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Introduce strongly-typed dataclasses for model configuration: - Dimensions, Labels, Anchoring, EstimationOptions, TransitionInfo - FactorEndogenousInfo, EndogenousFactorsInfo This improves type safety and enables IDE autocompletion while keeping user-facing model_dict as a plain dictionary. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Replace dict fields with frozendict in frozen dataclasses to ensure true immutability: - Labels.aug_periods_to_periods - Labels.aug_stages_to_stages - Anchoring.outcomes - TransitionInfo.param_names, individual_functions, function_names - EndogenousFactorsInfo.aug_periods_to_aug_period_meas_types, factor_info 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Update process_model() to return a ProcessedModel frozen dataclass and update all consumers to use attribute access instead of dict access. This provides: - Better type safety with explicit typed fields - Immutability via frozen dataclass - IDE autocomplete support - Clear documentation of the model structure 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
…c so that config.TEST_DATA_DIR is valid also for skillmodels the package (as opposed to the project).
The filtered_states DataFrame and params index both use aug_period as the period identifier, not period. This fixes KeyError when calling decompose_measurement_variance. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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Document all 14 public exports, get_maximization_inputs return dict, ProcessedModel attributes, frequently used internal APIs, all 7 transition functions, and ModelSpec builder methods — based on how the package is actually used in skane-struct-bw and health-cognition. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
…illmodels into output-formatting
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
The viz code assumed states DataFrames always have `aug_period` as a column, but pre-computed states (e.g. from health-cognition) may carry `period` in the index instead. Add `_normalize_states_columns` to promote index levels and rename `period` → `aug_period` when needed. Also document the period vs aug_period convention in CLAUDE.md. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
…as in-place operations.
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