added a validation_reporting directory for AMICA

docs/validation_reporting.md

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+# Validation & Reporting
+
+This add-on summarizes how the AMICA agent performed after a CXG run completes. It
+inspects the grounded outputs written under `output/raw_output/**/groundings.tsv`
+and the curated match-type tables from `output/pandasaurus_cxg_outputs_30/*.tsv`.
+
+## Usage
+
+```bash
+uv run scripts/generate_validation_reports.py \
+  --output-root ./output \
+  --log-level INFO
+```
+
+By default the script writes three Markdown summaries into `output/reports/`:
+
+| File | Description |
+|------|-------------|
+| `filtered_granularity_report.md` | Aggregated stats that ignore `Broad term` / `Overlaps` rows.|
+| `raw_stats_report.md` | Unfiltered counts (improved / identical / regressions / no-match) for every grounding row. |
+| `granularity_report.md` | Narrative examples showcasing rows where the agent improved on the author label. |
+
+
+## CLI options
+
+```
+usage: scripts/generate_validation_reports.py [-h] [--output-root OUTPUT_ROOT]
+                                              [--raw-output-dir RAW_OUTPUT_DIR]
+                                              [--match-type-dir MATCH_TYPE_DIR]
+                                              [--reports-dir REPORTS_DIR]
+                                              [--skip-filtered]
+                                              [--skip-examples]
+                                              [--skip-raw-stats]
+                                              [--skip-ontology]
+                                              [--log-level {DEBUG,INFO,WARNING,ERROR,CRITICAL}]
+```
+
+Key flags:
+
+- `--output-root`: base directory that contains `raw_output/`, `pandasaurus_cxg_outputs_30/`, and `reports/`. Defaults to `resources/cxg/output`. Set this when your outputs sit under a different base (e.g., top-level ./output)
+- `--raw-output-dir`: direct path to per-dataset `groundings.tsv` (AMICA raw outputs). Overrides `--output-root` for groundings. Use when groundings live outside the standard layout. **If missing:** script exits with `FileNotFoundError`.
+- `--match-type-dir`: direct path to the Pandasaurus match-type TSV/CSV files. Use when those files live elsewhere; overrides `--output-root` for match types only. **If missing:** script exits with `FileNotFoundError`; missing individual dataset files are tolerated (that dataset runs without Broad/Overlap filtering).
+- `--reports-dir`: output directory for markdown reports (auto-created if needed). Defaults to `<output-root>/reports`.
+
+## Skip toggles
+
+- `--skip-filtered`, `--skip-raw-stats`, `--skip-examples`: toggle which reports are generated.
+- `--skip-filtered`: do not generate the filtered granularity report (excludes "Broad term"/"Overlaps"). Use when only raw stats are needed.
+- `--skip-raw-stats`: do not generate the unfiltered aggregate stats report. Use when only filtered or example reports are needed.
+- `--skip-examples`: do not generate the “improved examples” report. Use when only aggregate statistics are required.
+- `--skip-ontology`: runs without Cell Ontology lookups. This prevents network calls and allows offline runs, but any metric that depends on the hierarchy (improved vs regression, example extraction) will be degraded: rows that should be "improved" or "regression" are instead categorized as "other", and no examples are extracted. Reports include a warning banner. For accurate stats, leave ontology enabled or point to a local ontology via `--ontology-adapter` (e.g., `pronto:/path/to/cl.owl`).
+- `--ontology-adapter`: use a custom oaklib adapter string (e.g., `pronto:/path/to/cl.owl`) for offline runs. Defaults to `ols:cl`.
+
+## Dependencies
+
+The script reuses AMICA's `oaklib` dependency to talk to the Cell Ontology
+through OLS. Make sure the machine has outbound network access when you want
+hierarchy-aware stats; otherwise pass `--skip-ontology` to generate degraded
+reports without ontology calls.

output/pandasaurus_cxg_outputs_30/019c7af2-c827-4454-9970-44d5e39ce068_cxg_dataset_unique.tsv

@@ -0,0 +1,46 @@
+author_cell_type	CL_label	CL_ID	match_type	reference	dataset_version
+SI_earlyAE	enterocyte of epithelium of small intestine	CL:1000334	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_AE2	enterocyte of epithelium of small intestine	CL:1000334	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_tuft	intestinal tuft cell	CL:0019032	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+C_earlyACC	enterocyte of epithelium of large intestine	CL:0002071	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+C_goblet	colon goblet cell	CL:0009039	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_matureAE	enterocyte of epithelium of small intestine	CL:1000334	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+C_BEST4	BEST4+ enterocyte	CL:4030026	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_intermAE	enterocyte of epithelium of small intestine	CL:1000334	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+C_lateACC	enterocyte of epithelium of large intestine	CL:0002071	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_goblet	small intestine goblet cell	CL:1000495	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+C_EEC	enteroendocrine cell of colon	CL:0009042	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+C_tuft	tuft cell of colon	CL:0009041	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+C_ISC	intestinal crypt stem cell of colon	CL:0009043	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_ISC	intestinal crypt stem cell of small intestine	CL:0009017	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_BEST4	epithelial cell of small intestine	CL:0002254	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_TA	transit amplifying cell of small intestine	CL:0009012	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+C_TA	transit amplifying cell of colon	CL:0009011	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_secretory_prog	progenitor cell	CL:0011026	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+C_secretory_prog	progenitor cell	CL:0011026	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_EEC	enteroendocrine cell of small intestine	CL:0009006	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_TA2	transit amplifying cell of small intestine	CL:0009012	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_paneth	paneth cell of epithelium of small intestine	CL:1000343	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_FAE	microfold cell of epithelium of small intestine	CL:1000353	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+absorptive	enterocyte of epithelium of small intestine	CL:1000334	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+tuft	intestinal tuft cell	CL:0019032	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+absorptive	enterocyte of epithelium of large intestine	CL:0002071	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+goblet	colon goblet cell	CL:0009039	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+BEST4+	BEST4+ enterocyte	CL:4030026	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+goblet	small intestine goblet cell	CL:1000495	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+EEC	enteroendocrine cell of colon	CL:0009042	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+tuft	tuft cell of colon	CL:0009041	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+ISC	intestinal crypt stem cell of colon	CL:0009043	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+ISC	intestinal crypt stem cell of small intestine	CL:0009017	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+BEST4+	epithelial cell of small intestine	CL:0002254	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+TA	transit amplifying cell of small intestine	CL:0009012	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+TA	transit amplifying cell of colon	CL:0009011	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+secretory_prog	progenitor cell	CL:0011026	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+EEC	enteroendocrine cell of small intestine	CL:0009006	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+paneth	paneth cell of epithelium of small intestine	CL:1000343	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+FAE	microfold cell of epithelium of small intestine	CL:1000353	exact	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_6-?	enterocyte of epithelium of small intestine	CL:1000334	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+C_earlyCC	enterocyte of epithelium of large intestine	CL:0002071	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+C_lateCC	enterocyte of epithelium of large intestine	CL:0002071	more specific term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_secretory	small intestine goblet cell	CL:1000495	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad
+SI_secretory	paneth cell of epithelium of small intestine	CL:1000343	broad term	https://doi.org/10.1016/j.jcmgh.2022.02.007	https://datasets.cellxgene.cziscience.com/45a7d3bd-dc1a-4565-8881-25f8975247a6.h5ad