diff --git a/LANE_C4_REPORT.md b/LANE_C4_REPORT.md
new file mode 100644
index 0000000..ef8f14c
--- /dev/null
+++ b/LANE_C4_REPORT.md
@@ -0,0 +1,225 @@
+# Lane C4 — JRC EUROMOD-BE Annex 3 model columns
+
+## Outcome
+
+This lane extends the JRC EUROMOD-BE 2025 comparator from 41 to 90 source
+facts by appending 49 publisher cells:
+
+- 26 `validation.series = euromod` model-output rows;
+- 23 `validation.series = ratio` rows, only where the report prints the
+  relevant comparator ratio;
+- no new External or SILC facts, no imputation, alignment, reconciliation, or
+  PolicyEngine-computed values.
+
+All 49 additions are `provenance_class: model_output` and validation-only.
+The package now contains 32 EUROMOD rows, 29 ratio rows, 27 External rows, and
+2 SILC rows. Provenance totals are 63 model outputs, 25 administrative facts,
+and 2 survey aggregates.
+
+The explicit `yse` amount instruction is represented by the 2021–2023 A3.2
+EUROMOD cells even though their External and ratio cells are blank. All other
+EUROMOD/ratio additions use the same period as a packaged External or SILC
+fact. The original CSV header plus 41 rows remains byte-for-byte identical to
+the C2 artifact: SHA-256
+`2ef69251a72caaab042706c77143fa4f86dde2f800747ebb421b5f7b9a45e394`.
+
+## Artifact pins
+
+| Artifact | SHA-256 | Bytes |
+|---|---|---:|
+| Cached JRC PDF | `7c4b0aa4f1f96161e1ce7e4ad300a3fa56cdad7241f82fb650eeec03d30f087b` | 4,184,683 |
+| C2 curated CSV prefix (header + 41 rows) | `2ef69251a72caaab042706c77143fa4f86dde2f800747ebb421b5f7b9a45e394` | 6,956 |
+| Lane C4 curated CSV | `1258dc2a6dd76d3fcf5895c62d36229c03b9cc1c8fac5be49619cf7adbc1496d` | 15,198 |
+
+The manifest declares, but this lane does not upload, the content-addressed
+key:
+
+`raw/belgium/jrc-euromod-be-baseline-statistics-2025/2025/1258dc2a6dd76d3fcf5895c62d36229c03b9cc1c8fac5be49619cf7adbc1496d/jrc_euromod_be_baseline_statistics_2025.csv`
+
+## PDF extraction
+
+The cached `pdfplumber` 0.11.10 interpreter and these file-page numbers were
+used. Printed report pages are two lower than PDF file pages.
+
+```sh
+/Users/maxghenis/.cache/uv/archive-v0/HLlfXwC9DMcE0Q6gCdMwl/bin/python - <<'PY'
+import pdfplumber
+
+path = ".lane-raw/Y15_CR_BE_final.pdf"
+pages = (114, 116, 120, 122, 127, 129)
+with pdfplumber.open(path) as pdf:
+    for number in pages:
+        print(f"=== PDF PAGE {number} ===")
+        print(
+            pdf.pages[number - 1].extract_text(
+                x_tolerance=2,
+                y_tolerance=3,
+            )
+            or ""
+        )
+PY
+```
+
+| Annex table | Printed report page | PDF file page |
+|---|---:|---:|
+| A3.1 recipient counts | 112 | 114 |
+| A3.2 annual amounts | 114 | 116 |
+| A3.4 direct taxes and SIC amounts | 118 | 120 |
+| A3.5 benefit recipient counts | 120 | 122 |
+| A3.6 benefit annual amounts | 125 | 127 |
+| A3.6 combined-pension continuation | 127 | 129 |
+
+For administrative facts, each ratio below is the report's rightmost
+EUROMOD/External ratio. For the A3.5 `poa` and `psu` survey facts, it is the
+middle EUROMOD/SILC ratio because the External cells are blank.
+
+## New rows
+
+Values below are verbatim printed cells before the package's declared scaling.
+Count records use `unit: count` with `value_scale: 1000`; amount records use
+`unit: eur` with `value_scale: 1000000`; ratios use `unit: ratio` and
+`value_scale: 1`.
+
+| Record id | Period | Printed value | Record unit / printed table unit | Report / PDF page |
+|---|---:|---:|---|---|
+| `a3_5_income_support_euromod_2021` | 2021 | 133 | count (printed thousands) | 120 / PDF 122 |
+| `a3_5_unemployment_benefits_euromod_2021` | 2021 | 1,930 | count (printed thousands) | 120 / PDF 122 |
+| `a3_1_self_employment_income_euromod_2022` | 2022 | 851 | count (printed thousands) | 112 / PDF 114 |
+| `a3_5_income_support_euromod_2022` | 2022 | 159 | count (printed thousands) | 120 / PDF 122 |
+| `a3_5_unemployment_benefits_euromod_2022` | 2022 | 1,930 | count (printed thousands) | 120 / PDF 122 |
+| `a3_5_old_age_pension_euromod_2022` | 2022 | 2,273 | count (printed thousands) | 120 / PDF 122 |
+| `a3_5_survivor_pension_euromod_2022` | 2022 | 79 | count (printed thousands) | 120 / PDF 122 |
+| `a3_2_self_employment_income_euromod_2021` | 2021 | 20,965 | EUR (printed millions) | 114 / PDF 116 |
+| `a3_2_employment_income_euromod_2021` | 2021 | 197,874 | EUR (printed millions) | 114 / PDF 116 |
+| `a3_4_capital_income_tax_euromod_2021` | 2021 | 1,412 | EUR (printed millions) | 118 / PDF 120 |
+| `a3_6_income_support_euromod_2021` | 2021 | 1,055 | EUR (printed millions) | 125 / PDF 127 |
+| `a3_6_income_support_elderly_euromod_2021` | 2021 | 0 | EUR (printed millions) | 125 / PDF 127 |
+| `a3_6_child_benefits_euromod_2021` | 2021 | 6,885 | EUR (printed millions) | 125 / PDF 127 |
+| `a3_6_unemployment_benefits_euromod_2021` | 2021 | 10,416 | EUR (printed millions) | 125 / PDF 127 |
+| `a3_2_self_employment_income_euromod_2022` | 2022 | 21,981 | EUR (printed millions) | 114 / PDF 116 |
+| `a3_2_employment_income_euromod_2022` | 2022 | 212,332 | EUR (printed millions) | 114 / PDF 116 |
+| `a3_4_capital_income_tax_euromod_2022` | 2022 | 1,646 | EUR (printed millions) | 118 / PDF 120 |
+| `a3_6_income_support_euromod_2022` | 2022 | 1,242 | EUR (printed millions) | 125 / PDF 127 |
+| `a3_6_income_support_elderly_euromod_2022` | 2022 | 0 | EUR (printed millions) | 125 / PDF 127 |
+| `a3_6_child_benefits_euromod_2022` | 2022 | 7,160 | EUR (printed millions) | 125 / PDF 127 |
+| `a3_6_unemployment_benefits_euromod_2022` | 2022 | 11,010 | EUR (printed millions) | 125 / PDF 127 |
+| `a3_2_self_employment_income_euromod_2023` | 2023 | 23,764 | EUR (printed millions) | 114 / PDF 116 |
+| `a3_2_employment_income_euromod_2023` | 2023 | 228,596 | EUR (printed millions) | 114 / PDF 116 |
+| `a3_6_income_support_euromod_2023` | 2023 | 1,356 | EUR (printed millions) | 125 / PDF 127 |
+| `a3_6_income_support_elderly_euromod_2023` | 2023 | 0 | EUR (printed millions) | 125 / PDF 127 |
+| `a3_6_old_age_survivor_pension_euromod_2023` | 2023 | 62,827 | EUR (printed millions) | 127 / PDF 129 |
+| `a3_5_income_support_ratio_2021` | 2021 | 0.62 | ratio | 120 / PDF 122 |
+| `a3_5_unemployment_benefits_ratio_2021` | 2021 | 1.95 | ratio | 120 / PDF 122 |
+| `a3_2_employment_income_ratio_2021` | 2021 | 1.35 | ratio | 114 / PDF 116 |
+| `a3_4_capital_income_tax_ratio_2021` | 2021 | 0.40 | ratio | 118 / PDF 120 |
+| `a3_6_income_support_ratio_2021` | 2021 | 0.64 | ratio | 125 / PDF 127 |
+| `a3_6_income_support_elderly_ratio_2021` | 2021 | 0.00 | ratio | 125 / PDF 127 |
+| `a3_6_child_benefits_ratio_2021` | 2021 | 0.94 | ratio | 125 / PDF 127 |
+| `a3_6_unemployment_benefits_ratio_2021` | 2021 | 1.27 | ratio | 125 / PDF 127 |
+| `a3_1_self_employment_income_ratio_2022` | 2022 | 0.68 | ratio | 112 / PDF 114 |
+| `a3_5_income_support_ratio_2022` | 2022 | 0.66 | ratio | 120 / PDF 122 |
+| `a3_5_unemployment_benefits_ratio_2022` | 2022 | 2.37 | ratio | 120 / PDF 122 |
+| `a3_5_old_age_pension_ratio_2022` | 2022 | 1.00 | ratio | 120 / PDF 122 |
+| `a3_5_survivor_pension_ratio_2022` | 2022 | 1.00 | ratio | 120 / PDF 122 |
+| `a3_2_employment_income_ratio_2022` | 2022 | 1.31 | ratio | 114 / PDF 116 |
+| `a3_4_capital_income_tax_ratio_2022` | 2022 | 0.40 | ratio | 118 / PDF 120 |
+| `a3_6_income_support_ratio_2022` | 2022 | 0.69 | ratio | 125 / PDF 127 |
+| `a3_6_income_support_elderly_ratio_2022` | 2022 | 0.00 | ratio | 125 / PDF 127 |
+| `a3_6_child_benefits_ratio_2022` | 2022 | 0.93 | ratio | 125 / PDF 127 |
+| `a3_6_unemployment_benefits_ratio_2022` | 2022 | 1.65 | ratio | 125 / PDF 127 |
+| `a3_2_employment_income_ratio_2023` | 2023 | 1.30 | ratio | 114 / PDF 116 |
+| `a3_6_income_support_ratio_2023` | 2023 | 0.66 | ratio | 125 / PDF 127 |
+| `a3_6_income_support_elderly_ratio_2023` | 2023 | 0.00 | ratio | 125 / PDF 127 |
+| `a3_6_old_age_survivor_pension_ratio_2023` | 2023 | 0.97 | ratio | 127 / PDF 129 |
+
+## Blanks and exclusions
+
+- Every one of C2's 21 appended External facts and two appended SILC facts has
+  a nonblank same-period EUROMOD counterpart and a printed relevant ratio.
+  The documented missing-counterpart set is therefore empty.
+- A3.2 `yse` prints EUROMOD amounts of 20,965, 21,981, and 23,764 million for
+  2021–2023. Its External and ratio cells are `NaN` in every year, so only
+  the explicitly requested EUROMOD rows are present.
+- A3.5 `poa` and `psu` have blank External and External-ratio cells. Their
+  packaged 2022 comparators are SILC, and the printed EUROMOD/SILC ratios are
+  1.00.
+- A3.6 `bsaoa_s` EUROMOD cells are printed zeroes and its ratios are printed
+  `0.00`; these are values, not blanks.
+- A3.4 `tinkt_s` External and External-ratio cells are blank for 2023–2024.
+  The unpaired 2023/2024 EUROMOD cells are absent.
+- A3.5 `bsa_s` and `bun` External and External-ratio cells are blank for
+  2023–2024. Requested A3.6 rows have blank 2024 External/ratio cells.
+- A3.1 `yse` has a populated 2021 External cell, and A3.6
+  `il_ext_poapsu` has populated 2021/2022 External cells, but those periods
+  are not facts in the package. Under the same-period rule, this lane does not
+  expand their External scope; the requested combined-pension pair remains
+  2023 only.
+- No blank cell was converted to zero and no ratio was calculated from the
+  printed values.
+
+## Package structure and source boundary
+
+The 18 record sets separate recipient counts from annual amounts and also
+separate their ratios:
+
+- person/count records preserve the table's thousands with scale 1,000;
+- government/EUR records preserve the table's millions with scale 1,000,000;
+- person recipient-count ratios and government amount ratios use distinct
+  concepts so identically named `bsa_s` and `bun` metrics do not collide;
+- every EUROMOD and ratio row is a publisher model output and validation-only.
+
+Chronicle stores only JRC's published cells. It performs no aging, period
+alignment, target activation, support selection, or solver construction.
+
+## Validation commands and tails
+
+```sh
+.venv/bin/python -m chronicle.harness validate-package \
+  jrc-euromod-be-baseline-statistics-2025 --year 2025
+
+JRC_C4_SUITE_DIR=$(mktemp -d /tmp/chronicle-c4-jrc.XXXXXX)
+.venv/bin/python -m chronicle.harness build-suite \
+  jrc-euromod-be-baseline-statistics-2025 --year 2025 \
+  --out "$JRC_C4_SUITE_DIR" --replace
+.venv/bin/python -m chronicle.harness validate-source-rows \
+  --input "$JRC_C4_SUITE_DIR/source_rows.jsonl"
+.venv/bin/python -m chronicle.harness validate-source-cells \
+  --input "$JRC_C4_SUITE_DIR/source_cells.jsonl"
+.venv/bin/python -m chronicle.harness validate-facts \
+  --input "$JRC_C4_SUITE_DIR/facts.jsonl"
+
+.venv/bin/python -m pytest -q tests/test_belgium_targets.py
+.venv/bin/python -m pytest -q
+git diff --check
+```
+
+| Check | Tail / result |
+|---|---|
+| `validate-package` | valid; 18 record sets, 90 selected rows, 18 measures, 90 source records, 18 source regions; 0 errors, 0 warnings |
+| `build-suite` | valid; 90 source rows, 637 source cells, 90 facts, 90 consumer facts, 180 constraints, lineage 1.0, 0 acceptance errors |
+| source-row validator | valid; 90 rows; 0 errors, 0 warnings |
+| source-cell validator | valid; 637 cells; 0 errors, 0 warnings |
+| fact validator | valid; 90 facts; 25 administrative, 63 model-output, 2 survey-aggregate; 0 errors, 0 warnings |
+| Belgium tests | 13 passed; 12 warnings |
+| repository tests | 693 passed, 1 skipped, 14 warnings in 1,056.53s (0:17:36) |
+| `git diff --check` | clean |
+
+The build acceptance report has the expected single nonfatal
+`concept_alignment_validation_skipped` warning because no Axiom CLI command
+is configured. Evidence presence, row semantics, artifact R2 declaration,
+selectors, lineage, and all other acceptance checks pass.
+
+## Commit list
+
+| Commit | Purpose |
+|---|---|
+| `b12bfde` | Branch base: merge PR #190, including C2 |
+| `7a110c8` | Append JRC model/ratio cells, extend selectors/tests, and add the initial report |
+| local report-only follow-up, `Finalize Lane C4 validation report` | Record the final 693-test pass and clean-diff audit |
+
+No push, stash operation, R2 upload, or network access was performed by this
+Codex session. During the final audit, both the local branch and the
+`origin/jrc-euromod-columns` remote-tracking ref already pointed to `7a110c8`;
+the report-only follow-up remains local.
+
+LANE C4 DONE
diff --git a/db/data/jrc/euromod_be_baseline_statistics_2025/jrc_euromod_be_baseline_statistics_2025.csv b/db/data/jrc/euromod_be_baseline_statistics_2025/jrc_euromod_be_baseline_statistics_2025.csv
index 5359c8b..4757224 100644
--- a/db/data/jrc/euromod_be_baseline_statistics_2025/jrc_euromod_be_baseline_statistics_2025.csv
+++ b/db/data/jrc/euromod_be_baseline_statistics_2025/jrc_euromod_be_baseline_statistics_2025.csv
@@ -40,3 +40,52 @@ a3_2_employment_income_external_2023,2023,employment_income_yem,external,A3.2,ht
 a3_6_old_age_survivor_pension_external_2023,2023,old_age_survivor_pension_il_ext_poapsu,external,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,64443
 a3_6_income_support_external_2023,2023,income_support_bsa_s,external,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,2049
 a3_6_income_support_elderly_external_2023,2023,income_support_elderly_bsaoa_s,external,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,941
+a3_5_income_support_euromod_2021,2021,income_support_bsa_s,euromod,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,133
+a3_5_unemployment_benefits_euromod_2021,2021,unemployment_benefits_bun,euromod,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1930
+a3_1_self_employment_income_euromod_2022,2022,self_employment_income_yse,euromod,A3.1,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,851
+a3_5_income_support_euromod_2022,2022,income_support_bsa_s,euromod,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,159
+a3_5_unemployment_benefits_euromod_2022,2022,unemployment_benefits_bun,euromod,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1930
+a3_5_old_age_pension_euromod_2022,2022,old_age_pension_poa,euromod,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,2273
+a3_5_survivor_pension_euromod_2022,2022,survivor_pension_psu,euromod,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,79
+a3_2_self_employment_income_euromod_2021,2021,self_employment_income_yse,euromod,A3.2,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,20965
+a3_2_employment_income_euromod_2021,2021,employment_income_yem,euromod,A3.2,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,197874
+a3_4_capital_income_tax_euromod_2021,2021,capital_income_tax_tinkt_s,euromod,A3.4,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1412
+a3_6_income_support_euromod_2021,2021,income_support_bsa_s,euromod,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1055
+a3_6_income_support_elderly_euromod_2021,2021,income_support_elderly_bsaoa_s,euromod,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0
+a3_6_child_benefits_euromod_2021,2021,child_benefits_bch_s,euromod,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,6885
+a3_6_unemployment_benefits_euromod_2021,2021,unemployment_benefits_bun,euromod,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,10416
+a3_2_self_employment_income_euromod_2022,2022,self_employment_income_yse,euromod,A3.2,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,21981
+a3_2_employment_income_euromod_2022,2022,employment_income_yem,euromod,A3.2,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,212332
+a3_4_capital_income_tax_euromod_2022,2022,capital_income_tax_tinkt_s,euromod,A3.4,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1646
+a3_6_income_support_euromod_2022,2022,income_support_bsa_s,euromod,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1242
+a3_6_income_support_elderly_euromod_2022,2022,income_support_elderly_bsaoa_s,euromod,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0
+a3_6_child_benefits_euromod_2022,2022,child_benefits_bch_s,euromod,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,7160
+a3_6_unemployment_benefits_euromod_2022,2022,unemployment_benefits_bun,euromod,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,11010
+a3_2_self_employment_income_euromod_2023,2023,self_employment_income_yse,euromod,A3.2,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,23764
+a3_2_employment_income_euromod_2023,2023,employment_income_yem,euromod,A3.2,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,228596
+a3_6_income_support_euromod_2023,2023,income_support_bsa_s,euromod,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1356
+a3_6_income_support_elderly_euromod_2023,2023,income_support_elderly_bsaoa_s,euromod,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0
+a3_6_old_age_survivor_pension_euromod_2023,2023,old_age_survivor_pension_il_ext_poapsu,euromod,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,62827
+a3_5_income_support_ratio_2021,2021,income_support_bsa_s,ratio,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.62
+a3_5_unemployment_benefits_ratio_2021,2021,unemployment_benefits_bun,ratio,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1.95
+a3_2_employment_income_ratio_2021,2021,employment_income_yem,ratio,A3.2,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1.35
+a3_4_capital_income_tax_ratio_2021,2021,capital_income_tax_tinkt_s,ratio,A3.4,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.40
+a3_6_income_support_ratio_2021,2021,income_support_bsa_s,ratio,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.64
+a3_6_income_support_elderly_ratio_2021,2021,income_support_elderly_bsaoa_s,ratio,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.00
+a3_6_child_benefits_ratio_2021,2021,child_benefits_bch_s,ratio,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.94
+a3_6_unemployment_benefits_ratio_2021,2021,unemployment_benefits_bun,ratio,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1.27
+a3_1_self_employment_income_ratio_2022,2022,self_employment_income_yse,ratio,A3.1,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.68
+a3_5_income_support_ratio_2022,2022,income_support_bsa_s,ratio,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.66
+a3_5_unemployment_benefits_ratio_2022,2022,unemployment_benefits_bun,ratio,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,2.37
+a3_5_old_age_pension_ratio_2022,2022,old_age_pension_poa,ratio,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1.00
+a3_5_survivor_pension_ratio_2022,2022,survivor_pension_psu,ratio,A3.5,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1.00
+a3_2_employment_income_ratio_2022,2022,employment_income_yem,ratio,A3.2,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1.31
+a3_4_capital_income_tax_ratio_2022,2022,capital_income_tax_tinkt_s,ratio,A3.4,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.40
+a3_6_income_support_ratio_2022,2022,income_support_bsa_s,ratio,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.69
+a3_6_income_support_elderly_ratio_2022,2022,income_support_elderly_bsaoa_s,ratio,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.00
+a3_6_child_benefits_ratio_2022,2022,child_benefits_bch_s,ratio,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.93
+a3_6_unemployment_benefits_ratio_2022,2022,unemployment_benefits_bun,ratio,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1.65
+a3_2_employment_income_ratio_2023,2023,employment_income_yem,ratio,A3.2,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,1.30
+a3_6_income_support_ratio_2023,2023,income_support_bsa_s,ratio,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.66
+a3_6_income_support_elderly_ratio_2023,2023,income_support_elderly_bsaoa_s,ratio,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.00
+a3_6_old_age_survivor_pension_ratio_2023,2023,old_age_survivor_pension_il_ext_poapsu,ratio,A3.6,https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf,0.97
diff --git a/db/data/jrc/euromod_be_baseline_statistics_2025/manifest.yaml b/db/data/jrc/euromod_be_baseline_statistics_2025/manifest.yaml
index a0ae171..42c5c0b 100644
--- a/db/data/jrc/euromod_be_baseline_statistics_2025/manifest.yaml
+++ b/db/data/jrc/euromod_be_baseline_statistics_2025/manifest.yaml
@@ -8,14 +8,14 @@ files:
     filename: jrc_euromod_be_baseline_statistics_2025.csv
     source_url: https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf
     source_table: EUROMOD Country Report Belgium 2025 validation tables
-    sha256: 2ef69251a72caaab042706c77143fa4f86dde2f800747ebb421b5f7b9a45e394
-    size_bytes: 6956
+    sha256: 1258dc2a6dd76d3fcf5895c62d36229c03b9cc1c8fac5be49619cf7adbc1496d
+    size_bytes: 15198
     storage:
       r2:
         provider: r2
         bucket: ledger-raw
-        key: raw/belgium/jrc-euromod-be-baseline-statistics-2025/2025/2ef69251a72caaab042706c77143fa4f86dde2f800747ebb421b5f7b9a45e394/jrc_euromod_be_baseline_statistics_2025.csv
-        uri: r2://ledger-raw/raw/belgium/jrc-euromod-be-baseline-statistics-2025/2025/2ef69251a72caaab042706c77143fa4f86dde2f800747ebb421b5f7b9a45e394/jrc_euromod_be_baseline_statistics_2025.csv
+        key: raw/belgium/jrc-euromod-be-baseline-statistics-2025/2025/1258dc2a6dd76d3fcf5895c62d36229c03b9cc1c8fac5be49619cf7adbc1496d/jrc_euromod_be_baseline_statistics_2025.csv
+        uri: r2://ledger-raw/raw/belgium/jrc-euromod-be-baseline-statistics-2025/2025/1258dc2a6dd76d3fcf5895c62d36229c03b9cc1c8fac5be49619cf7adbc1496d/jrc_euromod_be_baseline_statistics_2025.csv
     source_urls:
     - https://euromod-web.jrc.ec.europa.eu/resources/country-reports
     - https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf
@@ -23,4 +23,6 @@ files:
       Curated comparator rows from Annex 3 validation tables in the 2025
       EUROMOD Country Report for Belgium. Each row carries the report PDF URL;
       publisher periods are preserved exactly, including the administrative
-      External series ending in 2023.
+      External series ending in 2023. Annex 3 EUROMOD model outputs and only
+      the ratios printed for their External or SILC comparators are retained
+      as validation-only facts; blank comparator cells are not filled.
diff --git a/packages/jrc/euromod_be_baseline_statistics_2025/source_package.yaml b/packages/jrc/euromod_be_baseline_statistics_2025/source_package.yaml
index 66400d2..675ac1a 100644
--- a/packages/jrc/euromod_be_baseline_statistics_2025/source_package.yaml
+++ b/packages/jrc/euromod_be_baseline_statistics_2025/source_package.yaml
@@ -103,6 +103,96 @@ record_sets:
       operator: ==
       value: euromod
       label: Validation series
+  - value_id: a3_2_self_employment_income_euromod_2023
+    label: A3.2 self-employment income EUROMOD amount 2023
+    ordinal: 4
+    row_number: 64
+    expected_row_header_column: A
+    expected_row_header: a3_2_self_employment_income_euromod_2023
+    filters:
+      validation.metric: self_employment_income_yse
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: self_employment_income_yse
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_2_employment_income_euromod_2023
+    label: A3.2 employment income EUROMOD amount 2023
+    ordinal: 5
+    row_number: 65
+    expected_row_header_column: A
+    expected_row_header: a3_2_employment_income_euromod_2023
+    filters:
+      validation.metric: employment_income_yem
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: employment_income_yem
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_6_income_support_euromod_2023
+    label: A3.6 income support EUROMOD amount 2023
+    ordinal: 6
+    row_number: 66
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_euromod_2023
+    filters:
+      validation.metric: income_support_bsa_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_bsa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_6_income_support_elderly_euromod_2023
+    label: A3.6 elderly income support EUROMOD amount 2023
+    ordinal: 7
+    row_number: 67
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_elderly_euromod_2023
+    filters:
+      validation.metric: income_support_elderly_bsaoa_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_elderly_bsaoa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_6_old_age_survivor_pension_euromod_2023
+    label: A3.6 old-age and survivor pension EUROMOD amount 2023
+    ordinal: 8
+    row_number: 68
+    expected_row_header_column: A
+    expected_row_header: a3_6_old_age_survivor_pension_euromod_2023
+    filters:
+      validation.metric: old_age_survivor_pension_il_ext_poapsu
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: old_age_survivor_pension_il_ext_poapsu
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
   measures:
   - measure_id: value
     label: Validation table value
@@ -210,6 +300,78 @@ record_sets:
       operator: ==
       value: ratio
       label: Validation series
+  - value_id: a3_2_employment_income_ratio_2023
+    label: A3.2 employment income external ratio 2023
+    ordinal: 4
+    row_number: 88
+    expected_row_header_column: A
+    expected_row_header: a3_2_employment_income_ratio_2023
+    filters:
+      validation.metric: employment_income_yem
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: employment_income_yem
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_6_income_support_ratio_2023
+    label: A3.6 income support external ratio 2023
+    ordinal: 5
+    row_number: 89
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_ratio_2023
+    filters:
+      validation.metric: income_support_bsa_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_bsa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_6_income_support_elderly_ratio_2023
+    label: A3.6 elderly income support external ratio 2023
+    ordinal: 6
+    row_number: 90
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_elderly_ratio_2023
+    filters:
+      validation.metric: income_support_elderly_bsaoa_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_elderly_bsaoa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_6_old_age_survivor_pension_ratio_2023
+    label: A3.6 old-age and survivor pension external ratio 2023
+    ordinal: 7
+    row_number: 91
+    expected_row_header_column: A
+    expected_row_header: a3_6_old_age_survivor_pension_ratio_2023
+    filters:
+      validation.metric: old_age_survivor_pension_il_ext_poapsu
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: old_age_survivor_pension_il_ext_poapsu
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
   measures:
   - measure_id: value
     label: Validation table value
@@ -1160,3 +1322,1003 @@ record_sets:
     aggregation: sum
     value_scale: 1
     expected_cell_type: number
+- record_set_id: jrc.euromod_be.cy2021.macrovalidation.euromod_recipient_counts
+  provenance_class: model_output
+  record_set_spec_id: jrc.euromod_be.macrovalidation.euromod_recipient_counts.cy2021.v1
+  source_record_id_prefix: jrc.euromod_be.cy2021.macrovalidation.euromod_recipient_counts
+  sheet_name: jrc_euromod_be_baseline_statistics_2025
+  period_type: calendar_year
+  period: 2021
+  geography_id: BE
+  geography_level: country
+  geography_name: Belgium
+  geography_vintage: current
+  entity: person
+  entity_role: validation_comparator
+  domain: euromod_be_macrovalidation
+  groupby_dimension: validation.metric_series
+  rows:
+  - value_id: a3_5_income_support_euromod_2021
+    label: A3.5 income support EUROMOD recipients 2021
+    ordinal: 0
+    row_number: 43
+    expected_row_header_column: A
+    expected_row_header: a3_5_income_support_euromod_2021
+    filters:
+      validation.metric: income_support_bsa_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_bsa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_5_unemployment_benefits_euromod_2021
+    label: A3.5 unemployment benefits EUROMOD recipients 2021
+    ordinal: 1
+    row_number: 44
+    expected_row_header_column: A
+    expected_row_header: a3_5_unemployment_benefits_euromod_2021
+    filters:
+      validation.metric: unemployment_benefits_bun
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: unemployment_benefits_bun
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  measures:
+  - measure_id: value
+    label: EUROMOD recipient count
+    ordinal: 0
+    column: G
+    source_column_id: value
+    expected_column_header_row: 1
+    expected_column_header: value
+    concept: euromod_be.macrovalidation_recipient_count
+    source_concept: jrc.euromod_be.validation_table_value
+    concept_relation: source_label
+    concept_authority: jrc
+    concept_evidence_url: https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf
+    concept_evidence_notes: >-
+      JRC Annex 3 Table A3.5, report page 120 (PDF page 122), publishes EUROMOD recipient counts in thousands. These are model outputs and validation-only.
+    unit: count
+    aggregation: sum
+    value_scale: 1000
+    expected_cell_type: number
+- record_set_id: jrc.euromod_be.cy2022.macrovalidation.euromod_recipient_counts
+  provenance_class: model_output
+  record_set_spec_id: jrc.euromod_be.macrovalidation.euromod_recipient_counts.cy2022.v1
+  source_record_id_prefix: jrc.euromod_be.cy2022.macrovalidation.euromod_recipient_counts
+  sheet_name: jrc_euromod_be_baseline_statistics_2025
+  period_type: calendar_year
+  period: 2022
+  geography_id: BE
+  geography_level: country
+  geography_name: Belgium
+  geography_vintage: current
+  entity: person
+  entity_role: validation_comparator
+  domain: euromod_be_macrovalidation
+  groupby_dimension: validation.metric_series
+  rows:
+  - value_id: a3_1_self_employment_income_euromod_2022
+    label: A3.1 self-employment income EUROMOD recipients 2022
+    ordinal: 0
+    row_number: 45
+    expected_row_header_column: A
+    expected_row_header: a3_1_self_employment_income_euromod_2022
+    filters:
+      validation.metric: self_employment_income_yse
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: self_employment_income_yse
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_5_income_support_euromod_2022
+    label: A3.5 income support EUROMOD recipients 2022
+    ordinal: 1
+    row_number: 46
+    expected_row_header_column: A
+    expected_row_header: a3_5_income_support_euromod_2022
+    filters:
+      validation.metric: income_support_bsa_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_bsa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_5_unemployment_benefits_euromod_2022
+    label: A3.5 unemployment benefits EUROMOD recipients 2022
+    ordinal: 2
+    row_number: 47
+    expected_row_header_column: A
+    expected_row_header: a3_5_unemployment_benefits_euromod_2022
+    filters:
+      validation.metric: unemployment_benefits_bun
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: unemployment_benefits_bun
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_5_old_age_pension_euromod_2022
+    label: A3.5 old-age pension EUROMOD recipients 2022
+    ordinal: 3
+    row_number: 48
+    expected_row_header_column: A
+    expected_row_header: a3_5_old_age_pension_euromod_2022
+    filters:
+      validation.metric: old_age_pension_poa
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: old_age_pension_poa
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_5_survivor_pension_euromod_2022
+    label: A3.5 survivor pension EUROMOD recipients 2022
+    ordinal: 4
+    row_number: 49
+    expected_row_header_column: A
+    expected_row_header: a3_5_survivor_pension_euromod_2022
+    filters:
+      validation.metric: survivor_pension_psu
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: survivor_pension_psu
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  measures:
+  - measure_id: value
+    label: EUROMOD recipient count
+    ordinal: 0
+    column: G
+    source_column_id: value
+    expected_column_header_row: 1
+    expected_column_header: value
+    concept: euromod_be.macrovalidation_recipient_count
+    source_concept: jrc.euromod_be.validation_table_value
+    concept_relation: source_label
+    concept_authority: jrc
+    concept_evidence_url: https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf
+    concept_evidence_notes: >-
+      JRC Annex 3 Tables A3.1 and A3.5, report pages 112 and 120 (PDF pages 114 and 122), publish EUROMOD recipient counts in thousands. These are model outputs and validation-only.
+    unit: count
+    aggregation: sum
+    value_scale: 1000
+    expected_cell_type: number
+- record_set_id: jrc.euromod_be.cy2021.macrovalidation.recipient_count_ratios
+  provenance_class: model_output
+  record_set_spec_id: jrc.euromod_be.macrovalidation.recipient_count_ratios.cy2021.v1
+  source_record_id_prefix: jrc.euromod_be.cy2021.macrovalidation.recipient_count_ratios
+  sheet_name: jrc_euromod_be_baseline_statistics_2025
+  period_type: calendar_year
+  period: 2021
+  geography_id: BE
+  geography_level: country
+  geography_name: Belgium
+  geography_vintage: current
+  entity: person
+  entity_role: validation_comparator
+  domain: euromod_be_macrovalidation
+  groupby_dimension: validation.metric_series
+  rows:
+  - value_id: a3_5_income_support_ratio_2021
+    label: A3.5 income support External ratio 2021
+    ordinal: 0
+    row_number: 69
+    expected_row_header_column: A
+    expected_row_header: a3_5_income_support_ratio_2021
+    filters:
+      validation.metric: income_support_bsa_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_bsa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_5_unemployment_benefits_ratio_2021
+    label: A3.5 unemployment benefits External ratio 2021
+    ordinal: 1
+    row_number: 70
+    expected_row_header_column: A
+    expected_row_header: a3_5_unemployment_benefits_ratio_2021
+    filters:
+      validation.metric: unemployment_benefits_bun
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: unemployment_benefits_bun
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  measures:
+  - measure_id: value
+    label: EUROMOD to External recipient-count ratio
+    ordinal: 0
+    column: G
+    source_column_id: value
+    expected_column_header_row: 1
+    expected_column_header: value
+    concept: euromod_be.macrovalidation_recipient_count_ratio
+    source_concept: jrc.euromod_be.validation_table_value
+    concept_relation: source_label
+    concept_authority: jrc
+    concept_evidence_url: https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf
+    concept_evidence_notes: >-
+      JRC Annex 3 Table A3.5, report page 120 (PDF page 122), prints the EUROMOD-to-External recipient-count ratios. These are model outputs and validation-only.
+    unit: ratio
+    aggregation: sum
+    value_scale: 1
+    expected_cell_type: number
+- record_set_id: jrc.euromod_be.cy2022.macrovalidation.recipient_count_ratios
+  provenance_class: model_output
+  record_set_spec_id: jrc.euromod_be.macrovalidation.recipient_count_ratios.cy2022.v1
+  source_record_id_prefix: jrc.euromod_be.cy2022.macrovalidation.recipient_count_ratios
+  sheet_name: jrc_euromod_be_baseline_statistics_2025
+  period_type: calendar_year
+  period: 2022
+  geography_id: BE
+  geography_level: country
+  geography_name: Belgium
+  geography_vintage: current
+  entity: person
+  entity_role: validation_comparator
+  domain: euromod_be_macrovalidation
+  groupby_dimension: validation.metric_series
+  rows:
+  - value_id: a3_1_self_employment_income_ratio_2022
+    label: A3.1 self-employment income External ratio 2022
+    ordinal: 0
+    row_number: 77
+    expected_row_header_column: A
+    expected_row_header: a3_1_self_employment_income_ratio_2022
+    filters:
+      validation.metric: self_employment_income_yse
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: self_employment_income_yse
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_5_income_support_ratio_2022
+    label: A3.5 income support External ratio 2022
+    ordinal: 1
+    row_number: 78
+    expected_row_header_column: A
+    expected_row_header: a3_5_income_support_ratio_2022
+    filters:
+      validation.metric: income_support_bsa_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_bsa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_5_unemployment_benefits_ratio_2022
+    label: A3.5 unemployment benefits External ratio 2022
+    ordinal: 2
+    row_number: 79
+    expected_row_header_column: A
+    expected_row_header: a3_5_unemployment_benefits_ratio_2022
+    filters:
+      validation.metric: unemployment_benefits_bun
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: unemployment_benefits_bun
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_5_old_age_pension_ratio_2022
+    label: A3.5 old-age pension SILC ratio 2022
+    ordinal: 3
+    row_number: 80
+    expected_row_header_column: A
+    expected_row_header: a3_5_old_age_pension_ratio_2022
+    filters:
+      validation.metric: old_age_pension_poa
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: old_age_pension_poa
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_5_survivor_pension_ratio_2022
+    label: A3.5 survivor pension SILC ratio 2022
+    ordinal: 4
+    row_number: 81
+    expected_row_header_column: A
+    expected_row_header: a3_5_survivor_pension_ratio_2022
+    filters:
+      validation.metric: survivor_pension_psu
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: survivor_pension_psu
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  measures:
+  - measure_id: value
+    label: EUROMOD recipient-count comparator ratio
+    ordinal: 0
+    column: G
+    source_column_id: value
+    expected_column_header_row: 1
+    expected_column_header: value
+    concept: euromod_be.macrovalidation_recipient_count_ratio
+    source_concept: jrc.euromod_be.validation_table_value
+    concept_relation: source_label
+    concept_authority: jrc
+    concept_evidence_url: https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf
+    concept_evidence_notes: >-
+      JRC Annex 3 Tables A3.1 and A3.5, report pages 112 and 120 (PDF pages 114 and 122), print EUROMOD-to-External ratios and, for poa and psu, EUROMOD-to-SILC ratios. These are model outputs and validation-only.
+    unit: ratio
+    aggregation: sum
+    value_scale: 1
+    expected_cell_type: number
+- record_set_id: jrc.euromod_be.cy2021.macrovalidation.euromod_amounts
+  provenance_class: model_output
+  record_set_spec_id: jrc.euromod_be.macrovalidation.euromod_amounts.cy2021.v1
+  source_record_id_prefix: jrc.euromod_be.cy2021.macrovalidation.euromod_amounts
+  sheet_name: jrc_euromod_be_baseline_statistics_2025
+  period_type: calendar_year
+  period: 2021
+  geography_id: BE
+  geography_level: country
+  geography_name: Belgium
+  geography_vintage: current
+  entity: government
+  entity_role: validation_comparator
+  domain: euromod_be_macrovalidation
+  groupby_dimension: validation.metric_series
+  rows:
+  - value_id: a3_2_self_employment_income_euromod_2021
+    label: A3.2 self-employment income EUROMOD amount 2021
+    ordinal: 0
+    row_number: 50
+    expected_row_header_column: A
+    expected_row_header: a3_2_self_employment_income_euromod_2021
+    filters:
+      validation.metric: self_employment_income_yse
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: self_employment_income_yse
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_2_employment_income_euromod_2021
+    label: A3.2 employment income EUROMOD amount 2021
+    ordinal: 1
+    row_number: 51
+    expected_row_header_column: A
+    expected_row_header: a3_2_employment_income_euromod_2021
+    filters:
+      validation.metric: employment_income_yem
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: employment_income_yem
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_4_capital_income_tax_euromod_2021
+    label: A3.4 capital income tax EUROMOD amount 2021
+    ordinal: 2
+    row_number: 52
+    expected_row_header_column: A
+    expected_row_header: a3_4_capital_income_tax_euromod_2021
+    filters:
+      validation.metric: capital_income_tax_tinkt_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: capital_income_tax_tinkt_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_6_income_support_euromod_2021
+    label: A3.6 income support EUROMOD amount 2021
+    ordinal: 3
+    row_number: 53
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_euromod_2021
+    filters:
+      validation.metric: income_support_bsa_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_bsa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_6_income_support_elderly_euromod_2021
+    label: A3.6 elderly income support EUROMOD amount 2021
+    ordinal: 4
+    row_number: 54
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_elderly_euromod_2021
+    filters:
+      validation.metric: income_support_elderly_bsaoa_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_elderly_bsaoa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_6_child_benefits_euromod_2021
+    label: A3.6 child benefits EUROMOD amount 2021
+    ordinal: 5
+    row_number: 55
+    expected_row_header_column: A
+    expected_row_header: a3_6_child_benefits_euromod_2021
+    filters:
+      validation.metric: child_benefits_bch_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: child_benefits_bch_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_6_unemployment_benefits_euromod_2021
+    label: A3.6 unemployment benefits EUROMOD amount 2021
+    ordinal: 6
+    row_number: 56
+    expected_row_header_column: A
+    expected_row_header: a3_6_unemployment_benefits_euromod_2021
+    filters:
+      validation.metric: unemployment_benefits_bun
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: unemployment_benefits_bun
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  measures:
+  - measure_id: value
+    label: EUROMOD annual amount
+    ordinal: 0
+    column: G
+    source_column_id: value
+    expected_column_header_row: 1
+    expected_column_header: value
+    concept: euromod_be.macrovalidation_amount
+    source_concept: jrc.euromod_be.validation_table_value
+    concept_relation: source_label
+    concept_authority: jrc
+    concept_evidence_url: https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf
+    concept_evidence_notes: >-
+      JRC Annex 3 Tables A3.2, A3.4, and A3.6, report pages 114, 118, and 125 (PDF pages 116, 120, and 127), publish EUROMOD annual amounts in EUR millions. These are model outputs and validation-only.
+    unit: eur
+    aggregation: sum
+    value_scale: 1000000
+    expected_cell_type: number
+- record_set_id: jrc.euromod_be.cy2022.macrovalidation.euromod_amounts
+  provenance_class: model_output
+  record_set_spec_id: jrc.euromod_be.macrovalidation.euromod_amounts.cy2022.v1
+  source_record_id_prefix: jrc.euromod_be.cy2022.macrovalidation.euromod_amounts
+  sheet_name: jrc_euromod_be_baseline_statistics_2025
+  period_type: calendar_year
+  period: 2022
+  geography_id: BE
+  geography_level: country
+  geography_name: Belgium
+  geography_vintage: current
+  entity: government
+  entity_role: validation_comparator
+  domain: euromod_be_macrovalidation
+  groupby_dimension: validation.metric_series
+  rows:
+  - value_id: a3_2_self_employment_income_euromod_2022
+    label: A3.2 self-employment income EUROMOD amount 2022
+    ordinal: 0
+    row_number: 57
+    expected_row_header_column: A
+    expected_row_header: a3_2_self_employment_income_euromod_2022
+    filters:
+      validation.metric: self_employment_income_yse
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: self_employment_income_yse
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_2_employment_income_euromod_2022
+    label: A3.2 employment income EUROMOD amount 2022
+    ordinal: 1
+    row_number: 58
+    expected_row_header_column: A
+    expected_row_header: a3_2_employment_income_euromod_2022
+    filters:
+      validation.metric: employment_income_yem
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: employment_income_yem
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_4_capital_income_tax_euromod_2022
+    label: A3.4 capital income tax EUROMOD amount 2022
+    ordinal: 2
+    row_number: 59
+    expected_row_header_column: A
+    expected_row_header: a3_4_capital_income_tax_euromod_2022
+    filters:
+      validation.metric: capital_income_tax_tinkt_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: capital_income_tax_tinkt_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_6_income_support_euromod_2022
+    label: A3.6 income support EUROMOD amount 2022
+    ordinal: 3
+    row_number: 60
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_euromod_2022
+    filters:
+      validation.metric: income_support_bsa_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_bsa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_6_income_support_elderly_euromod_2022
+    label: A3.6 elderly income support EUROMOD amount 2022
+    ordinal: 4
+    row_number: 61
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_elderly_euromod_2022
+    filters:
+      validation.metric: income_support_elderly_bsaoa_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_elderly_bsaoa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_6_child_benefits_euromod_2022
+    label: A3.6 child benefits EUROMOD amount 2022
+    ordinal: 5
+    row_number: 62
+    expected_row_header_column: A
+    expected_row_header: a3_6_child_benefits_euromod_2022
+    filters:
+      validation.metric: child_benefits_bch_s
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: child_benefits_bch_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  - value_id: a3_6_unemployment_benefits_euromod_2022
+    label: A3.6 unemployment benefits EUROMOD amount 2022
+    ordinal: 6
+    row_number: 63
+    expected_row_header_column: A
+    expected_row_header: a3_6_unemployment_benefits_euromod_2022
+    filters:
+      validation.metric: unemployment_benefits_bun
+      validation.series: euromod
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: unemployment_benefits_bun
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: euromod
+      label: Validation series
+  measures:
+  - measure_id: value
+    label: EUROMOD annual amount
+    ordinal: 0
+    column: G
+    source_column_id: value
+    expected_column_header_row: 1
+    expected_column_header: value
+    concept: euromod_be.macrovalidation_amount
+    source_concept: jrc.euromod_be.validation_table_value
+    concept_relation: source_label
+    concept_authority: jrc
+    concept_evidence_url: https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf
+    concept_evidence_notes: >-
+      JRC Annex 3 Tables A3.2, A3.4, and A3.6, report pages 114, 118, and 125 (PDF pages 116, 120, and 127), publish EUROMOD annual amounts in EUR millions. These are model outputs and validation-only.
+    unit: eur
+    aggregation: sum
+    value_scale: 1000000
+    expected_cell_type: number
+- record_set_id: jrc.euromod_be.cy2021.macrovalidation.amount_ratios
+  provenance_class: model_output
+  record_set_spec_id: jrc.euromod_be.macrovalidation.amount_ratios.cy2021.v1
+  source_record_id_prefix: jrc.euromod_be.cy2021.macrovalidation.amount_ratios
+  sheet_name: jrc_euromod_be_baseline_statistics_2025
+  period_type: calendar_year
+  period: 2021
+  geography_id: BE
+  geography_level: country
+  geography_name: Belgium
+  geography_vintage: current
+  entity: government
+  entity_role: validation_comparator
+  domain: euromod_be_macrovalidation
+  groupby_dimension: validation.metric_series
+  rows:
+  - value_id: a3_2_employment_income_ratio_2021
+    label: A3.2 employment income External ratio 2021
+    ordinal: 0
+    row_number: 71
+    expected_row_header_column: A
+    expected_row_header: a3_2_employment_income_ratio_2021
+    filters:
+      validation.metric: employment_income_yem
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: employment_income_yem
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_4_capital_income_tax_ratio_2021
+    label: A3.4 capital income tax External ratio 2021
+    ordinal: 1
+    row_number: 72
+    expected_row_header_column: A
+    expected_row_header: a3_4_capital_income_tax_ratio_2021
+    filters:
+      validation.metric: capital_income_tax_tinkt_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: capital_income_tax_tinkt_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_6_income_support_ratio_2021
+    label: A3.6 income support External ratio 2021
+    ordinal: 2
+    row_number: 73
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_ratio_2021
+    filters:
+      validation.metric: income_support_bsa_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_bsa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_6_income_support_elderly_ratio_2021
+    label: A3.6 elderly income support External ratio 2021
+    ordinal: 3
+    row_number: 74
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_elderly_ratio_2021
+    filters:
+      validation.metric: income_support_elderly_bsaoa_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_elderly_bsaoa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_6_child_benefits_ratio_2021
+    label: A3.6 child benefits External ratio 2021
+    ordinal: 4
+    row_number: 75
+    expected_row_header_column: A
+    expected_row_header: a3_6_child_benefits_ratio_2021
+    filters:
+      validation.metric: child_benefits_bch_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: child_benefits_bch_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_6_unemployment_benefits_ratio_2021
+    label: A3.6 unemployment benefits External ratio 2021
+    ordinal: 5
+    row_number: 76
+    expected_row_header_column: A
+    expected_row_header: a3_6_unemployment_benefits_ratio_2021
+    filters:
+      validation.metric: unemployment_benefits_bun
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: unemployment_benefits_bun
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  measures:
+  - measure_id: value
+    label: EUROMOD to External annual-amount ratio
+    ordinal: 0
+    column: G
+    source_column_id: value
+    expected_column_header_row: 1
+    expected_column_header: value
+    concept: euromod_be.macrovalidation_ratio
+    source_concept: jrc.euromod_be.validation_table_value
+    concept_relation: source_label
+    concept_authority: jrc
+    concept_evidence_url: https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf
+    concept_evidence_notes: >-
+      JRC Annex 3 Tables A3.2, A3.4, and A3.6, report pages 114, 118, and 125 (PDF pages 116, 120, and 127), print EUROMOD-to-External annual-amount ratios. These are model outputs and validation-only.
+    unit: ratio
+    aggregation: sum
+    value_scale: 1
+    expected_cell_type: number
+- record_set_id: jrc.euromod_be.cy2022.macrovalidation.amount_ratios
+  provenance_class: model_output
+  record_set_spec_id: jrc.euromod_be.macrovalidation.amount_ratios.cy2022.v1
+  source_record_id_prefix: jrc.euromod_be.cy2022.macrovalidation.amount_ratios
+  sheet_name: jrc_euromod_be_baseline_statistics_2025
+  period_type: calendar_year
+  period: 2022
+  geography_id: BE
+  geography_level: country
+  geography_name: Belgium
+  geography_vintage: current
+  entity: government
+  entity_role: validation_comparator
+  domain: euromod_be_macrovalidation
+  groupby_dimension: validation.metric_series
+  rows:
+  - value_id: a3_2_employment_income_ratio_2022
+    label: A3.2 employment income External ratio 2022
+    ordinal: 0
+    row_number: 82
+    expected_row_header_column: A
+    expected_row_header: a3_2_employment_income_ratio_2022
+    filters:
+      validation.metric: employment_income_yem
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: employment_income_yem
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_4_capital_income_tax_ratio_2022
+    label: A3.4 capital income tax External ratio 2022
+    ordinal: 1
+    row_number: 83
+    expected_row_header_column: A
+    expected_row_header: a3_4_capital_income_tax_ratio_2022
+    filters:
+      validation.metric: capital_income_tax_tinkt_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: capital_income_tax_tinkt_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_6_income_support_ratio_2022
+    label: A3.6 income support External ratio 2022
+    ordinal: 2
+    row_number: 84
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_ratio_2022
+    filters:
+      validation.metric: income_support_bsa_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_bsa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_6_income_support_elderly_ratio_2022
+    label: A3.6 elderly income support External ratio 2022
+    ordinal: 3
+    row_number: 85
+    expected_row_header_column: A
+    expected_row_header: a3_6_income_support_elderly_ratio_2022
+    filters:
+      validation.metric: income_support_elderly_bsaoa_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: income_support_elderly_bsaoa_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_6_child_benefits_ratio_2022
+    label: A3.6 child benefits External ratio 2022
+    ordinal: 4
+    row_number: 86
+    expected_row_header_column: A
+    expected_row_header: a3_6_child_benefits_ratio_2022
+    filters:
+      validation.metric: child_benefits_bch_s
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: child_benefits_bch_s
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  - value_id: a3_6_unemployment_benefits_ratio_2022
+    label: A3.6 unemployment benefits External ratio 2022
+    ordinal: 5
+    row_number: 87
+    expected_row_header_column: A
+    expected_row_header: a3_6_unemployment_benefits_ratio_2022
+    filters:
+      validation.metric: unemployment_benefits_bun
+      validation.series: ratio
+    constraints:
+    - variable: validation.metric
+      operator: ==
+      value: unemployment_benefits_bun
+      label: Validation metric
+    - variable: validation.series
+      operator: ==
+      value: ratio
+      label: Validation series
+  measures:
+  - measure_id: value
+    label: EUROMOD to External annual-amount ratio
+    ordinal: 0
+    column: G
+    source_column_id: value
+    expected_column_header_row: 1
+    expected_column_header: value
+    concept: euromod_be.macrovalidation_ratio
+    source_concept: jrc.euromod_be.validation_table_value
+    concept_relation: source_label
+    concept_authority: jrc
+    concept_evidence_url: https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf
+    concept_evidence_notes: >-
+      JRC Annex 3 Tables A3.2, A3.4, and A3.6, report pages 114, 118, and 125 (PDF pages 116, 120, and 127), print EUROMOD-to-External annual-amount ratios. These are model outputs and validation-only.
+    unit: ratio
+    aggregation: sum
+    value_scale: 1
+    expected_cell_type: number
diff --git a/tests/test_belgium_targets.py b/tests/test_belgium_targets.py
index ebac2a0..23a9384 100644
--- a/tests/test_belgium_targets.py
+++ b/tests/test_belgium_targets.py
@@ -3,6 +3,7 @@
 from __future__ import annotations
 
 import csv
+import hashlib
 from functools import lru_cache
 from pathlib import Path
 
@@ -63,6 +64,14 @@
     ),
 )
 EUROMOD_BE_COMPARATOR_ALIAS = "jrc-euromod-be-baseline-statistics-2025"
+EUROMOD_BE_COMPARATOR_PATH = (
+    REPO_ROOT
+    / "db"
+    / "data"
+    / "jrc"
+    / "euromod_be_baseline_statistics_2025"
+    / "jrc_euromod_be_baseline_statistics_2025.csv"
+)
 
 
 @lru_cache
@@ -195,18 +204,11 @@ def test_belgium_nis_2025_crosswalk_round_trips_merged_communes():
 
 
 def test_belgium_euromod_comparator_has_source_urls_per_row():
-    comparator_rows = _csv_rows(
-        REPO_ROOT
-        / "db"
-        / "data"
-        / "jrc"
-        / "euromod_be_baseline_statistics_2025"
-        / "jrc_euromod_be_baseline_statistics_2025.csv"
-    )
+    comparator_rows = _csv_rows(EUROMOD_BE_COMPARATOR_PATH)
     facts = _facts(EUROMOD_BE_COMPARATOR_ALIAS, 2025)
 
-    assert len(comparator_rows) == 41
-    assert len(facts) == 41
+    assert len(comparator_rows) == 90
+    assert len(facts) == 90
     assert {row["source_url"] for row in comparator_rows} == {
         "https://euromod-web.jrc.ec.europa.eu/sites/default/files/2025-02/Y15_CR_BE_final.pdf"
     }
@@ -219,8 +221,15 @@ def test_belgium_euromod_comparator_has_source_urls_per_row():
         "ratio",
     }
     assert sum(fact.provenance_class == "administrative" for fact in facts) == 25
-    assert sum(fact.provenance_class == "model_output" for fact in facts) == 14
+    assert sum(fact.provenance_class == "model_output" for fact in facts) == 63
     assert sum(fact.provenance_class == "survey_aggregate" for fact in facts) == 2
+    assert sum(row["validation.series"] == "euromod" for row in comparator_rows) == 32
+    assert sum(row["validation.series"] == "ratio" for row in comparator_rows) == 29
+    assert {
+        fact.provenance_class
+        for fact in facts
+        if fact.filters["validation.series"] in {"euromod", "ratio"}
+    } == {"model_output"}
     survey_facts = [
         fact for fact in facts if fact.provenance_class == "survey_aggregate"
     ]
@@ -228,6 +237,64 @@ def test_belgium_euromod_comparator_has_source_urls_per_row():
     assert validate_facts(facts).valid
 
 
+def test_belgium_euromod_comparator_preserves_original_rows_byte_for_byte():
+    original_prefix = b"".join(
+        EUROMOD_BE_COMPARATOR_PATH.read_bytes().splitlines(keepends=True)[:42]
+    )
+
+    # Header plus the original 41 rows is exactly the C2 artifact.
+    assert hashlib.sha256(original_prefix).hexdigest() == (
+        "2ef69251a72caaab042706c77143fa4f86dde2f800747ebb421b5f7b9a45e394"
+    )
+
+
+def test_belgium_euromod_comparator_pairs_c2_rows_with_model_outputs():
+    comparator_rows = _csv_rows(EUROMOD_BE_COMPARATOR_PATH)
+    ids = {row["value_id"] for row in comparator_rows}
+    c2_rows = comparator_rows[18:41]
+
+    assert len(c2_rows) == 23
+    assert {row["validation.series"] for row in c2_rows} == {"external", "silc"}
+
+    # The cached report has no blank same-period EUROMOD cells for these rows.
+    documented_euromod_blanks: set[str] = set()
+    missing_euromod = {
+        row["value_id"]
+        for row in c2_rows
+        if row["value_id"]
+        .replace("_external_", "_euromod_")
+        .replace("_silc_", "_euromod_")
+        not in ids
+    }
+    assert missing_euromod == documented_euromod_blanks
+
+    missing_ratios = {
+        row["value_id"]
+        for row in c2_rows
+        if row["value_id"]
+        .replace("_external_", "_ratio_")
+        .replace("_silc_", "_ratio_")
+        not in ids
+    }
+    assert not missing_ratios
+
+    # A3.2 prints these EUROMOD yse amounts but no External values or ratios.
+    yse_amounts = {
+        int(row["period"]): int(row["value"])
+        for row in comparator_rows
+        if row["table_id"] == "A3.2"
+        and row["validation.metric"] == "self_employment_income_yse"
+        and row["validation.series"] == "euromod"
+    }
+    assert yse_amounts == {2021: 20_965, 2022: 21_981, 2023: 23_764}
+    assert not any(
+        row["table_id"] == "A3.2"
+        and row["validation.metric"] == "self_employment_income_yse"
+        and row["validation.series"] == "ratio"
+        for row in comparator_rows
+    )
+
+
 SFPD_PENSION_ALIAS = "sfpd-legal-pension-caseload-2025"
 GROEIPAKKET_ALIAS = "opgroeien-groeipakket-caseload-2025"
 BFP_OUTLOOK_ALIAS = "bfp-economic-outlook-2026-06"
diff --git a/tests/test_chronicle_bundle.py b/tests/test_chronicle_bundle.py
index 9c39078..3a1470d 100644
--- a/tests/test_chronicle_bundle.py
+++ b/tests/test_chronicle_bundle.py
@@ -73,7 +73,7 @@ def test_build_bundle_writes_merged_consumer_contract(tmp_path):
         "aggregate_duplicate_key_count": 0,
         "entity_count": 11,
         "error_count": 0,
-        "fact_count": 156148,
+        "fact_count": 156197,
         "geography_count": 12536,
         "period_count": 191,
         "semantic_duplicate_key_count": 117,
@@ -82,7 +82,7 @@ def test_build_bundle_writes_merged_consumer_contract(tmp_path):
         "source_package_count": 144,
         "warning_count": 1,
     }
-    assert len(rows) == 156148
+    assert len(rows) == 156197
     assert {row["provenance_class"] for row in rows} <= {
         "administrative",
         "census",
@@ -114,7 +114,7 @@ def test_build_bundle_writes_merged_consumer_contract(tmp_path):
         "jct-obbba-revenue-estimates-2025",
         "jct-tax-expenditures-2024",
     ]
-    assert coverage["fact_count"] == 156148
+    assert coverage["fact_count"] == 156197
     assert coverage["counts"]["by_source"] == {
         "bea": 445,
         "bfp_economic_outlook": 5,
@@ -136,7 +136,7 @@ def test_build_bundle_writes_merged_consumer_contract(tmp_path):
         "ici": 12,
         "irs_soi": 40063,
         "isc": 2,
-        "jrc_euromod_be": 41,
+        "jrc_euromod_be": 90,
         "kff": 52,
         "mhclg": 2712,
         "nbb_national_accounts": 1,
@@ -391,7 +391,7 @@ def test_build_bundle_writes_merged_consumer_contract(tmp_path):
         table_counts[
             "jrc_euromod_be:EUROMOD Country Report Belgium 2025 validation tables"
         ]
-        == 41
+        == 90
     )
     assert (
         table_counts[
@@ -477,9 +477,9 @@ def test_build_bundle_writes_merged_consumer_contract(tmp_path):
         "calendar_year:2018": 86,
         "calendar_year:2019": 85,
         "calendar_year:2020": 85,
-        "calendar_year:2021": 4000,
-        "calendar_year:2022": 1950,
-        "calendar_year:2023": 6232,
+        "calendar_year:2021": 4017,
+        "calendar_year:2022": 1973,
+        "calendar_year:2023": 6241,
         "calendar_year:2024": 33825,
         "calendar_year:2025": 4446,
         "calendar_year:2026": 241,
@@ -622,7 +622,7 @@ def test_build_bundle_writes_merged_consumer_contract(tmp_path):
         "tax_year:2023": 48436,
         "tax_year:2024": 40,
     }
-    assert coverage["counts"]["by_geography"]["country:BE"] == 168
+    assert coverage["counts"]["by_geography"]["country:BE"] == 217
     assert coverage["counts"]["by_geography"]["country:DE"] == 36
     assert coverage["counts"]["by_geography"]["country:FR"] == 36
     assert coverage["counts"]["by_geography"]["nuts1:BE1"] == 6
@@ -642,11 +642,11 @@ def test_build_bundle_writes_merged_consumer_contract(tmp_path):
         "dwelling": 12733,
         "family": 107,
         "firm": 1439,
-        "government": 626,
+        "government": 661,
         "household": 40513,
         "institutional_sector": 103,
         "pension_plan": 2,
-        "person": 60296,
+        "person": 60310,
         "social_protection_scheme": 27,
         "tax_unit": 40069,
     }