screen_universe

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Rank companies by cross-sectional factor scores from factor_scores.parquet. Returns the underlying factors (roe, gross_margin, operating_margin, net_profit_margin, revenue_growth_yoy, fcf_to_assets, debt_to_equity, asset_turnover, current_ratio, piotroski_f_score) plus their percentile ranks (1.0 = best in universe, 0.0 = worst). `composite_rank` (the default sort) is a one-number multi-factor shortcut; sort by a specific *_rank column for a single factor. Two modes: full-universe (omit ticker) or single-entity (ticker set — spot-check ONE company's factor profile). Sector filter is SIC-derived (GICS-aligned, not licensed GICS — see `get_pit_universe`). Use this *instead of* `get_financial_ratios` when you want CROSS-SECTIONAL comparison (rank vs peers); use `get_financial_ratios` when you want one company's ratios over time. Supports survivorship-free POINT-IN-TIME screening via `as_of_date` (see the param). Full-universe screens omit rows that don't join to a company (null symbol); pass `exclude_outliers=true` to also drop shell-company rows with implausible factors. Available on every plan — sample returns the subset covered by the sample bucket.