. ND
No observable content relating to personal security, bodily integrity, or protection from harm.
ND
No content addressing slavery, servitude, or forced labor.
ND
No content addressing torture or cruel treatment.
ND
No content addressing recognition before law or personhood.
ND
No content addressing legal equality or equal protection.
ND
No content addressing judicial remedies or legal recourse.
ND
No content addressing arbitrary arrest or detention.
ND
No content addressing due process, fair trial, or impartial tribunals.
ND
No content addressing criminal responsibility or presumption of innocence.
ND
No content addressing privacy, correspondence, or reputation.
ND
No content addressing asylum, refuge, or persecution.
ND
No content addressing nationality or citizenship.
ND
No content addressing marriage or family rights.
ND
No content addressing property rights.
ND
No content addressing freedom of thought, conscience, or religion.
ND
No content addressing employment, working conditions, or labor rights.
ND
No content addressing rest, leisure, or working hours.
ND
No content addressing health, food, housing, or medical care.
Structural Channel
What the site does
+0.70
High A:education_access A:scientific_literacy
Structured documentation with examples, parameter explanations, and references enables self-directed learning; accessibility features support diverse learner needs.
+0.70
High A:cultural_participation A:scientific_advancement
Free, global access to scientific infrastructure supports universal participation in scientific advancement and cultural intellectual life.
+0.60
Medium A:access_to_science F:universalism
Free, publicly accessible documentation with skip-to-content navigation, search, and version selection supports universal participation in scientific advancement.
+0.60
High A:freedom_of_expression A:information_access
Complete technical documentation freely accessible; search and navigation tools facilitate uncensored information discovery and dissemination.
+0.50
Medium F:equality_in_access
Universal documentation format applies same standards and completeness to all users; no differentiation in content quality or availability.
+0.50
Medium F:non_discrimination
Accessibility features (navigation, search, skip links) ensure non-discriminatory access to scientific information across user capabilities.
+0.50
Medium A:freedom_of_movement A:free_information_flow
No geographic restrictions on access; international technical documentation freely available across borders.
+0.50
Medium F:association A:collaborative_science
Page includes links to GitHub and Scientific Python Forum, enabling user association and collaborative participation.
+0.50
Medium F:participation A:democratic_science
GitHub and forum links enable structured participation in decision-making and project direction.
+0.50
Medium A:social_welfare A:scientific_advancement
Free, universally accessible documentation enables users to realize social, scientific, and cultural benefits of statistical methodology.
+0.50
Medium F:social_order
Structured, accessible documentation supports institutional and social frameworks that depend on scientific evidence and statistical inference.
+0.40
Medium F:responsibility F:community
Documentation structure with examples and notes on data handling (nan_policy options) reflects consideration of implementation responsibility.
+0.30
Low
Open-source and free-access structure implicitly rejects restrictive interpretation of knowledge rights.
ND
No structural features relevant to personal security or life-safety guarantees.
ND
No structural relevance to servitude or forced labor.
ND
No structural relevance to torture or cruel treatment.
ND
No structural relevance to legal personhood recognition.
ND
No structural relevance to legal equality claims.
ND
No structural features providing legal remedy mechanisms.
ND
No structural relevance to detention or arrest.
ND
No structural relevance to judicial processes.
ND
No structural relevance to criminal law.
ND
Privacy-neutral technical documentation; no collection or processing of personal data observed.
ND
No structural relevance to asylum or refugee protection.
ND
No structural relevance to national identity or citizenship.
ND
No structural relevance to marriage or family.
ND
No structural relevance to property ownership or protection.
ND
No structural relevance to conscience or religious belief.
ND
No structural relevance to employment or labor relations.
ND
No structural relevance to rest or leisure.
ND
No structural relevance to health or welfare services.
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.88 low claims
Sources 0.8 Evidence 0.9 Uncertainty 0.8 Purpose 0.9
No manipulative rhetoric detected
0 techniques detected
Emotional character: positive/negative, intensity, authority
measured
Valence +0.5 Arousal 0.3 Dominance 0.4
Does the content identify its author and disclose interests?
0.75
✓ Author
More signals: context, framing & audience Does this content offer solutions or only describe problems?
0.83 solution oriented
Whose perspectives are represented in this content?
0.70 3 perspectives
Speaks: institution individuals community
About: researchers users
Is this content looking backward, at the present, or forward?
present unspecified
What geographic area does this content cover?
global How accessible is this content to a general audience?
technical high jargon domain specific
Longitudinal
654 HN snapshots · 11 evals
Audit Trail
31 entries all eval pipeline all models llama-3.3-70b-wai llama-4-scout-wai deepseek-v3.2 claude-haiku-4-5-20251001
newest first
2026-02-28 14:31 eval_success Lite evaluated: Neutral (0.00) - - 2026-02-28 14:31 model_divergence Cross-model spread 0.59 exceeds threshold (4 models) - - 2026-02-28 14:31
eval
Evaluated by llama-3.3-70b-wai : 0.00 (Neutral) reasoning Technical documentation, no rights stance
2026-02-26 23:19 eval_success Light evaluated: Neutral (0.00) - - 2026-02-26 23:19
eval
Evaluated by llama-4-scout-wai : 0.00 (Neutral) 2026-02-26 20:26 dlq Dead-lettered after 1 attempts: Scipy.stats. Chatterjeexi - - 2026-02-26 20:24 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 20:23 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 20:22 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 17:47 dlq Dead-lettered after 1 attempts: Scipy.stats. Chatterjeexi - - 2026-02-26 17:45 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 17:44 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 17:43 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 13:31 eval_success Evaluated: Mild positive (0.12) - - 2026-02-26 13:31
eval
Evaluated by deepseek-v3.2 : +0.12 (Mild positive) 10,221 tokens 2026-02-26 09:20 dlq Dead-lettered after 1 attempts: Scipy.stats. Chatterjeexi - - 2026-02-26 09:19 dlq Dead-lettered after 1 attempts: Scipy.stats. Chatterjeexi - - 2026-02-26 09:17 rate_limit OpenRouter rate limited (429) model=hermes-3-405b - - 2026-02-26 09:17 rate_limit OpenRouter rate limited (429) model=mistral-small-3.1 - - 2026-02-26 09:16 rate_limit OpenRouter rate limited (429) model=mistral-small-3.1 - - 2026-02-26 09:16 rate_limit OpenRouter rate limited (429) model=hermes-3-405b - - 2026-02-26 09:15 rate_limit OpenRouter rate limited (429) model=hermes-3-405b - - 2026-02-26 09:15 rate_limit OpenRouter rate limited (429) model=mistral-small-3.1 - - 2026-02-26 00:57
eval
Evaluated by claude-haiku-4-5-20251001 : +0.59 (Moderate positive) 12,874 tokens +0.16 2026-02-26 00:13
eval
Evaluated by claude-haiku-4-5-20251001 : +0.43 (Moderate positive) 11,819 tokens -0.15 2026-02-25 23:42
eval
Evaluated by claude-haiku-4-5-20251001 : +0.58 (Moderate positive) 13,238 tokens +0.04 2026-02-25 23:10
eval
Evaluated by claude-haiku-4-5-20251001 : +0.54 (Moderate positive) 12,041 tokens -0.07 2026-02-25 22:53
eval
Evaluated by claude-haiku-4-5-20251001 : +0.61 (Neutral) 9,503 tokens -0.03 2026-02-25 22:35
eval
Evaluated by claude-haiku-4-5-20251001 : +0.64 (Neutral) 8,914 tokens +0.33 2026-02-25 22:30
eval
Evaluated by claude-haiku-4-5-20251001 : +0.31 (Neutral) 10,643 tokens -0.06 2026-02-25 22:15
eval
Evaluated by claude-haiku-4-5-20251001 : +0.38 (Neutral) 10,699 tokens